diff --git a/.circleci/config.yml b/.circleci/config.yml
index 55fa9410845..6e368a3debe 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -112,10 +112,10 @@ commands:
             node --version
             npm --version
   install_rust:
-    description: "Install pinned rustup (1.28.2) and Rust toolchain (1.97.1) with checksum verification. Adds ~/.cargo/bin to PATH. Run this before any `uv sync` or `uv build` of the workspace: the root package builds litellm-rust through maturin, and on an image without cargo maturin fetches an unpinned rustup and a floating toolchain by itself."
+    description: "Install pinned rustup (1.28.2) and Rust toolchain (1.98.0) with checksum verification. Adds ~/.cargo/bin to PATH. Run this before any `uv sync` or `uv build` of the workspace: the root package builds litellm-rust through maturin, and on an image without cargo maturin fetches an unpinned rustup and a floating toolchain by itself."
     steps:
       - run:
-          name: Install Rust (rustup 1.28.2, toolchain 1.97.1)
+          name: Install Rust (rustup 1.28.2, toolchain 1.98.0)
           command: |
             case "$(uname -m)" in
               x86_64)
@@ -135,7 +135,7 @@ commands:
               "https://static.rust-lang.org/rustup/archive/1.28.2/${RUSTUP_TRIPLE}/rustup-init"
             echo "${RUSTUP_SHA256}  /tmp/rustup-init" | sha256sum -c -
             chmod +x /tmp/rustup-init
-            /tmp/rustup-init -y --no-modify-path --profile minimal --default-toolchain 1.97.1
+            /tmp/rustup-init -y --no-modify-path --profile minimal --default-toolchain 1.98.0
             rm -f /tmp/rustup-init
             echo 'export PATH="$HOME/.cargo/bin:$PATH"' >> "$BASH_ENV"
             export PATH="$HOME/.cargo/bin:$PATH"
@@ -300,7 +300,7 @@ jobs:
             if ($rustupActual -ne $rustupExpected) {
               throw "rustup installer hash mismatch: expected $rustupExpected got $rustupActual"
             }
-            & $rustupInit -y --profile minimal --default-toolchain stable
+            & $rustupInit -y --profile minimal --default-toolchain 1.98.0
             if ($LASTEXITCODE -ne 0) {
               exit $LASTEXITCODE
             }
@@ -575,7 +575,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
                 -k \"langfuse\""
@@ -630,7 +630,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -737,7 +737,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -782,7 +782,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
                 -k \"assistants\""
@@ -909,7 +909,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
@@ -999,7 +999,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1054,7 +1054,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
                 -n 8 \
@@ -1090,7 +1090,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1134,7 +1134,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1178,7 +1178,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1222,7 +1222,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1267,7 +1267,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
@@ -1312,7 +1312,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit.xml \
                 --durations=5 \
                 -n 4"
@@ -1391,7 +1391,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
@@ -1444,7 +1444,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --cov=./litellm --cov=./enterprise/litellm_enterprise --cov-report=xml \
                 --junitxml=test-results/junit.xml \
                 --durations=5 -n 2 \
@@ -1705,7 +1705,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit-2.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -1794,7 +1794,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -s -v -x \
+                -s -v \
                 --junitxml=test-results/junit.xml \
                 -n 4 \
                 --durations=5"
@@ -2012,7 +2012,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit-2.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2092,7 +2092,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2195,7 +2195,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2266,7 +2266,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2350,7 +2350,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x \
+                -vv \
                 --junitxml=test-results/junit-2.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2446,7 +2446,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -v -x \
+                -v \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
           no_output_timeout: 15m
@@ -2516,7 +2516,7 @@ jobs:
             echo "$TEST_FILES" | circleci tests run \
               --verbose \
               --command="tr ' ' '\\n' | awk '/\\.py/ {print; next} {sub(/\\.[A-Z][^.]*$/, \"\"); gsub(/\\./, \"/\"); print \$0 \".py\"}' | xargs uv run --no-sync python -m pytest \
-                -vv -x -s \
+                -vv -s \
                 --junitxml=test-results/junit.xml \
                 --durations=5"
           no_output_timeout: 15m
diff --git a/.github/actions/setup-uv-with-retries/action.yml b/.github/actions/setup-uv-with-retries/action.yml
index 1627038dc3d..98ff91f0283 100644
--- a/.github/actions/setup-uv-with-retries/action.yml
+++ b/.github/actions/setup-uv-with-retries/action.yml
@@ -1,11 +1,7 @@
 name: "Set up uv with retries"
 description: >-
-  Install uv via astral-sh/setup-uv, retrying on transient failures. Even with
-  an exact pinned version, the action resolves the artifact URL by fetching
-  https://raw.githubusercontent.com/astral-sh/versions/main/v1/uv.ndjson in a
-  single request with no retry, timeout, or fallback, so one connection-level
-  network error ("fetch failed") fails the whole job before any test runs.
-  Retrying the full step covers the manifest fetch and the binary download.
+  Install uv via astral-sh/setup-uv, retrying the full setup step so manifest
+  resolution and binary downloads get fresh attempts after transient failures.
 
 inputs:
   version:
@@ -18,7 +14,7 @@ runs:
     - name: Set up uv (attempt 1)
       id: attempt-1
       continue-on-error: true
-      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
+      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
       with:
         version: ${{ inputs.version }}
 
@@ -31,7 +27,7 @@ runs:
       id: attempt-2
       if: steps.attempt-1.outcome == 'failure'
       continue-on-error: true
-      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
+      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
       with:
         version: ${{ inputs.version }}
 
@@ -42,6 +38,6 @@ runs:
 
     - name: Set up uv (attempt 3)
       if: steps.attempt-2.outcome == 'failure'
-      uses: astral-sh/setup-uv@37802adc94f370d6bfd71619e3f0bf239e1f3b78 # v7.6.0
+      uses: astral-sh/setup-uv@20cfd1bf945f4377ade1205e4dbc17946fc9a30d # v10.0.1
       with:
         version: ${{ inputs.version }}
diff --git a/.github/ci-coverage-allowlist.yml b/.github/ci-coverage-allowlist.yml
index f7a785b3b80..0da07038152 100644
--- a/.github/ci-coverage-allowlist.yml
+++ b/.github/ci-coverage-allowlist.yml
@@ -4,6 +4,11 @@ description: >-
   by a job nor listed here, so every entry below is a decision on the record.
 
 test_paths:
+  - reason: >-
+      The Rust/Python parity harness is run manually through its local CLI. Recorded replay,
+      fixture generation, and harness checks are intentionally outside pull request CI
+    paths:
+      - tests/rust-python-harness
   - reason: >-
       What is left of the caching suite in tests/local_testing that runs nowhere. Every job that
       globs that directory either deselects it (local_testing_part1 and part2 carry `-k "... and
@@ -74,6 +79,11 @@ test_paths:
       - tests/load_tests/test_otel_load_test.py
       - tests/load_tests/test_vertex_embeddings_load_test.py
       - tests/load_tests/test_vertex_load_tests.py
+  - reason: >-
+      Env-gated saturation benchmark requires a live proxy and provider credentials, so it is run
+      locally rather than in pull-request jobs
+    paths:
+      - tests/load_tests/test_granian_admission_saturation.py
   - reason: >-
       A local-only agent rig: test_a2a_completion_bridge.py needs a LangGraph server on
       localhost:2024 and test_a2a.py drives a live A2A endpoint, so neither can run in a
diff --git a/.github/scripts/smoke_test_native_wheel.py b/.github/scripts/smoke_test_native_wheel.py
new file mode 100644
index 00000000000..577bb32fcf0
--- /dev/null
+++ b/.github/scripts/smoke_test_native_wheel.py
@@ -0,0 +1,68 @@
+from __future__ import annotations
+
+import subprocess
+import sys
+import tempfile
+import zipfile
+from pathlib import Path
+from typing import Final
+
+CHILD_SCRIPT: Final = """
+from importlib.util import module_from_spec, spec_from_file_location
+from pathlib import Path
+import sys
+
+native_path = Path(sys.argv[1])
+spec = spec_from_file_location("litellm.rust_bridge._native", native_path)
+if spec is None or spec.loader is None:
+    raise RuntimeError("cannot create native extension import specification")
+module = module_from_spec(spec)
+spec.loader.exec_module(module)
+
+before = module.gil_stats()
+if not isinstance(before.get("releases"), int):
+    raise AssertionError(f"unexpected gil_stats result: {before!r}")
+
+try:
+    module._panic_for_test()
+except BaseException as error:
+    if type(error).__name__ != "PanicException":
+        raise AssertionError(f"expected PanicException, got {type(error).__name__}") from error
+else:
+    raise AssertionError("Rust panic returned without raising")
+
+after = module.gil_stats()
+if not isinstance(after.get("releases"), int):
+    raise AssertionError(f"native module unusable after panic: {after!r}")
+"""
+
+
+def main() -> int:
+    if len(sys.argv) != 2:
+        sys.stderr.write(f"usage: {Path(sys.argv[0]).name} WHEEL\n")
+        return 2
+
+    wheel: Final = Path(sys.argv[1])
+    with tempfile.TemporaryDirectory() as temporary_directory, zipfile.ZipFile(wheel) as archive:
+        native_members: Final = tuple(
+            member
+            for member in archive.infolist()
+            if member.filename.startswith("litellm/rust_bridge/_native.") and member.filename.endswith(".so")
+        )
+        if len(native_members) != 1:
+            sys.stderr.write(f"expected one native extension, found {len(native_members)}\n")
+            return 1
+
+        native_path: Final = Path(temporary_directory) / Path(native_members[0].filename).name
+        native_path.write_bytes(archive.read(native_members[0]))
+        result: Final = subprocess.run((sys.executable, "-c", CHILD_SCRIPT, str(native_path)), check=False)
+
+    if result.returncode != 0:
+        sys.stderr.write(f"native wheel smoke test exited with status {result.returncode}\n")
+        return 1
+
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/.github/scripts/verify_linux_native_wheel.py b/.github/scripts/verify_linux_native_wheel.py
new file mode 100644
index 00000000000..899e2a211c0
--- /dev/null
+++ b/.github/scripts/verify_linux_native_wheel.py
@@ -0,0 +1,282 @@
+from __future__ import annotations
+
+import importlib.util
+import os
+import re
+import subprocess
+import sys
+import zipfile
+from collections.abc import Callable, Mapping, Sequence
+from itertools import product
+from pathlib import Path, PurePosixPath
+from types import MappingProxyType, ModuleType
+from typing import Final, Protocol
+
+EXPECTED_PYTHON_TAG: Final = "cp310"
+EXPECTED_ABI_TAG: Final = "abi3"
+EXPECTED_PLATFORM_TAG: Final = "linux_x86_64"
+
+
+class CommandRunner(Protocol):
+    def __call__(
+        self,
+        command: tuple[str, ...],
+        *,
+        check: bool,
+        capture_output: bool,
+        text: bool,
+    ) -> subprocess.CompletedProcess[str]: ...
+
+
+def _run_command(
+    command: tuple[str, ...],
+    *,
+    check: bool,
+    capture_output: bool,
+    text: bool,
+) -> subprocess.CompletedProcess[str]:
+    return subprocess.run(command, check=check, capture_output=capture_output, text=text)
+
+
+def _dist_info_directory(member: zipfile.ZipInfo) -> str | None:
+    parts: Final = PurePosixPath(member.filename).parts
+    if not parts or not parts[0].endswith(".dist-info"):
+        return None
+    return parts[0]
+
+
+def _wheel_metadata_tags(archive: zipfile.ZipFile, members: tuple[zipfile.ZipInfo, ...]) -> tuple[str, ...]:
+    if len(members) != 1:
+        return ()
+    lines: Final = archive.read(members[0]).splitlines()
+    return tuple(line.removeprefix(b"Tag:").strip().decode("ascii") for line in lines if line.startswith(b"Tag:"))
+
+
+def _load_native_module(native_path: Path) -> ModuleType | None:
+    module_spec: Final = importlib.util.spec_from_file_location("litellm.rust_bridge._native", native_path)
+    if module_spec is None or module_spec.loader is None:
+        return None
+    try:
+        native_module: Final = importlib.util.module_from_spec(module_spec)
+        module_spec.loader.exec_module(native_module)
+    except Exception as error:  # noqa: BLE001  # native module initialization can raise arbitrary exceptions
+        sys.stderr.write(f"native module load failed: {error}\n")
+        return None
+    return native_module
+
+
+def main(
+    argv: Sequence[str] | None = None,
+    environment: Mapping[str, str] | None = None,
+    load_native_module: Callable[[Path], ModuleType | None] = _load_native_module,
+    run_command: CommandRunner = _run_command,
+) -> int:
+    arguments: Final = tuple(sys.argv if argv is None else argv)
+    resolved_environment: Final = os.environ if environment is None else environment
+    if len(arguments) != 2:
+        sys.stderr.write(f"usage: {Path(arguments[0]).name} WHEEL\n")
+        return 2
+
+    wheel: Final = Path(arguments[1])
+    wheel_tags: Final = wheel.stem.rsplit("-", maxsplit=3)
+    if len(wheel_tags) != 4:
+        sys.stderr.write(f"cannot parse wheel tags from {wheel.name}\n")
+        return 1
+
+    wheel_identity: Final = wheel_tags[0].split("-")
+    if len(wheel_identity) != 2 or wheel_identity[0] != "litellm" or not wheel_identity[1]:
+        sys.stderr.write(f"unexpected wheel identity: {wheel_tags[0]}\n")
+        return 1
+
+    expected_dist_info_directory: Final = f"{wheel_tags[0]}.dist-info"
+    expected_dist_info_directories: Final = frozenset((expected_dist_info_directory,))
+    python_tag: Final = wheel_tags[1]
+    abi_tag: Final = wheel_tags[2]
+    platform_tag: Final = wheel_tags[3]
+    expanded_filename_tags: Final = frozenset(
+        "-".join(tag) for tag in product(python_tag.split("."), abi_tag.split("."), platform_tag.split("."))
+    )
+
+    with zipfile.ZipFile(wheel) as archive:
+        wheel_members: Final = archive.infolist()
+        dist_info_directories: Final = frozenset(
+            directory for member in wheel_members if (directory := _dist_info_directory(member)) is not None
+        )
+        required_dist_info_files: Final = ("METADATA", "RECORD", "WHEEL")
+        dist_info_file_counts: Final = MappingProxyType(
+            {
+                filename: sum(
+                    member.filename == f"{expected_dist_info_directory}/{filename}" for member in wheel_members
+                )
+                for filename in required_dist_info_files
+            }
+        )
+        wheel_metadata_members: Final = tuple(
+            member for member in wheel_members if member.filename == f"{expected_dist_info_directory}/WHEEL"
+        )
+        wheel_metadata_tags: Final = _wheel_metadata_tags(archive, wheel_metadata_members)
+        native_members: Final = tuple(
+            member
+            for member in wheel_members
+            if member.filename.startswith("litellm/rust_bridge/_native.") and member.filename.endswith(".so")
+        )
+        if len(native_members) != 1:
+            sys.stderr.write(f"expected one native extension, found {len(native_members)}\n")
+            return 1
+
+        unexpected_members: Final = tuple(
+            member.filename
+            for member in wheel_members
+            if member.filename.endswith((".pdb", ".dwp", ".rlib", ".rmeta", "Cargo.toml", "Cargo.lock"))
+            or any(part.endswith(".dSYM") for part in PurePosixPath(member.filename).parts)
+        )
+        native_member: Final = native_members[0]
+        uncompressed_wheel_size: Final = sum(member.file_size for member in wheel_members)
+        native_path: Final = wheel.parent / "native" / Path(native_member.filename).name
+        native_path.parent.mkdir(parents=True, exist_ok=True)
+        native_path.write_bytes(archive.read(native_member))
+
+    wheel_metadata_tags_match: Final = (
+        len(wheel_metadata_tags) == len(expanded_filename_tags)
+        and frozenset(wheel_metadata_tags) == expanded_filename_tags
+    )
+    commit_sha: Final = resolved_environment.get(
+        "RELEASE_WHEEL_COMMIT_SHA", resolved_environment.get("GITHUB_SHA", "unknown")
+    )
+    rustc_version: Final = run_command(
+        ("rustc", "--version"),
+        check=True,
+        capture_output=True,
+        text=True,
+    ).stdout.strip()
+    pyproject: Final = (Path(__file__).parents[2] / "pyproject.toml").read_text()
+    maturin_match: Final = re.search(r'"maturin==([^";]+)', pyproject)
+    if maturin_match is None:
+        sys.stderr.write("build-system does not pin an exact Maturin version\n")
+        return 1
+
+    maturin_version: Final = maturin_match.group(1)
+    native_percentage: Final = native_member.file_size / uncompressed_wheel_size * 100
+    size_report: Final = "\n".join(
+        (
+            "## Native wheel build report",
+            "",
+            "| Build | Value |",
+            "| --- | --- |",
+            f"| Commit | `{commit_sha}` |",
+            f"| Platform | `{platform_tag}` |",
+            f"| Python ABI | `{python_tag}-{abi_tag}` |",
+            f"| Rust compiler | `{rustc_version}` |",
+            f"| Maturin | `{maturin_version}` |",
+            "| Cargo profile | `release` |",
+            "",
+            "| Artifact | Size |",
+            "| --- | ---: |",
+            f"| Compressed wheel | {wheel.stat().st_size / 1_000_000:.2f} MB |",
+            f"| Uncompressed wheel | {uncompressed_wheel_size / 1_000_000:.2f} MB |",
+            f"| Native extension | {native_member.file_size / 1_000_000:.2f} MB |",
+            f"| Native share | {native_percentage:.2f}% |",
+            "",
+        )
+    )
+    summary_path: Final = resolved_environment.get("GITHUB_STEP_SUMMARY")
+    if summary_path is None:
+        sys.stdout.write(size_report)
+    else:
+        Path(summary_path).write_text(size_report)
+
+    sections: Final = run_command(
+        ("readelf", "--sections", "--wide", str(native_path)),
+        check=True,
+        capture_output=True,
+        text=True,
+    ).stdout
+    debug_sections: Final = tuple(section for section in (".debug_", ".zdebug_") if section in sections)
+    debug_sections_absent: Final = not debug_sections
+    static_symbol_table_absent: Final = ".symtab" not in sections
+
+    dynamic_symbols: Final = run_command(
+        ("readelf", "--dyn-syms", "--wide", str(native_path)),
+        check=True,
+        capture_output=True,
+        text=True,
+    ).stdout
+    extension_entry_point_present: Final = "PyInit__native" in dynamic_symbols
+    native_module: Final = load_native_module(native_path)
+    native_module_loads: Final = native_module is not None
+    panic_test_hook_absent: Final = native_module is not None and not hasattr(native_module, "_panic_for_test")
+    native_size_limit: Final = 20_000_000
+    native_size_within_limit: Final = native_member.file_size <= native_size_limit
+    validations: Final = (
+        (f"Python tag is {EXPECTED_PYTHON_TAG}", python_tag == EXPECTED_PYTHON_TAG),
+        (f"ABI tag is {EXPECTED_ABI_TAG}", abi_tag == EXPECTED_ABI_TAG),
+        (f"Platform tag is {EXPECTED_PLATFORM_TAG}", platform_tag == EXPECTED_PLATFORM_TAG),
+        ("Wheel dist-info directory matches the filename", dist_info_directories == expected_dist_info_directories),
+        (
+            "Required dist-info files are present exactly once",
+            all(count == 1 for count in dist_info_file_counts.values()),
+        ),
+        ("Wheel metadata tags match the filename", wheel_metadata_tags_match),
+        ("Debug sections are absent", debug_sections_absent),
+        ("Static symbol table is absent", static_symbol_table_absent),
+        ("Python extension entry point is present", extension_entry_point_present),
+        ("Native module loads", native_module_loads),
+        ("Production module omits the panic test hook", panic_test_hook_absent),
+        ("Native extension does not exceed 20 MB", native_size_within_limit),
+        ("Wheel contents are valid", not unexpected_members),
+    )
+
+    verified_report: Final = size_report + "\n".join(
+        ("", "| Validation | Expected | Result |", "| --- | --- | :---: |")
+        + tuple(f"| {label} | Yes | {'O' if passed else 'X'} |" for label, passed in validations)
+        + ("",)
+    )
+    if summary_path is not None:
+        Path(summary_path).write_text(verified_report)
+
+    invalid_dist_info_files: Final = any(count != 1 for count in dist_info_file_counts.values())
+    validation_errors: Final = tuple(
+        message
+        for failed, message in (
+            (bool(debug_sections), f"{native_member.filename} contains debug sections: {', '.join(debug_sections)}"),
+            (not static_symbol_table_absent, f"{native_member.filename} contains a static symbol table"),
+            (not extension_entry_point_present, "native extension does not export PyInit__native"),
+            (
+                python_tag != EXPECTED_PYTHON_TAG,
+                f"unexpected Python tag: expected {EXPECTED_PYTHON_TAG}, found {python_tag}",
+            ),
+            (abi_tag != EXPECTED_ABI_TAG, f"unexpected ABI tag: expected {EXPECTED_ABI_TAG}, found {abi_tag}"),
+            (
+                platform_tag != EXPECTED_PLATFORM_TAG,
+                f"unexpected platform tag: expected {EXPECTED_PLATFORM_TAG}, found {platform_tag}",
+            ),
+            (
+                dist_info_directories != expected_dist_info_directories,
+                f"unexpected dist-info directories: expected {expected_dist_info_directory}, "
+                f"found {', '.join(sorted(dist_info_directories))}",
+            ),
+            (invalid_dist_info_files, f"required dist-info file counts are invalid: {dist_info_file_counts}"),
+            (
+                not invalid_dist_info_files and not wheel_metadata_tags_match,
+                f"WHEEL tags do not match filename: expected {', '.join(sorted(expanded_filename_tags))}, "
+                f"found {', '.join(sorted(wheel_metadata_tags))}",
+            ),
+            (
+                native_module is not None and not panic_test_hook_absent,
+                "production native module exposes _panic_for_test",
+            ),
+            (
+                not native_size_within_limit,
+                f"native extension exceeds 20 MB: {native_member.file_size / 1_000_000:.2f} MB",
+            ),
+            (bool(unexpected_members), f"wheel contains unexpected build artifacts: {', '.join(unexpected_members)}"),
+        )
+        if failed
+    )
+    sys.stderr.write("".join(f"{message}\n" for message in validation_errors))
+
+    return 0 if all(passed for _, passed in validations) else 1
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/.github/workflows/_test-unit-base.yml b/.github/workflows/_test-unit-base.yml
index c4045a08ffb..d2cc0aa6d8d 100644
--- a/.github/workflows/_test-unit-base.yml
+++ b/.github/workflows/_test-unit-base.yml
@@ -57,9 +57,15 @@ permissions:
 
 jobs:
   run:
-    name: Run tests
+    name: ${{ matrix.python-version == '3.12' && 'Run tests' || format('Run tests (Python {0})', matrix.python-version) }}
     runs-on: ubuntu-latest
     timeout-minutes: ${{ inputs.job-timeout-minutes }}
+    strategy:
+      fail-fast: false
+      matrix:
+        python-version: ["3.10", "3.11", "3.12", "3.13", "3.14"]
+    env:
+      UV_PYTHON: ${{ matrix.python-version }}
     permissions:
       contents: read
       pull-requests: read
@@ -82,7 +88,7 @@ jobs:
         timeout-minutes: 3
         uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
         with:
-          python-version: "3.12"
+          python-version: ${{ matrix.python-version }}
 
       - name: Set up uv
         if: steps.changes.outputs.decision != 'skip'
@@ -96,12 +102,10 @@ jobs:
         timeout-minutes: 5
         uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
         with:
-          path: |
-            ~/.cache/uv
-            .venv
-          key: ${{ runner.os }}-uv-${{ hashFiles('uv.lock') }}
+          path: ${{ env.UV_CACHE_DIR }}
+          key: ${{ runner.os }}-uv-downloads-py${{ matrix.python-version }}-${{ hashFiles('uv.lock') }}
           restore-keys: |
-            ${{ runner.os }}-uv-
+            ${{ runner.os }}-uv-downloads-py${{ matrix.python-version }}-
 
       - name: Cache the Rust build
         if: steps.changes.outputs.decision != 'skip'
@@ -113,6 +117,7 @@ jobs:
         timeout-minutes: 8
         run: |
           .github/scripts/uv_sync_with_retries.sh --frozen --group ci --group proxy-dev --extra google --extra proxy --extra semantic-router --extra saml
+          uv run --no-sync python -c 'import os, sys; print(sys.version); assert f"{sys.version_info.major}.{sys.version_info.minor}" == os.environ["UV_PYTHON"]'
 
       - name: Cache Prisma binaries
         if: steps.changes.outputs.decision != 'skip'
@@ -134,13 +139,7 @@ jobs:
           WORKERS: ${{ inputs.workers }}
           RERUNS: ${{ inputs.reruns }}
           DIST: ${{ inputs.dist }}
-          # coverage.py's sys.monitoring backend (PEP 669), the cheapest core it has.
-          # It is only the default from Python 3.14, and these shards run 3.12, so it
-          # has to be asked for. Coverage refuses it when branch measurement is on
-          # (`branch_right_left` needs > 3.14.0a5) and falls back to the slow core with
-          # a `no-sysmon` warning, so turning on `branch = true` here means giving this
-          # back until the runners move to 3.14.
-          COVERAGE_CORE: sysmon
+          COVERAGE_CORE: ${{ contains(fromJSON('["3.10", "3.11"]'), matrix.python-version) && 'ctrace' || 'sysmon' }}
         run: |
           if [ "${WORKERS}" = "0" ]; then
             uv run --no-sync pytest ${TEST_PATH:?} \
@@ -167,7 +166,7 @@ jobs:
           fi
 
       - name: Save coverage report
-        if: always() && steps.changes.outputs.decision != 'skip'
+        if: always() && matrix.python-version == '3.12' && steps.changes.outputs.decision != 'skip'
         uses: actions/upload-artifact@4cec3d8aa04e39d1a68397de0c4cd6fb9dce8ec1 # v4.6.1
         with:
           name: coverage-${{ inputs.artifact-name }}-${{ github.run_id }}-${{ github.run_attempt }}
diff --git a/.github/workflows/image-scan.yml b/.github/workflows/image-scan.yml
index bb04563c1a8..206bb809e0c 100644
--- a/.github/workflows/image-scan.yml
+++ b/.github/workflows/image-scan.yml
@@ -80,7 +80,7 @@ jobs:
           LITELLM_IMAGE: litellm-image-scan:${{ github.sha }}
         run: |
           python -m pip install "pytest==9.0.3"
-          python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py -v
+          python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py -v
 
       # Scans the whole shipped artifact: OS/apk plus every language package
       # baked into the image, including ones no lockfile declares (e.g. prisma's
@@ -124,7 +124,7 @@ jobs:
           LITELLM_IMAGE: litellm-runtime-scan:${{ github.sha }}
         run: |
           python -m pip install "pytest==9.0.3"
-          python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py -v
+          python -m pytest tests/proxy_migration_tests/test_offline_image_migration.py tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py -v
 
   migrations-image:
     name: migrations-image
@@ -185,7 +185,7 @@ jobs:
           LITELLM_COMPONENT_PORT: "4000"
         run: |
           python -m pip install "pytest==9.0.3"
-          python -m pytest tests/proxy_migration_tests/test_component_image_serves_offline.py -v
+          python -m pytest tests/proxy_migration_tests/test_component_image_serves_offline.py tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py -v
 
   ui-image:
     name: ui-image
diff --git a/.github/workflows/report-rust-release-wheel.yml b/.github/workflows/report-rust-release-wheel.yml
new file mode 100644
index 00000000000..1d93b56f77f
--- /dev/null
+++ b/.github/workflows/report-rust-release-wheel.yml
@@ -0,0 +1,130 @@
+name: Report LiteLLM Rust release wheel
+
+on: # zizmor: ignore[dangerous-triggers] reporter executes no PR code and consumes no PR artifacts or outputs
+  workflow_run:
+    workflows:
+      - LiteLLM Rust
+    types:
+      - completed
+
+permissions: {}
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.event.workflow_run.pull_requests[0].number || github.event.workflow_run.id }}
+  cancel-in-progress: false
+
+jobs:
+  report-release-wheel:
+    name: report release wheel
+    if: >-
+      github.event.workflow_run.event == 'pull_request' &&
+      github.event.workflow_run.path == '.github/workflows/test-rust.yml' &&
+      github.event.workflow_run.head_repository.full_name == github.repository &&
+      github.event.workflow_run.pull_requests[0].number != null
+    runs-on: ubuntu-latest
+    timeout-minutes: 5
+    permissions:
+      issues: write # PR comments use the issues API
+      pull-requests: read # Current-head validation rejects stale workflow runs
+
+    steps:
+      - name: Link release wheel report on PR
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
+        env:
+          COMMENT_MARKER: "<!-- litellm-release-wheel-size -->"
+        with:
+          script: |
+            const marker = process.env.COMMENT_MARKER;
+            const workflowRun = context.payload.workflow_run;
+            const allowedConclusions = new Set([
+              "action_required",
+              "cancelled",
+              "failure",
+              "neutral",
+              "skipped",
+              "stale",
+              "startup_failure",
+              "success",
+              "timed_out",
+            ]);
+            if (
+              !allowedConclusions.has(workflowRun.conclusion) ||
+              workflowRun.event !== "pull_request" ||
+              workflowRun.path !== ".github/workflows/test-rust.yml" ||
+              workflowRun.head_repository?.full_name !==
+                `${context.repo.owner}/${context.repo.repo}` ||
+              workflowRun.pull_requests?.length !== 1
+            ) {
+              throw new Error("unexpected source workflow");
+            }
+            const pullRequest = workflowRun.pull_requests[0];
+            const pullRequestNumber = pullRequest.number;
+            const headSha = workflowRun.head_sha;
+            const runId = workflowRun.id;
+            if (
+              !Number.isSafeInteger(pullRequestNumber) ||
+              pullRequestNumber <= 0 ||
+              !Number.isSafeInteger(runId) ||
+              runId <= 0 ||
+              !/^[0-9a-f]{40}$/.test(headSha) ||
+              pullRequest.head?.sha !== headSha
+            ) {
+              throw new Error("invalid source workflow metadata");
+            }
+            const runUrl =
+              `${context.serverUrl}/${context.repo.owner}/${context.repo.repo}` +
+              `/actions/runs/${runId}`;
+            const result =
+              workflowRun.conclusion === "success"
+                ? "successfully"
+                : `with \`${workflowRun.conclusion}\``;
+            const body = [
+              marker,
+              "## LiteLLM Rust workflow",
+              "",
+              `Workflow completed ${result} for \`${headSha}\``,
+              "",
+              `[View workflow run](${runUrl})`,
+            ].join("\n");
+            const comments = await github.paginate(github.rest.issues.listComments, {
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: pullRequestNumber,
+              per_page: 100,
+            });
+            const existing = comments.find(
+              (comment) =>
+                comment.user?.login === "github-actions[bot]" &&
+                comment.body?.startsWith(marker),
+            );
+            const currentPullRequest = (
+              await github.rest.pulls.get({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                pull_number: pullRequestNumber,
+              })
+            ).data;
+            if (
+              currentPullRequest.state !== "open" ||
+              currentPullRequest.head.repo?.full_name !==
+                `${context.repo.owner}/${context.repo.repo}` ||
+              currentPullRequest.head.sha !== headSha
+            ) {
+              core.info("source workflow no longer matches the current pull request head");
+              return;
+            }
+            if (existing) {
+              await github.rest.issues.updateComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                comment_id: existing.id,
+                body,
+              });
+            } else {
+              await github.rest.issues.createComment({
+                owner: context.repo.owner,
+                repo: context.repo.repo,
+                issue_number: pullRequestNumber,
+                body,
+              });
+            }
diff --git a/.github/workflows/test-code-quality.yml b/.github/workflows/test-code-quality.yml
index c112bf2bb22..d02f5878396 100644
--- a/.github/workflows/test-code-quality.yml
+++ b/.github/workflows/test-code-quality.yml
@@ -128,6 +128,9 @@ jobs:
       - name: check_fastuuid_usage
         run: uv run --no-sync python ./tests/code_coverage_tests/check_fastuuid_usage.py
 
+      - name: check_py310_typing_imports
+        run: uv run --no-sync python ./tests/code_coverage_tests/check_py310_typing_imports.py
+
       - name: check_e2e_no_raw_requests
         run: uv run --no-sync python ./tests/code_coverage_tests/check_e2e_no_raw_requests.py
 
@@ -145,3 +148,33 @@ jobs:
 
       - name: documentation_test_api_docs
         run: uv run --no-sync python ./tests/documentation_tests/test_api_docs.py
+
+  python-310-import-smoke:
+    runs-on: ubuntu-latest
+    timeout-minutes: 15
+
+    steps:
+      - uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+
+      - name: Set up Python
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.10"
+
+      - name: Set up uv
+        uses: ./.github/actions/setup-uv-with-retries
+        with:
+          version: "0.10.9"
+
+      - name: Install dependencies
+        run: uv sync --frozen --extra proxy --python 3.10
+
+      - run: uv run --no-sync python --version
+
+      - name: Import litellm
+        run: uv run --no-sync python -c "import litellm"
+
+      - name: Check litellm CLI
+        run: uv run --no-sync litellm --version
diff --git a/.github/workflows/test-litellm-ui-build.yml b/.github/workflows/test-litellm-ui-build.yml
index b3a07a6e0ff..4eb6b272c43 100644
--- a/.github/workflows/test-litellm-ui-build.yml
+++ b/.github/workflows/test-litellm-ui-build.yml
@@ -19,9 +19,6 @@ jobs:
   build-ui:
     runs-on: ubuntu-latest
     timeout-minutes: 10
-    defaults:
-      run:
-        working-directory: ui/litellm-dashboard
 
     steps:
       - name: Checkout repository
@@ -35,18 +32,11 @@ jobs:
         with:
           category: ui
 
-      - name: Setup Node.js
+      # Built through the image stage rather than the checkout, because the
+      # stage copies ui/litellm-dashboard/ alone: an import reaching above the
+      # dashboard root resolves in a checkout and fails in every image we ship.
+      # Dockerfile, docker/Dockerfile.non_root and ui/Dockerfile share this
+      # stage verbatim, so building one covers all three.
+      - name: Build the dashboard as the shipped images build it
         if: steps.changes.outputs.decision != 'skip'
-        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5.0.0
-        with:
-          node-version-file: ui/litellm-dashboard/.nvmrc
-          cache: "npm"
-          cache-dependency-path: ui/litellm-dashboard/package-lock.json
-
-      - name: Install dependencies
-        if: steps.changes.outputs.decision != 'skip'
-        run: npm ci
-
-      - name: Build
-        if: steps.changes.outputs.decision != 'skip'
-        run: npm run build
+        run: docker build --target ui-builder -f Dockerfile .
diff --git a/.github/workflows/test-rust.yml b/.github/workflows/test-rust.yml
index 21e1bcb90c6..9b8b132df62 100644
--- a/.github/workflows/test-rust.yml
+++ b/.github/workflows/test-rust.yml
@@ -4,6 +4,12 @@ on:
   push:
     paths:
       - "litellm-rust/**"
+      - ".cargo/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/scripts/smoke_test_native_wheel.py"
+      - ".github/scripts/verify_linux_native_wheel.py"
+      - "tests/test_litellm/rust_bridge/native_route_wheel_test.py"
       - ".github/workflows/test-rust.yml"
   pull_request:
     branches:
@@ -13,6 +19,12 @@ on:
       - "litellm_**"
     paths:
       - "litellm-rust/**"
+      - ".cargo/**"
+      - "pyproject.toml"
+      - "rust-toolchain.toml"
+      - ".github/scripts/smoke_test_native_wheel.py"
+      - ".github/scripts/verify_linux_native_wheel.py"
+      - "tests/test_litellm/rust_bridge/native_route_wheel_test.py"
       - ".github/workflows/test-rust.yml"
 
 permissions:
@@ -40,9 +52,7 @@ jobs:
           persist-credentials: false
 
       - name: Set up Rust
-        run: |
-          rustup toolchain install stable --profile minimal --component clippy,rustfmt
-          rustup default stable
+        run: rustup toolchain install
 
       - name: Cache Cargo registry and target
         uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
@@ -51,7 +61,7 @@ jobs:
             ~/.cargo/registry
             ~/.cargo/git
             litellm-rust/target
-          key: ${{ runner.os }}-cargo-${{ hashFiles('litellm-rust/Cargo.lock') }}
+          key: ${{ runner.os }}-cargo-${{ hashFiles('rust-toolchain.toml', 'litellm-rust/Cargo.lock') }}
           restore-keys: |
             ${{ runner.os }}-cargo-
 
@@ -64,8 +74,62 @@ jobs:
       - name: Run Clippy with Bedrock auth
         run: cargo clippy -p litellm-core --all-targets --features bedrock-auth --locked -- -D warnings
 
+      - name: Run Clippy with all gateway features
+        run: cargo clippy -p litellm-ai-gateway --all-targets --all-features --locked -- -D warnings
+
       - name: Run Rust tests
         run: cargo test --workspace --locked
 
       - name: Run core tests with Bedrock auth
         run: cargo test -p litellm-core --features bedrock-auth --locked
+
+      # Not --all-features: python-config links libpython, which this job does not install.
+      - name: Run gateway tests with the server feature
+        run: cargo test -p litellm-ai-gateway --features server --locked
+
+  release-wheel:
+    name: release wheel
+    runs-on: ubuntu-latest
+    timeout-minutes: 20
+    permissions:
+      contents: read
+    env:
+      CARGO_TERM_COLOR: always
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@08eba0b27e820071cde6df949e0beb9ba4906955 # v4.3.0
+        with:
+          persist-credentials: false
+
+      - name: Set up Python
+        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        with:
+          python-version: "3.12"
+
+      - name: Set up uv
+        uses: ./.github/actions/setup-uv-with-retries
+        with:
+          version: "0.10.9"
+
+      - name: Set up Rust
+        run: rustup toolchain install
+
+      - name: Build release wheel
+        run: uv build --wheel --out-dir dist
+
+      - name: Build panic contract wheel
+        run: >-
+          uv build --wheel --out-dir panic-dist
+          --config-setting "maturin.build-args=--features panic-test,extension-module"
+
+      - name: Smoke-test native panic unwinding
+        run: python .github/scripts/smoke_test_native_wheel.py panic-dist/*.whl
+
+      - name: Verify stripped native extension
+        env:
+          RELEASE_WHEEL_COMMIT_SHA: ${{ github.event.pull_request.head.sha || github.sha }}
+        run: python .github/scripts/verify_linux_native_wheel.py dist/*.whl
+
+      - name: Test native route wheel
+        run: python tests/test_litellm/rust_bridge/native_route_wheel_test.py dist/*.whl
diff --git a/.github/workflows/test-unit.yml b/.github/workflows/test-unit.yml
index c2dff805772..33245ec5b5f 100644
--- a/.github/workflows/test-unit.yml
+++ b/.github/workflows/test-unit.yml
@@ -150,6 +150,7 @@ jobs:
               tests/test_litellm/proxy/google_endpoints
               tests/test_litellm/proxy/openai_files_endpoint
               tests/test_litellm/proxy/batches_endpoints
+              tests/test_litellm/proxy/container_endpoints
               tests/test_litellm/proxy/fine_tuning_endpoints
               tests/test_litellm/proxy/vector_store_files_endpoints
               tests/test_litellm/proxy/video_endpoints
diff --git a/Dockerfile b/Dockerfile
index b3ee85e9ed1..0a92aa9a68c 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -66,6 +66,7 @@ RUN uv sync --frozen --no-install-project --no-install-workspace --no-default-gr
     --extra extra_proxy \
     --extra semantic-router \
     --extra saml \
+    --extra bedrock-realtime \
     --python python3.13
 
 # Copy full source tree
@@ -87,6 +88,7 @@ RUN uv sync --frozen --no-default-groups --no-editable \
     --extra extra_proxy \
     --extra semantic-router \
     --extra saml \
+    --extra bedrock-realtime \
     --python python3.13
 
 RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
@@ -101,6 +103,12 @@ FROM $LITELLM_RUNTIME_IMAGE AS runtime
 
 USER root
 
+# The base image only configures Chainguard's authenticated apk repo, which
+# requires an enterprise subscription. Add the public Wolfi repo so `apk add`
+# also works for anyone installing extra packages into a running container.
+# https://github.com/BerriAI/litellm/issues/33518
+RUN echo "https://packages.wolfi.dev/os" >> /etc/apk/repositories
+
 # node (without npm) is required by the prisma CLI at runtime
 RUN apk add --no-cache bash openssl tzdata nodejs python-3.13 libsndfile
 
diff --git a/backend/Dockerfile b/backend/Dockerfile
index aa01b9fba8b..622fedcd70d 100644
--- a/backend/Dockerfile
+++ b/backend/Dockerfile
@@ -46,6 +46,7 @@ RUN --mount=type=cache,target=/root/.cache/uv \
         --extra proxy-runtime \
         --extra extra_proxy \
         --extra semantic-router \
+        --extra saml \
         --python python3.13
 
 # Stage 2 — copy source and install the project + workspace members.
@@ -57,6 +58,7 @@ RUN --mount=type=cache,target=/root/.cache/uv \
         --extra proxy-runtime \
         --extra extra_proxy \
         --extra semantic-router \
+        --extra saml \
         --python python3.13
 
 RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
diff --git a/basedpyright-code-budget.json b/basedpyright-code-budget.json
index d64978180fb..9b59480a0dc 100644
--- a/basedpyright-code-budget.json
+++ b/basedpyright-code-budget.json
@@ -1,9 +1,9 @@
 {
   "reportAny": {
-    "limit": 14076
+    "limit": 14074
   },
   "reportArgumentType": {
-    "limit": 2216
+    "limit": 2206
   },
   "reportAssignmentType": {
     "limit": 319
@@ -18,13 +18,13 @@
     "limit": 40
   },
   "reportDeprecated": {
-    "limit": 211
+    "limit": 209
   },
   "reportDuplicateImport": {
     "limit": 19
   },
   "reportExplicitAny": {
-    "limit": 4128
+    "limit": 4124
   },
   "reportFunctionMemberAccess": {
     "limit": 7
@@ -42,10 +42,10 @@
     "limit": 12
   },
   "reportIndexIssue": {
-    "limit": 25
+    "limit": 24
   },
   "reportInvalidTypeForm": {
-    "limit": 34
+    "limit": 30
   },
   "reportInvalidTypeVarUse": {
     "limit": 2
@@ -57,7 +57,7 @@
     "limit": 5601
   },
   "reportMissingTypeArgument": {
-    "limit": 15306
+    "limit": 15285
   },
   "reportMissingTypeStubs": {
     "limit": 40
@@ -99,31 +99,31 @@
     "limit": 0
   },
   "reportUnknownArgumentType": {
-    "limit": 44364
+    "limit": 44360
   },
   "reportUnknownLambdaType": {
     "limit": 109
   },
   "reportUnknownMemberType": {
-    "limit": 38350
+    "limit": 38309
   },
   "reportUnknownParameterType": {
-    "limit": 19626
+    "limit": 19622
   },
   "reportUnknownVariableType": {
-    "limit": 29890
+    "limit": 29846
   },
   "reportUnnecessaryCast": {
     "limit": 111
   },
   "reportUnnecessaryComparison": {
-    "limit": 695
+    "limit": 687
   },
   "reportUnnecessaryContains": {
-    "limit": 5
+    "limit": 4
   },
   "reportUnnecessaryIsInstance": {
-    "limit": 826
+    "limit": 819
   },
   "reportUntypedBaseClass": {
     "limit": 0
@@ -138,7 +138,7 @@
     "limit": 138
   },
   "reportUnusedImport": {
-    "limit": 543
+    "limit": 542
   },
   "reportUnusedVariable": {
     "limit": 137
diff --git a/docker/Dockerfile.database b/docker/Dockerfile.database
index c1348f68231..e9ad2849bb2 100644
--- a/docker/Dockerfile.database
+++ b/docker/Dockerfile.database
@@ -64,6 +64,7 @@ RUN uv sync --frozen --no-install-project --no-install-workspace --no-default-gr
     --extra extra_proxy \
     --extra semantic-router \
     --extra saml \
+    --extra bedrock-realtime \
     --python python3.13
 
 # Copy full source tree
@@ -85,6 +86,7 @@ RUN uv sync --frozen --no-default-groups --no-editable \
     --extra extra_proxy \
     --extra semantic-router \
     --extra saml \
+    --extra bedrock-realtime \
     --python python3.13
 
 RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries \
diff --git a/docker/Dockerfile.non_root b/docker/Dockerfile.non_root
index 2221435a83a..edf20e8bbff 100644
--- a/docker/Dockerfile.non_root
+++ b/docker/Dockerfile.non_root
@@ -70,6 +70,7 @@ RUN --mount=type=cache,target=/app/.cache/uv,id=litellm-uv-cache \
     --extra extra_proxy \
     --extra semantic-router \
     --extra saml \
+    --extra bedrock-realtime \
     --python python3.13
 
 # Copy full source tree
@@ -97,6 +98,7 @@ RUN --mount=type=cache,target=/app/.cache/uv,id=litellm-uv-cache \
         --extra extra_proxy \
         --extra semantic-router \
         --extra saml \
+        --extra bedrock-realtime \
         --python python3.13 \
         --no-sources-package litellm-proxy-extras; \
     else \
@@ -106,6 +108,7 @@ RUN --mount=type=cache,target=/app/.cache/uv,id=litellm-uv-cache \
         --extra extra_proxy \
         --extra semantic-router \
         --extra saml \
+        --extra bedrock-realtime \
         --python python3.13; \
     fi
 
diff --git a/docker/build_from_pip/Dockerfile.build_from_pip b/docker/build_from_pip/Dockerfile.build_from_pip
index e27e8f26cc2..a5733f0e1a0 100644
--- a/docker/build_from_pip/Dockerfile.build_from_pip
+++ b/docker/build_from_pip/Dockerfile.build_from_pip
@@ -55,7 +55,10 @@ RUN HOME=/opt/prisma XDG_CACHE_HOME=/opt/prisma/.cache PRISMA_BINARY_CACHE_DIR=/
 
 ENV PRISMA_BINARY_CACHE_DIR=/opt/prisma/binaries
 
+COPY docker/prod_entrypoint.sh /app/docker/prod_entrypoint.sh
+RUN sed -i 's/\r$//' /app/docker/prod_entrypoint.sh && chmod +x /app/docker/prod_entrypoint.sh
+
 EXPOSE 4000/tcp
 
-ENTRYPOINT ["litellm"]
+ENTRYPOINT ["/app/docker/prod_entrypoint.sh"]
 CMD ["--port", "4000"]
diff --git a/docker/component_entrypoint.sh b/docker/component_entrypoint.sh
index 1748f1e13a7..413957b9929 100755
--- a/docker/component_entrypoint.sh
+++ b/docker/component_entrypoint.sh
@@ -1,8 +1,10 @@
 #!/bin/sh
 
-if [ "$USE_DDTRACE" = "true" ]; then
-    export DD_TRACE_OPENAI_ENABLED="False"
-    exec ddtrace-run "$@"
-fi
+case "$USE_DDTRACE" in
+    [Tt][Rr][Uu][Ee])
+        export DD_TRACE_OPENAI_ENABLED="False"
+        exec ddtrace-run "$@"
+        ;;
+esac
 
 exec "$@"
diff --git a/docker/prod_entrypoint.sh b/docker/prod_entrypoint.sh
index bd78bf6687b..630eb6b065b 100644
--- a/docker/prod_entrypoint.sh
+++ b/docker/prod_entrypoint.sh
@@ -1,8 +1,10 @@
 #!/bin/sh
 
-if [ "$USE_DDTRACE" = "true" ]; then
-    export DD_TRACE_OPENAI_ENABLED="False"
-    exec ddtrace-run litellm "$@"
-else
-    exec litellm "$@"
-fi
+case "$USE_DDTRACE" in
+    [Tt][Rr][Uu][Ee])
+        export DD_TRACE_OPENAI_ENABLED="False"
+        exec ddtrace-run litellm "$@"
+        ;;
+esac
+
+exec litellm "$@"
diff --git a/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py b/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
index f441ce71ab9..1fddc527ec8 100644
--- a/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
+++ b/enterprise/litellm_enterprise/enterprise_callbacks/secret_detection.py
@@ -11,17 +11,35 @@ import sys
 sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
+import functools
 import tempfile
-from typing import Optional
+from contextvars import ContextVar
+from typing import TYPE_CHECKING, ClassVar, Literal, Optional
 
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.caching import DualCache
-from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.integrations.custom_guardrail import (
+    CustomGuardrail,
+    log_guardrail_information,
+)
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.guardrails._content_utils import walk_user_text
+from litellm.types.guardrails import GuardrailEventHooks
+from litellm.types.utils import GenericGuardrailAPIInputs
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 
 GUARDRAIL_NAME = "hide_secrets"
 
+GUARDRAIL_PROVIDER = "hide-secrets"
+
+# Per-invocation tally of redacted secrets by detect-secrets plugin type; None
+# means the guardrail did not run, so _process_response records nothing.
+_masked_entity_count: ContextVar[Optional[dict]] = ContextVar(
+    "hide_secrets_masked_entity_count", default=None
+)
+
 _custom_plugins_path = "file://" + os.path.join(
     os.path.dirname(os.path.abspath(__file__)), "secrets_plugins"
 )
@@ -422,6 +440,10 @@ _default_detect_secrets_config = {
 
 
 class _ENTERPRISE_SecretDetection(CustomGuardrail):
+    # Keeps proxied traffic on async_pre_call_hook (the unified apply_guardrail
+    # path skips should_run_check and never sees data["prompt"]).
+    use_native_lifecycle_hooks: ClassVar[bool] = True
+
     def __init__(self, detect_secrets_config: Optional[dict] = None, **kwargs):
         self.user_defined_detect_secrets_config = detect_secrets_config
         super().__init__(**kwargs)
@@ -455,6 +477,26 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
 
         return detected_secrets
 
+    def redact_text(self, text: str, source: str = "message") -> str:
+        """Replace every detected secret in ``text`` with ``[REDACTED]`` and
+        tally the detected types into the per-invocation masked-entity count."""
+        detected_secrets = self.scan_message_for_secrets(text)
+        if not detected_secrets:
+            return text
+        counts = _masked_entity_count.get()
+        if counts is not None:
+            for secret in detected_secrets:
+                counts[secret["type"]] = counts.get(secret["type"], 0) + 1
+        secret_types = [secret["type"] for secret in detected_secrets]
+        verbose_proxy_logger.warning(
+            f"Detected and redacted secrets in {source}: {secret_types}"
+        )
+        return functools.reduce(
+            lambda redacted, secret: redacted.replace(secret["value"], "[REDACTED]"),
+            detected_secrets,
+            text,
+        )
+
     async def should_run_check(self, user_api_key_dict: UserAPIKeyAuth) -> bool:
         if user_api_key_dict.permissions is not None:
             if GUARDRAIL_NAME in user_api_key_dict.permissions:
@@ -463,7 +505,45 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
 
         return True
 
+    @log_guardrail_information
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional["LiteLLMLoggingObj"] = None,
+    ) -> GenericGuardrailAPIInputs:
+        """Unified-interface entrypoint, used by /guardrails/apply_guardrail
+        (the UI test playground). Proxied traffic keeps using
+        ``async_pre_call_hook``, see ``use_native_lifecycle_hooks``."""
+        texts = inputs.get("texts")
+        if not texts or not any(texts):
+            return inputs
+        _masked_entity_count.set({})
+        return {**inputs, "texts": [self.redact_text(text) for text in texts]}
+
+    def _redact_prompt(self, data: dict) -> int:
+        """Redact ``data["prompt"]`` (the text-completion shape, which
+        ``walk_user_text`` does not cover) and return how many non-empty
+        strings were inspected."""
+        prompt = data.get("prompt")
+        if isinstance(prompt, str):
+            if not prompt:
+                return 0
+            data["prompt"] = self.redact_text(prompt, source="prompt")
+            return 1
+        if isinstance(prompt, list):
+            data["prompt"] = [  # mutable-ok: data["prompt"] is a list on the wire
+                self.redact_text(item, source="prompt")
+                if isinstance(item, str) and item
+                else item
+                for item in prompt
+            ]
+            return sum(1 for item in prompt if isinstance(item, str) and item)
+        return 0
+
     #### CALL HOOKS - proxy only ####
+    @log_guardrail_information
     async def async_pre_call_hook(
         self,
         user_api_key_dict: UserAPIKeyAuth,
@@ -471,53 +551,84 @@ class _ENTERPRISE_SecretDetection(CustomGuardrail):
         data: dict,
         call_type: str,  # "completion", "embeddings", "image_generation", "moderation"
     ):
+        _masked_entity_count.set(None)
         if await self.should_run_check(user_api_key_dict) is False:
             return
 
+        _masked_entity_count.set({})
+
         # Covers multimodal list content + Responses-API input.
-        def _redact_message_text(text: str) -> str:
-            detected_secrets = self.scan_message_for_secrets(text)
-            for secret in detected_secrets:
-                text = text.replace(secret["value"], "[REDACTED]")
-            if detected_secrets:
-                secret_types = [secret["type"] for secret in detected_secrets]
-                verbose_proxy_logger.warning(
-                    f"Detected and redacted secrets in message: {secret_types}"
-                )
-            return text
+        inspected = walk_user_text(data, self.redact_text) + self._redact_prompt(data)
 
-        walk_user_text(data, _redact_message_text)
+        if inspected == 0:
+            # Image-only, empty-text, and unsupported payloads inspected
+            # nothing, so recording "allow" would count a run that never
+            # looked at any content.
+            _masked_entity_count.set(None)
 
-        if "prompt" in data:
-            if isinstance(data["prompt"], str):
-                detected_secrets = self.scan_message_for_secrets(data["prompt"])
-                for secret in detected_secrets:
-                    data["prompt"] = data["prompt"].replace(
-                        secret["value"], "[REDACTED]"
-                    )
-                if len(detected_secrets) > 0:
-                    secret_types = [secret["type"] for secret in detected_secrets]
-                    verbose_proxy_logger.warning(
-                        f"Detected and redacted secrets in prompt: {secret_types}"
-                    )
-            elif isinstance(data["prompt"], list):
-                # Index back into the list — assigning to ``item`` would only
-                # rebind the loop variable and leave ``data["prompt"]``
-                # carrying the unredacted secret.
-                for idx, item in enumerate(data["prompt"]):
-                    if isinstance(item, str):
-                        detected_secrets = self.scan_message_for_secrets(item)
-                        for secret in detected_secrets:
-                            item = item.replace(secret["value"], "[REDACTED]")
-                        data["prompt"][idx] = item
-                        if len(detected_secrets) > 0:
-                            secret_types = [
-                                secret["type"] for secret in detected_secrets
-                            ]
-                            verbose_proxy_logger.warning(
-                                f"Detected and redacted secrets in prompt: {secret_types}"
-                            )
-
-        # ``data["input"]`` (Responses API and embeddings/moderation) is
-        # already covered by ``walk_user_text`` above.
         return
+
+    def _process_response(
+        self,
+        response: Optional[dict],
+        request_data: dict,
+        start_time: Optional[float] = None,
+        end_time: Optional[float] = None,
+        duration: Optional[float] = None,
+        event_type: Optional[GuardrailEventHooks] = None,
+        original_inputs: Optional[dict] = None,
+    ):
+        """Record allow/mask plus the masked-entity tally for a completed run.
+
+        Records nothing when the guardrail inspected nothing (opted-out key,
+        empty inputs) or when the instance has no guardrail_name (legacy
+        ``litellm_settings.callbacks`` deployments, which predate guardrail
+        telemetry and stay without it).
+        """
+        counts = _masked_entity_count.get()
+        _masked_entity_count.set(None)
+        if counts is None or self.guardrail_name is None:
+            return response
+        self.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response="mask" if counts else "allow",
+            request_data=request_data,
+            guardrail_status="success",
+            duration=duration,
+            start_time=start_time,
+            end_time=end_time,
+            event_type=event_type,
+            guardrail_provider=GUARDRAIL_PROVIDER,
+            masked_entity_count=counts,
+        )
+        return response
+
+    def _process_error(
+        self,
+        e: Exception,
+        request_data: dict,
+        start_time: Optional[float] = None,
+        end_time: Optional[float] = None,
+        duration: Optional[float] = None,
+        event_type: Optional[GuardrailEventHooks] = None,
+    ):
+        """Label the failed run with this guardrail's provider so error rows
+        group with the successful ones in the monitor. Nameless legacy
+        instances record nothing, matching ``_process_response``."""
+        _masked_entity_count.set(None)
+        if self.guardrail_name is None:
+            raise e
+        self.add_standard_logging_guardrail_information_to_request_data(
+            guardrail_json_response=e,
+            request_data=request_data,
+            guardrail_status=(
+                "guardrail_intervened"
+                if self._is_guardrail_intervention(e)
+                else "guardrail_failed_to_respond"
+            ),
+            duration=duration,
+            start_time=start_time,
+            end_time=end_time,
+            event_type=event_type,
+            guardrail_provider=GUARDRAIL_PROVIDER,
+        )
+        raise e
diff --git a/enterprise/litellm_enterprise/proxy/audit_logging_endpoints.py b/enterprise/litellm_enterprise/proxy/audit_logging_endpoints.py
index b6f8bf2dc5b..7df14565c3f 100644
--- a/enterprise/litellm_enterprise/proxy/audit_logging_endpoints.py
+++ b/enterprise/litellm_enterprise/proxy/audit_logging_endpoints.py
@@ -48,6 +48,18 @@ def _build_json_field_or_condition(json_key: str, value: str) -> dict[str, objec
     }
 
 
+def _build_search_condition(search: str) -> dict[str, object]:
+    """Match a row whose id, changed_by, object_id, or changed_by_api_key equals the search value."""
+    return {
+        "OR": (
+            {"id": search},
+            {"changed_by": search},
+            {"object_id": search},
+            {"changed_by_api_key": search},
+        )
+    }
+
+
 @router.get(
     "/audit",
     tags=["Audit Logging"],
@@ -83,6 +95,10 @@ async def get_audit_logs(
         None,
         description="Filter by token (key hash) present in before_value or updated_values JSON (PostgreSQL only)",
     ),
+    search: str | None = Query(
+        None,
+        description="Match a row whose id, object_id, changed_by, or changed_by_api_key equals this value",
+    ),
     # Sorting parameters
     sort_by: str | None = Query(
         None,
@@ -118,6 +134,11 @@ async def get_audit_logs(
         *([_build_json_field_or_condition("token", object_key_hash)] if object_key_hash else []),
     ]
 
+    and_conditions: Final[tuple[dict[str, object], ...]] = (
+        *json_field_conditions,
+        *((_build_search_condition(search),) if search else ()),
+    )
+
     # Build filter conditions
     where_conditions: Final[dict[str, object]] = {
         **({"changed_by": changed_by} if changed_by else {}),
@@ -126,14 +147,14 @@ async def get_audit_logs(
         **({"table_name": table_name} if table_name else {}),
         **({"object_id": object_id} if object_id else {}),
         **({"updated_at": date_filter} if start_date or end_date else {}),
-        **({"AND": json_field_conditions} if json_field_conditions else {}),
+        **({"AND": and_conditions} if and_conditions else {}),
     }
 
     order_by: Final[dict[str, str]] = (
         {sort_by: sort_order} if sort_by and isinstance(sort_by, str) else {"updated_at": sort_order}
     )
 
-    audit_log_table: Final[TableActions["prisma_models.LiteLLM_AuditLog"]] = AuditLogRepository(prisma_client).table
+    audit_log_table: Final[TableActions[prisma_models.LiteLLM_AuditLog]] = AuditLogRepository(prisma_client).table
 
     # Get paginated results
     audit_logs: Final = await audit_log_table.find_many(
@@ -195,7 +216,7 @@ async def get_audit_log_by_id(
             detail={"message": CommonProxyErrors.db_not_connected_error.value},
         )
 
-    audit_log_table: Final[TableActions["prisma_models.LiteLLM_AuditLog"]] = AuditLogRepository(prisma_client).table
+    audit_log_table: Final[TableActions[prisma_models.LiteLLM_AuditLog]] = AuditLogRepository(prisma_client).table
 
     # Get the audit log by ID
     audit_log: Final = await audit_log_table.find_unique(where={"id": id})
diff --git a/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
index 354a6ed2fd0..e6f00877a26 100644
--- a/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
+++ b/enterprise/litellm_enterprise/proxy/common_utils/check_batch_cost.py
@@ -161,6 +161,7 @@ class CheckBatchCost:
         metadata: dict[str, object] = {
             "user_api_key_user_id": job.created_by,
             "user_api_key": api_key,
+            "user_api_key_hash": api_key,
             "user_api_key_team_id": team_id,
             **(await self._get_user_info(batch_id, job.created_by)),
         }
diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
index 5cfcf6129f0..e11c6e70540 100644
--- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
+++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
@@ -50,10 +50,12 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     MAX_FILE_LIST_LIMIT,
     _is_base64_encoded_unified_file_id,
     apply_unified_file_ids,
+    decode_model_from_file_id,
     ensure_batch_response_managed_file_ids,
     get_batch_id_from_unified_batch_id,
     get_content_type_from_file_object,
     get_model_id_from_unified_batch_id,
+    get_original_file_id,
     map_raw_file_ids_to_unified,
     normalize_mime_type_for_provider,
     resolve_managed_output_file_model_name,
@@ -427,6 +429,103 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
             detail=f"Object not found: {unified_object_id}",
         )
 
+    async def enforce_batch_object_access(
+        self, object_id: str, user_api_key_dict: UserAPIKeyAuth
+    ) -> None:
+        """Deny access to a provider-format batch id owned by another caller.
+
+        Ids with no ownership row (batches created before ownership tracking,
+        or directly on the provider account) stay accessible so pass-through
+        reads keep working.
+        """
+        if self.prisma_client is None:
+            return
+        managed_object = (
+            await self.prisma_client.db.litellm_managedobjecttable.find_first(
+                where={"OR": [{"unified_object_id": object_id}, {"model_object_id": object_id}]}
+            )
+        )
+        if managed_object is None:
+            return
+        if not can_access_resource(
+            user_api_key_dict=user_api_key_dict,
+            created_by=managed_object.created_by,
+            resource_team_id=managed_object.team_id,
+        ):
+            raise HTTPException(
+                status_code=403,
+                detail=f"User {user_api_key_dict.user_id} does not have access to the object {object_id}",
+            )
+
+    async def enforce_provider_file_access(
+        self, file_id: str, user_api_key_dict: UserAPIKeyAuth
+    ) -> None:
+        """Deny access to a provider-format file id owned by another caller.
+
+        Ownership rows for provider-format ids are written when a managed
+        batch's output/error files are first synced; ids with no row stay
+        accessible so pass-through reads keep working.
+        """
+        if self.prisma_client is None:
+            return
+        managed_file = (
+            await self.prisma_client.db.litellm_managedfiletable.find_first(
+                where={"OR": [{"unified_file_id": file_id}, {"flat_model_file_ids": {"has": file_id}}]}
+            )
+        )
+        if managed_file is None:
+            return
+        if not can_access_resource(
+            user_api_key_dict=user_api_key_dict,
+            created_by=managed_file.created_by,
+            resource_team_id=managed_file.team_id,
+        ):
+            raise HTTPException(
+                status_code=403,
+                detail=f"User {user_api_key_dict.user_id} does not have access to the file {file_id}",
+            )
+
+    async def store_batch_output_file_ownership(
+        self, response: LiteLLMBatch, litellm_parent_otel_span: Optional[Span]
+    ) -> None:
+        """Record ownership rows for a batch's provider-format output/error
+        file ids, inherited from the owning batch row (never the caller), so
+        file reads can be isolation-checked."""
+        provider_file_ids = tuple(
+            file_id
+            for file_id in (
+                getattr(response, "output_file_id", None),
+                getattr(response, "error_file_id", None),
+            )
+            if file_id and not _is_base64_encoded_unified_file_id(file_id)
+        )
+        if not provider_file_ids:
+            return
+        if self.prisma_client is None:
+            return
+        batch_row = (
+            await self.prisma_client.db.litellm_managedobjecttable.find_first(
+                where={"unified_object_id": response.id}
+            )
+        )
+        if batch_row is None or (
+            batch_row.created_by is None and batch_row.team_id is None
+        ):
+            return
+        owner_identity = UserAPIKeyAuth(
+            user_id=batch_row.created_by, team_id=batch_row.team_id
+        )
+        for file_id in provider_file_ids:
+            model_name = decode_model_from_file_id(file_id)
+            raw_file_id = get_original_file_id(file_id)
+            await self.store_unified_file_id(
+                file_id=file_id,
+                file_object=None,
+                litellm_parent_otel_span=litellm_parent_otel_span,
+                model_mappings={model_name: raw_file_id} if model_name else {},
+                user_api_key_dict=owner_identity,
+            )
+
     async def list_user_batches(
         self,
         user_api_key_dict: UserAPIKeyAuth,
@@ -613,6 +712,10 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                     status_code=403,
                     detail=f"User {user_api_key_dict.user_id} does not have access to the file {retrieve_file_id}",
                 )
+        if retrieve_file_id:
+            await self.enforce_provider_file_access(
+                retrieve_file_id, user_api_key_dict
+            )
         return False
 
     async def check_file_ids_access(self, file_ids: List[str], user_api_key_dict: UserAPIKeyAuth) -> None:
@@ -765,6 +868,8 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                     )
                 data["model"] = potential_model_id
                 data[accessor_key] = get_batch_id_from_unified_batch_id(potential_llm_object_id)
+            elif retrieve_object_id and accessor_key == "batch_id":
+                await self.enforce_batch_object_access(retrieve_object_id, user_api_key_dict)
         elif call_type == CallTypes.acreate_fine_tuning_job.value:
             input_file_id = cast(Optional[str], data.get("training_file"))
             if input_file_id:
@@ -1297,7 +1402,13 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                 user_api_key_dict=user_api_key_dict,
                 request_tags=request_tags_from_metadata(request_metadata if isinstance(request_metadata, dict) else {}),
                 persist_attribution=is_batch_create,
+                create_if_missing=is_batch_create,
             )
+            if not is_batch_create:
+                await self.store_batch_output_file_ownership(
+                    response=response,
+                    litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
+                )
 
             # Only record batch creation metric on actual create (not retrieve/cancel).
             # unified_file_id in _hidden_params is only set by the create_batch endpoint.
diff --git a/enterprise/litellm_enterprise/proxy/management_endpoints/internal_user_endpoints.py b/enterprise/litellm_enterprise/proxy/management_endpoints/internal_user_endpoints.py
index 1d3268da9a0..190141470df 100644
--- a/enterprise/litellm_enterprise/proxy/management_endpoints/internal_user_endpoints.py
+++ b/enterprise/litellm_enterprise/proxy/management_endpoints/internal_user_endpoints.py
@@ -39,9 +39,9 @@ async def available_enterprise_users(
 
     if not premium_user:
         # check if SSO is enabled - show 5 user limit
-        from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+        from litellm.proxy.auth.auth_utils import has_user_setup_sso
 
-        if _has_user_setup_sso():
+        if has_user_setup_sso():
             premium_user_data = EnterpriseLicenseData(
                 max_users=5,
             )
diff --git a/enterprise/pyproject.toml b/enterprise/pyproject.toml
index 8360c0a077d..b6f482ccd86 100644
--- a/enterprise/pyproject.toml
+++ b/enterprise/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-enterprise"
-version = "0.1.63"
+version = "0.1.64"
 description = "Package for LiteLLM Enterprise features"
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.1.63"
+version = "0.1.64"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-enterprise==",
diff --git a/helm/litellm-helm/Chart.yaml b/helm/litellm-helm/Chart.yaml
index 3959d85edf3..a3cb388ffc6 100644
--- a/helm/litellm-helm/Chart.yaml
+++ b/helm/litellm-helm/Chart.yaml
@@ -18,7 +18,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 1.1.2
+version: 1.1.3
 
 # This is the version number of the application being deployed. This version number should be
 # incremented each time you make changes to the application. Versions are not expected to
diff --git a/helm/litellm-helm/README.md b/helm/litellm-helm/README.md
index b242373de5d..bf4089404db 100644
--- a/helm/litellm-helm/README.md
+++ b/helm/litellm-helm/README.md
@@ -26,7 +26,7 @@ If `db.useStackgresOperator` is used (not yet implemented):
 | `replicaCount`              | The number of LiteLLM Proxy pods to be deployed                                                                                                                                                                                               | `1`                       |
 | `masterkeySecretName`       | The name of the Kubernetes Secret that contains the Master API Key for LiteLLM. If not specified, use the generated secret name.                                                                                                              | N/A                       |
 | `masterkeySecretKey`        | The key within the Kubernetes Secret that contains the Master API Key for LiteLLM. If not specified, use `masterkey` as the key.                                                                                                              | N/A                       |
-| `masterkey`                 | The Master API Key for LiteLLM. If not specified, a random key in the `sk-...` format is generated.                                                                                                                                           | N/A                       |
+| `masterkey`                 | The Master API Key for LiteLLM. If not specified, a random key in the `sk-...` format is generated on first install and reused on upgrades. | N/A                       |
 | `environmentSecrets`        | An optional array of Secret object names. The keys and values in these secrets will be presented to the LiteLLM proxy pod as environment variables. See below for an example Secret object.                                                   | `[]`                      |
 | `environmentConfigMaps`     | An optional array of ConfigMap object names. The keys and values in these configmaps will be presented to the LiteLLM proxy pod as environment variables. See below for an example Secret object.                                             | `[]`                      |
 | `image.repository`          | LiteLLM Proxy image repository                                                                                                                                                                                                                | `ghcr.io/berriai/litellm` |
@@ -212,6 +212,8 @@ service, the **Proxy Endpoint** should be set to `http://<RELEASE>-litellm:4000`
 The **Proxy Key** is the value specified for `masterkey` or, if a `masterkey`
 was not provided to the helm command line, the `masterkey` is a randomly
 generated string in the `sk-...` format stored in the `<RELEASE>-litellm-masterkey` Kubernetes Secret.
+The key is generated once on the first install; later `helm upgrade` runs reuse the
+value already in that Secret, so upgrading never rotates the master key.
 
 ```bash
 kubectl -n litellm get secret <RELEASE>-litellm-masterkey -o jsonpath="{.data.masterkey}"
diff --git a/helm/litellm-helm/templates/secret-masterkey.yaml b/helm/litellm-helm/templates/secret-masterkey.yaml
index 7c8560cc2cc..60ab4e74c6b 100644
--- a/helm/litellm-helm/templates/secret-masterkey.yaml
+++ b/helm/litellm-helm/templates/secret-masterkey.yaml
@@ -1,9 +1,11 @@
 {{- if not .Values.masterkeySecretName }}
-{{ $masterkey := (.Values.masterkey | default (printf "sk-%s" (randAlphaNum 18))) }}
+{{- $secretName := printf "%s-masterkey" (include "litellm.fullname" .) }}
+{{- $existing := lookup "v1" "Secret" .Release.Namespace $secretName }}
+{{- $masterkey := .Values.masterkey | default (dig "data" "masterkey" "" $existing | b64dec) | default (printf "sk-%s" (randAlphaNum 18)) }}
 apiVersion: v1
 kind: Secret
 metadata:
-  name: {{ include "litellm.fullname" . }}-masterkey
+  name: {{ $secretName }}
 data:
   masterkey: {{ $masterkey | b64enc }}
 type: Opaque
diff --git a/helm/litellm-helm/tests/hpa_tests.yaml b/helm/litellm-helm/tests/hpa_tests.yaml
index ec18c3591d3..cd062dd5971 100644
--- a/helm/litellm-helm/tests/hpa_tests.yaml
+++ b/helm/litellm-helm/tests/hpa_tests.yaml
@@ -1,4 +1,4 @@
-suite: "hpa with behavior"
+suite: "hpa"
 templates:
   - hpa.yaml
 tests:
@@ -23,14 +23,44 @@ tests:
       - equal: { path: spec.behavior.scaleUp.stabilizationWindowSeconds, value: 60 }
       - equal: { path: spec.behavior.scaleDown.stabilizationWindowSeconds, value: 90 }
 
----
-suite: "hpa without behavior"
-templates:
-  - hpa.yaml
-tests:
   - it: "does not render behavior when not set"
     set:
       autoscaling.enabled: true
     asserts:
       - isKind: { of: HorizontalPodAutoscaler }
       - isNull: { path: spec.behavior }
+
+  - it: "scales on cpu at the documented 60 percent by default"
+    set:
+      autoscaling.enabled: true
+    asserts:
+      - isKind: { of: HorizontalPodAutoscaler }
+      - equal: { path: "spec.metrics[0].resource.name", value: cpu }
+      - equal: { path: "spec.metrics[0].resource.target.type", value: Utilization }
+      - equal: { path: "spec.metrics[0].resource.target.averageUtilization", value: 60 }
+
+  - it: "does not scale on memory by default"
+    set:
+      autoscaling.enabled: true
+    asserts:
+      - lengthEqual: { path: spec.metrics, count: 1 }
+
+  - it: "honours an explicit cpu target override"
+    set:
+      autoscaling.enabled: true
+      autoscaling.targetCPUUtilizationPercentage: 75
+    asserts:
+      - equal: { path: "spec.metrics[0].resource.target.averageUtilization", value: 75 }
+
+  - it: "renders a memory metric only when a memory target is set"
+    set:
+      autoscaling.enabled: true
+      autoscaling.targetMemoryUtilizationPercentage: 80
+    asserts:
+      - lengthEqual: { path: spec.metrics, count: 2 }
+      - equal: { path: "spec.metrics[1].resource.name", value: memory }
+      - equal: { path: "spec.metrics[1].resource.target.averageUtilization", value: 80 }
+
+  - it: "renders no hpa when autoscaling is disabled"
+    asserts:
+      - hasDocuments: { count: 0 }
diff --git a/helm/litellm-helm/tests/masterkey-secret_tests.yaml b/helm/litellm-helm/tests/masterkey-secret_tests.yaml
index bbbade9d802..296f26755b8 100644
--- a/helm/litellm-helm/tests/masterkey-secret_tests.yaml
+++ b/helm/litellm-helm/tests/masterkey-secret_tests.yaml
@@ -15,6 +15,53 @@ tests:
           # Note: The masterkey is generated as "sk-<18-random-chars>" in plain text,
           # but stored as base64 encoded in Kubernetes secret (requirement).
           # "sk-" base64 encodes to "c2st", so we check for "^c2st" pattern.
+  - it: should reuse the master key already stored in the cluster instead of generating a new one on upgrade
+    template: secret-masterkey.yaml
+    set:
+      masterkeySecretName: ""
+    kubernetesProvider:
+      scheme:
+        "v1/Secret":
+          gvr:
+            version: "v1"
+            resource: "secrets"
+          namespaced: true
+      objects:
+        - kind: Secret
+          apiVersion: v1
+          metadata:
+            name: RELEASE-NAME-litellm-masterkey
+            namespace: NAMESPACE
+          data:
+            masterkey: c2stZXhpc3Rpbmcta2V5
+    asserts:
+      - equal:
+          path: data.masterkey
+          value: c2stZXhpc3Rpbmcta2V5
+  - it: should let an explicit masterkey value override the one already stored in the cluster
+    template: secret-masterkey.yaml
+    set:
+      masterkeySecretName: ""
+      masterkey: sk-explicit
+    kubernetesProvider:
+      scheme:
+        "v1/Secret":
+          gvr:
+            version: "v1"
+            resource: "secrets"
+          namespaced: true
+      objects:
+        - kind: Secret
+          apiVersion: v1
+          metadata:
+            name: RELEASE-NAME-litellm-masterkey
+            namespace: NAMESPACE
+          data:
+            masterkey: c2stZXhpc3Rpbmcta2V5
+    asserts:
+      - equal:
+          path: data.masterkey
+          value: c2stZXhwbGljaXQ=
   - it: should not create a secret if masterkeySecretName is set
     template: secret-masterkey.yaml
     set:
diff --git a/helm/litellm-helm/values.yaml b/helm/litellm-helm/values.yaml
index f8df98de102..637be2322e3 100644
--- a/helm/litellm-helm/values.yaml
+++ b/helm/litellm-helm/values.yaml
@@ -200,7 +200,16 @@ autoscaling:
   enabled: false
   minReplicas: 1
   maxReplicas: 100
-  targetCPUUtilizationPercentage: 80
+  # 60 is the documented recommendation. See "Recommended Machine Specifications"
+  # in https://docs.litellm.ai/docs/proxy/prod. A new replica clears the startupProbe
+  # above only after up to failureThreshold x periodSeconds = 300 seconds, so a target
+  # high enough to trip near saturation adds capacity minutes after it was needed.
+  targetCPUUtilizationPercentage: 60
+  # Deliberately left unset rather than given a value. The prisma query engine's
+  # resident memory is a high-water mark that ratchets to the pod's worst-ever write
+  # and is never returned, so a memory target reads the largest write a pod ever did
+  # rather than what it is doing now, and replicas ratchet up without scaling back in.
+  # Memory is a floor to provision under 'resources', not a signal to scale on.
   # targetMemoryUtilizationPercentage: 80
   # behavior: {}
 
diff --git a/helm/litellm/templates/_helpers.tpl b/helm/litellm/templates/_helpers.tpl
index 72f7f74bcf6..be6b9093f53 100644
--- a/helm/litellm/templates/_helpers.tpl
+++ b/helm/litellm/templates/_helpers.tpl
@@ -428,3 +428,16 @@ envFrom:
 {{- end }}
 {{- end }}
 {{- end -}}
+
+{{/*
+ingress-nginx's admission webhook rejects a dot in an Exact or Prefix path
+(strict-validate-path-type) and serves ImplementationSpecific as a plain
+prefix location, so a dotted path takes that type there.
+*/}}
+{{- define "litellm.ingress.pathType" -}}
+{{- if and (eq .controller "nginx") (contains "." .path) -}}
+ImplementationSpecific
+{{- else -}}
+{{- .pathType -}}
+{{- end -}}
+{{- end -}}
diff --git a/helm/litellm/templates/ingress.yaml b/helm/litellm/templates/ingress.yaml
index f77ef537b02..732564b280f 100644
--- a/helm/litellm/templates/ingress.yaml
+++ b/helm/litellm/templates/ingress.yaml
@@ -5,6 +5,10 @@
 {{- $gatewayPort := .Values.gateway.service.port -}}
 {{- $backendPort := .Values.backend.service.port -}}
 {{- $uiPort := .Values.ui.service.port -}}
+{{- $controller := .Values.ingress.controller | default "alb" -}}
+{{- if not (has $controller (list "alb" "nginx")) }}
+{{- fail (printf "ingress.controller: unknown controller %q, expected one of alb, nginx" $controller) }}
+{{- end }}
 {{/*
   Backends addressable from ingress.extraPaths, keyed by the `service` field.
 */}}
@@ -27,10 +31,11 @@
   /litellm-asset-prefix, so without /*.txt they fall to the backend catch-all
   → 404 → client-side navigation never settles and the login flow spins in an
   infinite redirect loop (/ ⇄ /ui/login). ui/nginx.conf already serves *.txt
-  from the export; the rule only routes the request to it. Needs an ingress
-  controller whose ImplementationSpecific path is a wildcard pattern
-  (AWS ALB: `*` = 0+ chars); this chart targets the AWS Load Balancer
-  Controller.
+  from the export; the rule only routes the request to it. It needs an
+  ingress controller whose ImplementationSpecific path is a wildcard pattern
+  (AWS ALB: `*` = 0+ chars), so it is rendered for ingress.controller=alb
+  only: ingress-nginx serves ImplementationSpecific as a literal prefix
+  location, where /*.txt can never match.
 */}}
 {{- $uiPaths := list
     (dict "path" "/" "pathType" "Exact")
@@ -38,8 +43,10 @@
     (dict "path" "/litellm-asset-prefix" "pathType" "Prefix")
     (dict "path" "/_next" "pathType" "Prefix")
     (dict "path" "/ui" "pathType" "Prefix")
-    (dict "path" "/*.txt" "pathType" "ImplementationSpecific")
 -}}
+{{- if eq $controller "alb" }}
+{{- $uiPaths = append $uiPaths (dict "path" "/*.txt" "pathType" "ImplementationSpecific") }}
+{{- end }}
 {{/*
   Gateway data-plane prefixes — must mirror gateway/routes/allowlist.py.
   Versioned paths are listed explicitly to avoid routing management routes
@@ -83,12 +90,6 @@
   adding to it.
 */}}
 {{- $builtinPathKeys := list "/test|Exact" "/|Prefix" -}}
-{{- range $uiPaths }}
-{{- $builtinPathKeys = append $builtinPathKeys (printf "%s|%s" .path .pathType) }}
-{{- end }}
-{{- range $gatewayPrefixes }}
-{{- $builtinPathKeys = append $builtinPathKeys (printf "%s|Prefix" .) }}
-{{- end }}
 apiVersion: networking.k8s.io/v1
 kind: Ingress
 metadata:
@@ -115,8 +116,10 @@ spec:
         paths:
           # --- UI (Next.js static export) ---
           {{- range $uiPaths }}
+          {{- $pathType := include "litellm.ingress.pathType" (dict "controller" $controller "path" .path "pathType" .pathType) }}
+          {{- $builtinPathKeys = append $builtinPathKeys (printf "%s|%s" .path $pathType) }}
           - path: {{ .path }}
-            pathType: {{ .pathType }}
+            pathType: {{ $pathType }}
             backend:
               service:
                 name: {{ $uiName }}
@@ -134,8 +137,10 @@ spec:
                 port:
                   number: {{ $gatewayPort }}
           {{- range $gatewayPrefixes }}
+          {{- $pathType := include "litellm.ingress.pathType" (dict "controller" $controller "path" . "pathType" "Prefix") }}
+          {{- $builtinPathKeys = append $builtinPathKeys (printf "%s|%s" . $pathType) }}
           - path: {{ . }}
-            pathType: Prefix
+            pathType: {{ $pathType }}
             backend:
               service:
                 name: {{ $gatewayName }}
@@ -147,10 +152,11 @@ spec:
             Rendered after every built-in path so an entry can never take
             precedence over a default, and before the backend catch-all.
             Position only decides the match on controllers that honour manifest
-            order: the AWS Load Balancer Controller this chart targets sorts
-            Exact paths first and Prefix paths longest-first, but keeps
+            order: the AWS Load Balancer Controller (ingress.controller=alb)
+            sorts Exact paths first and Prefix paths longest-first, but keeps
             ImplementationSpecific paths in manifest order, which is what the
-            /*.txt rule above already depends on.
+            /*.txt rule above already depends on. ingress-nginx ignores order
+            and serves the longest matching location.
           */}}
           {{- range $idx, $extra := .Values.ingress.extraPaths }}
           {{- if not (kindIs "map" $extra) }}
@@ -164,10 +170,11 @@ spec:
           {{- if not $target }}
           {{- fail (printf "ingress.extraPaths[%d] (path %s): unknown service %q, expected one of backend, gateway, ui" $idx $extra.path $service) }}
           {{- end }}
-          {{- $pathType := $extra.pathType | default "Prefix" }}
-          {{- if not (has $pathType (list "Prefix" "Exact" "ImplementationSpecific")) }}
-          {{- fail (printf "ingress.extraPaths[%d] (path %s): unknown pathType %q, expected one of Exact, ImplementationSpecific, Prefix" $idx $extra.path $pathType) }}
+          {{- $requestedPathType := $extra.pathType | default "Prefix" }}
+          {{- if not (has $requestedPathType (list "Prefix" "Exact" "ImplementationSpecific")) }}
+          {{- fail (printf "ingress.extraPaths[%d] (path %s): unknown pathType %q, expected one of Exact, ImplementationSpecific, Prefix" $idx $extra.path $requestedPathType) }}
           {{- end }}
+          {{- $pathType := include "litellm.ingress.pathType" (dict "controller" $controller "path" $extra.path "pathType" $requestedPathType) }}
           {{- if eq $extra.path "/" }}
           {{- fail (printf "ingress.extraPaths[%d]: path / is already routed in both directions, Exact to ui and Prefix to backend, so no pathType leaves a request for an entry here to capture" $idx) }}
           {{- end }}
diff --git a/helm/litellm/tests/ingress_controller_tests.yaml b/helm/litellm/tests/ingress_controller_tests.yaml
new file mode 100644
index 00000000000..40790ba674a
--- /dev/null
+++ b/helm/litellm/tests/ingress_controller_tests.yaml
@@ -0,0 +1,205 @@
+suite: test ingress.controller
+templates:
+  - ingress.yaml
+values:
+  - ./values/required.yaml
+tests:
+  - it: keeps the AWS Load Balancer Controller path types by default
+    set:
+      ingress.enabled: true
+    asserts:
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /favicon.ico
+            pathType: Exact
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /eu.assemblyai
+            pathType: Prefix
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /*.txt
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
+
+  - it: renders no dotted Exact or Prefix path for ingress-nginx, whose admission webhook rejects them
+    set:
+      ingress.enabled: true
+      ingress.controller: nginx
+    asserts:
+      - notMatchRegexRaw:
+          pattern: 'path: /\S*\.\S*\n\s+pathType: (Exact|Prefix)\n'
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /favicon.ico
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /eu.assemblyai
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
+
+  - it: drops the /*.txt wildcard for ingress-nginx and keeps every other route as is
+    set:
+      ingress.enabled: true
+      ingress.controller: nginx
+    asserts:
+      - notContains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /*.txt
+          any: true
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /ui
+            pathType: Prefix
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /test
+            pathType: Exact
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
+      - equal:
+          path: spec.rules[0].http.paths[-1]
+          value:
+            path: /
+            pathType: Prefix
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-backend
+                port:
+                  number: 4001
+
+  - it: rejects an extraPaths entry that repeats a built-in path at the pathType ingress-nginx renders it with
+    set:
+      ingress.enabled: true
+      ingress.controller: nginx
+      ingress.extraPaths:
+        - path: /favicon.ico
+          service: ui
+          pathType: ImplementationSpecific
+    asserts:
+      - failedTemplate:
+          errorMessage: "ingress.extraPaths[0]: path /favicon.ico with pathType ImplementationSpecific is already routed by this chart, and a duplicate would take it over rather than add to it"
+
+  - it: rejects a controller it has no path types for
+    set:
+      ingress.enabled: true
+      ingress.controller: traefik
+    asserts:
+      - failedTemplate:
+          errorMessage: 'ingress.controller: unknown controller "traefik", expected one of alb, nginx'
+
+  - it: rejects an extraPaths entry that repeats a built-in path once ingress-nginx normalizes its pathType
+    set:
+      ingress.enabled: true
+      ingress.controller: nginx
+      ingress.extraPaths:
+        - path: /favicon.ico
+          service: ui
+    asserts:
+      - failedTemplate:
+          errorMessage: "ingress.extraPaths[0]: path /favicon.ico with pathType ImplementationSpecific is already routed by this chart, and a duplicate would take it over rather than add to it"
+
+  - it: renders a dotted extraPaths entry as ImplementationSpecific for ingress-nginx
+    set:
+      ingress.enabled: true
+      ingress.controller: nginx
+      ingress.extraPaths:
+        - path: /eu.assemblyai.custom
+          service: gateway
+        - path: /robots.txt
+          service: ui
+          pathType: Exact
+    asserts:
+      - notMatchRegexRaw:
+          pattern: 'path: "?/\S*\.\S*"?\n\s+pathType: (Exact|Prefix)\n'
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /eu.assemblyai.custom
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /robots.txt
+            pathType: ImplementationSpecific
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
+
+  - it: keeps the requested pathType of a dotted extraPaths entry for the AWS Load Balancer Controller
+    set:
+      ingress.enabled: true
+      ingress.extraPaths:
+        - path: /eu.assemblyai.custom
+          service: gateway
+        - path: /robots.txt
+          service: ui
+          pathType: Exact
+    asserts:
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /eu.assemblyai.custom
+            pathType: Prefix
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-gateway
+                port:
+                  number: 4000
+      - contains:
+          path: spec.rules[0].http.paths
+          content:
+            path: /robots.txt
+            pathType: Exact
+            backend:
+              service:
+                name: RELEASE-NAME-litellm-ui
+                port:
+                  number: 3000
diff --git a/helm/litellm/values.yaml b/helm/litellm/values.yaml
index 378c3b7a618..461330ba491 100644
--- a/helm/litellm/values.yaml
+++ b/helm/litellm/values.yaml
@@ -10,6 +10,18 @@ imagePullSecrets: []
 ingress:
   enabled: false
   className: ""
+  # Which ingress controller serves this Ingress. Controllers disagree on the
+  # pathTypes they accept, so this picks the pathType of the dotted paths, the
+  # built-in ones and any dotted extraPaths entry alike:
+  #   alb    AWS Load Balancer Controller (default): Exact and Prefix paths plus
+  #          the /*.txt wildcard that routes the UI's RSC payloads.
+  #   nginx  ingress-nginx: its admission webhook rejects a dot in an Exact or
+  #          Prefix path (strict-validate-path-type, on by default from v1.12.0
+  #          until v1.12.6 / v1.13.2 allowed dots again), so /favicon.ico and
+  #          /eu.assemblyai render as ImplementationSpecific, which nginx serves
+  #          as a plain prefix location. /*.txt is dropped: nginx has no
+  #          wildcard pathType, so that rule could never match there.
+  controller: alb
   annotations: {}
   host: ""        # optional; if set, becomes the rule's host
   tls: []
@@ -26,7 +38,8 @@ ingress:
   #
   #   path      required; the HTTP path to route
   #   service   which component serves it: gateway (default), backend, or ui
-  #   pathType  Prefix (default), Exact, or ImplementationSpecific
+  #   pathType  Prefix (default), Exact, or ImplementationSpecific; a dotted
+  #             path renders as ImplementationSpecific when controller is nginx
   #
   # The target component only answers paths its own route allowlist keeps, so
   # a path here still has to be one that component serves.
diff --git a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
index f3b55fd4d96..b51de9609d3 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/prisma_toolchain.py
@@ -14,18 +14,38 @@ then fails on a Node binary that was never written. Deleting a cache directory
 that exists without a Node binary is what turns a killed bootstrap back into a
 recoverable one.
 
-Both budgets are overridable so an operator can widen them without a release:
-``LITELLM_PRISMA_BOOTSTRAP_TIMEOUT`` for the toolchain install and
-``LITELLM_PRISMA_COMMAND_TIMEOUT`` for every individual Prisma command.
+``prisma migrate deploy`` is the other command whose runtime is not a
+constant: it grows with the number of pending migrations, so a fresh database
+that has to replay every migration this package ships overruns a per-command
+budget sized for the short bookkeeping commands, on a laptop as much as on a
+slow CI runner. Migrate deploy therefore runs under its own budget.
+
+The Python ``prisma`` wrapper spawns Node, which spawns the Rust schema
+engine, so killing only the wrapper on timeout leaves the engine running with
+no parent: it keeps mutating the database after the proxy has given up, holds
+Prisma's advisory lock so every retry and every later boot queues behind it,
+and dies mid-migration once its pipes close, leaving a half-applied ledger row.
+Every Prisma command therefore runs in a process group of its own, and a
+timeout kills the whole group.
+
+All three budgets are overridable so an operator can widen them without a
+release: ``LITELLM_PRISMA_BOOTSTRAP_TIMEOUT`` for the toolchain install,
+``LITELLM_PRISMA_MIGRATE_DEPLOY_TIMEOUT`` for ``prisma migrate deploy`` and
+``LITELLM_PRISMA_COMMAND_TIMEOUT`` for every other Prisma command. The
+per-command budget used to bound migrate deploy as well, so a deployment that
+raised it above the deploy default keeps that larger budget for deploy unless
+the deploy override says otherwise.
 """
 
 import math
 import os
 import shutil
+import signal
 import subprocess
+from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from pathlib import Path
-from typing import Optional
+from typing import IO, Optional, Union
 
 from litellm_proxy_extras._logging import logger
 
@@ -36,10 +56,12 @@ except ImportError:
 
 PRISMA_COMMAND_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_COMMAND_TIMEOUT"
 PRISMA_BOOTSTRAP_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_BOOTSTRAP_TIMEOUT"
+PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR = "LITELLM_PRISMA_MIGRATE_DEPLOY_TIMEOUT"
 NODEENV_CACHE_DIR_ENV_VAR = "PRISMA_NODEENV_CACHE_DIR"
 
 DEFAULT_PRISMA_COMMAND_TIMEOUT = 60.0
 DEFAULT_PRISMA_BOOTSTRAP_TIMEOUT = 600.0
+DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT = 600.0
 
 BOOTSTRAP_ARG = "--version"
 
@@ -88,6 +110,15 @@ def prisma_bootstrap_timeout() -> float:
     )
 
 
+def prisma_migrate_deploy_timeout() -> float:
+    """Seconds one ``prisma migrate deploy`` may run for, however many migrations are pending."""
+    if os.getenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR) is not None:
+        return _timeout_from_env(
+            PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT
+        )
+    return max(DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT, prisma_command_timeout())
+
+
 def nodeenv_cache_dir() -> Optional[Path]:
     """Where Prisma installs its private Node runtime, or None if unknowable."""
     override = os.getenv(NODEENV_CACHE_DIR_ENV_VAR)
@@ -143,6 +174,49 @@ def heal_incomplete_nodeenv_cache() -> bool:
     return True
 
 
+def _kill_process_group(process: "subprocess.Popen[str]") -> None:
+    if os.name == "nt":
+        process.kill()
+        return
+    try:
+        os.killpg(process.pid, signal.SIGKILL)
+    except ProcessLookupError:
+        return
+
+
+def run_prisma(
+    argv: Sequence[str],
+    *,
+    timeout: float,
+    env: Mapping[str, str],
+    stdout: Union[IO[str], int, None] = subprocess.PIPE,
+    stderr: Optional[int] = subprocess.PIPE,
+) -> "subprocess.CompletedProcess[str]":
+    """Run one Prisma CLI command in its own process group, bounded by ``timeout``.
+
+    Raises ``subprocess.TimeoutExpired`` once the budget is spent, after killing
+    the command together with every process it spawned, and
+    ``subprocess.CalledProcessError`` on a non-zero exit. Output is captured as
+    text unless ``stdout``/``stderr`` say otherwise.
+    """
+    with subprocess.Popen(
+        argv,
+        env=env,
+        stdout=stdout,
+        stderr=stderr,
+        text=True,
+        start_new_session=True,
+    ) as process:
+        try:
+            out, err = process.communicate(timeout=timeout)
+        except BaseException:
+            _kill_process_group(process)
+            raise
+    if process.returncode:
+        raise subprocess.CalledProcessError(process.returncode, process.args, out, err)
+    return subprocess.CompletedProcess(process.args, process.returncode, out, err)
+
+
 def ensure_prisma_toolchain(
     prisma_command: str, prisma_env: dict[str, str]
 ) -> ToolchainBootstrap:
@@ -155,14 +229,7 @@ def ensure_prisma_toolchain(
     timeout = prisma_bootstrap_timeout()
     logger.info("Preparing the Prisma CLI toolchain (timeout %ss)", timeout)
     try:
-        subprocess.run(
-            [prisma_command, BOOTSTRAP_ARG],
-            timeout=timeout,
-            check=True,
-            capture_output=True,
-            text=True,
-            env=prisma_env,
-        )
+        run_prisma([prisma_command, BOOTSTRAP_ARG], timeout=timeout, env=prisma_env)
     except subprocess.TimeoutExpired:
         logger.warning(
             "Preparing the Prisma CLI toolchain timed out after %ss. Raise %s "
diff --git a/litellm-proxy-extras/litellm_proxy_extras/replica_identity.py b/litellm-proxy-extras/litellm_proxy_extras/replica_identity.py
index 157d595404e..3a5865a54cd 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/replica_identity.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/replica_identity.py
@@ -16,7 +16,7 @@ import tempfile
 from pathlib import Path
 
 from litellm_proxy_extras._logging import logger
-from litellm_proxy_extras.prisma_toolchain import prisma_command_timeout
+from litellm_proxy_extras.prisma_toolchain import prisma_command_timeout, run_prisma
 
 REPLICA_IDENTITY_FULL_ENV_VAR = "LITELLM_SET_REPLICA_IDENTITY_FULL"
 
@@ -66,7 +66,7 @@ def apply_replica_identity_full(
         with tempfile.TemporaryDirectory(prefix="litellm_replica_identity_") as tmp_dir:
             sql_path = Path(tmp_dir) / "replica_identity_full.sql"
             sql_path.write_text(REPLICA_IDENTITY_FULL_SQL)
-            subprocess.run(
+            run_prisma(
                 [
                     prisma_command,
                     "db",
@@ -77,9 +77,6 @@ def apply_replica_identity_full(
                     schema_path,
                 ],
                 timeout=prisma_command_timeout(),
-                check=True,
-                capture_output=True,
-                text=True,
                 env=prisma_env,
             )
     except subprocess.CalledProcessError as e:
diff --git a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
index 28ed49fd0be..e638ad68b6f 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
+++ b/litellm-proxy-extras/litellm_proxy_extras/schema.prisma
@@ -5,6 +5,7 @@ datasource client {
 
 generator client {
   provider = "prisma-client-py"
+  recursive_type_depth = -1
   binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x", "linux-musl", "linux-musl-openssl-3.0.x"]
 }
 
diff --git a/litellm-proxy-extras/litellm_proxy_extras/utils.py b/litellm-proxy-extras/litellm_proxy_extras/utils.py
index b8032dd0d28..71e7e9c683b 100644
--- a/litellm-proxy-extras/litellm_proxy_extras/utils.py
+++ b/litellm-proxy-extras/litellm_proxy_extras/utils.py
@@ -6,17 +6,22 @@ import shutil
 import subprocess
 import tempfile
 import time
+from dataclasses import dataclass, replace
 from pathlib import Path
 from typing import Optional
 
+from litellm_proxy_extras import prisma_toolchain
 from litellm_proxy_extras._logging import logger
 from litellm_proxy_extras.replica_identity import (
     REPLICA_IDENTITY_FULL_ENV_VAR,
     apply_replica_identity_full,
 )
 from litellm_proxy_extras.prisma_toolchain import (
+    PRISMA_COMMAND_TIMEOUT_ENV_VAR,
+    PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR,
     ensure_prisma_toolchain,
     prisma_command_timeout,
+    prisma_migrate_deploy_timeout,
 )
 
 
@@ -40,6 +45,40 @@ def _get_prisma_env() -> dict:
 
 _MIGRATION_TS_RE = re.compile(r"^(\d{14})_")
 
+_MIGRATION_DEADLOCK_MARKER = "deadlock detected"
+
+MAX_MIGRATE_DEPLOY_ATTEMPTS = 4
+
+
+@dataclass(frozen=True)
+class _MigrateAttemptBudget:
+    """Retries left, and the recoveries already run.
+
+    A recovery that lands something new costs nothing, so a database full of
+    objects `prisma db push` created works through them one per pass. Anything
+    that made no progress spends an attempt, so a stuck run still gives up.
+    """
+
+    attempts_left: int
+    recoveries: frozenset[str] = frozenset()
+
+    @property
+    def exhausted(self) -> bool:
+        return self.attempts_left <= 0
+
+    @property
+    def attempt_number(self) -> int:
+        return MAX_MIGRATE_DEPLOY_ATTEMPTS - self.attempts_left + 1
+
+    def spend(self) -> "_MigrateAttemptBudget":
+        return replace(self, attempts_left=self.attempts_left - 1)
+
+    def after_recovery(self, recovery: str) -> "_MigrateAttemptBudget":
+        if recovery in self.recoveries:
+            return self.spend()
+        return replace(self, recoveries=self.recoveries | {recovery})
+
+
 _SPEND_LOGS_ALTER_RE = re.compile(r'^ALTER\s+TABLE\s+"LiteLLM_SpendLogs"\s', re.IGNORECASE)
 _SPEND_LOGS_ARTIFACT_DROP_RE = re.compile(
     r'^DROP\s+TABLE\s+"LiteLLM_SpendLogs_[^"]*"', re.IGNORECASE
@@ -193,7 +232,7 @@ class ProxyExtrasDBManager:
             # 1. Generate migration SQL file by comparing empty state to current db state
             logger.info("Generating baseline migration...")
             migration_file = init_dir / "migration.sql"
-            subprocess.run(
+            prisma_toolchain.run_prisma(
                 [
                     _get_prisma_command(),
                     "migrate",
@@ -204,14 +243,13 @@ class ProxyExtrasDBManager:
                     "--script",
                 ],
                 stdout=open(migration_file, "w"),
-                check=True,
                 timeout=prisma_command_timeout(),
                 env=prisma_env,
             )
 
             # 3. Mark the migration as applied since it represents current state
             logger.info("Marking baseline migration as applied...")
-            subprocess.run(
+            prisma_toolchain.run_prisma(
                 [
                     _get_prisma_command(),
                     "migrate",
@@ -219,7 +257,6 @@ class ProxyExtrasDBManager:
                     "--applied",
                     "0_init",
                 ],
-                check=True,
                 timeout=prisma_command_timeout(),
                 env=prisma_env,
             )
@@ -248,7 +285,7 @@ class ProxyExtrasDBManager:
         """Mark a specific migration as rolled back"""
         # Set up environment for offline mode if configured
         prisma_env = _get_prisma_env()
-        subprocess.run(
+        prisma_toolchain.run_prisma(
             [
                 _get_prisma_command(),
                 "migrate",
@@ -257,20 +294,60 @@ class ProxyExtrasDBManager:
                 migration_name,
             ],
             timeout=prisma_command_timeout(),
-            check=True,
-            capture_output=True,
             env=prisma_env,
         )
 
+    @staticmethod
+    def _roll_back_migration_best_effort(migration_name: str) -> None:
+        """Mark a migration rolled back, tolerating a concurrent resolver
+        having already done it."""
+        try:
+            ProxyExtrasDBManager._roll_back_migration(migration_name)
+        except (subprocess.CalledProcessError, subprocess.TimeoutExpired):
+            pass
+
+    @staticmethod
+    def _failed_migration_logs(migration_name: str) -> Optional[str]:
+        """Return failed migration logs, or None if the ledger is unavailable."""
+        database_url = os.getenv("DATABASE_URL")
+        if not database_url:
+            return None
+
+        try:
+            import psycopg
+        except ImportError:
+            return None
+
+        cleaned_url = ProxyExtrasDBManager._strip_prisma_query_params(database_url)
+        ledger_table = psycopg.sql.SQL("{}.{}").format(
+            psycopg.sql.Identifier(
+                ProxyExtrasDBManager._prisma_schema_param(database_url) or "public"
+            ),
+            psycopg.sql.Identifier("_prisma_migrations"),
+        )
+        try:
+            with psycopg.connect(
+                cleaned_url, connect_timeout=10, autocommit=True
+            ) as conn:
+                row = conn.execute(
+                    psycopg.sql.SQL(
+                        "SELECT logs FROM {} "
+                        "WHERE migration_name = %s AND finished_at IS NULL "
+                        "AND rolled_back_at IS NULL"
+                    ).format(ledger_table),
+                    (migration_name,),
+                ).fetchone()
+        except (psycopg.OperationalError, psycopg.DatabaseError):
+            return None
+        return (row[0] or "") if row else ""
+
     @staticmethod
     def _resolve_specific_migration(migration_name: str):
         """Mark a specific migration as applied"""
         prisma_env = _get_prisma_env()
-        subprocess.run(
+        prisma_toolchain.run_prisma(
             [_get_prisma_command(), "migrate", "resolve", "--applied", migration_name],
             timeout=prisma_command_timeout(),
-            check=True,
-            capture_output=True,
             env=prisma_env,
         )
 
@@ -354,7 +431,7 @@ class ProxyExtrasDBManager:
         try:
             logger.info("Generating migration diff between DB and schema.prisma...")
             with open(diff_sql_path, "w") as f:
-                subprocess.run(
+                prisma_toolchain.run_prisma(
                     [
                         _get_prisma_command(),
                         "migrate",
@@ -365,7 +442,6 @@ class ProxyExtrasDBManager:
                         schema_path,
                         "--script",
                     ],
-                    check=True,
                     timeout=prisma_command_timeout(),
                     stdout=f,
                     env=_get_prisma_env(),
@@ -388,7 +464,7 @@ class ProxyExtrasDBManager:
             migration_files = sorted(Path(migrations_dir).glob("*/migration.sql"))
             for mig_file in migration_files:
                 try:
-                    subprocess.run(
+                    prisma_toolchain.run_prisma(
                         [
                             _get_prisma_command(),
                             "db",
@@ -399,9 +475,6 @@ class ProxyExtrasDBManager:
                             schema_path,
                         ],
                         timeout=prisma_command_timeout(),
-                        check=True,
-                        capture_output=True,
-                        text=True,
                         env=_get_prisma_env(),
                     )
                     logger.info(f"Applied migration: {mig_file.parent.name}")
@@ -434,7 +507,7 @@ class ProxyExtrasDBManager:
         applied_ok = False
         try:
             logger.info("Running prisma db execute to apply the migration diff...")
-            result = subprocess.run(
+            result = prisma_toolchain.run_prisma(
                 [
                     _get_prisma_command(),
                     "db",
@@ -445,9 +518,6 @@ class ProxyExtrasDBManager:
                     schema_path,
                 ],
                 timeout=prisma_command_timeout(),
-                check=True,
-                capture_output=True,
-                text=True,
                 env=_get_prisma_env(),
             )
             logger.info(f"prisma db execute stdout: {result.stdout}")
@@ -476,7 +546,7 @@ class ProxyExtrasDBManager:
         for migration_name in migration_names:
             try:
                 logger.info(f"Resolving migration: {migration_name}")
-                subprocess.run(
+                prisma_toolchain.run_prisma(
                     [
                         _get_prisma_command(),
                         "migrate",
@@ -485,9 +555,6 @@ class ProxyExtrasDBManager:
                         migration_name,
                     ],
                     timeout=prisma_command_timeout(),
-                    check=True,
-                    capture_output=True,
-                    text=True,
                     env=_get_prisma_env(),
                 )
                 logger.debug(f"Resolved migration: {migration_name}")
@@ -658,7 +725,8 @@ class ProxyExtrasDBManager:
         v2 migration resolver (opt-in via --use_v2_migration_resolver).
 
         Runs `prisma migrate deploy` and handles standard recovery paths
-        (P3005 baseline, P3009/P3018 idempotent errors). Critically, it does
+        (P3005 baseline, P3009/P3018 idempotent errors, deadlocks against a
+        concurrent migrate deploy). Critically, it does
         NOT call `_resolve_all_migrations` — the diff-and-force recovery that
         caused schema thrashing when two LiteLLM versions contended for the
         same DB during rolling deploys.
@@ -666,6 +734,9 @@ class ProxyExtrasDBManager:
         Ahead-of-HEAD state (DB has migrations newer than this build ships)
         is logged as a warning, not a fatal error — users whose DBs got into
         weird shapes from the old thrashing should still be able to start.
+
+        The retry budget only counts attempts that made no progress: see
+        _MigrateAttemptBudget.
         """
         schema_path = ProxyExtrasDBManager._get_prisma_dir() + "/schema.prisma"
         migrations_dir = ProxyExtrasDBManager._get_prisma_dir()
@@ -676,11 +747,12 @@ class ProxyExtrasDBManager:
             original_dir = os.getcwd()
             os.chdir(migrations_dir)
             try:
-                subprocess.run(
+                prisma_toolchain.run_prisma(
                     [_get_prisma_command(), "db", "push", "--accept-data-loss"],
                     timeout=prisma_command_timeout(),
-                    check=True,
                     env=_get_prisma_env(),
+                    stdout=None,
+                    stderr=None,
                 )
                 return True
             except (
@@ -698,136 +770,172 @@ class ProxyExtrasDBManager:
 
         original_dir = os.getcwd()
         os.chdir(migrations_dir)
+        deploy_timeout = prisma_migrate_deploy_timeout()
+        budget = _MigrateAttemptBudget(attempts_left=MAX_MIGRATE_DEPLOY_ATTEMPTS)
         try:
-            for attempt in range(4):
+            while not budget.exhausted:
                 try:
-                    result = subprocess.run(
+                    result = prisma_toolchain.run_prisma(
                         [_get_prisma_command(), "migrate", "deploy"],
-                        timeout=prisma_command_timeout(),
-                        check=True,
-                        capture_output=True,
-                        text=True,
+                        timeout=deploy_timeout,
                         env=_get_prisma_env(),
                     )
                     logger.info(f"prisma migrate deploy stdout: {result.stdout}")
                     return True
 
                 except subprocess.TimeoutExpired:
-                    logger.info(
-                        f"prisma migrate deploy attempt {attempt + 1} timed out, retrying"
+                    logger.warning(
+                        "prisma migrate deploy attempt %s timed out after %ss, retrying. "
+                        "Raise %s if this database needs longer to apply its pending migrations.",
+                        budget.attempt_number,
+                        deploy_timeout,
+                        PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR,
                     )
-                    time.sleep(random.randrange(5, 15))
-                    continue
+                    next_budget = budget.spend()
 
                 except subprocess.CalledProcessError as e:
-                    stderr = e.stderr or ""
+                    next_budget = ProxyExtrasDBManager._budget_after_deploy_failure(
+                        e, budget, schema_path
+                    )
 
-                    if "P3005" in stderr and "database schema is not empty" in stderr:
-                        logger.info(
-                            "Schema exists but no migrations ledger — creating baseline"
-                        )
-                        ProxyExtrasDBManager._create_baseline_migration(schema_path)
-                        continue
-
-                    if "P3009" in stderr:
-                        migration_match = re.search(r"`(\d+_\S+?)`", stderr)
-                        if (
-                            migration_match
-                            and ProxyExtrasDBManager._is_idempotent_error(stderr)
-                        ):
-                            name = migration_match.group(1)
-                            logger.info(
-                                f"Migration {name} failed idempotently — marking applied and retrying"
-                            )
-                            try:
-                                ProxyExtrasDBManager._roll_back_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ):
-                                pass  # may already be rolled-back
-                            try:
-                                ProxyExtrasDBManager._resolve_specific_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ) as resolve_err:
-                                # We're already inside the outer
-                                # `except CalledProcessError` handler —
-                                # re-raising CalledProcessError from here
-                                # would escape as itself, bypassing
-                                # proxy_cli.py's `except RuntimeError`.
-                                raise RuntimeError(
-                                    f"Failed to mark migration {name} as applied "
-                                    f"after idempotent recovery. Manual "
-                                    f"intervention may be required.\n\n"
-                                    f"Detail: {resolve_err}"
-                                ) from resolve_err
-                            continue
-                        raise RuntimeError(
-                            "Database migration failed and cannot be auto-recovered. "
-                            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                        ) from e
-
-                    if "P3018" in stderr:
-                        if ProxyExtrasDBManager._is_permission_error(stderr):
-                            raise RuntimeError(
-                                "Database migration failed due to insufficient "
-                                "permissions. Please grant the required privileges "
-                                f"and retry.\n\nPrisma error:\n{stderr}"
-                            ) from e
-
-                        migration_match = re.search(
-                            r"Migration name: (\d+_\S+)", stderr
-                        )
-                        if (
-                            migration_match
-                            and ProxyExtrasDBManager._is_idempotent_error(stderr)
-                        ):
-                            name = migration_match.group(1)
-                            logger.info(
-                                f"Migration {name} SQL hit idempotent error — marking applied and retrying"
-                            )
-                            try:
-                                ProxyExtrasDBManager._roll_back_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ):
-                                pass  # may already be rolled-back
-                            try:
-                                ProxyExtrasDBManager._resolve_specific_migration(name)
-                            except (
-                                subprocess.CalledProcessError,
-                                subprocess.TimeoutExpired,
-                            ) as resolve_err:
-                                raise RuntimeError(
-                                    f"Failed to mark migration {name} as applied "
-                                    f"after idempotent recovery. Manual "
-                                    f"intervention may be required.\n\n"
-                                    f"Detail: {resolve_err}"
-                                ) from resolve_err
-                            continue
-
-                        raise RuntimeError(
-                            "Database migration failed and cannot be auto-recovered. "
-                            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                        ) from e
-
-                    raise RuntimeError(
-                        "Database migration failed and cannot be auto-recovered. "
-                        f"Manual intervention required.\n\nPrisma error:\n{stderr}"
-                    ) from e
+                if next_budget.attempts_left < budget.attempts_left:
+                    time.sleep(random.randrange(5, 15))
+                budget = next_budget  # rebind-ok: the loop carries the budget from one migrate deploy pass to the next
 
             raise RuntimeError(
-                "Database migration failed after 4 attempts (retry loop "
-                "exhausted by timeouts or repeated idempotent-recovery "
-                "continues). Check database connectivity, load, and "
-                "_prisma_migrations ledger state."
+                f"Database migration failed after {MAX_MIGRATE_DEPLOY_ATTEMPTS} "
+                "attempts that made no progress (timeouts, deadlock retries, or a "
+                "recovery that had already run once). Check database connectivity, "
+                "load, and _prisma_migrations ledger state, and raise "
+                f"{PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR} if the attempts timed out."
             )
         finally:
             os.chdir(original_dir)
 
+    @staticmethod
+    def _budget_after_deploy_failure(
+        error: subprocess.CalledProcessError,
+        budget: "_MigrateAttemptBudget",
+        schema_path: str,
+    ) -> "_MigrateAttemptBudget":
+        """Recover from one failed `prisma migrate deploy`, and price the pass.
+
+        Returns the budget the next pass runs under, or raises when the failure
+        is not one this resolver knows how to recover from.
+        """
+        stderr = error.stderr or ""
+
+        if "P3005" in stderr and "database schema is not empty" in stderr:
+            logger.info("Schema exists but no migrations ledger — creating baseline")
+            if ProxyExtrasDBManager._create_baseline_migration(schema_path):
+                return budget.after_recovery("baseline")
+            return budget.spend()
+
+        if "P3009" in stderr:
+            migration_match = re.search(r"`(\d+_\S+?)`", stderr)
+            if migration_match and ProxyExtrasDBManager._is_idempotent_error(stderr):
+                name = migration_match.group(1)
+                logger.info(
+                    f"Migration {name} failed idempotently — marking applied and retrying"
+                )
+                ProxyExtrasDBManager._mark_migration_applied(name)
+                return budget.after_recovery(f"resolved:{name}")
+            if migration_match:
+                migration_name = migration_match.group(1)
+                ledger_logs = ProxyExtrasDBManager._failed_migration_logs(migration_name)
+                if ledger_logs is not None and (
+                    ledger_logs == "" or _MIGRATION_DEADLOCK_MARKER in ledger_logs
+                ):
+                    logger.info(
+                        "Migration %s failed in a concurrent migrate deploy "
+                        "deadlock race, rolling its ledger row back and retrying",
+                        migration_name,
+                    )
+                    ProxyExtrasDBManager._roll_back_migration_best_effort(migration_name)
+                    return budget.spend()
+            raise RuntimeError(
+                "Database migration failed and cannot be auto-recovered. "
+                f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+            ) from error
+
+        if "P3018" in stderr:
+            if ProxyExtrasDBManager._is_permission_error(stderr):
+                raise RuntimeError(
+                    "Database migration failed due to insufficient "
+                    "permissions. Please grant the required privileges "
+                    f"and retry.\n\nPrisma error:\n{stderr}"
+                ) from error
+
+            migration_match = re.search(r"Migration name: (\d+_\S+)", stderr)
+            if migration_match and ProxyExtrasDBManager._is_idempotent_error(stderr):
+                name = migration_match.group(1)
+                logger.info(
+                    f"Migration {name} SQL hit idempotent error — marking applied and retrying"
+                )
+                ProxyExtrasDBManager._mark_migration_applied(name)
+                return budget.after_recovery(f"resolved:{name}")
+
+            if migration_match and _MIGRATION_DEADLOCK_MARKER in stderr:
+                logger.info(
+                    "Migration %s deadlocked against a concurrent "
+                    "migrate deploy, rolling its ledger row back "
+                    "and retrying",
+                    migration_match.group(1),
+                )
+                ProxyExtrasDBManager._roll_back_migration_best_effort(
+                    migration_match.group(1)
+                )
+                return budget.spend()
+
+            raise RuntimeError(
+                "Database migration failed and cannot be auto-recovered. "
+                f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+            ) from error
+
+        if _MIGRATION_DEADLOCK_MARKER in stderr:
+            logger.info(
+                "prisma migrate deploy attempt %s deadlocked against "
+                "a concurrent migrate deploy, retrying",
+                budget.attempt_number,
+            )
+            return budget.spend()
+
+        if "P1002" in stderr and "advisory lock" in stderr:
+            logger.info(
+                "prisma migrate deploy attempt %s timed out waiting for "
+                "the advisory lock a concurrent migrate deploy holds, retrying",
+                budget.attempt_number,
+            )
+            return budget.spend()
+
+        raise RuntimeError(
+            "Database migration failed and cannot be auto-recovered. "
+            f"Manual intervention required.\n\nPrisma error:\n{stderr}"
+        ) from error
+
+    @staticmethod
+    def _mark_migration_applied(name: str) -> None:
+        """Roll a failed ledger row back if it is still there, then mark it applied."""
+        try:
+            ProxyExtrasDBManager._roll_back_migration(name)
+        except (subprocess.CalledProcessError, subprocess.TimeoutExpired):
+            pass  # may already be rolled-back
+        try:
+            ProxyExtrasDBManager._resolve_specific_migration(name)
+        except (
+            subprocess.CalledProcessError,
+            subprocess.TimeoutExpired,
+        ) as resolve_err:
+            # We're called from inside an `except CalledProcessError` handler —
+            # re-raising CalledProcessError from here would escape as itself,
+            # bypassing proxy_cli.py's `except RuntimeError`.
+            raise RuntimeError(
+                f"Failed to mark migration {name} as applied "
+                f"after idempotent recovery. Manual "
+                f"intervention may be required.\n\n"
+                f"Detail: {resolve_err}"
+            ) from resolve_err
+
     @staticmethod
     def apply_replica_identity_full_if_requested() -> bool:
         """
@@ -906,12 +1014,9 @@ class ProxyExtrasDBManager:
                     logger.info("Running prisma migrate deploy")
                     try:
                         # Set migrations directory for Prisma
-                        result = subprocess.run(
+                        result = prisma_toolchain.run_prisma(
                             [_get_prisma_command(), "migrate", "deploy"],
-                            timeout=prisma_command_timeout(),
-                            check=True,
-                            capture_output=True,
-                            text=True,
+                            timeout=prisma_migrate_deploy_timeout(),
                             env=_get_prisma_env(),
                         )
                         logger.info(f"prisma migrate deploy stdout: {result.stdout}")
@@ -983,7 +1088,7 @@ class ProxyExtrasDBManager:
                                         f"Found failed migration: {failed_migration}, marking as rolled back"
                                     )
                                     # Mark the failed migration as rolled back
-                                    subprocess.run(
+                                    prisma_toolchain.run_prisma(
                                         [
                                             _get_prisma_command(),
                                             "migrate",
@@ -992,9 +1097,6 @@ class ProxyExtrasDBManager:
                                             failed_migration,
                                         ],
                                         timeout=prisma_command_timeout(),
-                                        check=True,
-                                        capture_output=True,
-                                        text=True,
                                         env=_get_prisma_env(),
                                     )
                                     logger.info(
@@ -1119,14 +1221,20 @@ class ProxyExtrasDBManager:
                     if ProxyExtrasDBManager.spend_logs_is_partitioned():
                         raise RuntimeError(PARTITIONED_SPEND_LOGS_PUSH_ERROR)
                     # Use prisma db push with increased timeout
-                    subprocess.run(
+                    prisma_toolchain.run_prisma(
                         [_get_prisma_command(), "db", "push", "--accept-data-loss"],
                         timeout=prisma_command_timeout(),
-                        check=True,
+                        stdout=None,
+                        stderr=None,
+                        env=_get_prisma_env(),
                     )
                     return True
             except subprocess.TimeoutExpired:
-                logger.info(f"Attempt {attempt + 1} timed out")
+                logger.warning(
+                    "Attempt %s timed out. Raise %s if this database needs longer to apply its schema.",
+                    attempt + 1,
+                    PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR if use_migrate else PRISMA_COMMAND_TIMEOUT_ENV_VAR,
+                )
                 time.sleep(random.randrange(5, 15))
             except subprocess.CalledProcessError as e:
                 attempts_left = 3 - attempt
diff --git a/litellm-proxy-extras/pyproject.toml b/litellm-proxy-extras/pyproject.toml
index 0944f99ad54..97e9eb66bf2 100644
--- a/litellm-proxy-extras/pyproject.toml
+++ b/litellm-proxy-extras/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "litellm-proxy-extras"
-version = "0.4.92"
+version = "0.4.93"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 readme = "README.md"
 requires-python = ">=3.9"
@@ -26,7 +26,7 @@ required-version = ">=0.10.9"
 module-root = ""
 
 [tool.commitizen]
-version = "0.4.92"
+version = "0.4.93"
 version_files = [
     "pyproject.toml:^version",
     "../pyproject.toml:litellm-proxy-extras==",
diff --git a/litellm-proxy-extras/tests/test_setup_database_fail_fast.py b/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
index 8d66bf872de..040d67d25e4 100644
--- a/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
+++ b/litellm-proxy-extras/tests/test_setup_database_fail_fast.py
@@ -42,7 +42,7 @@ def test_v2_p3018_permission_error_raises_runtime_error(monkeypatch, tmp_path):
         "Error: P3018\nMigration name: 20250326162113_baseline\n"
         "Database error code: 42501\npermission denied for schema public"
     )
-    with patch("subprocess.run", side_effect=_fake_migrate_deploy_failure(1, stderr)):
+    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
         with pytest.raises(RuntimeError, match="permission"):
             ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
 
@@ -60,7 +60,7 @@ def test_v2_non_idempotent_p3009_raises_runtime_error(monkeypatch, tmp_path):
         "Error: P3009\nMigration `20260101000000_genuinely_broken` failed\n"
         'Reason: syntax error at or near "BRKN" LINE 42'
     )
-    with patch("subprocess.run", side_effect=_fake_migrate_deploy_failure(1, stderr)):
+    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
         with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
             ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
 
@@ -124,7 +124,7 @@ def test_v1_default_still_calls_resolve_all_migrations(monkeypatch, tmp_path):
     def fake_resolve(*args, **kwargs):
         resolve_called["n"] += 1
 
-    monkeypatch.setattr("subprocess.run", fake_run)
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", fake_run)
     monkeypatch.setattr(ProxyExtrasDBManager, "_resolve_all_migrations", fake_resolve)
 
     ok = ProxyExtrasDBManager.setup_database(use_migrate=True)  # v2 flag NOT set
@@ -139,7 +139,7 @@ def test_v2_db_push_wraps_subprocess_error_as_runtime_error(monkeypatch, tmp_pat
     (tmp_path / "schema.prisma").write_text("// stub")
 
     stderr = "db push error"
-    with patch("subprocess.run", side_effect=_fake_migrate_deploy_failure(1, stderr)):
+    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
         with pytest.raises(RuntimeError, match="prisma db push failed"):
             ProxyExtrasDBManager.setup_database(use_migrate=False, use_v2_resolver=True)
 
@@ -209,7 +209,7 @@ def test_v2_resolve_specific_migration_failure_raises_runtime_error(
         "Error: P3009\nMigration `20260101000000_some_migration` failed\n"
         "relation already exists"
     )
-    with patch("subprocess.run", side_effect=_fake_migrate_deploy_failure(1, stderr)):
+    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
         with pytest.raises(
             RuntimeError, match="Failed to mark migration .* as applied"
         ):
@@ -228,7 +228,7 @@ def test_v2_does_not_call_resolve_all_migrations(monkeypatch, tmp_path):
         stdout = "Applied migration.\n"
         stderr = ""
 
-    monkeypatch.setattr("subprocess.run", lambda *a, **kw: FakeResult())
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", lambda *a, **kw: FakeResult())
 
     resolve_called = {"n": 0}
     monkeypatch.setattr(
@@ -240,3 +240,226 @@ def test_v2_does_not_call_resolve_all_migrations(monkeypatch, tmp_path):
     ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
     assert ok is True
     assert resolve_called["n"] == 0, "v2 must not invoke the diff-and-force recovery"
+
+
+_DEADLOCK_P3018_STDERR = (
+    "Error: P3018\n"
+    "Migration name: 20260415120000_health_check_latest_per_model_index\n"
+    "Database error code: 40P01\n"
+    "deadlock detected"
+)
+
+
+def _stub_v2_env(monkeypatch, tmp_path):
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
+    monkeypatch.setattr(
+        ProxyExtrasDBManager, "_warn_if_db_ahead_of_head", lambda _: None
+    )
+    monkeypatch.setattr(ProxyExtrasDBManager, "_get_prisma_dir", lambda: str(tmp_path))
+    (tmp_path / "schema.prisma").write_text("// stub")
+    monkeypatch.setattr("time.sleep", lambda _: None)
+
+
+def _succeed_after(failures: int, stderr: str):
+    calls = {"n": 0}
+
+    class _OkResult:
+        stdout = "Applied migration.\n"
+        stderr = ""
+
+    def _run(*args, **kwargs):
+        if "deploy" not in args[0]:
+            return _OkResult()
+        calls["n"] += 1
+        if calls["n"] <= failures:
+            raise subprocess.CalledProcessError(
+                returncode=1, cmd=args[0], stderr=stderr, output=""
+            )
+        return _OkResult()
+
+    return _run
+
+
+def test_v2_p3018_deadlock_rolls_back_and_retries(monkeypatch, tmp_path):
+    """v2: losing the migrate deploy deadlock race against a concurrent
+    instance rolls the ledger row back and retries instead of dying."""
+    _stub_v2_env(monkeypatch, tmp_path)
+
+    rolled_back = []
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_roll_back_migration",
+        lambda name: rolled_back.append(name),
+    )
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_resolve_specific_migration",
+        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
+    )
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, _DEADLOCK_P3018_STDERR))
+
+    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert ok is True
+    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
+
+
+def test_v2_p3018_persistent_deadlock_exhausts_attempts(monkeypatch, tmp_path):
+    """v2: a deadlock on every attempt still fails after the retry budget."""
+    _stub_v2_env(monkeypatch, tmp_path)
+    monkeypatch.setattr(ProxyExtrasDBManager, "_roll_back_migration", lambda name: None)
+
+    with patch(
+        "litellm_proxy_extras.prisma_toolchain.run_prisma",
+        side_effect=_fake_migrate_deploy_failure(1, _DEADLOCK_P3018_STDERR),
+    ):
+        with pytest.raises(RuntimeError, match="after 4 attempts"):
+            ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+
+
+def test_v2_p3009_deadlocked_ledger_row_rolls_back_and_retries(monkeypatch, tmp_path):
+    """v2: the surviving instance sees the victim's failed ledger row as P3009.
+    When that row's logs show a deadlock, roll it back and retry."""
+    _stub_v2_env(monkeypatch, tmp_path)
+
+    stderr = (
+        "Error: P3009\n"
+        "migrate found failed migrations in the target database\n"
+        "The `20260415120000_health_check_latest_per_model_index` migration "
+        "started at 2026-09-01 18:46:13 UTC failed"
+    )
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_failed_migration_logs",
+        lambda name: "ERROR: deadlock detected\nDETAIL: Process 72 waits for ShareLock",
+    )
+    rolled_back = []
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_roll_back_migration",
+        lambda name: rolled_back.append(name),
+    )
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_resolve_specific_migration",
+        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
+    )
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
+
+    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert ok is True
+    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
+
+
+def test_v2_p3009_empty_ledger_logs_rolls_back_and_retries(monkeypatch, tmp_path):
+    """v2: empty failed ledger logs mean a concurrent deploy moved it on."""
+    _stub_v2_env(monkeypatch, tmp_path)
+
+    stderr = (
+        "Error: P3009\n"
+        "migrate found failed migrations in the target database\n"
+        "The `20260415120000_health_check_latest_per_model_index` migration "
+        "started at 2026-09-01 18:46:13 UTC failed"
+    )
+    monkeypatch.setattr(ProxyExtrasDBManager, "_failed_migration_logs", lambda name: "")
+    rolled_back = []
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_roll_back_migration",
+        lambda name: rolled_back.append(name),
+    )
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_resolve_specific_migration",
+        lambda name: pytest.fail("a deadlocked migration must never be marked applied"),
+    )
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
+
+    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert ok is True
+    assert rolled_back == ["20260415120000_health_check_latest_per_model_index"]
+
+
+def test_v2_p3009_unreadable_ledger_still_raises(monkeypatch, tmp_path):
+    """v2: an unreadable ledger cannot establish that P3009 was a deadlock."""
+    _stub_v2_env(monkeypatch, tmp_path)
+
+    stderr = (
+        "Error: P3009\n"
+        "migrate found failed migrations in the target database\n"
+        "The `20260415120000_health_check_latest_per_model_index` migration "
+        "started at 2026-09-01 18:46:13 UTC failed"
+    )
+    monkeypatch.setattr(ProxyExtrasDBManager, "_failed_migration_logs", lambda name: None)
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_roll_back_migration",
+        lambda name: pytest.fail("an unreadable ledger must not trigger a retry"),
+    )
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
+
+    with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+        ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+
+
+def test_v2_p3009_non_deadlock_ledger_row_still_raises(monkeypatch, tmp_path):
+    """v2: a failed ledger row whose logs show a real SQL error stays fatal."""
+    _stub_v2_env(monkeypatch, tmp_path)
+
+    stderr = (
+        "Error: P3009\n"
+        "migrate found failed migrations in the target database\n"
+        "The `20260101000000_genuinely_broken` migration started at "
+        "2026-09-01 18:46:13 UTC failed"
+    )
+    monkeypatch.setattr(
+        ProxyExtrasDBManager,
+        "_failed_migration_logs",
+        lambda name: 'ERROR: syntax error at or near "BRKN"',
+    )
+
+    with patch("litellm_proxy_extras.prisma_toolchain.run_prisma", side_effect=_fake_migrate_deploy_failure(1, stderr)):
+        with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+            ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+
+
+def test_v2_bare_deadlock_stderr_retries(monkeypatch, tmp_path):
+    """v2: a deadlock reported without a Prisma error code (the advisory-lock
+    waiter as victim) is retried, not fatal."""
+    _stub_v2_env(monkeypatch, tmp_path)
+    monkeypatch.setattr(
+        "litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, "Database error: deadlock detected")
+    )
+
+    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert ok is True
+
+
+_P1002_ADVISORY_LOCK_STDERR = (
+    "Error: P1002\n\n"
+    "The database server at `127.0.0.1`:`45743` was reached but timed out.\n\n"
+    "Context: Timed out trying to acquire a postgres advisory lock "
+    "(SELECT pg_advisory_lock(72707369)). Elapsed: 10000ms."
+)
+
+
+def test_v2_advisory_lock_timeout_retries(monkeypatch, tmp_path):
+    """v2: the advisory-lock waiter that times out while a peer's retry holds
+    the lock retries instead of dying."""
+    _stub_v2_env(monkeypatch, tmp_path)
+    monkeypatch.setattr(
+        "litellm_proxy_extras.prisma_toolchain.run_prisma",
+        _succeed_after(2, _P1002_ADVISORY_LOCK_STDERR),
+    )
+
+    ok = ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    assert ok is True
+
+
+def test_v2_p1002_without_advisory_lock_context_still_raises(monkeypatch, tmp_path):
+    """v2: a plain P1002 (database unreachable) stays fatal."""
+    _stub_v2_env(monkeypatch, tmp_path)
+    stderr = "Error: P1002\n\nThe database server at `db`:`5432` was reached but timed out."
+    monkeypatch.setattr("litellm_proxy_extras.prisma_toolchain.run_prisma", _succeed_after(1, stderr))
+
+    with pytest.raises(RuntimeError, match="cannot be auto-recovered"):
+        ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
diff --git a/litellm-rust/ADDING_A_PROVIDER.md b/litellm-rust/ADDING_A_PROVIDER.md
index 857a744e014..ae8ae5a6870 100644
--- a/litellm-rust/ADDING_A_PROVIDER.md
+++ b/litellm-rust/ADDING_A_PROVIDER.md
@@ -26,4 +26,4 @@ variants of it. The test for a good abstraction is that adding the next provider
 is a few declarative lines, not a new file of duplicated flow. Only diverge from
 the base when behavior is genuinely different, and say so explicitly in the PR.
 
-**Calling:** hosts invoke the core entrypoint — the Python bridge and the `ai-gateway` route service both call `litellm_core::messages::messages`. Never add a provider handler to `ai-gateway`. Register new modules in `lib.rs` / `mod.rs`, then run `cargo fmt && cargo clippy --workspace -- -D warnings && cargo test --workspace`.
+**Calling:** hosts invoke the core entrypoint — the Python bridge and the `ai-gateway` route service both call `litellm_core::messages::messages`. Never add a provider handler to `ai-gateway`. Register new modules in `lib.rs` / `mod.rs`, then run the commands under "Checks" in [CLAUDE.md](CLAUDE.md).
diff --git a/litellm-rust/AGENTS.md b/litellm-rust/AGENTS.md
index 36a5ad5a8f4..b8d1f2db4d7 100644
--- a/litellm-rust/AGENTS.md
+++ b/litellm-rust/AGENTS.md
@@ -1,16 +1,18 @@
 # AGENTS.md
 
-litellm-rust has exactly THREE crates. A crate is a LAYER, not a route. Routes (ocr, realtime, chat) and providers (mistral, openai) are MODULES inside the layers.
+litellm-rust has five crates. A crate is a layer or shared foundation, not a route. Routes (ocr, realtime, chat) and providers (mistral, openai) are modules inside the layers.
 
 ## Crates
 
 | Crate | Role |
 |-------|------|
 | litellm-core | The LiteLLM SDK in Rust. One public entrypoint per top-level call (`messages::messages()`), owning types, transforms, provider resolution, auth, and the provider HTTP call. Call it, get a typed response. |
+| litellm-config | Config-loading boundary. Returns resolved core deployment data and optionally delegates loading to Python. |
 | litellm-ai-gateway | The axum server (behind the `server` feature) plus the WebSocket hosts. Translates HTTP/WS to core entrypoints; owns no provider logic and no handlers. |
-| litellm-python-bridge | PyO3 cdylib exposing Rust to the litellm Python SDK — marshals Python objects and calls core entrypoints. |
+| litellm-python-interop | Domain-neutral PyO3 foundation for GIL handling and typed Python/Serde conversion. |
+| litellm-python-bridge | PyO3 cdylib exposing LiteLLM Rust APIs to the Python SDK. Owns API registration, domain wiring, and Python exception mapping. |
 
-Dependency direction (acyclic): litellm-core ← litellm-ai-gateway ← litellm-python-bridge.
+Dependency direction is acyclic: `litellm-config` depends on `litellm-core`, the gateway depends on both, and `litellm-python-bridge` depends on the domain layers and `litellm-python-interop`. The interop foundation depends on no LiteLLM domain crate.
 
 ## Where a route lives
 
@@ -28,7 +30,7 @@ core/src/messages/
 
 Handlers never live in `ai-gateway`. `ocr`, `audio_transcription`, and `realtime` are still hosted there from before this rule; they move to `core` as they are touched.
 
-Adding a crate: default to a MODULE. New crate ONLY on a real trigger — separate artifact (binary/cdylib), proc-macro, shared foundation, or publishable standalone. A new provider or route is none of these.
+Adding a crate: default to a module. A new crate requires a real trigger: separate artifact (binary/cdylib), proc-macro, shared foundation, or publishable standalone. A new provider or route is none of these.
 
 Adding a crate fails crates/core/tests/workspace_crate_allowlist.rs until you update its allowlist and this file — intentional.
 
diff --git a/litellm-rust/CLAUDE.md b/litellm-rust/CLAUDE.md
index fe6ceedbb86..dfacf37b6cd 100644
--- a/litellm-rust/CLAUDE.md
+++ b/litellm-rust/CLAUDE.md
@@ -21,12 +21,14 @@ variants of it. The test for a good abstraction is that adding the next provider
 is a few declarative lines, not a new file of duplicated flow. Only diverge from
 the base when behavior is genuinely different, and say so explicitly in the PR.
 
-## Crates (exactly three — see AGENTS.md)
+## Crates (see AGENTS.md)
 
 `litellm-core` **is** the LiteLLM SDK in Rust: it makes the LLM call.
+`litellm-config` is the config-loading boundary and returns resolved core types.
 `litellm-ai-gateway` is an HTTP/WebSocket server in front of it, and
-`litellm-python-bridge` exposes it to the Python SDK. A crate is a **layer**, not
-a route — add modules, not crates.
+`litellm-python-bridge` exposes it to the Python SDK. `litellm-python-interop`
+holds domain-neutral PyO3 primitives shared by Python-facing Rust code. A crate
+is a layer or shared foundation, not a route; add modules, not crates.
 
 ## Core Boundary
 
@@ -173,10 +175,14 @@ for changes under `litellm-rust/`.
 ```bash
 cd litellm-rust
 cargo fmt --check
+cargo clippy --workspace --all-targets -- -D warnings
+cargo clippy -p litellm-core --all-targets --features bedrock-auth -- -D warnings
 # the ai-gateway binary + server code is behind the `server` feature
-cargo clippy -p litellm-ai-gateway --all-targets --features server -- -D warnings
-cargo clippy -p litellm-core -p litellm-python-bridge --all-targets -- -D warnings
+cargo clippy -p litellm-ai-gateway --all-targets --all-features -- -D warnings
 cargo test --workspace
+cargo test -p litellm-core --features bedrock-auth
+# the `auth`, `routes`, `state` and `realtime` tests only exist under `server`
+cargo test -p litellm-ai-gateway --features server
 ```
 
 When a Rust path is exposed through Python, add Python parity tests that compare
diff --git a/litellm-rust/Cargo.lock b/litellm-rust/Cargo.lock
index 4388e561026..62e943d0f42 100644
--- a/litellm-rust/Cargo.lock
+++ b/litellm-rust/Cargo.lock
@@ -919,6 +919,12 @@ version = "0.3.33"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b231ed28831efb4a61a08580c4bc233ec56bc009f4cd8f52da2c3cb97df0c109"
 
+[[package]]
+name = "futures-timer"
+version = "3.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "af43fadb8a98512d547e37b4e92e0ced13e205c061b87b4623eff01d918d6968"
+
 [[package]]
 name = "futures-util"
 version = "0.3.33"
@@ -972,6 +978,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "glob"
+version = "0.3.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e4eba85ea1d0a966a983acd07deee566e67395d2d96b6fb39e62b5a833f1eb0b"
+
 [[package]]
 name = "h2"
 version = "0.3.27"
@@ -1380,6 +1392,12 @@ dependencies = [
  "wasm-bindgen",
 ]
 
+[[package]]
+name = "lazy_static"
+version = "1.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
+
 [[package]]
 name = "libc"
 version = "0.2.186"
@@ -1394,8 +1412,8 @@ dependencies = [
  "base64",
  "futures-channel",
  "futures-util",
+ "litellm-config",
  "litellm-core",
- "pyo3",
  "reqwest",
  "serde",
  "serde_json",
@@ -1404,6 +1422,17 @@ dependencies = [
  "tokio",
  "tokio-tungstenite",
  "tower",
+ "tracing",
+]
+
+[[package]]
+name = "litellm-config"
+version = "0.1.0"
+dependencies = [
+ "litellm-core",
+ "pyo3",
+ "serde_json",
+ "thiserror 2.0.19",
 ]
 
 [[package]]
@@ -1416,13 +1445,17 @@ dependencies = [
  "aws-sigv4",
  "aws-smithy-runtime-api",
  "aws-types",
+ "base64",
  "rand 0.8.7",
  "reqwest",
+ "rstest",
  "serde",
  "serde_json",
  "sha2 0.10.9",
  "thiserror 2.0.19",
  "tokio",
+ "tracing",
+ "tracing-subscriber",
 ]
 
 [[package]]
@@ -1430,14 +1463,28 @@ name = "litellm-python-bridge"
 version = "0.1.0"
 dependencies = [
  "criterion",
+ "futures-util",
  "litellm-ai-gateway",
  "litellm-core",
+ "litellm-python-interop",
  "pyo3",
  "pyo3-async-runtimes",
- "pythonize",
  "serde",
  "serde_json",
  "tokio",
+ "tokio-tungstenite",
+ "tracing",
+]
+
+[[package]]
+name = "litellm-python-interop"
+version = "0.1.0"
+dependencies = [
+ "pyo3",
+ "pythonize",
+ "rstest",
+ "serde",
+ "serde_json",
 ]
 
 [[package]]
@@ -1476,6 +1523,16 @@ version = "0.3.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6877bb514081ee2a7ff5ef9de3281f14a4dd4bceac4c09388074a6b5df8a139a"
 
+[[package]]
+name = "mime_guess"
+version = "2.0.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f7c44f8e672c00fe5308fa235f821cb4198414e1c77935c1ab6948d3fd78550e"
+dependencies = [
+ "mime",
+ "unicase",
+]
+
 [[package]]
 name = "mio"
 version = "1.2.2"
@@ -1627,6 +1684,15 @@ dependencies = [
  "zerocopy",
 ]
 
+[[package]]
+name = "proc-macro-crate"
+version = "3.5.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e67ba7e9b2b56446f1d419b1d807906278ffa1a658a8a5d8a39dcb1f5a78614f"
+dependencies = [
+ "toml_edit",
+]
+
 [[package]]
 name = "proc-macro2"
 version = "1.0.107"
@@ -1638,9 +1704,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.29.0"
+version = "0.29.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd274650b21d4bfc26a0a47587962c1edb425f69287324355cd040c3ea66071c"
+checksum = "4688ddedf473e32662b9b067670129a8afb8c18e351482c70d62ba4a88171e8b"
 dependencies = [
  "libc",
  "once_cell",
@@ -1666,18 +1732,18 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.29.0"
+version = "0.29.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5e2a7d2f0d013342f295c048ad19237add5154a55b1c5a254c0ec93d4109078"
+checksum = "f41027e41b4bd03f6e60f9f417fe24a6341a6bb744edd62b6f709f2a52ea30e9"
 dependencies = [
  "target-lexicon",
 ]
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.29.0"
+version = "0.29.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ca85c467da1bbc8d866eea5deff9cf29ea5f7785054a17da36e65bda9c05845b"
+checksum = "e591a95526fead067432c3b3a33fc74770b87b1e04e73671090d9c2055a2b327"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -1685,9 +1751,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.29.0"
+version = "0.29.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ac53762fd065daa3194dd09337a38bd793a188100fd1a9304c4ab312d901771"
+checksum = "73225868fc1cd84eef2c3c230ddb91273bf1de46aeb8a4248da76d32a0924a1c"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
@@ -1697,9 +1763,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.29.0"
+version = "0.29.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4ca3a1557399783172dc5bf39cfca835157732532cba56b71d2292161e53b362"
+checksum = "571575aa3749fa6216757dd47d2a3e7ef360f329a40f0666a9fbd14889024952"
 dependencies = [
  "heck",
  "proc-macro2",
@@ -1899,6 +1965,12 @@ version = "0.8.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "d6f6ff9a378485b298a5286656da665ba74413d36db0979633275d2e708145d4"
 
+[[package]]
+name = "relative-path"
+version = "1.9.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ba39f3699c378cd8970968dcbff9c43159ea4cfbd88d43c00b22f2ef10a435d2"
+
 [[package]]
 name = "reqwest"
 version = "0.12.28"
@@ -1919,6 +1991,7 @@ dependencies = [
  "hyper-util",
  "js-sys",
  "log",
+ "mime_guess",
  "percent-encoding",
  "pin-project-lite",
  "quinn",
@@ -1956,6 +2029,35 @@ dependencies = [
  "windows-sys 0.52.0",
 ]
 
+[[package]]
+name = "rstest"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f5a3193c063baaa2a95a33f03035c8a72b83d97a54916055ba22d35ed3839d49"
+dependencies = [
+ "futures-timer",
+ "futures-util",
+ "rstest_macros",
+]
+
+[[package]]
+name = "rstest_macros"
+version = "0.26.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9c845311f0ff7951c5506121a9ad75aec44d083c31583b2ea5a30bcb0b0abba0"
+dependencies = [
+ "cfg-if",
+ "glob",
+ "proc-macro-crate",
+ "proc-macro2",
+ "quote",
+ "regex",
+ "relative-path",
+ "rustc_version",
+ "syn 2.0.119",
+ "unicode-ident",
+]
+
 [[package]]
 name = "rustc-hash"
 version = "2.1.3"
@@ -2210,6 +2312,15 @@ dependencies = [
  "digest 0.11.3",
 ]
 
+[[package]]
+name = "sharded-slab"
+version = "0.1.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f40ca3c46823713e0d4209592e8d6e826aa57e928f09752619fc696c499637f6"
+dependencies = [
+ "lazy_static",
+]
+
 [[package]]
 name = "shlex"
 version = "2.0.1"
@@ -2348,6 +2459,15 @@ dependencies = [
  "syn 3.0.0",
 ]
 
+[[package]]
+name = "thread_local"
+version = "1.1.10"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ad99c4c6d32803332c548b1af0540b357b3f5fc0be8f6c6bfe8b2e6ae784070"
+dependencies = [
+ "cfg-if",
+]
+
 [[package]]
 name = "time"
 version = "0.3.53"
@@ -2488,6 +2608,36 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "toml_datetime"
+version = "1.1.1+spec-1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "3165f65f62e28e0115a00b2ebdd37eb6f3b641855f9d636d3cd4103767159ad7"
+dependencies = [
+ "serde_core",
+]
+
+[[package]]
+name = "toml_edit"
+version = "0.25.13+spec-1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6975367e4d2ef766d86af01ffad14b622fecc8d4357a998fbc4deb6e9bacaf9b"
+dependencies = [
+ "indexmap",
+ "toml_datetime",
+ "toml_parser",
+ "winnow",
+]
+
+[[package]]
+name = "toml_parser"
+version = "1.1.3+spec-1.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1d38ac1cf9b95face32296c0a3ede1fdc270627c9d9c02a7274dd6d960dc4d56"
+dependencies = [
+ "winnow",
+]
+
 [[package]]
 name = "tower"
 version = "0.5.3"
@@ -2566,6 +2716,17 @@ dependencies = [
  "once_cell",
 ]
 
+[[package]]
+name = "tracing-subscriber"
+version = "0.3.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cb7f578e5945fb242538965c2d0b04418d38ec25c79d160cd279bf0731c8d319"
+dependencies = [
+ "sharded-slab",
+ "thread_local",
+ "tracing-core",
+]
+
 [[package]]
 name = "try-lock"
 version = "0.2.5"
@@ -2598,6 +2759,12 @@ version = "1.20.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b6f5e870be6c3b371b77fe0ee0bafb859fa4964b4404c27de1d380043c4dda20"
 
+[[package]]
+name = "unicase"
+version = "2.9.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dbc4bc3a9f746d862c45cb89d705aa10f187bb96c76001afab07a0d35ce60142"
+
 [[package]]
 name = "unicode-ident"
 version = "1.0.24"
@@ -2903,6 +3070,15 @@ version = "0.52.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
+[[package]]
+name = "winnow"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "23b97319f7b8343df12cc98938e5c3eb436064524c8d2b4e30a1d3a36eecdf81"
+dependencies = [
+ "memchr",
+]
+
 [[package]]
 name = "writeable"
 version = "0.6.3"
diff --git a/litellm-rust/Cargo.toml b/litellm-rust/Cargo.toml
index c17a0605fc7..720c4545181 100644
--- a/litellm-rust/Cargo.toml
+++ b/litellm-rust/Cargo.toml
@@ -1,7 +1,9 @@
 [workspace]
 members = [
     "crates/core",
+    "crates/config",
     "crates/ai-gateway",
+    "crates/python-interop",
     "crates/python-bridge",
 ]
 resolver = "2"
@@ -13,16 +15,21 @@ license = "MIT"
 repository = "https://github.com/BerriAI/litellm"
 
 [workspace.dependencies]
+tracing = "0.1"
+tracing-subscriber = { version = "0.3", default-features = false, features = ["registry", "std"] }
 litellm-core = { path = "crates/core" }
+litellm-config = { path = "crates/config" }
 litellm-ai-gateway = { path = "crates/ai-gateway", default-features = false }
+litellm-python-interop = { path = "crates/python-interop" }
 axum = "0.7"
-pyo3 = "0.29.0"
+pyo3 = "0.29.2"
 pyo3-async-runtimes = { version = "0.29.0", features = ["tokio-runtime"] }
 pythonize = "0.29.0"
 rand = "0.8"
-reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "rustls-tls", "http2", "stream"] }
+reqwest = { version = "0.12", default-features = false, features = ["blocking", "json", "multipart", "rustls-tls", "http2", "stream"] }
+rstest = "0.26.1"
 serde = { version = "1.0", features = ["derive"] }
-serde_json = "1.0"
+serde_json = { version = "1.0", features = ["float_roundtrip"] }
 sha2 = "0.10"
 subtle = "2"
 thiserror = "2.0"
diff --git a/litellm-rust/README.md b/litellm-rust/README.md
index bcccf93300b..650d38753e7 100644
--- a/litellm-rust/README.md
+++ b/litellm-rust/README.md
@@ -25,10 +25,12 @@ coverage and production evidence.
 | Crate | Role |
 |-------|------|
 | litellm-core | The SDK. Per-route entrypoints (`messages::messages()`), types, provider transforms (modules under `providers/`), provider resolution, auth, the provider HTTP call, and the router. |
+| litellm-config | Config-loading boundary. Returns resolved deployments and optionally delegates loading to Python. |
 | litellm-ai-gateway | The axum server (behind the `server` feature) and WebSocket hosts. Translates HTTP/WS to core entrypoints; no provider handlers. |
-| litellm-python-bridge | PyO3 cdylib exposing Rust to the litellm Python SDK — marshals Python objects and calls core entrypoints. |
+| litellm-python-interop | Domain-neutral PyO3 foundation for GIL handling and typed Python/Serde conversion. |
+| litellm-python-bridge | PyO3 cdylib exposing LiteLLM Rust APIs to the Python SDK. Owns API registration, domain wiring, and Python exception mapping. |
 
-Dependency direction (acyclic): litellm-core ← litellm-ai-gateway ← litellm-python-bridge.
+Dependency direction is acyclic: config depends on core, the gateway depends on config and core, and the Python bridge depends on the domain layers and Python interop.
 
 ## Layout
 
@@ -37,8 +39,10 @@ crates/
   core/           The SDK: route modules + provider transforms.
     src/messages/   mod.rs (entrypoint), types, transformation, prepare, handler, client
     src/providers/anthropic/messages/transformation.rs
+  config/         Config loading and resolved deployments.
   ai-gateway/     Axum server + WebSocket hosts; calls core entrypoints.
-  python-bridge/  PyO3 bridge for Python LiteLLM.
+  python-interop/ Domain-neutral PyO3 conversion and GIL primitives.
+  python-bridge/  PyO3 API adapter for Python LiteLLM.
 ```
 
 The folder shape follows the Python provider tree:
@@ -47,11 +51,6 @@ function per top-level route, mirroring the core entrypoints.
 
 ## Checks
 
-Run these before pushing Rust changes. GitHub Actions runs the same checks for
-changes under `litellm-rust/`.
-
-```bash
-cargo fmt --check
-cargo clippy --workspace --all-targets -- -D warnings
-cargo test --workspace
-```
+Run the commands under "Checks" in [CLAUDE.md](CLAUDE.md) before pushing Rust
+changes. That list is the single source of truth and matches what GitHub Actions
+runs for changes under `litellm-rust/`.
diff --git a/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md b/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md
index a1860d8a9c9..952bbc38b43 100644
--- a/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md
+++ b/litellm-rust/crates/CODING_STANDARDS/PROVIDER_CODING_STANDARDS.md
@@ -45,15 +45,9 @@ Rules for adding or changing an LLM provider/route in `litellm-rust`. `messages`
 
 22. A Python -> Rust bridge keeps the Python side minimal: the Python interface only marshals inputs and calls the Rust interface, with no transform, handler, or business logic. Aim for well under 100 lines of interface code per route; if the Python grows past that, the logic belongs in Rust.
 23. Do not bloat `litellm/main.py`. A route's provider dispatch lives in a thin dispatch class under `litellm/llms/<provider>/<route>/` that calls the Rust bridge; `main.py` only instantiates it and calls its sync/async method.
-24. Do not add new feature flags unless explicitly requested. Reuse the existing litellm rust rollout mechanism (`use_litellm_rust`); never introduce a per-route env flag such as `LITELLM_USE_RUST_<ROUTE>`.
+24. Do not add new feature flags unless explicitly requested. Reuse the existing LiteLLM Rust rollout mechanism (`litellm.rust`); never introduce a per-route env flag such as `LITELLM_USE_RUST_<ROUTE>`.
 
 ## Checks before push
 
-25. Run, and keep green:
-    ```bash
-    cd litellm-rust
-    cargo fmt --check
-    cargo clippy -p litellm-ai-gateway --all-targets --features server -- -D warnings
-    cargo clippy -p litellm-core -p litellm-python-bridge --all-targets -- -D warnings
-    cargo test --workspace
-    ```
+25. Run, and keep green, the commands under "Checks" in `litellm-rust/CLAUDE.md`.
+    That list is the single source of truth and matches what GitHub Actions runs.
diff --git a/litellm-rust/crates/ai-gateway/AGENTS.md b/litellm-rust/crates/ai-gateway/AGENTS.md
index 92567091cd3..b2fd583316b 100644
--- a/litellm-rust/crates/ai-gateway/AGENTS.md
+++ b/litellm-rust/crates/ai-gateway/AGENTS.md
@@ -9,19 +9,15 @@ such as `litellm_core::messages::messages`. No provider handler lives here.
 src/
   main.rs            # entrypoint: build AppState (router + master key), bind, serve
   state.rs           # AppState — shared Arc<Router> + master_key
-  gil.rs             # GIL-activity tracker (records Python acquisitions)
   auth/              # authentication as an axum extractor — added to handler args
     mod.rs           #   RequireMasterKey: FromRequestParts, single master key (LITELLM_MASTER_KEY)
   routes/            # one module per route, all matching the same template
     AGENTS.md        #   ← the route template (read this before adding a route)
     mod.rs           #   app(): merges every module's router()
     health.rs        #   simple route (one file): router() + liveness/readiness
-    gil.rs           #   simple route (one file): router() + GET /health/gil
     realtime/        #   route with logic → axum surface + a no-axum service:
       mod.rs         #     router() + handler + WS<->events adapter (the axum surface)
       service.rs     #     business logic (select deployment, call provider) — no axum, testable
-  python/            # Python interop (feature: python-config) — load-time only
-    mod.rs, config.rs, AGENTS.md
 ```
 
 ## Rules
@@ -53,5 +49,6 @@ proxy in a later phase. Health routes don't add the extractor (unauthenticated).
 
 ## Python interop
 
-Anything that calls into Python lives in `python/` and is **load-time only** — see
-`python/AGENTS.md`. The realtime data path never takes the GIL.
+Python-backed loading lives in `litellm-config` and is **load-time only**. The
+gateway's `python-config` feature forwards to that crate. The realtime data path
+never takes the GIL.
diff --git a/litellm-rust/crates/ai-gateway/ARCHITECTURE.md b/litellm-rust/crates/ai-gateway/ARCHITECTURE.md
index 733953bbdb3..6d090cf4c8e 100644
--- a/litellm-rust/crates/ai-gateway/ARCHITECTURE.md
+++ b/litellm-rust/crates/ai-gateway/ARCHITECTURE.md
@@ -9,4 +9,6 @@ flowchart LR
   C[client] <--> G[Rust ai-gateway<br/>LLM inference]
   G <--> O[OpenAI realtime]
   G -. spend tracking callback .-> P[litellm proxy]
+  F[litellm-config<br/>load-time only] --> G
+  F -. Python backend .-> P
 ```
diff --git a/litellm-rust/crates/ai-gateway/Cargo.toml b/litellm-rust/crates/ai-gateway/Cargo.toml
index 541beabe170..10369fa3bfd 100644
--- a/litellm-rust/crates/ai-gateway/Cargo.toml
+++ b/litellm-rust/crates/ai-gateway/Cargo.toml
@@ -14,7 +14,9 @@ path = "src/main.rs"
 required-features = ["server"]
 
 [dependencies]
+tracing.workspace = true
 litellm-core = { workspace = true, features = ["bedrock-auth"] }
+litellm-config.workspace = true
 # reqwest (rustls + json) is used by io/ocr and ships realtime logs to the
 # Python proxy callbacks API.
 reqwest.workspace = true
@@ -30,14 +32,15 @@ subtle = { workspace = true, optional = true }
 # sha2 hashes the master key into user_api_key_hash (matches the proxy's
 # SHA-256 hash_token) so the plaintext credential never enters a log payload.
 sha2 = { workspace = true, optional = true }
-pyo3 = { workspace = true, features = ["auto-initialize"], optional = true }
+tower = { version = "0.5.3", features = ["util"], optional = true }
 
 [features]
 default = []
 server = ["dep:axum", "dep:subtle", "dep:sha2"]
 # Build the gateway's config from the proxy YAML via an embedded Python
 # interpreter (links libpython; requires `litellm` importable at runtime).
-python-config = ["dep:pyo3"]
+python-config = ["litellm-config/python"]
+trace-parity = ["server", "dep:tower", "litellm-core/observability"]
 
 [dev-dependencies]
 futures-channel = "0.3"
diff --git a/litellm-rust/crates/ai-gateway/Dockerfile b/litellm-rust/crates/ai-gateway/Dockerfile
index adf6fca0741..2bc3c05ad7e 100644
--- a/litellm-rust/crates/ai-gateway/Dockerfile
+++ b/litellm-rust/crates/ai-gateway/Dockerfile
@@ -36,12 +36,12 @@ FROM chef AS builder
 # whenever only gateway source changes.
 COPY --from=planner /build/litellm-rust/recipe.json recipe.json
 RUN cargo chef cook --locked --release \
-        -p litellm-ai-gateway --features python-config \
+        -p litellm-ai-gateway --features server,python-config \
         --recipe-path recipe.json
 # Now copy the real sources and build the gateway binary. Deps are already cooked
 # above, so this step only recompiles the gateway crate.
 COPY litellm-rust/ .
-RUN cargo build --locked --release -p litellm-ai-gateway --features python-config
+RUN cargo build --locked --release -p litellm-ai-gateway --bin litellm-ai-gateway --features server,python-config
 
 # ---- Runtime ----------------------------------------------------------------
 # python:3.11-slim-bookworm ships libpython3.11, matching the builder's PyO3
diff --git a/litellm-rust/crates/ai-gateway/README.md b/litellm-rust/crates/ai-gateway/README.md
index 7a6c620ee84..9fef59a277d 100644
--- a/litellm-rust/crates/ai-gateway/README.md
+++ b/litellm-rust/crates/ai-gateway/README.md
@@ -6,24 +6,30 @@ dials OpenAI upstream, and splices the two sockets frame-by-frame.
 
 ## Crates
 
-`litellm-rust` is exactly three crates (a crate is a **layer**, not a route):
+`litellm-rust` has five crates. A crate is a layer or shared foundation, not a route:
 
 | Crate | Role |
 |-------|------|
 | litellm-core | The LiteLLM SDK in Rust — per-route entrypoints (`messages::messages()`) that resolve the provider, transform, and make the call; plus types, provider transforms, and the router. |
+| litellm-config | Config-loading boundary. Returns resolved deployments and optionally delegates loading to Python. |
 | litellm-ai-gateway | The Axum server (behind the `server` feature) and WebSocket hosts. Translates HTTP/WS to core entrypoints; no provider handlers. |
-| litellm-python-bridge | PyO3 cdylib exposing Rust to the litellm Python SDK — marshals Python objects and calls core entrypoints. |
+| litellm-python-interop | Domain-neutral PyO3 foundation for GIL handling and typed Python/Serde conversion. |
+| litellm-python-bridge | PyO3 cdylib exposing LiteLLM Rust APIs to the Python SDK. |
 
-Dependency direction (acyclic): litellm-core ← litellm-ai-gateway ← litellm-python-bridge.
+Dependency direction is acyclic: config depends on core, the gateway depends on config and core, and the Python bridge depends on the domain layers and Python interop.
 
 - **Client endpoint:** `wss://<host>/v1/realtime?model=<model>` (WebSocket)
 - **Auth:** `Authorization: Bearer $LITELLM_MASTER_KEY` (fails closed if unset)
-- **Health:** `GET /health/readiness`, `GET /health/liveness`, `GET /health/gil`
+- **Health:** `GET /health/readiness`, `GET /health/liveness`
 - **Request logs:** POSTed to a LiteLLM proxy at `/v1/rust_control_plane/logs` (see [Request logging](#request-logging))
 
 > **Realtime serving is pure Rust.** Python is used at **load time only** — to
 > read the config once at boot. The realtime hot path never touches Python.
 
+The former `/health/gil` route and its acquisition counter were removed. They
+only observed the single startup config load and did not prove that every GIL
+acquisition was instrumented
+
 ## Configuration (config.yaml)
 
 The gateway loads its `model_list` from a **config.yaml**, the same as the
@@ -42,9 +48,10 @@ model_list:
 LITELLM_CONFIG_PATH=./config.yaml ./litellm-ai-gateway
 ```
 
-At boot the gateway calls into `litellm.proxy.read_model_list`, which reuses the
-**real proxy config reader** (`ProxyConfig.get_config`). That means everything
-the proxy supports in config.yaml works here too:
+At boot `litellm-config` calls into `litellm.proxy.read_model_list` and returns
+resolved deployments to the gateway, which constructs the router. The Python
+backend still reuses the **real proxy config reader** (`ProxyConfig.get_config`),
+so everything the proxy supports in config.yaml works here too:
 
 - `include:` to merge in other config files,
 - `os.environ/VAR` secret references (resolved via the secret manager, never
@@ -81,8 +88,8 @@ stand-in built from the environment:
 |---|---|---|
 | `OPENAI_REALTIME_MODEL` | `gpt-realtime` | The single deployment's model name (also the `?model=` clients pass). |
 
-This mode links no libpython and needs no config file, but it only supports one
-hard-coded OpenAI deployment. **config.yaml is the recommended path** — use the
+The default workspace build links no libpython and needs no config file. This
+fallback mode only supports one hard-coded OpenAI deployment. **config.yaml is the recommended path** — use the
 stand-in only for the leanest possible build.
 
 ## Request logging
@@ -99,7 +106,7 @@ Worker tuning, rarely needed: `LITELLM_LOG_CHANNEL_CAPACITY` (4096),
 
 ## Build & run with Docker
 
-The image is built `--features python-config` and installs litellm **from this
+The image is built `--features server,python-config` and installs litellm **from this
 repo's source** (the config reader is newer than any PyPI release), so the build
 **context is the repo root**:
 
@@ -134,10 +141,10 @@ docker run --rm -p 4001:4001 \
 ```bash
 # config.yaml mode — needs litellm importable in the active python env
 LITELLM_CONFIG_PATH=./crates/ai-gateway/config.yaml \
-  cargo run --release -p litellm-ai-gateway --features python-config
+  cargo run --release -p litellm-ai-gateway --features server,python-config
 
 # env stand-in mode — no python, no config
-cargo run --release -p litellm-ai-gateway
+cargo run --release -p litellm-ai-gateway --features server
 ```
 
 ## Deploy on Render
diff --git a/litellm-rust/crates/ai-gateway/config.yaml b/litellm-rust/crates/ai-gateway/config.yaml
index ac598c220dd..321801f6862 100644
--- a/litellm-rust/crates/ai-gateway/config.yaml
+++ b/litellm-rust/crates/ai-gateway/config.yaml
@@ -1,8 +1,8 @@
 # Sample realtime config for the LiteLLM Rust AI Gateway.
 #
-# The gateway loads this model_list at boot via the embedded python config
-# reader (litellm.proxy.read_model_list), which reuses the proxy's own reader —
-# so include:, os.environ/ secrets, and DB-stored models all work here too.
+# litellm-config resolves this model_list at boot through the Python config
+# reader (litellm.proxy.read_model_list), then the gateway builds its router.
+# Includes, environment secrets, and database-stored models still work.
 #
 # Secrets are referenced (never inlined) via os.environ/. A real deploy can
 # override this file (e.g. mount a Render secret file at LITELLM_CONFIG_PATH).
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs
deleted file mode 100644
index 270d5c2d97a..00000000000
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/common_utils.rs
+++ /dev/null
@@ -1,48 +0,0 @@
-use std::collections::BTreeMap;
-
-use litellm_core::CoreResult;
-use litellm_core::audio_transcription::transformation::AudioTranscriptionProviderConfig;
-use litellm_core::error::CoreError;
-use litellm_core::providers::bedrock::audio_transcription::BEDROCK_AUDIO_TRANSCRIPTION_CONFIG;
-use serde_json::{Map, Value};
-
-pub(super) fn audio_transcription_provider_config(
-    provider: &str,
-) -> Option<&'static dyn AudioTranscriptionProviderConfig> {
-    match provider {
-        "bedrock" => Some(&BEDROCK_AUDIO_TRANSCRIPTION_CONFIG),
-        _ => None,
-    }
-}
-
-pub(super) fn string_headers(
-    headers: Option<Map<String, Value>>,
-) -> CoreResult<BTreeMap<String, String>> {
-    headers
-        .unwrap_or_default()
-        .into_iter()
-        .map(|(key, value)| {
-            value
-                .as_str()
-                .map(|value| (key.clone(), value.to_string()))
-                .ok_or_else(|| {
-                    CoreError::InvalidRequest(format!(
-                        "audio transcription extra_headers.{key} must be a string"
-                    ))
-                })
-        })
-        .collect()
-}
-
-pub(super) fn has_header(headers: &BTreeMap<String, String>, name: &str) -> bool {
-    headers.keys().any(|key| key.eq_ignore_ascii_case(name))
-}
-
-pub(super) fn truncate_error_body(body: &str) -> String {
-    let truncated: String = body.chars().take(256).collect();
-    if truncated.chars().count() == body.chars().count() {
-        truncated
-    } else {
-        format!("{truncated}... (truncated)")
-    }
-}
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs
deleted file mode 100644
index 33c13550f58..00000000000
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/handler.rs
+++ /dev/null
@@ -1,89 +0,0 @@
-use std::time::SystemTime;
-
-use litellm_core::CoreResult;
-use litellm_core::audio_transcription::transformation::AudioTranscriptionAuth;
-use litellm_core::error::CoreError;
-use litellm_core::providers::bedrock::audio_transcription::aws_auth_config;
-use litellm_core::providers::bedrock::aws_base::{resolve_credentials, sign_bedrock_post};
-use serde_json::Value;
-
-use super::common_utils::truncate_error_body;
-use super::types::ProviderAudioTranscriptionRequest;
-use crate::client::http_client;
-
-pub(crate) async fn execute_audio_transcription_provider_call(
-    request: ProviderAudioTranscriptionRequest,
-) -> CoreResult<Value> {
-    let body = serde_json::to_vec(&request.body).map_err(|error| {
-        CoreError::InvalidRequest(format!("invalid audio request body: {error}"))
-    })?;
-    let mut request_builder = http_client().post(&request.url).body(body.clone());
-    for (key, value) in &request.upstream_headers {
-        request_builder = request_builder.header(key, value);
-    }
-    if let Some(duration) = request.timeout {
-        request_builder = request_builder.timeout(duration);
-    }
-    let response = request_builder
-        .send()
-        .await
-        .map_err(|error| CoreError::Network(error.to_string()))?;
-    let status = response.status();
-    let text = response
-        .text()
-        .await
-        .map_err(|error| CoreError::Network(error.to_string()))?;
-    if !status.is_success() {
-        return Err(CoreError::Http {
-            status: status.as_u16(),
-            body: truncate_error_body(&text),
-        });
-    }
-    let response_json: Value = serde_json::from_str(&text).map_err(|error| {
-        CoreError::InvalidResponse(format!("invalid audio response JSON: {error}"))
-    })?;
-    Ok(request
-        .config
-        .transform_transcription_response(&request.model, response_json)?
-        .into_json())
-}
-
-pub(crate) async fn sign_request(
-    request: &ProviderAudioTranscriptionRequest,
-    optional_params: &serde_json::Map<String, Value>,
-) -> CoreResult<ProviderAudioTranscriptionRequest> {
-    let env_lookup = environment_lookup;
-    let auth = request
-        .config
-        .auth_strategy(&request.model, optional_params, &env_lookup)?;
-    let body = serde_json::to_vec(&request.body).map_err(|error| {
-        CoreError::InvalidRequest(format!("invalid audio request body: {error}"))
-    })?;
-    let mut headers = super::common_utils::string_headers(None)?;
-    headers.insert("Content-Type".to_string(), "application/json".to_string());
-    headers.extend(request.upstream_headers.iter().cloned());
-    match auth {
-        AudioTranscriptionAuth::Bearer => {}
-        AudioTranscriptionAuth::AwsSigV4 { region, .. } => {
-            let credentials =
-                resolve_credentials(aws_auth_config(optional_params, &env_lookup), &env_lookup)
-                    .await?;
-            headers.extend(sign_bedrock_post(
-                &request.url,
-                &body,
-                &headers,
-                &region,
-                &credentials,
-                SystemTime::now(),
-            )?);
-        }
-    }
-    Ok(ProviderAudioTranscriptionRequest {
-        upstream_headers: headers.into_iter().collect(),
-        ..request.clone()
-    })
-}
-
-pub(super) fn environment_lookup(key: &str) -> Option<String> {
-    std::env::var(key).ok()
-}
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
index 0c9faeda6e7..dbe2d3a325b 100644
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
+++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/hooks.rs
@@ -1,15 +1,14 @@
+use litellm_core::audio_transcription::{
+    AudioTranscriptionRequest as CoreAudioTranscriptionRequest, ProviderAudioTranscriptionRequest,
+    prepare_audio_transcription_provider_call,
+};
+use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
+use litellm_core::error::Error;
+use serde_json::{Map, Value, json};
 use std::future::Future;
 use std::pin::Pin;
 
-use litellm_core::CoreResult;
-use litellm_core::audio_transcription::transformation::AudioTranscriptionAuth;
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
-use litellm_core::error::CoreError;
-use serde_json::{Map, Value, json};
-
-use super::common_utils::{audio_transcription_provider_config, has_header, string_headers};
-use super::handler::sign_request;
-use super::types::{PreparedAudioTranscriptionRequest, ProviderAudioTranscriptionRequest};
+use super::types::PreparedAudioTranscriptionRequest;
 use crate::integrations::custom_guardrail::{
     CustomGuardrailRunner, GuardrailContext, GuardrailError, GuardrailRequest,
 };
@@ -26,7 +25,7 @@ pub(crate) struct AudioTranscriptionLifecycleHooks {
     request_metadata: RequestMetadata,
 }
 
-type AudioFuture<'a, T> = Pin<Box<dyn Future<Output = CoreResult<T>> + Send + 'a>>;
+type AudioFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, Error>> + Send + 'a>>;
 type AudioLogFuture<'a> = Pin<Box<dyn Future<Output = ()> + Send + 'a>>;
 
 impl AudioTranscriptionLifecycleHooks {
@@ -45,7 +44,7 @@ impl AudioTranscriptionLifecycleHooks {
     async fn run_pre_call_guardrails(
         &self,
         request: PreparedAudioTranscriptionRequest,
-    ) -> CoreResult<PreparedAudioTranscriptionRequest> {
+    ) -> Result<PreparedAudioTranscriptionRequest, Error> {
         if self.guardrail_runner.is_empty() {
             return Ok(request);
         }
@@ -63,17 +62,17 @@ impl AudioTranscriptionLifecycleHooks {
             .await
             .map_err(guardrail_error_to_core_error)?;
         let Value::Object(mut data) = guardrail_request.data else {
-            return Err(CoreError::InvalidRequest(
+            return Err(Error::InvalidRequest(
                 "audio transcription pre_call guardrail must return an object".to_string(),
             ));
         };
         let audio = data.remove("audio").ok_or_else(|| {
-            CoreError::InvalidRequest("audio transcription guardrail removed audio".to_string())
+            Error::InvalidRequest("audio transcription guardrail removed audio".to_string())
         })?;
         let optional_params = match data.remove("optional_params") {
             Some(Value::Object(value)) => value,
             Some(_) => {
-                return Err(CoreError::InvalidRequest(
+                return Err(Error::InvalidRequest(
                     "audio transcription optional_params must be an object".to_string(),
                 ));
             }
@@ -89,53 +88,36 @@ impl AudioTranscriptionLifecycleHooks {
     async fn prepare_provider_request(
         &self,
         request: PreparedAudioTranscriptionRequest,
-    ) -> CoreResult<ProviderAudioTranscriptionRequest> {
-        let config = audio_transcription_provider_config(&request.custom_llm_provider)
-            .ok_or_else(|| CoreError::InvalidProvider(request.custom_llm_provider.clone()))?;
-        let env_lookup = super::handler::environment_lookup;
-        let headers = string_headers(request.extra_headers)?;
-        let url = config.complete_url(
-            request.api_base.as_deref(),
-            &request.model,
-            &request.optional_params,
-            &env_lookup,
-        )?;
-        let filtered_params = config.map_transcription_params(&request.optional_params);
-        let body = config.transform_transcription_request(
-            &request.model,
-            request.audio,
-            filtered_params,
-        )?;
-        let auth = config.auth_strategy(&request.model, &request.optional_params, &env_lookup)?;
-        let mut upstream_headers = headers.into_iter().collect::<Vec<_>>();
-        if matches!(auth, AudioTranscriptionAuth::Bearer)
-            && !has_header(
-                &upstream_headers
-                    .iter()
-                    .cloned()
-                    .collect::<std::collections::BTreeMap<_, _>>(),
-                "authorization",
-            )
-            && let Some(api_key) = request.api_key.as_deref()
-        {
-            upstream_headers.push(("Authorization".to_string(), format!("Bearer {api_key}")));
-        }
-        let provider_request = ProviderAudioTranscriptionRequest {
-            model: request.model,
-            config,
-            url,
-            body: body.body,
-            upstream_headers,
-            timeout: request.timeout,
-        };
-        let provider_request = self.run_during_call_guardrails(provider_request).await?;
-        sign_request(&provider_request, &request.optional_params).await
+    ) -> Result<ProviderAudioTranscriptionRequest, Error> {
+        let PreparedAudioTranscriptionRequest {
+            model,
+            custom_llm_provider,
+            audio,
+            api_key,
+            api_base,
+            extra_headers,
+            optional_params,
+            timeout,
+            ..
+        } = request;
+        let provider_request =
+            prepare_audio_transcription_provider_call(CoreAudioTranscriptionRequest {
+                model: &model,
+                audio,
+                api_key: api_key.as_deref(),
+                api_base: api_base.as_deref(),
+                custom_llm_provider: Some(&custom_llm_provider),
+                extra_headers,
+                optional_params,
+                timeout,
+            })?;
+        self.run_during_call_guardrails(provider_request).await
     }
 
     async fn run_during_call_guardrails(
         &self,
         request: ProviderAudioTranscriptionRequest,
-    ) -> CoreResult<ProviderAudioTranscriptionRequest> {
+    ) -> Result<ProviderAudioTranscriptionRequest, Error> {
         if self.guardrail_runner.is_empty() {
             return Ok(request);
         }
@@ -144,23 +126,23 @@ impl AudioTranscriptionLifecycleHooks {
             .run_during_call(
                 &guardrail_context(&self.request_metadata),
                 GuardrailRequest::new(json!({
-                    "model": request.model,
-                    "custom_llm_provider": "bedrock",
-                    "url": request.url,
-                    "body": request.body,
+                    "model": request.model(),
+                    "custom_llm_provider": request.custom_llm_provider(),
+                    "url": request.url(),
+                    "body": request.body(),
                 })),
             )
             .await
             .map_err(guardrail_error_to_core_error)?;
         let Value::Object(mut data) = guardrail_request.data else {
-            return Err(CoreError::InvalidRequest(
+            return Err(Error::InvalidRequest(
                 "audio transcription during_call guardrail must return an object".to_string(),
             ));
         };
         let body = data.remove("body").ok_or_else(|| {
-            CoreError::InvalidRequest("audio transcription guardrail removed body".to_string())
+            Error::InvalidRequest("audio transcription guardrail removed body".to_string())
         })?;
-        Ok(ProviderAudioTranscriptionRequest { body, ..request })
+        Ok(request.with_body(body))
     }
 
     fn logging_payload(
@@ -241,7 +223,7 @@ impl CallLifecycleHooks<PreparedAudioTranscriptionRequest, ProviderAudioTranscri
     fn async_log_failure_event<'a>(
         &'a self,
         context: &'a CallLifecycleContext,
-        error: &'a CoreError,
+        error: &'a Error,
         timing: &'a CallLifecycleTiming,
     ) -> Self::FailureFuture<'a> {
         Box::pin(async move {
@@ -281,22 +263,22 @@ fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext {
     }
 }
 
-fn guardrail_error_to_core_error(error: GuardrailError) -> CoreError {
-    CoreError::InvalidRequest(format!("{}: {}", error.kind, error.message))
+fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
+    Error::InvalidRequest(format!("{}: {}", error.kind, error.message))
 }
 
-fn core_error_kind(error: &CoreError) -> &'static str {
+fn core_error_kind(error: &Error) -> &'static str {
     match error {
-        CoreError::Auth(_) => "AuthError",
-        CoreError::InvalidProvider(_) => "InvalidProvider",
-        CoreError::InvalidRequest(_) => "InvalidRequest",
-        CoreError::InvalidType { .. } => "InvalidType",
-        CoreError::MissingField(_) => "MissingField",
-        CoreError::Http { .. } => "HttpError",
-        CoreError::InvalidResponse(_) => "InvalidResponse",
-        CoreError::Network(_) => "NetworkError",
-        CoreError::Connect(_) => "ConnectError",
-        CoreError::Routing(_) => "RoutingError",
-        CoreError::Unsupported(_) => "UnsupportedRequest",
+        Error::Auth(_) => "AuthError",
+        Error::InvalidProvider(_) => "InvalidProvider",
+        Error::InvalidRequest(_) => "InvalidRequest",
+        Error::InvalidType { .. } => "InvalidType",
+        Error::MissingField(_) => "MissingField",
+        Error::Http { .. } => "HttpError",
+        Error::InvalidResponse(_) => "InvalidResponse",
+        Error::Network(_) => "NetworkError",
+        Error::Connect(_) => "ConnectError",
+        Error::Routing(_) => "RoutingError",
+        Error::Unsupported(_) => "UnsupportedRequest",
     }
 }
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs
index 5d33d912c40..03d621b8414 100644
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/mod.rs
@@ -1,19 +1,17 @@
-use litellm_core::CoreResult;
+use litellm_core::Error;
+use litellm_core::audio_transcription::execute_audio_transcription_provider_call;
 use litellm_core::call_lifecycle::CallLifecycle;
 use serde_json::Value;
 
-mod common_utils;
-mod handler;
 mod hooks;
 mod prepare;
 mod types;
 
 pub use types::AudioTranscriptionRequest;
 
-use handler::execute_audio_transcription_provider_call;
 use prepare::{PreparedAudioTranscriptionCall, prepare_audio_transcription_call};
 
-pub async fn audio_transcription(request: AudioTranscriptionRequest<'_>) -> CoreResult<Value> {
+pub async fn audio_transcription(request: AudioTranscriptionRequest<'_>) -> Result<Value, Error> {
     let PreparedAudioTranscriptionCall { request, hooks } =
         prepare_audio_transcription_call(request);
     CallLifecycle::default()
diff --git a/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs b/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs
index 9697aa98b0a..b470638264e 100644
--- a/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs
+++ b/litellm-rust/crates/ai-gateway/src/audio_transcription/types.rs
@@ -1,7 +1,6 @@
 use std::sync::Arc;
 use std::time::Duration;
 
-use litellm_core::audio_transcription::transformation::AudioTranscriptionProviderConfig;
 use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleRequest};
 use serde_json::{Map, Value};
 
@@ -46,13 +45,3 @@ impl CallLifecycleRequest for PreparedAudioTranscriptionRequest {
         )
     }
 }
-
-#[derive(Clone)]
-pub(crate) struct ProviderAudioTranscriptionRequest {
-    pub(crate) model: String,
-    pub(crate) config: &'static dyn AudioTranscriptionProviderConfig,
-    pub(crate) url: String,
-    pub(crate) body: Value,
-    pub(crate) upstream_headers: Vec<(String, String)>,
-    pub(crate) timeout: Option<Duration>,
-}
diff --git a/litellm-rust/crates/ai-gateway/src/gil.rs b/litellm-rust/crates/ai-gateway/src/gil.rs
deleted file mode 100644
index c749f722c73..00000000000
--- a/litellm-rust/crates/ai-gateway/src/gil.rs
+++ /dev/null
@@ -1,58 +0,0 @@
-//! GIL-activity tracking.
-//!
-//! Every acquisition of the Python GIL is recorded here so the `/health/gil`
-//! endpoint can report whether Python was touched recently. The design goal is
-//! that the GIL is acquired **only at load time** (config read) and never on the
-//! realtime hot path — polling this endpoint during traffic should show the
-//! count holding steady and `acquired_last_30s` falling to `false`.
-
-use std::sync::atomic::{AtomicU64, Ordering};
-use std::time::{SystemTime, UNIX_EPOCH};
-
-/// Window (seconds) for the "recently acquired" signal.
-pub const RECENT_WINDOW_SECS: u64 = 30;
-
-static GIL_ACQUISITIONS: AtomicU64 = AtomicU64::new(0);
-/// Unix seconds of the last acquisition; `0` means "never".
-static LAST_GIL_UNIX_SECS: AtomicU64 = AtomicU64::new(0);
-
-fn now_unix_secs() -> u64 {
-    SystemTime::now()
-        .duration_since(UNIX_EPOCH)
-        .map(|d| d.as_secs())
-        .unwrap_or(0)
-}
-
-/// Record that the GIL was just acquired. Call immediately before taking the GIL.
-///
-/// Only invoked under the `python-config` feature; without it the gateway never
-/// touches Python, so the recorder is unused (and the endpoint reports zero).
-#[cfg_attr(not(feature = "python-config"), allow(dead_code))]
-pub fn record_acquisition() {
-    GIL_ACQUISITIONS.fetch_add(1, Ordering::Relaxed);
-    LAST_GIL_UNIX_SECS.store(now_unix_secs(), Ordering::Relaxed);
-}
-
-/// Point-in-time view of GIL activity.
-pub struct GilSnapshot {
-    pub total_acquisitions: u64,
-    pub seconds_since_last: Option<u64>,
-    pub acquired_last_30s: bool,
-}
-
-/// Read the current GIL-activity snapshot.
-pub fn snapshot() -> GilSnapshot {
-    let total = GIL_ACQUISITIONS.load(Ordering::Relaxed);
-    let last = LAST_GIL_UNIX_SECS.load(Ordering::Relaxed);
-    let seconds_since_last = if last == 0 {
-        None
-    } else {
-        Some(now_unix_secs().saturating_sub(last))
-    };
-    let acquired_last_30s = seconds_since_last.is_some_and(|secs| secs <= RECENT_WINDOW_SECS);
-    GilSnapshot {
-        total_acquisitions: total,
-        seconds_since_last,
-        acquired_last_30s,
-    }
-}
diff --git a/litellm-rust/crates/ai-gateway/src/io/realtime.rs b/litellm-rust/crates/ai-gateway/src/io/realtime.rs
index 845e7bf9527..662f7328982 100644
--- a/litellm-rust/crates/ai-gateway/src/io/realtime.rs
+++ b/litellm-rust/crates/ai-gateway/src/io/realtime.rs
@@ -15,8 +15,7 @@ use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
-use litellm_core::CoreResult;
-use litellm_core::error::CoreError;
+use litellm_core::error::Error;
 use litellm_core::realtime::transformation::RealtimeProviderConfig;
 use litellm_core::realtime::types::RealtimeEvent;
 use tokio::net::TcpStream;
@@ -48,7 +47,7 @@ pub(crate) type UpstreamRx = SplitStream<UpstreamWs>;
 /// Resolve the OpenAI API key from the explicit param or the environment.
 ///
 /// Blank/whitespace values are treated as absent (guard at resolution time).
-pub(crate) fn resolve_api_key(api_key: Option<&str>) -> CoreResult<String> {
+pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
     api_key
         .map(str::trim)
         .filter(|key| !key.is_empty())
@@ -58,7 +57,7 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> CoreResult<String> {
                 .ok()
                 .filter(|key| !key.trim().is_empty())
         })
-        .ok_or_else(|| CoreError::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
 }
 
 /// Open the upstream WebSocket to OpenAI for `(model, api_key, api_base)`.
@@ -70,24 +69,24 @@ pub(crate) async fn dial_upstream(
     model: &str,
     api_key: &str,
     api_base: Option<&str>,
-) -> CoreResult<UpstreamWs> {
+) -> Result<UpstreamWs, Error> {
     let url = OPENAI_REALTIME_CONFIG.complete_url(api_base, model);
 
     let mut request = url
         .as_str()
         .into_client_request()
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
     // GA realtime: only Authorization. The legacy OpenAI-Beta header triggers
     // beta_api_shape_disabled, so we do not send it.
     request.headers_mut().insert(
         AUTHORIZATION,
         HeaderValue::from_str(&format!("Bearer {api_key}"))
-            .map_err(|err| CoreError::Auth(err.to_string()))?,
+            .map_err(|err| Error::Auth(err.to_string()))?,
     );
 
     let (upstream, _response) = connect_async(request)
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
     Ok(upstream)
 }
 
@@ -96,22 +95,22 @@ pub(crate) async fn dial_upstream(
 /// Used by the pool to pre-read OpenAI's unprompted `session.created`. Returns an
 /// error on a non-text frame, a closed socket, or undecodable JSON so the pool can
 /// discard a misbehaving socket rather than warm it.
-pub(crate) async fn read_event(upstream_rx: &mut UpstreamRx) -> CoreResult<RealtimeEvent> {
+pub(crate) async fn read_event(upstream_rx: &mut UpstreamRx) -> Result<RealtimeEvent, Error> {
     loop {
         let message = upstream_rx
             .next()
             .await
-            .ok_or_else(|| CoreError::Network("upstream closed before first event".to_string()))?
-            .map_err(|err| CoreError::Network(err.to_string()))?;
+            .ok_or_else(|| Error::Network("upstream closed before first event".to_string()))?
+            .map_err(|err| Error::Network(err.to_string()))?;
         match message {
             Message::Text(text) => {
                 return serde_json::from_str(&text)
-                    .map_err(|err| CoreError::InvalidResponse(err.to_string()));
+                    .map_err(|err| Error::InvalidResponse(err.to_string()));
             }
             // Ignore protocol frames (ping/pong) while waiting for the first event.
             Message::Ping(_) | Message::Pong(_) => continue,
             Message::Close(_) => {
-                return Err(CoreError::Network(
+                return Err(Error::Network(
                     "upstream closed before first event".to_string(),
                 ));
             }
@@ -139,7 +138,7 @@ pub(crate) async fn splice<In, Out>(
     mut observe: impl FnMut(&RealtimeEvent) + Send,
     mut client_in: In,
     mut client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = RealtimeEvent> + Unpin + Send,
     Out: Sink<RealtimeEvent> + Unpin + Send,
@@ -154,7 +153,7 @@ where
             client_out
                 .send(outbound)
                 .await
-                .map_err(|err| CoreError::Network(err.to_string()))?;
+                .map_err(|err| Error::Network(err.to_string()))?;
         }
     }
 
@@ -175,26 +174,26 @@ where
                 // inflate its own spend log. Logging observes upstream events only.
                 for outbound in config.transform_realtime_request(&event, model)?.events {
                     let payload = serde_json::to_string(&outbound)
-                        .map_err(|err| CoreError::InvalidResponse(err.to_string()))?;
+                        .map_err(|err| Error::InvalidResponse(err.to_string()))?;
                     upstream_tx
                         .send(Message::Text(payload))
                         .await
-                        .map_err(|err| CoreError::Network(err.to_string()))?;
+                        .map_err(|err| Error::Network(err.to_string()))?;
                 }
             }
             // upstream -> client
             upstream_message = upstream_rx.next() => {
                 let Some(message) = upstream_message else { break }; // upstream closed
-                match message.map_err(|err| CoreError::Network(err.to_string()))? {
+                match message.map_err(|err| Error::Network(err.to_string()))? {
                     Message::Text(text) => {
                         let event: RealtimeEvent = serde_json::from_str(&text)
-                            .map_err(|err| CoreError::InvalidResponse(err.to_string()))?;
+                            .map_err(|err| Error::InvalidResponse(err.to_string()))?;
                         observe(&event);
                         for outbound in config.transform_realtime_response(&event, model)?.events {
                             client_out
                                 .send(outbound)
                                 .await
-                                .map_err(|err| CoreError::Network(err.to_string()))?;
+                                .map_err(|err| Error::Network(err.to_string()))?;
                         }
                     }
                     Message::Close(_) => break,
@@ -225,7 +224,7 @@ pub async fn realtime<In, Out>(
     observe: impl FnMut(&RealtimeEvent) + Send,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = RealtimeEvent> + Unpin + Send,
     Out: Sink<RealtimeEvent> + Unpin + Send,
@@ -258,7 +257,7 @@ pub async fn realtime_warm<In, Out>(
     observe: impl FnMut(&RealtimeEvent) + Send,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = RealtimeEvent> + Unpin + Send,
     Out: Sink<RealtimeEvent> + Unpin + Send,
diff --git a/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs b/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs
index 4a1a3cd1166..49e9c459a88 100644
--- a/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs
+++ b/litellm-rust/crates/ai-gateway/src/io/realtime_pool.rs
@@ -28,7 +28,7 @@ use std::sync::{Arc, Mutex};
 use std::time::{Duration, Instant};
 
 use futures_util::StreamExt;
-use litellm_core::CoreResult;
+use litellm_core::Error;
 use litellm_core::realtime::types::RealtimeEvent;
 
 use crate::io::realtime::{
@@ -438,7 +438,7 @@ impl RealtimePool {
 ///
 /// `key.api_key` is already resolved (non-blank). The first frame OpenAI sends
 /// unprompted is `session.created`; we buffer exactly that and read nothing more.
-async fn warm_one(key: &UpstreamKey) -> CoreResult<WarmConnection> {
+async fn warm_one(key: &UpstreamKey) -> Result<WarmConnection, Error> {
     let upstream: UpstreamWs =
         dial_upstream(&key.model, &key.api_key, key.api_base.as_deref()).await?;
     let (tx, mut rx) = upstream.split();
diff --git a/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
index 9b51019f4bc..0b01747b1a5 100644
--- a/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
+++ b/litellm-rust/crates/ai-gateway/src/io/responses_ws.rs
@@ -4,10 +4,10 @@ use std::time::Duration;
 
 use futures_util::stream::{SplitSink, SplitStream};
 use futures_util::{Sink, SinkExt, Stream, StreamExt};
+use litellm_core::Error;
 use litellm_core::providers::openai::responses::transformation::OPENAI_RESPONSES_WS_CONFIG;
 use litellm_core::responses::types::ResponsesWsEvent;
 use litellm_core::responses::websocket::ResponsesWebSocketProviderConfig;
-use litellm_core::{CoreError, CoreResult};
 use tokio::net::TcpStream;
 use tokio::sync::Mutex;
 use tokio_tungstenite::tungstenite::Message;
@@ -37,51 +37,49 @@ impl ResponsesWebSocketConnection {
         url: &str,
         headers: &HashMap<String, String>,
         timeout: Option<Duration>,
-    ) -> CoreResult<Self> {
+    ) -> Result<Self, Error> {
         let mut request = url
             .into_client_request()
-            .map_err(|error| CoreError::Network(error.to_string()))?;
+            .map_err(|error| Error::Network(error.to_string()))?;
         for (name, value) in headers {
             let header_name = name
                 .parse::<HeaderName>()
-                .map_err(|error| CoreError::InvalidRequest(error.to_string()))?;
+                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
             let header_value = HeaderValue::from_str(value)
-                .map_err(|error| CoreError::InvalidRequest(error.to_string()))?;
+                .map_err(|error| Error::InvalidRequest(error.to_string()))?;
             request.headers_mut().insert(header_name, header_value);
         }
         let connect = connect_async(request);
         let result = match timeout {
             Some(timeout) => tokio::time::timeout(timeout, connect).await.map_err(|_| {
-                CoreError::Network("Responses WebSocket connection timed out".to_string())
+                Error::Network("Responses WebSocket connection timed out".to_string())
             })?,
             None => connect.await,
         };
         let (socket, _) = result.map_err(|error| match error {
-            tokio_tungstenite::tungstenite::Error::Http(response) => CoreError::Http {
+            tokio_tungstenite::tungstenite::Error::Http(response) => Error::Http {
                 status: response.status().as_u16(),
                 body: String::new(),
             },
-            other => CoreError::Network(other.to_string()),
+            other => Error::Network(other.to_string()),
         })?;
         Ok(Self {
             socket: Arc::new(Mutex::new(Some(socket))),
         })
     }
 
-    pub async fn send_text(&self, text: String) -> CoreResult<()> {
+    pub async fn send_text(&self, text: String) -> Result<(), Error> {
         let mut socket = self.socket.lock().await;
         let Some(socket) = socket.as_mut() else {
-            return Err(CoreError::Network(
-                "Responses WebSocket is closed".to_string(),
-            ));
+            return Err(Error::Network("Responses WebSocket is closed".to_string()));
         };
         socket
             .send(Message::Text(text))
             .await
-            .map_err(|error| CoreError::Network(error.to_string()))
+            .map_err(|error| Error::Network(error.to_string()))
     }
 
-    pub async fn recv_text(&self) -> CoreResult<Option<String>> {
+    pub async fn recv_text(&self) -> Result<Option<String>, Error> {
         let mut socket_guard = self.socket.lock().await;
         let Some(socket) = socket_guard.as_mut() else {
             return Ok(None);
@@ -90,27 +88,27 @@ impl ResponsesWebSocketConnection {
             Some(Ok(Message::Text(text))) => Ok(Some(text)),
             Some(Ok(Message::Binary(bytes))) => String::from_utf8(bytes.to_vec())
                 .map(Some)
-                .map_err(|error| CoreError::InvalidResponse(error.to_string())),
+                .map_err(|error| Error::InvalidResponse(error.to_string())),
             Some(Ok(Message::Close(_))) | None => Ok(None),
             Some(Ok(_)) => Ok(None),
-            Some(Err(error)) => Err(CoreError::Network(error.to_string())),
+            Some(Err(error)) => Err(Error::Network(error.to_string())),
         }
     }
 
-    pub async fn close(&self) -> CoreResult<()> {
+    pub async fn close(&self) -> Result<(), Error> {
         let mut socket = self.socket.lock().await;
         if let Some(socket) = socket.as_mut() {
             socket
                 .close(None)
                 .await
-                .map_err(|error| CoreError::Network(error.to_string()))?;
+                .map_err(|error| Error::Network(error.to_string()))?;
         }
         *socket = None;
         Ok(())
     }
 }
 
-pub(crate) fn resolve_api_key(api_key: Option<&str>) -> CoreResult<String> {
+pub(crate) fn resolve_api_key(api_key: Option<&str>) -> Result<String, Error> {
     api_key
         .map(str::trim)
         .filter(|value| !value.is_empty())
@@ -120,38 +118,38 @@ pub(crate) fn resolve_api_key(api_key: Option<&str>) -> CoreResult<String> {
                 .ok()
                 .filter(|value| !value.trim().is_empty())
         })
-        .ok_or_else(|| CoreError::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
 }
 
 async fn dial_upstream(
     model: &str,
     api_key: &str,
     api_base: Option<&str>,
-) -> CoreResult<ResponsesUpstreamWs> {
+) -> Result<ResponsesUpstreamWs, Error> {
     let url = OPENAI_RESPONSES_WS_CONFIG.complete_websocket_url(api_base, model);
     let mut request = url
         .as_str()
         .into_client_request()
-        .map_err(|error| CoreError::Network(error.to_string()))?;
+        .map_err(|error| Error::Network(error.to_string()))?;
     request.headers_mut().insert(
         AUTHORIZATION,
         HeaderValue::from_str(&format!("Bearer {api_key}"))
-            .map_err(|error| CoreError::Auth(error.to_string()))?,
+            .map_err(|error| Error::Auth(error.to_string()))?,
     );
     let result = tokio::time::timeout(
         Duration::from_secs(DEFAULT_RESPONSES_WS_CONNECT_TIMEOUT_SECS),
         connect_async(request),
     )
     .await
-    .map_err(|_| CoreError::Network("Responses WebSocket connection timed out".to_string()))?;
+    .map_err(|_| Error::Network("Responses WebSocket connection timed out".to_string()))?;
     result
         .map(|(socket, _)| socket)
         .map_err(|error| match error {
-            tokio_tungstenite::tungstenite::Error::Http(response) => CoreError::Http {
+            tokio_tungstenite::tungstenite::Error::Http(response) => Error::Http {
                 status: response.status().as_u16(),
                 body: String::new(),
             },
-            other => CoreError::Network(other.to_string()),
+            other => Error::Network(other.to_string()),
         })
 }
 
@@ -166,7 +164,7 @@ impl ResponsesWebSocketStreaming {
         observe: impl FnMut(&ResponsesWsEvent) + Send,
         client_in: In,
         client_out: Out,
-    ) -> CoreResult<()>
+    ) -> Result<(), Error>
     where
         In: Stream<Item = ResponsesWsEvent> + Unpin + Send,
         Out: Sink<ResponsesWsEvent> + Unpin + Send,
@@ -193,7 +191,7 @@ pub(crate) async fn splice<In, Out>(
     mut observe: impl FnMut(&ResponsesWsEvent) + Send,
     mut client_in: In,
     mut client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = ResponsesWsEvent> + Unpin + Send,
     Out: Sink<ResponsesWsEvent> + Unpin + Send,
@@ -210,18 +208,18 @@ where
                     .events
                 {
                     let payload = serde_json::to_string(&outbound)
-                        .map_err(|error| CoreError::InvalidResponse(error.to_string()))?;
+                        .map_err(|error| Error::InvalidResponse(error.to_string()))?;
                     upstream_tx.send(Message::Text(payload))
                         .await
-                        .map_err(|error| CoreError::Network(error.to_string()))?;
+                        .map_err(|error| Error::Network(error.to_string()))?;
                 }
             }
             message = upstream_rx.next() => {
                 let Some(message) = message else { break };
-                match message.map_err(|error| CoreError::Network(error.to_string()))? {
+                match message.map_err(|error| Error::Network(error.to_string()))? {
                     Message::Text(text) => {
                         let event = serde_json::from_str::<ResponsesWsEvent>(&text)
-                            .map_err(|error| CoreError::InvalidResponse(error.to_string()))?;
+                            .map_err(|error| Error::InvalidResponse(error.to_string()))?;
                         observe(&event);
                         for outbound in OPENAI_RESPONSES_WS_CONFIG
                             .transform_ws_response(&event, model)?
@@ -229,7 +227,7 @@ where
                         {
                             client_out.send(outbound)
                                 .await
-                                .map_err(|error| CoreError::Network(error.to_string()))?;
+                                .map_err(|error| Error::Network(error.to_string()))?;
                         }
                     }
                     Message::Close(_) => break,
@@ -252,7 +250,7 @@ pub async fn async_responses_websocket<In, Out>(
     mut observe: impl FnMut(&ResponsesWsEvent) + Send,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = ResponsesWsEvent> + Unpin + Send,
     Out: Sink<ResponsesWsEvent> + Unpin + Send,
@@ -267,11 +265,11 @@ where
             .events
         {
             let payload = serde_json::to_string(&outbound)
-                .map_err(|error| CoreError::InvalidResponse(error.to_string()))?;
+                .map_err(|error| Error::InvalidResponse(error.to_string()))?;
             upstream_tx
                 .send(Message::Text(payload))
                 .await
-                .map_err(|error| CoreError::Network(error.to_string()))?;
+                .map_err(|error| Error::Network(error.to_string()))?;
         }
     }
     ResponsesWebSocketStreaming::bidirectional_forward(
@@ -296,7 +294,7 @@ pub async fn responses_ws<In, Out>(
     observe: impl FnMut(&ResponsesWsEvent) + Send,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = ResponsesWsEvent> + Unpin + Send,
     Out: Sink<ResponsesWsEvent> + Unpin + Send,
@@ -514,7 +512,7 @@ mod tests {
         )
         .await
         .expect_err("status error");
-        assert!(matches!(error, CoreError::Http { status: 401, .. }));
+        assert!(matches!(error, Error::Http { status: 401, .. }));
         server.await.expect("server task");
     }
 
@@ -543,7 +541,7 @@ mod tests {
         )
         .await
         .expect_err("status error");
-        assert!(matches!(error, CoreError::Http { status: 500, .. }));
+        assert!(matches!(error, Error::Http { status: 500, .. }));
         server.await.expect("server task");
     }
 }
diff --git a/litellm-rust/crates/ai-gateway/src/lib.rs b/litellm-rust/crates/ai-gateway/src/lib.rs
index 057db6457c4..08fbde564ed 100644
--- a/litellm-rust/crates/ai-gateway/src/lib.rs
+++ b/litellm-rust/crates/ai-gateway/src/lib.rs
@@ -10,29 +10,23 @@
 //! - [`io`]: compatibility exports and realtime WebSocket splice helpers.
 //! - The server modules ([`auth`], [`routes`], [`state`]) and anything pulling
 //!   `axum` are gated behind the `server` feature, which the `litellm-ai-gateway`
-//!   binary turns on. The `python-config` feature additionally pulls in [`python`]
-//!   for the load-time config reader.
+//!   binary turns on.
 
 pub mod audio_transcription;
 mod client;
 pub mod io;
 pub mod ocr;
 
-/// GIL-activity tracking. Pure (atomics only); shared by the `server` routes and
-/// the `python-config` reader, so it is available without either feature.
-pub mod gil;
-
 #[cfg(feature = "server")]
 pub mod auth;
 #[cfg(feature = "server")]
 pub mod routes;
 #[cfg(feature = "server")]
 pub mod state;
+#[cfg(feature = "trace-parity")]
+pub mod trace_parity;
 
 mod constants;
 pub mod integrations;
 #[cfg(feature = "server")]
 mod realtime;
-
-#[cfg(feature = "python-config")]
-pub mod python;
diff --git a/litellm-rust/crates/ai-gateway/src/main.rs b/litellm-rust/crates/ai-gateway/src/main.rs
index da3a486d4ee..88d7b1dbcf8 100644
--- a/litellm-rust/crates/ai-gateway/src/main.rs
+++ b/litellm-rust/crates/ai-gateway/src/main.rs
@@ -14,12 +14,12 @@ use std::sync::Arc;
 use litellm_ai_gateway::io::realtime_pool::{PoolConfig, RealtimePool, upstream_key};
 use litellm_ai_gateway::routes;
 use litellm_ai_gateway::state::AppState;
+#[cfg(feature = "python-config")]
+use litellm_config::load_model_list;
 use litellm_core::router::{Deployment, LiteLLMParams, Router};
 
 use litellm_ai_gateway::integrations::custom_logger::CustomLogger;
 use litellm_ai_gateway::integrations::litellm_python_proxy_api::LiteLLMPythonProxyAPILogger;
-#[cfg(feature = "python-config")]
-use litellm_ai_gateway::python;
 
 /// Bind to localhost by default so the gateway is not a public, unauthenticated
 /// provider proxy out of the box. Override with `HOST` (e.g. `0.0.0.0`).
@@ -124,10 +124,10 @@ fn resolve_port() -> u16 {
 fn build_router() -> Router {
     #[cfg(feature = "python-config")]
     if let Ok(config_path) = std::env::var("LITELLM_CONFIG_PATH") {
-        match python::config::load_router_from_config(&config_path) {
-            Ok(router) => {
+        match load_model_list(std::path::Path::new(&config_path)) {
+            Ok(deployments) => {
                 eprintln!("loaded model_list from {config_path} via python config reader");
-                return router;
+                return Router::new(deployments);
             }
             Err(err) => {
                 eprintln!("config load failed ({err}); falling back to env deployment");
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs b/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs
index 9bc2818b6e7..d2be17260a3 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/common_utils.rs
@@ -3,8 +3,7 @@ use std::time::{Duration, Instant};
 
 use base64::Engine;
 use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
-use litellm_core::CoreResult;
-use litellm_core::error::CoreError;
+use litellm_core::error::Error;
 use litellm_core::ocr::transformation::OcrProviderConfig;
 use reqwest::Url;
 use serde_json::{Map, Value};
@@ -13,6 +12,7 @@ use litellm_core::providers::azure_ai::ocr::transformation::{
     AZURE_AI_OCR_CONFIG, AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG,
 };
 use litellm_core::providers::mistral::ocr::transformation::MISTRAL_OCR_CONFIG;
+use litellm_core::providers::reducto::ocr::transformation as reducto;
 use litellm_core::providers::vertex_ai::ocr::transformation as vertex_ai;
 use litellm_core::providers::vertex_ai::ocr::transformation::{
     VERTEX_AI_DEEPSEEK_OCR_CONFIG, VERTEX_AI_OCR_CONFIG,
@@ -33,12 +33,14 @@ pub(super) fn truncate_error_body(body: &str) -> String {
     format!("{truncated}... (truncated)")
 }
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) fn ocr_provider_config(
     provider: &str,
     model: &str,
 ) -> Option<&'static dyn OcrProviderConfig> {
     match provider {
         "mistral" => Some(&MISTRAL_OCR_CONFIG),
+        "reducto" => reducto::config_for_model(model),
         "azure_ai" if is_azure_document_intelligence_model(model) => {
             Some(&AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG)
         }
@@ -56,7 +58,7 @@ fn is_azure_document_intelligence_model(model: &str) -> bool {
 
 pub(super) fn string_headers(
     extra_headers: Option<Map<String, Value>>,
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     extra_headers
         .unwrap_or_default()
         .into_iter()
@@ -65,7 +67,7 @@ pub(super) fn string_headers(
                 .as_str()
                 .map(|value| (key.clone(), value.to_string()))
                 .ok_or_else(|| {
-                    CoreError::InvalidRequest(format!(
+                    Error::InvalidRequest(format!(
                         "OCR extra_headers.{key} must be a string, got {}",
                         litellm_core::error::json_type_name(&value)
                     ))
@@ -74,13 +76,7 @@ pub(super) fn string_headers(
         .collect()
 }
 
-pub(super) fn has_header(headers: &[(String, String)], name: &str) -> bool {
-    headers
-        .iter()
-        .any(|(key, _)| key.eq_ignore_ascii_case(name))
-}
-
-fn document_url_field(document: &Value) -> CoreResult<Option<(&str, &str)>> {
+fn document_url_field(document: &Value) -> Result<Option<(&str, &str)>, Error> {
     let Some(object) = document.as_object() else {
         return Ok(None);
     };
@@ -138,13 +134,13 @@ fn is_blocked_ip(ip: IpAddr) -> bool {
     }
 }
 
-fn blocked_url_error(url: &Url) -> CoreError {
-    CoreError::InvalidRequest(format!(
+fn blocked_url_error(url: &Url) -> Error {
+    Error::InvalidRequest(format!(
         "OCR document URL rejected by SSRF protection: {url}"
     ))
 }
 
-async fn validate_safe_fetch_url(url: &Url) -> CoreResult<()> {
+async fn validate_safe_fetch_url(url: &Url) -> Result<(), Error> {
     if !matches!(url.scheme(), "http" | "https") {
         return Err(blocked_url_error(url));
     }
@@ -162,7 +158,7 @@ async fn validate_safe_fetch_url(url: &Url) -> CoreResult<()> {
         .ok_or_else(|| blocked_url_error(url))?;
     let addresses = tokio::net::lookup_host((host, port))
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
     let mut saw_address = false;
     for address in addresses {
         saw_address = true;
@@ -176,25 +172,25 @@ async fn validate_safe_fetch_url(url: &Url) -> CoreResult<()> {
     Ok(())
 }
 
-fn redirect_location(response: &reqwest::Response, url: &Url) -> CoreResult<Url> {
+fn redirect_location(response: &reqwest::Response, url: &Url) -> Result<Url, Error> {
     let location = response
         .headers()
         .get(reqwest::header::LOCATION)
         .and_then(|value| value.to_str().ok())
         .ok_or_else(|| {
-            CoreError::InvalidResponse("OCR document redirect missing Location header".to_string())
+            Error::InvalidResponse("OCR document redirect missing Location header".to_string())
         })?;
     url.join(location)
-        .map_err(|err| CoreError::InvalidResponse(format!("invalid OCR document redirect: {err}")))
+        .map_err(|err| Error::InvalidResponse(format!("invalid OCR document redirect: {err}")))
 }
 
-async fn safe_get_document_url(url: &str) -> CoreResult<(Url, reqwest::Response)> {
+async fn safe_get_document_url(url: &str) -> Result<(Url, reqwest::Response), Error> {
     let client = reqwest::Client::builder()
         .redirect(reqwest::redirect::Policy::none())
         .build()
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
     let mut current_url = Url::parse(url)
-        .map_err(|err| CoreError::InvalidRequest(format!("invalid OCR document URL: {err}")))?;
+        .map_err(|err| Error::InvalidRequest(format!("invalid OCR document URL: {err}")))?;
 
     for _ in 0..MAX_SAFE_FETCH_REDIRECTS {
         validate_safe_fetch_url(&current_url).await?;
@@ -202,28 +198,28 @@ async fn safe_get_document_url(url: &str) -> CoreResult<(Url, reqwest::Response)
             .get(current_url.clone())
             .send()
             .await
-            .map_err(|err| CoreError::Network(err.to_string()))?;
+            .map_err(|err| Error::Network(err.to_string()))?;
         if !response.status().is_redirection() {
             return Ok((current_url, response));
         }
         current_url = redirect_location(&response, &current_url)?;
     }
 
-    Err(CoreError::InvalidRequest(
+    Err(Error::InvalidRequest(
         "Too many redirects while fetching OCR document URL".to_string(),
     ))
 }
 
-fn enforce_download_size(content_length: u64, max_bytes: u64, url: &Url) -> CoreResult<()> {
+fn enforce_download_size(content_length: u64, max_bytes: u64, url: &Url) -> Result<(), Error> {
     if max_bytes == 0 {
-        return Err(CoreError::InvalidRequest(format!(
+        return Err(Error::InvalidRequest(format!(
             "OCR document URL download is disabled (MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=0). url={url}"
         )));
     }
     if content_length > max_bytes {
         let size_mb = content_length as f64 / (1024.0 * 1024.0);
         let max_size_mb = max_bytes as f64 / (1024.0 * 1024.0);
-        return Err(CoreError::InvalidRequest(format!(
+        return Err(Error::InvalidRequest(format!(
             "OCR document size ({size_mb:.2}MB) exceeds maximum allowed size ({max_size_mb:.2}MB). url={url}"
         )));
     }
@@ -233,7 +229,7 @@ fn enforce_download_size(content_length: u64, max_bytes: u64, url: &Url) -> Core
 async fn read_response_with_limit(
     mut response: reqwest::Response,
     url: &Url,
-) -> CoreResult<Vec<u8>> {
+) -> Result<Vec<u8>, Error> {
     let max_bytes = max_document_download_bytes();
     if let Some(content_length) = response.content_length() {
         enforce_download_size(content_length, max_bytes, url)?;
@@ -246,7 +242,7 @@ async fn read_response_with_limit(
     while let Some(chunk) = response
         .chunk()
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?
+        .map_err(|err| Error::Network(err.to_string()))?
     {
         bytes_downloaded += chunk.len() as u64;
         enforce_download_size(bytes_downloaded, max_bytes, url)?;
@@ -255,7 +251,7 @@ async fn read_response_with_limit(
     Ok(bytes)
 }
 
-pub(super) async fn convert_document_url_to_data_uri(document: Value) -> CoreResult<Value> {
+pub(super) async fn convert_document_url_to_data_uri(document: Value) -> Result<Value, Error> {
     let Some((field, url)) = document_url_field(&document)? else {
         return Ok(document);
     };
@@ -267,7 +263,7 @@ pub(super) async fn convert_document_url_to_data_uri(document: Value) -> CoreRes
     let status = response.status();
     if !status.is_success() {
         let body = response.text().await.unwrap_or_default();
-        return Err(CoreError::Http {
+        return Err(Error::Http {
             status: status.as_u16(),
             body: truncate_error_body(&body),
         });
@@ -290,7 +286,7 @@ pub(super) async fn convert_document_url_to_data_uri(document: Value) -> CoreRes
     let mut transformed = document
         .as_object()
         .cloned()
-        .ok_or_else(|| CoreError::InvalidRequest("OCR document must be an object".to_string()))?;
+        .ok_or_else(|| Error::InvalidRequest("OCR document must be an object".to_string()))?;
     transformed.insert(field.to_string(), Value::String(data_uri));
     Ok(Value::Object(transformed))
 }
@@ -316,11 +312,11 @@ fn retry_after_secs(response: &reqwest::Response) -> u64 {
         .unwrap_or(2)
 }
 
-fn operation_status(response_json: &Value) -> CoreResult<&str> {
+fn operation_status(response_json: &Value) -> Result<&str, Error> {
     let status = response_json
         .get("status")
         .and_then(Value::as_str)
-        .ok_or(CoreError::MissingField("status"))?;
+        .ok_or(Error::MissingField("status"))?;
     match status {
         "succeeded" => Ok("succeeded"),
         "running" | "notStarted" => Ok("running"),
@@ -330,24 +326,25 @@ fn operation_status(response_json: &Value) -> CoreResult<&str> {
                 .and_then(|error| error.get("message"))
                 .and_then(Value::as_str)
                 .unwrap_or("Unknown error");
-            Err(CoreError::InvalidResponse(format!(
+            Err(Error::InvalidResponse(format!(
                 "Azure Document Intelligence analysis failed: {message}"
             )))
         }
-        other => Err(CoreError::InvalidResponse(format!(
+        other => Err(Error::InvalidResponse(format!(
             "Unknown operation status: {other}"
         ))),
     }
 }
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) async fn poll_document_intelligence(
     operation_url: &str,
     original_url: &str,
     headers: &[(String, String)],
     timeout: Option<Duration>,
-) -> CoreResult<Value> {
+) -> Result<Value, Error> {
     if !same_origin(operation_url, original_url) {
-        return Err(CoreError::InvalidResponse(
+        return Err(Error::InvalidResponse(
             "Azure Document Intelligence: rejected cross-origin polling URL".to_string(),
         ));
     }
@@ -358,7 +355,7 @@ pub(super) async fn poll_document_intelligence(
     ));
     loop {
         if start.elapsed() > timeout {
-            return Err(CoreError::Network(format!(
+            return Err(Error::Network(format!(
                 "Azure Document Intelligence operation polling timed out after {} seconds",
                 timeout.as_secs()
             )));
@@ -373,21 +370,21 @@ pub(super) async fn poll_document_intelligence(
         let response = request_builder
             .send()
             .await
-            .map_err(|err| CoreError::Network(err.to_string()))?;
+            .map_err(|err| Error::Network(err.to_string()))?;
         let retry_after = retry_after_secs(&response);
         let status = response.status();
         let text = response
             .text()
             .await
-            .map_err(|err| CoreError::Network(err.to_string()))?;
+            .map_err(|err| Error::Network(err.to_string()))?;
         if !status.is_success() {
-            return Err(CoreError::Http {
+            return Err(Error::Http {
                 status: status.as_u16(),
                 body: truncate_error_body(&text),
             });
         }
         let response_json: Value = serde_json::from_str(&text).map_err(|err| {
-            CoreError::InvalidResponse(format!("invalid Azure DI poll response JSON: {err}"))
+            Error::InvalidResponse(format!("invalid Azure DI poll response JSON: {err}"))
         })?;
         if operation_status(&response_json)? == "succeeded" {
             return Ok(response_json);
@@ -398,9 +395,11 @@ pub(super) async fn poll_document_intelligence(
 
 #[cfg(test)]
 mod tests {
-    use super::*;
+    use litellm_core::ocr::transformation::OcrResponseHandling;
     use serde_json::json;
 
+    use super::*;
+
     #[test]
     fn blocks_private_and_metadata_ips() {
         assert!(is_blocked_ip("127.0.0.1".parse().unwrap()));
@@ -426,7 +425,7 @@ mod tests {
 
         assert!(matches!(
             error,
-            CoreError::InvalidRequest(message)
+            Error::InvalidRequest(message)
                 if message.contains("SSRF protection")
         ));
     }
@@ -444,4 +443,87 @@ mod tests {
 
         assert_eq!(transformed, document);
     }
+
+    #[test]
+    fn truncate_error_body_passes_short_strings_through() {
+        let body = "Unauthorized";
+        assert_eq!(truncate_error_body(body), "Unauthorized");
+    }
+
+    #[test]
+    fn truncate_error_body_caps_long_payloads() {
+        let body = "x".repeat(306);
+        let truncated = truncate_error_body(&body);
+
+        assert!(truncated.ends_with("... (truncated)"));
+        let prefix_chars = truncated
+            .strip_suffix("... (truncated)")
+            .expect("truncated marker present")
+            .chars()
+            .count();
+        assert_eq!(prefix_chars, 256);
+    }
+
+    #[test]
+    fn truncate_error_body_does_not_split_multibyte_chars() {
+        let body = "é".repeat(266);
+        let truncated = truncate_error_body(&body);
+        assert!(truncated.is_char_boundary(truncated.len()));
+    }
+
+    #[test]
+    fn ocr_dispatch_supports_migrated_providers() {
+        assert!(ocr_provider_config("mistral", "mistral-ocr-latest").is_some());
+        assert!(
+            ocr_provider_config("azure_ai", "pixtral-12b-2409")
+                .expect("azure ai config resolves")
+                .requires_data_uri_document()
+        );
+        assert_eq!(
+            ocr_provider_config("azure_ai", "doc-intelligence/prebuilt-read")
+                .expect("document intelligence config resolves")
+                .response_handling(),
+            OcrResponseHandling::AzureDocumentIntelligencePoll
+        );
+        assert!(
+            ocr_provider_config("vertex_ai", "deepseek-ocr-maas")
+                .expect("vertex deepseek config resolves")
+                .supported_ocr_params()
+                .contains(&"temperature")
+        );
+        assert!(ocr_provider_config("openai", "gpt-4o").is_none());
+    }
+
+    #[test]
+    fn string_headers_accepts_string_values() {
+        let headers = json!({
+            "x-trace-id": "trace-1"
+        })
+        .as_object()
+        .unwrap()
+        .clone();
+
+        assert_eq!(
+            string_headers(Some(headers)).expect("string headers accepted"),
+            vec![("x-trace-id".to_string(), "trace-1".to_string())]
+        );
+    }
+
+    #[test]
+    fn string_headers_rejects_non_string_values() {
+        let headers = json!({
+            "x-retry-count": 3
+        })
+        .as_object()
+        .unwrap()
+        .clone();
+
+        let err = string_headers(Some(headers)).expect_err("non-string header rejected");
+        assert_eq!(
+            err,
+            Error::InvalidRequest(
+                "OCR extra_headers.x-retry-count must be a string, got number".to_string()
+            )
+        );
+    }
 }
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs b/litellm-rust/crates/ai-gateway/src/ocr/handler.rs
index 1de34eb400e..6c6e12724cd 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/handler.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/handler.rs
@@ -1,13 +1,19 @@
-use litellm_core::CoreResult;
-use litellm_core::error::CoreError;
+use litellm_core::error::Error;
+use litellm_core::http_utils::http_request;
 use litellm_core::ocr::transformation::OcrResponseHandling;
 use serde_json::Value;
 
 use super::common_utils::{poll_document_intelligence, truncate_error_body};
-use super::types::ProviderOcrRequest;
+use super::hooks::OcrLifecycleHooks;
+use super::types::PreparedOcrRequest;
 use crate::client::http_client;
 
-pub(crate) async fn execute_ocr_provider_call(request: ProviderOcrRequest) -> CoreResult<Value> {
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub(crate) async fn execute_ocr_provider_call(
+    request: PreparedOcrRequest,
+    hooks: &OcrLifecycleHooks,
+) -> Result<Value, Error> {
+    let request = hooks.prepare_provider_request(request).await?;
     let mut request_builder = http_client().post(&request.url).json(&request.body);
     for (key, value) in &request.upstream_headers {
         request_builder = request_builder.header(key, value);
@@ -16,10 +22,9 @@ pub(crate) async fn execute_ocr_provider_call(request: ProviderOcrRequest) -> Co
         request_builder = request_builder.timeout(duration);
     }
 
-    let response = request_builder
-        .send()
+    let response = http_request(request_builder)
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
 
     let status = response.status();
     if request.config.response_handling() == OcrResponseHandling::AzureDocumentIntelligencePoll
@@ -31,7 +36,7 @@ pub(crate) async fn execute_ocr_provider_call(request: ProviderOcrRequest) -> Co
             .and_then(|value| value.to_str().ok())
             .map(str::to_string)
             .ok_or_else(|| {
-                CoreError::InvalidResponse(
+                Error::InvalidResponse(
                     "Azure Document Intelligence returned 202 but no Operation-Location header found"
                         .to_string(),
                 )
@@ -45,27 +50,35 @@ pub(crate) async fn execute_ocr_provider_call(request: ProviderOcrRequest) -> Co
         .await?;
         return Ok(request
             .config
-            .transform_ocr_response(&request.model, response_json)?
+            .transform_ocr_response_with_params(
+                &request.model,
+                response_json,
+                &request.optional_params,
+            )?
             .into_json());
     }
 
     let text = response
         .text()
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
 
     if !status.is_success() {
-        return Err(CoreError::Http {
+        return Err(Error::Http {
             status: status.as_u16(),
             body: truncate_error_body(&text),
         });
     }
 
     let response_json: Value = serde_json::from_str(&text)
-        .map_err(|err| CoreError::InvalidResponse(format!("invalid OCR response JSON: {err}")))?;
+        .map_err(|err| Error::InvalidResponse(format!("invalid OCR response JSON: {err}")))?;
 
     Ok(request
         .config
-        .transform_ocr_response(&request.model, response_json)?
+        .transform_ocr_response_with_params(
+            &request.model,
+            response_json,
+            &request.optional_params,
+        )?
         .into_json())
 }
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs b/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
index 95df566dc53..446b323db3a 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/hooks.rs
@@ -1,16 +1,15 @@
+use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
+use litellm_core::error::Error;
+use litellm_core::providers::reducto::ocr::transformation::{
+    build_upload_request, extract_document_source, extract_upload_file_id,
+};
+use serde_json::{Map, Value, json};
 use std::future::Future;
 use std::pin::Pin;
 
-use litellm_core::CoreResult;
-use litellm_core::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
-use litellm_core::error::CoreError;
-use litellm_core::ocr::transformation::OcrAuthStrategy;
-use serde_json::{Map, Value, json};
-
-use super::common_utils::{
-    convert_document_url_to_data_uri, has_header, ocr_provider_config, string_headers,
-};
+use super::common_utils::{convert_document_url_to_data_uri, string_headers, truncate_error_body};
 use super::types::{PreparedOcrRequest, ProviderOcrRequest};
+use crate::client::http_client;
 use crate::integrations::custom_guardrail::{
     CustomGuardrailRunner, GuardrailContext, GuardrailError, GuardrailRequest,
 };
@@ -27,7 +26,7 @@ pub(crate) struct OcrLifecycleHooks {
     request_metadata: RequestMetadata,
 }
 
-type OcrFuture<'a, T> = Pin<Box<dyn Future<Output = CoreResult<T>> + Send + 'a>>;
+type OcrFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, Error>> + Send + 'a>>;
 type OcrLogFuture<'a> = Pin<Box<dyn Future<Output = ()> + Send + 'a>>;
 
 impl OcrLifecycleHooks {
@@ -46,7 +45,7 @@ impl OcrLifecycleHooks {
     async fn run_pre_call_guardrails(
         &self,
         request: PreparedOcrRequest,
-    ) -> CoreResult<PreparedOcrRequest> {
+    ) -> Result<PreparedOcrRequest, Error> {
         if self.guardrail_runner.is_empty() {
             return Ok(request);
         }
@@ -64,6 +63,10 @@ impl OcrLifecycleHooks {
             .await
             .map_err(guardrail_error_to_core_error)?;
         let (document, optional_params) = parse_ocr_pre_call_guardrail_request(guardrail_request)?;
+        let optional_params = match &request.config {
+            Ok(config) => config.map_ocr_params(&optional_params),
+            Err(_) => optional_params,
+        };
         Ok(PreparedOcrRequest {
             document,
             optional_params,
@@ -71,44 +74,58 @@ impl OcrLifecycleHooks {
         })
     }
 
-    async fn prepare_provider_request(
+    pub(crate) async fn prepare_provider_request(
         &self,
         request: PreparedOcrRequest,
-    ) -> CoreResult<ProviderOcrRequest> {
-        let config = ocr_provider_config(&request.custom_llm_provider, &request.model)
-            .ok_or_else(|| CoreError::InvalidProvider(request.custom_llm_provider.clone()))?;
+    ) -> Result<ProviderOcrRequest, Error> {
+        let config = request.config?;
         let env_lookup = |key: &str| std::env::var(key).ok();
-        let headers = string_headers(request.extra_headers)?;
-        let auth_strategy = config.auth_strategy();
-        let api_key = (!has_header(&headers, auth_strategy.header_name()))
-            .then(|| config.resolve_api_key(request.api_key.as_deref(), &env_lookup))
-            .transpose()?;
+        let upstream_headers = config.validate_environment(
+            string_headers(request.extra_headers)?,
+            request.api_key.as_deref(),
+            &env_lookup,
+        )?;
         let url = config.complete_url(
             request.api_base.as_deref(),
             &request.model,
             &request.optional_params,
             &env_lookup,
         )?;
-        let filtered_params = config.map_ocr_params(&request.optional_params);
         let model = request.model.clone();
         let custom_llm_provider = request.custom_llm_provider.clone();
-        let document = if config.requires_data_uri_document() {
+        let is_reducto = custom_llm_provider == "reducto";
+        let document = if is_reducto {
+            let guarded_document = self
+                .run_during_call_guardrails(&model, &custom_llm_provider, &url, request.document)
+                .await?;
+            upload_reducto_document(
+                &guarded_document,
+                request.api_base.as_deref(),
+                request.timeout,
+                &upstream_headers,
+            )
+            .await?
+        } else if config.requires_data_uri_document() {
             convert_document_url_to_data_uri(request.document).await?
         } else {
             request.document
         };
+        let optional_params = request.optional_params;
         let body = config
-            .transform_ocr_request(&request.model, document, filtered_params)?
+            .transform_ocr_request(&request.model, document, optional_params.clone())?
             .data;
-        let upstream_headers = upstream_headers(&headers, auth_strategy, api_key.as_deref());
-        let body = self
-            .run_during_call_guardrails(&model, &custom_llm_provider, &url, body)
-            .await?;
+        let body = if is_reducto {
+            body
+        } else {
+            self.run_during_call_guardrails(&model, &custom_llm_provider, &url, body)
+                .await?
+        };
         Ok(ProviderOcrRequest {
             model,
             config,
             url,
             body,
+            optional_params,
             upstream_headers,
             timeout: request.timeout,
         })
@@ -120,7 +137,7 @@ impl OcrLifecycleHooks {
         custom_llm_provider: &str,
         url: &str,
         body: Value,
-    ) -> CoreResult<Value> {
+    ) -> Result<Value, Error> {
         if self.guardrail_runner.is_empty() {
             return Ok(body);
         }
@@ -169,9 +186,66 @@ impl OcrLifecycleHooks {
     }
 }
 
-impl CallLifecycleHooks<PreparedOcrRequest, ProviderOcrRequest, Value> for OcrLifecycleHooks {
+async fn upload_reducto_document(
+    document: &Value,
+    api_base: Option<&str>,
+    timeout: Option<std::time::Duration>,
+    upstream_headers: &[(String, String)],
+) -> Result<Value, Error> {
+    let source = extract_document_source(document)?;
+    let Some(authorization) = upstream_headers
+        .iter()
+        .find(|(name, _)| name.eq_ignore_ascii_case("authorization"))
+        .map(|(_, value)| value.as_str())
+    else {
+        return Err(Error::Auth(
+            "Reducto upload requires an Authorization header".to_string(),
+        ));
+    };
+    let Some(upload) = build_upload_request(source, authorization, api_base) else {
+        return Ok(document.clone());
+    };
+    let part = reqwest::multipart::Part::bytes(upload.bytes)
+        .file_name(upload.file_name)
+        .mime_str(&upload.mime_type)
+        .map_err(|error| Error::InvalidRequest(error.to_string()))?;
+    let form = reqwest::multipart::Form::new().part("file", part);
+    let mut request_builder = http_client().post(upload.url).multipart(form);
+    for (name, value) in upstream_headers {
+        if !name.eq_ignore_ascii_case("content-type")
+            && !name.eq_ignore_ascii_case("content-length")
+        {
+            request_builder = request_builder.header(name, value);
+        }
+    }
+    if let Some(timeout) = timeout {
+        request_builder = request_builder.timeout(timeout);
+    }
+    let response = request_builder
+        .send()
+        .await
+        .map_err(|error| Error::Network(error.to_string()))?;
+    let status = response.status();
+    let body = response
+        .text()
+        .await
+        .map_err(|error| Error::Network(error.to_string()))?;
+    if !status.is_success() {
+        return Err(Error::Http {
+            status: status.as_u16(),
+            body: truncate_error_body(&body),
+        });
+    }
+    let response_json: Value = serde_json::from_str(&body).map_err(|error| {
+        Error::InvalidResponse(format!("invalid Reducto upload response JSON: {error}"))
+    })?;
+    let file_id = extract_upload_file_id(&response_json)?;
+    Ok(json!({"type": "document_url", "document_url": file_id}))
+}
+
+impl CallLifecycleHooks<PreparedOcrRequest, PreparedOcrRequest, Value> for OcrLifecycleHooks {
     type PreCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
-    type DuringCallFuture<'a> = OcrFuture<'a, ProviderOcrRequest>;
+    type DuringCallFuture<'a> = OcrFuture<'a, PreparedOcrRequest>;
     type SuccessFuture<'a> = OcrLogFuture<'a>;
     type FailureFuture<'a> = OcrLogFuture<'a>;
 
@@ -188,7 +262,7 @@ impl CallLifecycleHooks<PreparedOcrRequest, ProviderOcrRequest, Value> for OcrLi
         _context: &'a CallLifecycleContext,
         request: PreparedOcrRequest,
     ) -> Self::DuringCallFuture<'a> {
-        Box::pin(async move { self.prepare_provider_request(request).await })
+        Box::pin(async move { Ok(request) })
     }
 
     fn async_log_success_event<'a>(
@@ -217,7 +291,7 @@ impl CallLifecycleHooks<PreparedOcrRequest, ProviderOcrRequest, Value> for OcrLi
     fn async_log_failure_event<'a>(
         &'a self,
         context: &'a CallLifecycleContext,
-        error: &'a CoreError,
+        error: &'a Error,
         timing: &'a CallLifecycleTiming,
     ) -> Self::FailureFuture<'a> {
         Box::pin(async move {
@@ -249,21 +323,6 @@ impl CallLifecycleHooks<PreparedOcrRequest, ProviderOcrRequest, Value> for OcrLi
     }
 }
 
-fn upstream_headers(
-    headers: &[(String, String)],
-    auth_strategy: OcrAuthStrategy,
-    api_key: Option<&str>,
-) -> Vec<(String, String)> {
-    api_key
-        .map(|api_key| match auth_strategy {
-            OcrAuthStrategy::Bearer => ("Authorization".to_string(), format!("Bearer {api_key}")),
-            OcrAuthStrategy::Header(header_name) => (header_name.to_string(), api_key.to_string()),
-        })
-        .into_iter()
-        .chain(headers.iter().cloned())
-        .collect()
-}
-
 fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext {
     GuardrailContext {
         call_type: CallType::Ocr,
@@ -278,19 +337,19 @@ fn guardrail_context(metadata: &RequestMetadata) -> GuardrailContext {
 
 fn parse_ocr_pre_call_guardrail_request(
     request: GuardrailRequest,
-) -> CoreResult<(Value, Map<String, Value>)> {
+) -> Result<(Value, Map<String, Value>), Error> {
     let Value::Object(mut data) = request.data else {
-        return Err(CoreError::InvalidRequest(
+        return Err(Error::InvalidRequest(
             "OCR pre_call guardrail must return an object".to_string(),
         ));
     };
     let document = data.remove("document").ok_or_else(|| {
-        CoreError::InvalidRequest("OCR pre_call guardrail removed document".to_string())
+        Error::InvalidRequest("OCR pre_call guardrail removed document".to_string())
     })?;
     let optional_params = match data.remove("optional_params") {
         Some(Value::Object(params)) => params,
         Some(_) => {
-            return Err(CoreError::InvalidRequest(
+            return Err(Error::InvalidRequest(
                 "OCR pre_call guardrail optional_params must be an object".to_string(),
             ));
         }
@@ -299,33 +358,32 @@ fn parse_ocr_pre_call_guardrail_request(
     Ok((document, optional_params))
 }
 
-fn parse_ocr_during_call_guardrail_request(request: GuardrailRequest) -> CoreResult<Value> {
+fn parse_ocr_during_call_guardrail_request(request: GuardrailRequest) -> Result<Value, Error> {
     let Value::Object(mut data) = request.data else {
-        return Err(CoreError::InvalidRequest(
+        return Err(Error::InvalidRequest(
             "OCR during_call guardrail must return an object".to_string(),
         ));
     };
-    data.remove("body").ok_or_else(|| {
-        CoreError::InvalidRequest("OCR during_call guardrail removed body".to_string())
-    })
+    data.remove("body")
+        .ok_or_else(|| Error::InvalidRequest("OCR during_call guardrail removed body".to_string()))
 }
 
-fn guardrail_error_to_core_error(error: GuardrailError) -> CoreError {
-    CoreError::InvalidRequest(format!("{}: {}", error.kind, error.message))
+fn guardrail_error_to_core_error(error: GuardrailError) -> Error {
+    Error::InvalidRequest(format!("{}: {}", error.kind, error.message))
 }
 
-fn core_error_kind(error: &CoreError) -> &'static str {
+fn core_error_kind(error: &Error) -> &'static str {
     match error {
-        CoreError::Auth(_) => "AuthError",
-        CoreError::InvalidProvider(_) => "InvalidProvider",
-        CoreError::InvalidRequest(_) => "InvalidRequest",
-        CoreError::InvalidType { .. } => "InvalidType",
-        CoreError::MissingField(_) => "MissingField",
-        CoreError::Http { .. } => "HttpError",
-        CoreError::InvalidResponse(_) => "InvalidResponse",
-        CoreError::Network(_) => "NetworkError",
-        CoreError::Connect(_) => "ConnectError",
-        CoreError::Routing(_) => "RoutingError",
-        CoreError::Unsupported(_) => "UnsupportedRequest",
+        Error::Auth(_) => "AuthError",
+        Error::InvalidProvider(_) => "InvalidProvider",
+        Error::InvalidRequest(_) => "InvalidRequest",
+        Error::InvalidType { .. } => "InvalidType",
+        Error::MissingField(_) => "MissingField",
+        Error::Http { .. } => "HttpError",
+        Error::InvalidResponse(_) => "InvalidResponse",
+        Error::Network(_) => "NetworkError",
+        Error::Connect(_) => "ConnectError",
+        Error::Routing(_) => "RoutingError",
+        Error::Unsupported(_) => "UnsupportedRequest",
     }
 }
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
index c4c13e2300c..2acdd232c80 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/mod.rs
@@ -1,4 +1,4 @@
-use litellm_core::CoreResult;
+use litellm_core::Error;
 use litellm_core::call_lifecycle::CallLifecycle;
 use serde_json::Value;
 
@@ -13,12 +13,162 @@ pub use types::OcrRequest;
 use handler::execute_ocr_provider_call;
 use prepare::{PreparedOcrCall, prepare_ocr_call};
 
-pub async fn ocr(request: OcrRequest<'_>) -> CoreResult<Value> {
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub async fn ocr(request: OcrRequest<'_>) -> Result<Value, Error> {
     let PreparedOcrCall { request, hooks } = prepare_ocr_call(request);
     CallLifecycle::default()
-        .run_request(request, &hooks, execute_ocr_provider_call)
+        .run_request(request, &hooks, |request| {
+            execute_ocr_provider_call(request, &hooks)
+        })
         .await
 }
 
 #[cfg(test)]
-mod tests;
+mod tests {
+    use serde_json::{Map, json};
+    use tokio::io::{AsyncReadExt, AsyncWriteExt};
+    use tokio::net::{TcpListener, TcpStream};
+
+    use super::{OcrRequest, ocr};
+    use crate::integrations::types::RequestMetadata;
+
+    async fn read_http_request(socket: &mut TcpStream) -> String {
+        let mut request = Vec::new();
+        let mut buffer = [0_u8; 1024];
+        let header_end = loop {
+            let n = socket.read(&mut buffer).await.expect("reads request");
+            if n == 0 {
+                break request.len();
+            }
+            request.extend_from_slice(&buffer[..n]);
+            if let Some(position) = request.windows(4).position(|window| window == b"\r\n\r\n") {
+                break position + 4;
+            }
+        };
+        let headers = String::from_utf8_lossy(&request[..header_end]);
+        let content_length = headers
+            .lines()
+            .find_map(|line| {
+                let (name, value) = line.split_once(':')?;
+                name.eq_ignore_ascii_case("content-length")
+                    .then(|| value.trim().parse::<usize>().ok())
+                    .flatten()
+            })
+            .unwrap_or(0);
+        while request.len().saturating_sub(header_end) < content_length {
+            let n = socket.read(&mut buffer).await.expect("reads body");
+            if n == 0 {
+                break;
+            }
+            request.extend_from_slice(&buffer[..n]);
+        }
+        String::from_utf8(request).expect("request is utf8")
+    }
+
+    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
+        OcrRequest {
+            model,
+            document: json!({
+                "type": "document_url",
+                "document_url": "https://example.com/doc.pdf"
+            }),
+            api_key: Some("sk-test"),
+            api_base: None,
+            custom_llm_provider: None,
+            extra_headers: None,
+            optional_params: Map::new(),
+            timeout: None,
+            callbacks: Vec::new(),
+            guardrails: Vec::new(),
+            request_metadata: RequestMetadata::default(),
+            litellm_call_id: None,
+        }
+    }
+
+    #[tokio::test]
+    async fn reducto_file_upload_then_parse_maps_response() {
+        let listener = TcpListener::bind("127.0.0.1:0")
+            .await
+            .expect("test listener binds");
+        let address = listener.local_addr().expect("listener has local address");
+        let server = tokio::spawn(async move {
+            let (mut upload_socket, _) = listener.accept().await.expect("accepts upload request");
+            let upload_request = read_http_request(&mut upload_socket).await;
+            let upload_body = r#"{"file_id":"reducto://uploaded.pdf"}"#;
+            let upload_response = format!(
+                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
+                upload_body.len(),
+                upload_body
+            );
+            upload_socket
+                .write_all(upload_response.as_bytes())
+                .await
+                .expect("writes upload response");
+
+            let (mut parse_socket, _) = listener.accept().await.expect("accepts parse request");
+            let parse_request = read_http_request(&mut parse_socket).await;
+            let parse_body = r#"{"job_id":"job_123","usage":{"num_pages":3,"credits":3},"result":{"chunks":[{"content":"Page 1 block A","blocks":[{"content":"Page 1 block A","bbox":{"page":1},"kind":"text"}]},{"content":"Page 2 block A","blocks":[{"content":"Page 2 block A","bbox":{"page":2},"kind":"table"}]},{"content":"Page 1 block B","blocks":[{"content":"Page 1 block B","bbox":{"page":1},"kind":"text"}]},{"content":"Page 3 block A","blocks":[{"content":"Page 3 block A","bbox":{"page":3},"kind":"figure"}]}]}}"#;
+            let parse_response = format!(
+                "HTTP/1.1 200 OK\r\ncontent-type: application/json\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
+                parse_body.len(),
+                parse_body
+            );
+            parse_socket
+                .write_all(parse_response.as_bytes())
+                .await
+                .expect("writes parse response");
+            (upload_request, parse_request)
+        });
+        let api_base = format!("http://{address}");
+        let mut request = base_ocr_request("reducto/parse-v3");
+        request.api_base = Some(&api_base);
+        request.api_key = None;
+        request.extra_headers = Some(Map::from_iter([
+            ("Authorization".to_string(), json!("Bearer test-key")),
+            ("x-trace-id".to_string(), json!("trace-1")),
+        ]));
+        request.document = json!({
+            "type": "document_url",
+            "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
+        });
+        request.optional_params = Map::from_iter([
+            (
+                "formatting".to_string(),
+                json!({"table_output_format": "html"}),
+            ),
+            ("retrieval".to_string(), json!({"chunk_mode": "section"})),
+            ("settings".to_string(), json!({"ocr_system": "standard"})),
+        ]);
+
+        let response = ocr(request).await.expect("Reducto OCR succeeds");
+
+        assert_eq!(response["pages"].as_array().map(Vec::len), Some(3));
+        assert_eq!(
+            response["pages"][0]["markdown"],
+            "Page 1 block A\n\nPage 1 block B"
+        );
+        assert_eq!(response["pages"][1]["markdown"], "Page 2 block A");
+        assert_eq!(response["pages"][2]["markdown"], "Page 3 block A");
+        assert_eq!(response["usage_info"]["pages_processed"], 3);
+        assert_eq!(response["usage_info"]["credits"], 3);
+        assert_eq!(response["provider_native_response"]["job_id"], "job_123");
+        let (upload_request, parse_request) = server.await.expect("server task completes");
+        assert!(
+            upload_request
+                .to_ascii_lowercase()
+                .contains("authorization: bearer test-key")
+        );
+        assert!(upload_request.contains("application/pdf"));
+        assert!(upload_request.contains("%PDF-1.4"));
+        assert!(upload_request.contains("x-trace-id: trace-1"));
+        assert!(
+            parse_request
+                .to_ascii_lowercase()
+                .contains("authorization: bearer test-key")
+        );
+        assert!(parse_request.contains(r#""input":"reducto://uploaded.pdf""#));
+        assert!(parse_request.contains(r#""table_output_format":"html""#));
+        assert!(parse_request.contains(r#""chunk_mode":"section""#));
+        assert!(parse_request.contains(r#""ocr_system":"standard""#));
+    }
+}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs b/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs
index 6231393c889..fa9ca1a193e 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/prepare.rs
@@ -2,7 +2,9 @@ use std::sync::atomic::{AtomicU64, Ordering};
 use std::time::{SystemTime, UNIX_EPOCH};
 
 use litellm_core::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
+use serde_json::{Map, Value};
 
+use super::common_utils::ocr_provider_config;
 use super::hooks::OcrLifecycleHooks;
 use super::types::{OcrRequest, PreparedOcrRequest};
 use crate::integrations::custom_guardrail::CustomGuardrailRunner;
@@ -13,6 +15,7 @@ pub(crate) struct PreparedOcrCall {
     pub(crate) hooks: OcrLifecycleHooks,
 }
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
     let call_id = request
         .litellm_call_id
@@ -25,9 +28,41 @@ pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
         });
     let model = provider_info.model.to_string();
     let custom_llm_provider = provider_info.custom_llm_provider.to_string();
+    let config = ocr_provider_config(&custom_llm_provider, &model)
+        .ok_or_else(|| litellm_core::Error::InvalidProvider(custom_llm_provider.clone()))
+        .and_then(|config| {
+            validate_request_format(config, &request.optional_params, &custom_llm_provider)?;
+            Ok(config)
+        });
+    let optional_params = match &config {
+        Ok(config) => {
+            let supported = config.supported_ocr_params();
+            let mut mapped = config.map_ocr_params(
+                &request
+                    .optional_params
+                    .iter()
+                    .filter(|(name, _)| supported.contains(&name.as_str()))
+                    .map(|(name, value)| (name.clone(), value.clone()))
+                    .collect(),
+            );
+            for name in [
+                "vertex_project",
+                "vertex_ai_project",
+                "vertex_location",
+                "vertex_ai_location",
+            ] {
+                if let Some(value) = request.optional_params.get(name) {
+                    mapped.insert(name.to_string(), value.clone());
+                }
+            }
+            mapped
+        }
+        Err(_) => request.optional_params,
+    };
 
     PreparedOcrCall {
         request: PreparedOcrRequest {
+            config,
             model,
             custom_llm_provider,
             litellm_call_id: call_id,
@@ -35,7 +70,7 @@ pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
             api_key: request.api_key.map(str::to_string),
             api_base: request.api_base.map(str::to_string),
             extra_headers: request.extra_headers,
-            optional_params: request.optional_params,
+            optional_params,
             timeout: request.timeout,
         },
         hooks: OcrLifecycleHooks::new(
@@ -46,6 +81,26 @@ pub(crate) fn prepare_ocr_call(request: OcrRequest<'_>) -> PreparedOcrCall {
     }
 }
 
+fn validate_request_format(
+    config: &'static dyn litellm_core::ocr::transformation::OcrProviderConfig,
+    optional_params: &Map<String, Value>,
+    provider: &str,
+) -> Result<(), litellm_core::Error> {
+    let Some(format) = optional_params.get("req_format") else {
+        return Ok(());
+    };
+    match format.as_str() {
+        Some("litellm") => Ok(()),
+        Some("native") if config.supported_ocr_params().contains(&"req_format") => Ok(()),
+        Some("native") => Err(litellm_core::Error::InvalidRequest(format!(
+            "`req_format=native` is not supported for provider {provider}"
+        ))),
+        _ => Err(litellm_core::Error::InvalidRequest(format!(
+            "Invalid `req_format`: {format}. Expected `litellm` or `native`"
+        ))),
+    }
+}
+
 fn new_ocr_call_id() -> String {
     static COUNTER: AtomicU64 = AtomicU64::new(1);
     let sequence = COUNTER.fetch_add(1, Ordering::Relaxed);
@@ -55,3 +110,54 @@ fn new_ocr_call_id() -> String {
         .unwrap_or(0);
     format!("ocr-{timestamp}-{sequence}")
 }
+
+#[cfg(test)]
+mod tests {
+    use litellm_core::error::Error;
+    use serde_json::{Map, json};
+
+    use super::{OcrRequest, prepare_ocr_call};
+    use crate::integrations::types::RequestMetadata;
+
+    fn base_ocr_request(model: &str) -> OcrRequest<'_> {
+        OcrRequest {
+            model,
+            document: json!({
+                "type": "document_url",
+                "document_url": "https://example.com/doc.pdf"
+            }),
+            api_key: Some("sk-test"),
+            api_base: None,
+            custom_llm_provider: None,
+            extra_headers: None,
+            optional_params: Map::new(),
+            timeout: None,
+            callbacks: Vec::new(),
+            guardrails: Vec::new(),
+            request_metadata: RequestMetadata::default(),
+            litellm_call_id: None,
+        }
+    }
+
+    fn request_with_format(format: &str) -> OcrRequest<'_> {
+        let mut request = base_ocr_request("mistral/mistral-ocr-latest");
+        request.optional_params = Map::from_iter([("req_format".to_string(), json!(format))]);
+        request
+    }
+
+    #[test]
+    fn native_format_rejected_for_provider_without_support_as_bad_request() {
+        let prepared = prepare_ocr_call(request_with_format("native"));
+        assert!(
+            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("not supported for provider"))
+        );
+    }
+
+    #[test]
+    fn unknown_format_rejected_for_provider_without_support_as_bad_request() {
+        let prepared = prepare_ocr_call(request_with_format("raw"));
+        assert!(
+            matches!(prepared.request.config, Err(Error::InvalidRequest(message)) if message.contains("Invalid `req_format`"))
+        );
+    }
+}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/types.rs b/litellm-rust/crates/ai-gateway/src/ocr/types.rs
index bde734a4dd1..75a8e61ddbf 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/types.rs
+++ b/litellm-rust/crates/ai-gateway/src/ocr/types.rs
@@ -25,6 +25,7 @@ pub struct OcrRequest<'a> {
 }
 
 pub(crate) struct PreparedOcrRequest {
+    pub(crate) config: Result<&'static dyn OcrProviderConfig, litellm_core::Error>,
     pub(crate) model: String,
     pub(crate) custom_llm_provider: String,
     pub(crate) litellm_call_id: String,
@@ -52,6 +53,7 @@ pub(crate) struct ProviderOcrRequest {
     pub(crate) config: &'static dyn OcrProviderConfig,
     pub(crate) url: String,
     pub(crate) body: Value,
+    pub(crate) optional_params: Map<String, Value>,
     pub(crate) upstream_headers: Vec<(String, String)>,
     pub(crate) timeout: Option<Duration>,
 }
diff --git a/litellm-rust/crates/ai-gateway/src/python/AGENTS.md b/litellm-rust/crates/ai-gateway/src/python/AGENTS.md
deleted file mode 100644
index 47aa117e0b9..00000000000
--- a/litellm-rust/crates/ai-gateway/src/python/AGENTS.md
+++ /dev/null
@@ -1,27 +0,0 @@
-# ai-gateway/src/python — Python interop (load-time only)
-
-Functions here embed the Python interpreter (pyo3) and take the GIL to call into
-`litellm` (e.g. read the proxy `model_list`). Compiled only under the
-`python-config` feature.
-
-## Hard rule: non-hot-path functions only
-
-Everything in this folder MUST run **at most once per process lifetime — at
-startup / load time** (config read, warm-up). NEVER call into Python on the
-request path:
-
-- No GIL acquisition per request, per connection, or per realtime event.
-- No Python call inside a route handler, the router's hot path, or any loop that
-  scales with traffic.
-
-**Why:** the GIL serializes execution and would cap throughput; the realtime data
-path must stay pure Rust. Every acquisition is recorded by `crate::gil` — poll
-`GET /health/gil`, and `total_acquisitions` MUST stay flat under load.
-
-## How to add one
-
-Resolve whatever Python-derived data you need **once at boot** and hand the rest
-of the gateway an owned, plain-Rust value (e.g. build a `Router` from the
-resolved `model_list`). Record the acquisition via `crate::gil::record_acquisition()`
-immediately before taking the GIL. If a function would need to run per request,
-it does not belong here — move the work to Rust, or pre-resolve it at startup.
diff --git a/litellm-rust/crates/ai-gateway/src/python/config.rs b/litellm-rust/crates/ai-gateway/src/python/config.rs
deleted file mode 100644
index c028d3d6b51..00000000000
--- a/litellm-rust/crates/ai-gateway/src/python/config.rs
+++ /dev/null
@@ -1,39 +0,0 @@
-//! Build the router by calling the Python proxy config reader (load time only).
-//!
-//! Embeds the interpreter via pyo3 and calls
-//! `litellm.proxy.read_model_list.read_model_list`, which reuses the proxy's
-//! `os.environ/` + secret-manager resolution. The GIL is taken **once at boot**
-//! (and recorded in [`crate::gil`]); the realtime hot path never touches Python.
-//!
-//! Compiled only under the `python-config` feature.
-
-use litellm_core::CoreResult;
-use litellm_core::error::CoreError;
-use litellm_core::router::{Deployment, Router};
-use pyo3::prelude::*;
-
-use crate::gil;
-
-/// Load the router's `model_list` from `config_path` via the Python reader.
-pub fn load_router_from_config(config_path: &str) -> CoreResult<Router> {
-    gil::record_acquisition();
-    Python::attach(|py| {
-        let model_list = py
-            .import("litellm.proxy.read_model_list")
-            .and_then(|module| module.getattr("read_model_list"))
-            .and_then(|reader| reader.call1((config_path,)))
-            .map_err(|err| CoreError::Routing(format!("read_model_list failed: {err}")))?;
-
-        let model_list_json: String = py
-            .import("json")
-            .and_then(|json| json.getattr("dumps"))
-            .and_then(|dumps| dumps.call1((model_list,)))
-            .and_then(|encoded| encoded.extract())
-            .map_err(|err| CoreError::Routing(format!("serializing model_list failed: {err}")))?;
-
-        let deployments: Vec<Deployment> = serde_json::from_str(&model_list_json)
-            .map_err(|err| CoreError::Routing(format!("parsing model_list failed: {err}")))?;
-
-        Ok(Router::new(deployments))
-    })
-}
diff --git a/litellm-rust/crates/ai-gateway/src/python/mod.rs b/litellm-rust/crates/ai-gateway/src/python/mod.rs
deleted file mode 100644
index a677bade676..00000000000
--- a/litellm-rust/crates/ai-gateway/src/python/mod.rs
+++ /dev/null
@@ -1,4 +0,0 @@
-//! Python interop for the gateway. See `AGENTS.md`: **load-time / non-hot-path
-//! only.** Compiled only under the `python-config` feature.
-
-pub mod config;
diff --git a/litellm-rust/crates/ai-gateway/src/realtime/streaming.rs b/litellm-rust/crates/ai-gateway/src/realtime/streaming.rs
index c32e727de54..c0d72e90b77 100644
--- a/litellm-rust/crates/ai-gateway/src/realtime/streaming.rs
+++ b/litellm-rust/crates/ai-gateway/src/realtime/streaming.rs
@@ -106,16 +106,16 @@ impl RealTimeStreaming {
     /// `litellm_call_id`, replacing the gateway-generated fallback.
     fn on_session(&mut self, event: &RealtimeEvent) {
         let session = event.data.get("session").and_then(Value::as_object);
-        if let Some(id) = session.and_then(|s| s.get("id")).and_then(Value::as_str) {
-            if !id.is_empty() {
-                self.id = id.to_string();
-                self.litellm_call_id = id.to_string();
-            }
+        if let Some(id) = session.and_then(|s| s.get("id")).and_then(Value::as_str)
+            && !id.is_empty()
+        {
+            self.id = id.to_string();
+            self.litellm_call_id = id.to_string();
         }
-        if let Some(model) = session.and_then(|s| s.get("model")).and_then(Value::as_str) {
-            if !model.is_empty() {
-                self.model = model.to_string();
-            }
+        if let Some(model) = session.and_then(|s| s.get("model")).and_then(Value::as_str)
+            && !model.is_empty()
+        {
+            self.model = model.to_string();
         }
     }
 
@@ -323,6 +323,32 @@ mod tests {
         assert_eq!(streaming.dropped(), 0);
     }
 
+    #[test]
+    fn blank_session_id_and_model_keep_the_gateway_fallbacks() {
+        let mut streaming = RealTimeStreaming::new(
+            Vec::new(),
+            "call_fallback".to_string(),
+            "gpt-realtime".to_string(),
+            RequestMetadata::default(),
+        );
+
+        streaming.observe(&event(
+            r#"{"type":"session.created","session":{"id":"","model":""}}"#,
+        ));
+        let payload = streaming.build_payload();
+        assert_eq!(payload.id, "call_fallback");
+        assert_eq!(payload.litellm_call_id, "call_fallback");
+        assert_eq!(payload.model, "gpt-realtime");
+
+        streaming.observe(&event(
+            r#"{"type":"session.updated","session":{"id":"sess_002","model":""}}"#,
+        ));
+        let payload = streaming.build_payload();
+        assert_eq!(payload.id, "sess_002");
+        assert_eq!(payload.litellm_call_id, "sess_002");
+        assert_eq!(payload.model, "gpt-realtime");
+    }
+
     #[test]
     fn payload_serializes_with_camelcase_times_and_realtime_call_type() {
         let mut streaming = RealTimeStreaming::new(
diff --git a/litellm-rust/crates/ai-gateway/src/routes/AGENTS.md b/litellm-rust/crates/ai-gateway/src/routes/AGENTS.md
index 3eee43e7a2f..c675916f71a 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/AGENTS.md
+++ b/litellm-rust/crates/ai-gateway/src/routes/AGENTS.md
@@ -13,7 +13,7 @@ private). This is the norm — don't split until it hurts.
 pub fn router() -> Router<AppState> { Router::new().route(PATH, get(handle)) }
 async fn handle(...) -> impl IntoResponse { ... }
 ```
-`health.rs` and `gil.rs` are examples.
+`health.rs` is the example.
 
 ## Split out `service` when there's real logic
 When a route has business logic worth testing without axum, put it in a sibling
diff --git a/litellm-rust/crates/ai-gateway/src/routes/gil.rs b/litellm-rust/crates/ai-gateway/src/routes/gil.rs
deleted file mode 100644
index 0db0c6f0b14..00000000000
--- a/litellm-rust/crates/ai-gateway/src/routes/gil.rs
+++ /dev/null
@@ -1,30 +0,0 @@
-//! `GET /health/gil` — poll to confirm Python is only touched at load time.
-//! Simple-route template: a `router()` plus its handler, in one file.
-
-use axum::routing::get;
-use axum::{Json, Router};
-use serde::Serialize;
-
-use crate::gil;
-use crate::state::AppState;
-
-/// This route's contribution to the app router.
-pub fn router() -> Router<AppState> {
-    Router::new().route("/health/gil", get(status))
-}
-
-#[derive(Debug, Serialize)]
-struct GilStatusResponse {
-    gil_acquired_last_30s: bool,
-    total_acquisitions: u64,
-    seconds_since_last: Option<u64>,
-}
-
-async fn status() -> Json<GilStatusResponse> {
-    let snapshot = gil::snapshot();
-    Json(GilStatusResponse {
-        gil_acquired_last_30s: snapshot.acquired_last_30s,
-        total_acquisitions: snapshot.total_acquisitions,
-        seconds_since_last: snapshot.seconds_since_last,
-    })
-}
diff --git a/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
index 7e38d10c6ff..bb9f3851a77 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/messages/mod.rs
@@ -9,7 +9,7 @@ use axum::http::StatusCode;
 use axum::http::header::{CACHE_CONTROL, CONTENT_TYPE, HeaderMap, HeaderValue};
 use axum::response::{IntoResponse, Response};
 use axum::routing::post;
-use litellm_core::CoreError;
+use litellm_core::Error;
 use serde_json::{Map, Value};
 
 use crate::auth::RequireMasterKey;
@@ -21,6 +21,12 @@ pub fn router() -> Router<AppState> {
     Router::new().route(MESSAGES_ROUTE_PATH, post(handle))
 }
 
+#[tracing::instrument(
+    name = "messages_gateway_route",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
 async fn handle(
     _auth: RequireMasterKey,
     State(state): State<AppState>,
@@ -46,7 +52,7 @@ fn stream_response(upstream: reqwest::Response) -> Result<Response, MessagesRout
     let mut response = Response::builder()
         .status(
             StatusCode::from_u16(upstream.status().as_u16()).map_err(|error| {
-                MessagesRouteError(CoreError::InvalidResponse(format!(
+                MessagesRouteError(Error::InvalidResponse(format!(
                     "invalid upstream response status: {error}"
                 )))
             })?,
@@ -58,13 +64,13 @@ fn stream_response(upstream: reqwest::Response) -> Result<Response, MessagesRout
     response
         .body(Body::from_stream(upstream.bytes_stream()))
         .map_err(|error| {
-            MessagesRouteError(CoreError::InvalidResponse(format!(
+            MessagesRouteError(Error::InvalidResponse(format!(
                 "failed to build streaming response: {error}"
             )))
         })
 }
 
-fn forwarded_headers(headers: &HeaderMap) -> Result<Option<Map<String, Value>>, CoreError> {
+fn forwarded_headers(headers: &HeaderMap) -> Result<Option<Map<String, Value>>, Error> {
     let forwarded = headers
         .iter()
         .filter(|(name, _)| {
@@ -74,19 +80,19 @@ fn forwarded_headers(headers: &HeaderMap) -> Result<Option<Map<String, Value>>,
         })
         .map(|(name, value)| {
             let value = value.to_str().map_err(|_| {
-                CoreError::InvalidRequest(format!("invalid value for header {}", name.as_str()))
+                Error::InvalidRequest(format!("invalid value for header {}", name.as_str()))
             })?;
             Ok((name.to_string(), Value::String(value.to_string())))
         })
-        .collect::<Result<Map<_, _>, CoreError>>()?;
+        .collect::<Result<Map<_, _>, Error>>()?;
     Ok((!forwarded.is_empty()).then_some(forwarded))
 }
 
 #[derive(Debug)]
-struct MessagesRouteError(CoreError);
+struct MessagesRouteError(Error);
 
-impl From<CoreError> for MessagesRouteError {
-    fn from(error: CoreError) -> Self {
+impl From<Error> for MessagesRouteError {
+    fn from(error: Error) -> Self {
         Self(error)
     }
 }
@@ -94,28 +100,28 @@ impl From<CoreError> for MessagesRouteError {
 impl IntoResponse for MessagesRouteError {
     fn into_response(self) -> Response {
         let (status, message) = match self.0 {
-            CoreError::InvalidRequest(message) => (StatusCode::BAD_REQUEST, message),
-            CoreError::InvalidProvider(_) | CoreError::Routing(_) => (
+            Error::InvalidRequest(message) => (StatusCode::BAD_REQUEST, message),
+            Error::InvalidProvider(_) | Error::Routing(_) => (
                 StatusCode::NOT_FOUND,
                 "no messages deployment is configured for this model".to_string(),
             ),
-            CoreError::Auth(_) => (
+            Error::Auth(_) => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider authentication failed".to_string(),
             ),
-            CoreError::Http { .. }
-            | CoreError::Network(_)
-            | CoreError::Connect(_)
-            | CoreError::InvalidResponse(_)
-            | CoreError::InvalidType { .. }
-            | CoreError::MissingField(_) => (
+            Error::Http { .. }
+            | Error::Network(_)
+            | Error::Connect(_)
+            | Error::InvalidResponse(_)
+            | Error::InvalidType { .. }
+            | Error::MissingField(_) => (
                 StatusCode::BAD_GATEWAY,
                 "messages provider request failed".to_string(),
             ),
             // The gateway has no Python implementation to decline to, so a
             // request the core cannot serve is reported to the caller. The
             // reason is a fixed internal string, never provider content.
-            CoreError::Unsupported(reason) => (
+            Error::Unsupported(reason) => (
                 StatusCode::BAD_REQUEST,
                 format!("messages request is not supported: {reason}"),
             ),
diff --git a/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs b/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs
index 5f4c5fe8de4..5434719987b 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/messages/service.rs
@@ -1,10 +1,10 @@
 use std::sync::Arc;
 
+use litellm_core::Error;
 use litellm_core::constants::ANTHROPIC_MESSAGES_PROVIDER;
 use litellm_core::messages::types::MessagesRequest;
 use litellm_core::messages::{messages, messages_stream};
 use litellm_core::router::Router;
-use litellm_core::{CoreError, CoreResult};
 use serde_json::{Map, Value};
 
 pub(crate) enum MessagesResponse {
@@ -12,20 +12,26 @@ pub(crate) enum MessagesResponse {
     Stream(reqwest::Response),
 }
 
+#[tracing::instrument(
+    name = "messages_gateway_service",
+    target = "litellm::function_trace",
+    level = "trace",
+    skip_all
+)]
 pub async fn run(
     router: &Arc<Router>,
     body: Value,
     extra_headers: Option<Map<String, Value>>,
-) -> CoreResult<MessagesResponse> {
+) -> Result<MessagesResponse, Error> {
     let model = body
         .get("model")
         .and_then(Value::as_str)
         .map(str::trim)
         .filter(|model| !model.is_empty())
-        .ok_or_else(|| CoreError::InvalidRequest("messages body requires a model".to_string()))?;
-    let deployment = router.get_available_deployment(model).ok_or_else(|| {
-        CoreError::Routing(format!("no deployment available for model '{model}'"))
-    })?;
+        .ok_or_else(|| Error::InvalidRequest("messages body requires a model".to_string()))?;
+    let deployment = router
+        .get_available_deployment(model)
+        .ok_or_else(|| Error::Routing(format!("no deployment available for model '{model}'")))?;
     let provider_model = deployment.litellm_params.model.as_str();
     let upstream_model = provider_model
         .split_once('/')
@@ -37,7 +43,7 @@ pub async fn run(
     };
     let mut body = body;
     body.as_object_mut()
-        .ok_or_else(|| CoreError::InvalidRequest("messages body must be an object".to_string()))?
+        .ok_or_else(|| Error::InvalidRequest("messages body must be an object".to_string()))?
         .insert(
             "model".to_string(),
             Value::String(upstream_model.to_string()),
@@ -60,6 +66,6 @@ pub async fn run(
     serde_json::to_value(response)
         .map(MessagesResponse::Json)
         .map_err(|err| {
-            CoreError::InvalidResponse(format!("failed to serialize messages response: {err}"))
+            Error::InvalidResponse(format!("failed to serialize messages response: {err}"))
         })
 }
diff --git a/litellm-rust/crates/ai-gateway/src/routes/mod.rs b/litellm-rust/crates/ai-gateway/src/routes/mod.rs
index c26be8ffee3..71b05c7d64b 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/mod.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/mod.rs
@@ -2,10 +2,9 @@
 //!
 //! **Template:** every route module exposes `pub fn router() -> Router<AppState>`
 //! that mounts its own paths; [`app`] merges them. A trivial route is a single
-//! file (`health.rs`, `gil.rs`); a non-trivial one is a folder (`realtime/`) with
+//! file (`health.rs`); a non-trivial one is a folder (`realtime/`) with
 //! `handler` (entry) + `service` (logic) + `transport` (adapters). See AGENTS.md.
 
-pub mod gil;
 pub mod health;
 pub mod messages;
 pub mod realtime;
@@ -19,7 +18,6 @@ use crate::state::AppState;
 pub fn app(state: AppState) -> Router {
     Router::new()
         .merge(health::router())
-        .merge(gil::router())
         .merge(messages::router())
         .merge(realtime::router())
         .merge(responses::router())
diff --git a/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs b/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs
index 4ae8cfe7379..f7bbb37dff4 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/realtime/service.rs
@@ -11,8 +11,7 @@ use std::time::Duration;
 
 use crate::io::realtime_pool::{RealtimePool, upstream_key};
 use futures_util::{Sink, Stream};
-use litellm_core::CoreResult;
-use litellm_core::error::CoreError;
+use litellm_core::error::Error;
 use litellm_core::realtime::types::RealtimeEvent;
 use litellm_core::router::Router;
 
@@ -29,15 +28,15 @@ pub async fn run<In, Out>(
     observe: impl FnMut(&RealtimeEvent) + Send,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = RealtimeEvent> + Unpin + Send,
     Out: Sink<RealtimeEvent> + Unpin + Send,
     <Out as Sink<RealtimeEvent>>::Error: std::fmt::Display,
 {
-    let deployment = router.get_available_deployment(model).ok_or_else(|| {
-        CoreError::Routing(format!("no deployment available for model '{model}'"))
-    })?;
+    let deployment = router
+        .get_available_deployment(model)
+        .ok_or_else(|| Error::Routing(format!("no deployment available for model '{model}'")))?;
     let params = &deployment.litellm_params;
     // Strip a leading `openai/` so the OpenAI-only realtime fn gets the bare model.
     let provider_model = params
@@ -51,18 +50,17 @@ where
         provider_model,
         params.api_key.as_deref(),
         params.api_base.as_deref(),
-    ) {
-        if let Some(handoff) = pool.take(&key) {
-            return crate::io::realtime::realtime_warm(
-                provider_model,
-                handoff,
-                idle_timeout,
-                observe,
-                client_in,
-                client_out,
-            )
-            .await;
-        }
+    ) && let Some(handoff) = pool.take(&key)
+    {
+        return crate::io::realtime::realtime_warm(
+            provider_model,
+            handoff,
+            idle_timeout,
+            observe,
+            client_in,
+            client_out,
+        )
+        .await;
     }
 
     // Cold path: fresh dial (the original behavior).
diff --git a/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs b/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs
index 165c95695d3..e8f840c0c8e 100644
--- a/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs
+++ b/litellm-rust/crates/ai-gateway/src/routes/responses/service.rs
@@ -2,13 +2,13 @@ use std::sync::Arc;
 use std::time::Duration;
 
 use futures_util::{Sink, Stream};
+use litellm_core::Error;
 use litellm_core::call_lifecycle::{CallLifecycle, CallLifecycleContext};
 use litellm_core::responses::instrumentation::{
     ResponsesWsCallbackPayload, ResponsesWsInstrumentation, ResponsesWsLogOutcome,
     ResponsesWsMetadata,
 };
 use litellm_core::responses::types::ResponsesWsEvent;
-use litellm_core::{CoreError, CoreResult};
 
 use crate::integrations::custom_logger::{
     CallbackTiming, CallbackValue, CustomLogger, CustomLoggerRunner, LoggingError, ModelCallDetails,
@@ -26,22 +26,22 @@ pub async fn run<In, Out>(
     metadata: RequestMetadata,
     client_in: In,
     client_out: Out,
-) -> CoreResult<()>
+) -> Result<(), Error>
 where
     In: Stream<Item = ResponsesWsEvent> + Unpin + Send,
     Out: Sink<ResponsesWsEvent> + Unpin + Send,
     Out::Error: std::fmt::Display,
 {
-    let deployment = router.get_available_deployment(model).ok_or_else(|| {
-        CoreError::Routing(format!("no deployment available for model '{model}'"))
-    })?;
+    let deployment = router
+        .get_available_deployment(model)
+        .ok_or_else(|| Error::Routing(format!("no deployment available for model '{model}'")))?;
     let params = &deployment.litellm_params;
     let provider_model = params
         .model
         .strip_prefix("openai/")
         .unwrap_or(&params.model);
     if params.model.contains('/') && !params.model.starts_with("openai/") {
-        return Err(CoreError::InvalidProvider(
+        return Err(Error::InvalidProvider(
             "Responses WebSocket route supports OpenAI deployments only".to_string(),
         ));
     }
diff --git a/litellm-rust/crates/ai-gateway/src/trace_parity.rs b/litellm-rust/crates/ai-gateway/src/trace_parity.rs
new file mode 100644
index 00000000000..614852c541d
--- /dev/null
+++ b/litellm-rust/crates/ai-gateway/src/trace_parity.rs
@@ -0,0 +1,65 @@
+//! Harness-only in-process adapters. Never mounted as production routes.
+
+use std::sync::Arc;
+
+use axum::body::{Body, to_bytes};
+use axum::http::header::{AUTHORIZATION, CONTENT_TYPE};
+use axum::http::{Request, StatusCode};
+use litellm_core::Error;
+use litellm_core::router::{Deployment, LiteLLMParams, Router as ModelRouter};
+use serde::Serialize;
+use serde_json::Value;
+use tower::ServiceExt;
+
+use crate::io::realtime_pool::RealtimePool;
+use crate::routes;
+use crate::state::AppState;
+
+#[derive(Debug, Serialize)]
+pub struct GatewayResponse {
+    pub status: u16,
+    pub body: Value,
+}
+
+pub async fn messages_request(
+    model_alias: String,
+    provider_model: String,
+    api_base: String,
+    body: Value,
+) -> Result<GatewayResponse, Error> {
+    let state = AppState {
+        router: Arc::new(ModelRouter::new(vec![Deployment {
+            model_name: model_alias,
+            litellm_params: LiteLLMParams {
+                model: provider_model,
+                api_key: Some("trace-provider-key".to_string()),
+                api_base: Some(api_base),
+            },
+        }])),
+        master_key: Some(Arc::from("trace-master-key")),
+        loggers: Arc::new(Vec::new()),
+        realtime_pool: RealtimePool::disabled(),
+    };
+    let request = Request::builder()
+        .method("POST")
+        .uri("/v1/messages")
+        .header(AUTHORIZATION, "Bearer trace-master-key")
+        .header(CONTENT_TYPE, "application/json")
+        .body(Body::from(body.to_string()))
+        .map_err(|error| Error::InvalidRequest(error.to_string()))?;
+    let response = routes::app(state)
+        .oneshot(request)
+        .await
+        .map_err(|error| match error {})?;
+    let status: StatusCode = response.status();
+    let bytes = to_bytes(response.into_body(), usize::MAX)
+        .await
+        .map_err(|error| Error::InvalidResponse(error.to_string()))?;
+    let body = serde_json::from_slice(&bytes).map_err(|error| {
+        Error::InvalidResponse(format!("gateway returned invalid JSON: {error}"))
+    })?;
+    Ok(GatewayResponse {
+        status: status.as_u16(),
+        body,
+    })
+}
diff --git a/litellm-rust/crates/ai-gateway/src/ocr/tests.rs b/litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs
similarity index 81%
rename from litellm-rust/crates/ai-gateway/src/ocr/tests.rs
rename to litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs
index bb2a6b06501..c3a89f4394d 100644
--- a/litellm-rust/crates/ai-gateway/src/ocr/tests.rs
+++ b/litellm-rust/crates/ai-gateway/tests/ocr_lifecycle.rs
@@ -1,22 +1,19 @@
 use std::sync::{Arc, Mutex};
 use std::time::Duration;
 
-use litellm_core::error::CoreError;
-use litellm_core::ocr::transformation::OcrResponseHandling;
-use serde_json::{Map, Value, json};
-use tokio::io::{AsyncReadExt, AsyncWriteExt};
-use tokio::net::{TcpListener, TcpStream};
-
-use super::common_utils::{has_header, ocr_provider_config, string_headers, truncate_error_body};
-use super::{OcrRequest, ocr};
-use crate::integrations::custom_guardrail::{
+use litellm_ai_gateway::integrations::custom_guardrail::{
     CustomGuardrail, GuardrailContext, GuardrailDecision, GuardrailError, GuardrailEventHook,
     GuardrailFuture, GuardrailRequest,
 };
-use crate::integrations::custom_logger::{
+use litellm_ai_gateway::integrations::custom_logger::{
     CallbackTiming, CallbackValue, CustomLogger, LogFuture, ModelCallDetails,
 };
-use crate::integrations::types::RequestMetadata;
+use litellm_ai_gateway::integrations::types::RequestMetadata;
+use litellm_ai_gateway::ocr::{OcrRequest, ocr};
+use litellm_core::error::Error;
+use serde_json::{Map, Value, json};
+use tokio::io::{AsyncReadExt, AsyncWriteExt};
+use tokio::net::{TcpListener, TcpStream};
 
 async fn read_http_headers(socket: &mut TcpStream) -> String {
     let mut request = Vec::new();
@@ -135,6 +132,7 @@ struct RecordingOcrGuardrail {
     hooks: Vec<GuardrailEventHook>,
     events: Mutex<Vec<&'static str>>,
     block_pre_call: bool,
+    block_during_call: bool,
 }
 
 impl RecordingOcrGuardrail {
@@ -143,6 +141,7 @@ impl RecordingOcrGuardrail {
             hooks,
             events: Mutex::new(Vec::new()),
             block_pre_call: false,
+            block_during_call: false,
         }
     }
 
@@ -151,6 +150,16 @@ impl RecordingOcrGuardrail {
             hooks: vec![GuardrailEventHook::PreCall],
             events: Mutex::new(Vec::new()),
             block_pre_call: true,
+            block_during_call: false,
+        }
+    }
+
+    fn blocking_during_call() -> Self {
+        Self {
+            hooks: vec![GuardrailEventHook::DuringCall],
+            events: Mutex::new(Vec::new()),
+            block_pre_call: false,
+            block_during_call: true,
         }
     }
 
@@ -192,91 +201,95 @@ impl CustomGuardrail for RecordingOcrGuardrail {
     ) -> GuardrailFuture<'a> {
         Box::pin(async move {
             self.events.lock().unwrap().push("async_moderation_hook");
+            if self.block_during_call {
+                return Ok(GuardrailDecision::Block(GuardrailError::blocked(
+                    "blocked before provider",
+                )));
+            }
             request.data["body"]["guarded_during"] = json!(true);
             Ok(GuardrailDecision::Mask(request))
         })
     }
 }
 
-#[test]
-fn truncate_error_body_passes_short_strings_through() {
-    let body = "Unauthorized";
-    assert_eq!(truncate_error_body(body), "Unauthorized");
+fn base_ocr_request(model: &str) -> OcrRequest<'_> {
+    OcrRequest {
+        model,
+        document: json!({
+            "type": "document_url",
+            "document_url": "https://example.com/doc.pdf"
+        }),
+        api_key: Some("sk-test"),
+        api_base: None,
+        custom_llm_provider: None,
+        extra_headers: None,
+        optional_params: Map::new(),
+        timeout: None,
+        callbacks: Vec::new(),
+        guardrails: Vec::new(),
+        request_metadata: RequestMetadata::default(),
+        litellm_call_id: None,
+    }
 }
 
-#[test]
-fn truncate_error_body_caps_long_payloads() {
-    let body = "x".repeat(306);
-    let truncated = truncate_error_body(&body);
+#[tokio::test]
+async fn reducto_during_call_guardrail_blocks_before_upload() {
+    let listener = TcpListener::bind("127.0.0.1:0")
+        .await
+        .expect("test listener binds");
+    let address = listener.local_addr().expect("listener has local address");
+    let api_base = format!("http://{address}");
+    let guardrail = Arc::new(RecordingOcrGuardrail::blocking_during_call());
+    let mut request = base_ocr_request("reducto/parse-v3");
+    request.api_base = Some(&api_base);
+    request.document = json!({
+        "type": "document_url",
+        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
+    });
+    request.guardrails = vec![guardrail.clone()];
 
-    assert!(truncated.ends_with("... (truncated)"));
-    let prefix_chars = truncated
-        .strip_suffix("... (truncated)")
-        .expect("truncated marker present")
-        .chars()
-        .count();
-    assert_eq!(prefix_chars, 256);
+    let error = ocr(request).await.expect_err("guardrail blocks upload");
+
+    assert!(matches!(error, Error::InvalidRequest(_)));
+    assert_eq!(guardrail.events(), vec!["async_moderation_hook"]);
+    let accepted = tokio::time::timeout(Duration::from_millis(100), listener.accept()).await;
+    assert!(accepted.is_err(), "upload socket should not be touched");
 }
 
-#[test]
-fn truncate_error_body_does_not_split_multibyte_chars() {
-    let body = "é".repeat(266);
-    let truncated = truncate_error_body(&body);
-    assert!(truncated.is_char_boundary(truncated.len()));
-}
+#[tokio::test]
+async fn reducto_upload_error_body_is_truncated() {
+    let listener = TcpListener::bind("127.0.0.1:0")
+        .await
+        .expect("test listener binds");
+    let address = listener.local_addr().expect("listener has local address");
+    let server = tokio::spawn(async move {
+        let (mut socket, _) = listener.accept().await.expect("accepts upload request");
+        let _request = read_http_request(&mut socket).await;
+        let body = "x".repeat(300);
+        let response = format!(
+            "HTTP/1.1 500 Internal Server Error\r\ncontent-length: {}\r\nconnection: close\r\n\r\n{}",
+            body.len(),
+            body
+        );
+        socket
+            .write_all(response.as_bytes())
+            .await
+            .expect("writes upload response");
+    });
+    let api_base = format!("http://{address}");
+    let mut request = base_ocr_request("reducto/parse-v3");
+    request.api_base = Some(&api_base);
+    request.document = json!({
+        "type": "document_url",
+        "document_url": "data:application/pdf;base64,JVBERi0xLjQ="
+    });
+
+    let error = ocr(request).await.expect_err("upload should fail");
 
-#[test]
-fn ocr_dispatch_supports_migrated_providers() {
-    assert!(ocr_provider_config("mistral", "mistral-ocr-latest").is_some());
     assert!(
-        ocr_provider_config("azure_ai", "pixtral-12b-2409")
-            .expect("azure ai config resolves")
-            .requires_data_uri_document()
+        matches!(error, Error::Http { status: 500, body } if body.chars().count() < 300 && body.ends_with("... (truncated)"))
     );
-    assert_eq!(
-        ocr_provider_config("azure_ai", "doc-intelligence/prebuilt-read")
-            .expect("document intelligence config resolves")
-            .response_handling(),
-        OcrResponseHandling::AzureDocumentIntelligencePoll
-    );
-    assert!(
-        ocr_provider_config("vertex_ai", "deepseek-ocr-maas")
-            .expect("vertex deepseek config resolves")
-            .supported_ocr_params()
-            .contains(&"temperature")
-    );
-    assert!(ocr_provider_config("openai", "gpt-4o").is_none());
-}
-
-#[test]
-fn string_headers_accepts_string_values() {
-    let headers = json!({
-        "x-trace-id": "trace-1"
-    })
-    .as_object()
-    .unwrap()
-    .clone();
-
-    assert_eq!(
-        string_headers(Some(headers)).expect("string headers accepted"),
-        vec![("x-trace-id".to_string(), "trace-1".to_string())]
-    );
-}
-
-#[test]
-fn auth_header_detection_is_case_insensitive() {
-    let headers = vec![
-        ("x-trace-id".to_string(), "trace-1".to_string()),
-        ("authorization".to_string(), "Bearer sk-test".to_string()),
-    ];
-
-    assert!(has_header(&headers, "authorization"));
-
-    let headers = vec![("Authorization".to_string(), "Bearer sk-test".to_string())];
-    assert!(has_header(&headers, "authorization"));
-
-    let headers = vec![("x-trace-id".to_string(), "trace-1".to_string())];
-    assert!(!has_header(&headers, "authorization"));
+    server.await.expect("server task completes");
 }
 
 #[tokio::test]
@@ -395,7 +408,7 @@ async fn ocr_lifecycle_runs_failure_hook_on_provider_error() {
     .await
     .expect_err("provider error propagates");
 
-    assert!(matches!(err, CoreError::Http { status: 500, .. }));
+    assert!(matches!(err, Error::Http { status: 500, .. }));
     server.await.expect("server task completes");
     assert_eq!(
         logger.events(),
@@ -439,7 +452,7 @@ async fn ocr_lifecycle_pre_call_block_skips_provider_socket() {
     .await
     .expect_err("guardrail blocks request");
 
-    assert!(matches!(err, CoreError::InvalidRequest(_)));
+    assert!(matches!(err, Error::InvalidRequest(_)));
     assert_eq!(guardrail.events(), vec!["async_pre_call_hook"]);
     assert_eq!(
         logger.events(),
@@ -594,21 +607,3 @@ async fn document_intelligence_poll_uses_resolved_subscription_key() {
         "{poll_request}"
     );
 }
-
-#[test]
-fn string_headers_rejects_non_string_values() {
-    let headers = json!({
-        "x-retry-count": 3
-    })
-    .as_object()
-    .unwrap()
-    .clone();
-
-    let err = string_headers(Some(headers)).expect_err("non-string header rejected");
-    assert_eq!(
-        err,
-        CoreError::InvalidRequest(
-            "OCR extra_headers.x-retry-count must be a string, got number".to_string()
-        )
-    );
-}
diff --git a/litellm-rust/crates/config/Cargo.toml b/litellm-rust/crates/config/Cargo.toml
new file mode 100644
index 00000000000..ae9710266a3
--- /dev/null
+++ b/litellm-rust/crates/config/Cargo.toml
@@ -0,0 +1,16 @@
+[package]
+name = "litellm-config"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+litellm-core.workspace = true
+pyo3 = { workspace = true, features = ["auto-initialize"], optional = true }
+serde_json.workspace = true
+thiserror.workspace = true
+
+[features]
+default = []
+python = ["dep:pyo3"]
diff --git a/litellm-rust/crates/config/src/error.rs b/litellm-rust/crates/config/src/error.rs
new file mode 100644
index 00000000000..cec7bc5c110
--- /dev/null
+++ b/litellm-rust/crates/config/src/error.rs
@@ -0,0 +1,11 @@
+use thiserror::Error as ThisError;
+
+#[derive(Debug, ThisError)]
+pub enum Error {
+    #[error("read_model_list failed: {0}")]
+    PythonLoading(String),
+    #[error("serializing model_list failed: {0}")]
+    Serialization(String),
+    #[error("parsing model_list failed: {0}")]
+    ModelListParsing(#[source] serde_json::Error),
+}
diff --git a/litellm-rust/crates/config/src/lib.rs b/litellm-rust/crates/config/src/lib.rs
new file mode 100644
index 00000000000..655affbb0b7
--- /dev/null
+++ b/litellm-rust/crates/config/src/lib.rs
@@ -0,0 +1,7 @@
+mod error;
+#[cfg(feature = "python")]
+mod python;
+
+pub use error::Error;
+#[cfg(feature = "python")]
+pub use python::load_model_list;
diff --git a/litellm-rust/crates/config/src/python.rs b/litellm-rust/crates/config/src/python.rs
new file mode 100644
index 00000000000..fdad5027baa
--- /dev/null
+++ b/litellm-rust/crates/config/src/python.rs
@@ -0,0 +1,76 @@
+use std::path::Path;
+
+use litellm_core::router::Deployment;
+use pyo3::prelude::*;
+
+use crate::Error;
+
+pub fn load_model_list(config_path: &Path) -> Result<Vec<Deployment>, Error> {
+    Python::attach(|python| {
+        let model_list = python
+            .import("litellm.proxy.read_model_list")
+            .and_then(|module| module.getattr("read_model_list"))
+            .and_then(|reader| reader.call1((config_path.to_string_lossy().as_ref(),)))
+            .map_err(|error| Error::PythonLoading(error.to_string()))?;
+
+        let model_list_json = python
+            .import("json")
+            .and_then(|json| json.getattr("dumps"))
+            .and_then(|dumps| dumps.call1((model_list,)))
+            .and_then(|encoded| encoded.extract::<String>())
+            .map_err(|error| Error::Serialization(error.to_string()))?;
+
+        parse_model_list(&model_list_json)
+    })
+}
+
+fn parse_model_list(model_list_json: &str) -> Result<Vec<Deployment>, Error> {
+    serde_json::from_str(model_list_json).map_err(Error::ModelListParsing)
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn parses_resolved_model_list() {
+        let deployments = parse_model_list(
+            r#"[
+                {
+                    "model_name": "realtime",
+                    "litellm_params": {
+                        "model": "openai/gpt-realtime",
+                        "api_key": "resolved-secret",
+                        "api_base": "https://api.example.test/v1"
+                    }
+                },
+                {
+                    "model_name": "without-optional-values",
+                    "litellm_params": {"model": "openai/gpt-4.1"}
+                }
+            ]"#,
+        )
+        .expect("resolved model list should parse");
+
+        assert_eq!(deployments.len(), 2);
+        assert_eq!(deployments[0].model_name, "realtime");
+        assert_eq!(
+            deployments[0].litellm_params.api_key.as_deref(),
+            Some("resolved-secret")
+        );
+        assert_eq!(
+            deployments[0].litellm_params.api_base.as_deref(),
+            Some("https://api.example.test/v1")
+        );
+        assert_eq!(deployments[1].litellm_params.api_key, None);
+        assert_eq!(deployments[1].litellm_params.api_base, None);
+    }
+
+    #[test]
+    fn malformed_model_list_returns_parsing_error() {
+        let error = parse_model_list(r#"[{"model_name":"missing-params"}]"#)
+            .expect_err("missing litellm_params should fail");
+
+        assert!(matches!(error, Error::ModelListParsing(_)));
+    }
+}
diff --git a/litellm-rust/crates/core/Cargo.toml b/litellm-rust/crates/core/Cargo.toml
index ab8050734f2..c0de7ff3977 100644
--- a/litellm-rust/crates/core/Cargo.toml
+++ b/litellm-rust/crates/core/Cargo.toml
@@ -6,11 +6,14 @@ license.workspace = true
 repository.workspace = true
 
 [dependencies]
+base64.workspace = true
 rand.workspace = true
 reqwest.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 thiserror.workspace = true
+tracing.workspace = true
+tracing-subscriber = { workspace = true, optional = true }
 sha2.workspace = true
 aws-config = { version = "1.9.0", default-features = false, features = ["rustls", "rt-tokio"], optional = true }
 aws-credential-types = { version = "1.3.0", features = ["hardcoded-credentials"], optional = true }
@@ -29,6 +32,9 @@ bedrock-auth = [
     "dep:aws-types",
     "dep:aws-smithy-runtime-api",
 ]
+observability = ["dep:tracing-subscriber"]
 
 [dev-dependencies]
+rstest.workspace = true
 tokio = { workspace = true, features = ["macros", "rt-multi-thread"] }
+tracing-subscriber.workspace = true
diff --git a/litellm-rust/crates/core/src/audio_transcription/client.rs b/litellm-rust/crates/core/src/audio_transcription/client.rs
new file mode 100644
index 00000000000..0e612628dc6
--- /dev/null
+++ b/litellm-rust/crates/core/src/audio_transcription/client.rs
@@ -0,0 +1,14 @@
+use std::sync::OnceLock;
+use std::time::Duration;
+
+use crate::constants::AUDIO_TRANSCRIPTION_TIMEOUT_SECS;
+
+pub(super) fn http_client() -> &'static reqwest::Client {
+    static CLIENT: OnceLock<reqwest::Client> = OnceLock::new();
+    CLIENT.get_or_init(|| {
+        reqwest::Client::builder()
+            .timeout(Duration::from_secs(AUDIO_TRANSCRIPTION_TIMEOUT_SECS))
+            .build()
+            .unwrap_or_else(|_| reqwest::Client::new())
+    })
+}
diff --git a/litellm-rust/crates/core/src/audio_transcription/handler.rs b/litellm-rust/crates/core/src/audio_transcription/handler.rs
new file mode 100644
index 00000000000..9a96b9d1140
--- /dev/null
+++ b/litellm-rust/crates/core/src/audio_transcription/handler.rs
@@ -0,0 +1,91 @@
+use serde_json::Value;
+
+use crate::error::Error;
+use crate::http_utils::{http_request, truncate_error_body};
+
+use super::client::http_client;
+use super::types::ProviderAudioTranscriptionRequest;
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub async fn execute_audio_transcription_provider_call(
+    request: ProviderAudioTranscriptionRequest,
+) -> Result<Value, Error> {
+    let body = serde_json::to_vec(&request.body)
+        .map_err(|error| Error::InvalidRequest(format!("invalid audio request body: {error}")))?;
+    let headers = signed_headers(&request, &body).await?;
+    let mut request_builder = http_client().post(&request.url).body(body);
+    for (key, value) in headers {
+        request_builder = request_builder.header(key, value);
+    }
+    if let Some(duration) = request.timeout {
+        request_builder = request_builder.timeout(duration);
+    }
+    let response = http_request(request_builder)
+        .await
+        .map_err(|error| Error::Network(error.to_string()))?;
+    let status = response.status();
+    let text = response
+        .text()
+        .await
+        .map_err(|error| Error::Network(error.to_string()))?;
+    if !status.is_success() {
+        return Err(Error::Http {
+            status: status.as_u16(),
+            body: truncate_error_body(&text),
+        });
+    }
+    let response_json = serde_json::from_str(&text)
+        .map_err(|error| Error::InvalidResponse(format!("invalid audio response JSON: {error}")))?;
+    Ok(request
+        .config
+        .transform_transcription_response(&request.model, response_json)?
+        .into_json())
+}
+
+#[cfg(feature = "bedrock-auth")]
+async fn signed_headers(
+    request: &ProviderAudioTranscriptionRequest,
+    body: &[u8],
+) -> Result<Vec<(String, String)>, Error> {
+    use std::collections::BTreeMap;
+    use std::time::SystemTime;
+
+    use crate::audio_transcription::transformation::AudioTranscriptionAuth;
+    use crate::providers::bedrock::audio_transcription::aws_auth_config;
+    use crate::providers::bedrock::aws_base::{resolve_credentials, sign_bedrock_post};
+
+    let AudioTranscriptionAuth::AwsSigV4 { region, .. } = &request.auth else {
+        return Ok(request.upstream_headers.clone());
+    };
+    let env_lookup = |key: &str| std::env::var(key).ok();
+    let credentials = resolve_credentials(
+        aws_auth_config(&request.optional_params, &env_lookup),
+        &env_lookup,
+    )
+    .await?;
+    let unsigned: BTreeMap<String, String> = request.upstream_headers.iter().cloned().collect();
+    let signature = sign_bedrock_post(
+        &request.url,
+        body,
+        &unsigned,
+        region,
+        &credentials,
+        SystemTime::now(),
+    )?;
+    Ok(unsigned.into_iter().chain(signature).collect())
+}
+
+#[cfg(not(feature = "bedrock-auth"))]
+async fn signed_headers(
+    request: &ProviderAudioTranscriptionRequest,
+    _body: &[u8],
+) -> Result<Vec<(String, String)>, Error> {
+    use crate::audio_transcription::transformation::AudioTranscriptionAuth;
+
+    match request.auth {
+        AudioTranscriptionAuth::AwsSigV4 { .. } => Err(Error::Unsupported(
+            "AWS SigV4 requires the bedrock-auth feature",
+        )),
+        AudioTranscriptionAuth::Bearer => Ok(request.upstream_headers.clone()),
+    }
+}
diff --git a/litellm-rust/crates/core/src/audio_transcription/mod.rs b/litellm-rust/crates/core/src/audio_transcription/mod.rs
index ec2fbb969a6..31b6de4b3e4 100644
--- a/litellm-rust/crates/core/src/audio_transcription/mod.rs
+++ b/litellm-rust/crates/core/src/audio_transcription/mod.rs
@@ -1,2 +1,21 @@
+use crate::Error;
+mod client;
+mod handler;
+mod prepare;
 pub mod transformation;
 pub mod types;
+
+use serde_json::Value;
+
+pub use handler::execute_audio_transcription_provider_call;
+pub use prepare::prepare_audio_transcription_provider_call;
+pub use types::{AudioTranscriptionRequest, ProviderAudioTranscriptionRequest};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub async fn audio_transcription(request: AudioTranscriptionRequest<'_>) -> Result<Value, Error> {
+    execute_audio_transcription_provider_call(prepare_audio_transcription_provider_call(request)?)
+        .await
+}
+
+#[cfg(test)]
+mod tests;
diff --git a/litellm-rust/crates/core/src/audio_transcription/prepare.rs b/litellm-rust/crates/core/src/audio_transcription/prepare.rs
new file mode 100644
index 00000000000..bbef97341a9
--- /dev/null
+++ b/litellm-rust/crates/core/src/audio_transcription/prepare.rs
@@ -0,0 +1,74 @@
+use crate::error::Error;
+use crate::http_utils::{has_header, string_headers};
+#[cfg(feature = "bedrock-auth")]
+use crate::providers::bedrock::audio_transcription::BEDROCK_AUDIO_TRANSCRIPTION_CONFIG;
+use crate::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
+
+use super::transformation::{AudioTranscriptionAuth, AudioTranscriptionProviderConfig};
+use super::types::{AudioTranscriptionRequest, ProviderAudioTranscriptionRequest};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+fn provider_config(provider: &str) -> Option<&'static dyn AudioTranscriptionProviderConfig> {
+    #[cfg(feature = "bedrock-auth")]
+    if provider == "bedrock" {
+        return Some(&BEDROCK_AUDIO_TRANSCRIPTION_CONFIG);
+    }
+    let _ = provider;
+    None
+}
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub fn prepare_audio_transcription_provider_call(
+    request: AudioTranscriptionRequest<'_>,
+) -> Result<ProviderAudioTranscriptionRequest, Error> {
+    let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider)
+        .or_else(|| {
+            request
+                .custom_llm_provider
+                .map(|provider| CustomLlmProvider {
+                    model: request.model,
+                    custom_llm_provider: provider,
+                })
+        })
+        .ok_or_else(|| {
+            Error::InvalidProvider(
+                "unable to resolve custom_llm_provider for audio transcription request".to_string(),
+            )
+        })?;
+    let model = provider_info.model.to_string();
+    let config = provider_config(provider_info.custom_llm_provider)
+        .ok_or_else(|| Error::InvalidProvider(provider_info.custom_llm_provider.to_string()))?;
+    let env_lookup = |key: &str| std::env::var(key).ok();
+    let mut headers = string_headers("audio transcription", request.extra_headers)?;
+    let auth = config.auth_strategy(&model, &request.optional_params, &env_lookup)?;
+    if matches!(auth, AudioTranscriptionAuth::Bearer)
+        && !has_header(&headers, "authorization")
+        && let Some(api_key) = request.api_key
+    {
+        headers.push(("Authorization".to_string(), format!("Bearer {api_key}")));
+    }
+    if !has_header(&headers, "content-type") {
+        headers.push(("Content-Type".to_string(), "application/json".to_string()));
+    }
+    let url = config.complete_url(
+        request.api_base,
+        &model,
+        &request.optional_params,
+        &env_lookup,
+    )?;
+    let filtered_params = config.map_transcription_params(&request.optional_params);
+    let transformed =
+        config.transform_transcription_request(&model, request.audio, filtered_params)?;
+    Ok(ProviderAudioTranscriptionRequest {
+        model,
+        custom_llm_provider: provider_info.custom_llm_provider.to_string(),
+        config,
+        url,
+        body: transformed.body,
+        upstream_headers: headers,
+        auth,
+        #[cfg(feature = "bedrock-auth")]
+        optional_params: request.optional_params,
+        timeout: request.timeout,
+    })
+}
diff --git a/litellm-rust/crates/core/src/audio_transcription/tests.rs b/litellm-rust/crates/core/src/audio_transcription/tests.rs
new file mode 100644
index 00000000000..263d63337b0
--- /dev/null
+++ b/litellm-rust/crates/core/src/audio_transcription/tests.rs
@@ -0,0 +1,50 @@
+use std::io::{Read, Write};
+use std::net::TcpListener;
+use std::thread;
+
+use serde_json::{Map, json};
+
+use super::audio_transcription;
+use super::types::AudioTranscriptionRequest;
+
+#[tokio::test]
+async fn bedrock_request_is_signed_and_contains_audio() {
+    let listener = TcpListener::bind("127.0.0.1:0").expect("listener");
+    let address = listener.local_addr().expect("address");
+    let server = thread::spawn(move || {
+        let (mut stream, _) = listener.accept().expect("connection");
+        let mut request = Vec::new();
+        let mut buffer = [0_u8; 16_384];
+        let count = stream.read(&mut buffer).expect("request");
+        request.extend_from_slice(&buffer[..count]);
+        let request = String::from_utf8_lossy(&request);
+        assert!(request.contains("POST /model/mistral.voxtral-mini-3b-2507/converse"));
+        assert!(request.contains("authorization: AWS4-HMAC-SHA256"));
+        assert!(request.contains("x-amz-date:"));
+        assert!(request.contains("\"bytes\":\"AQI=\""));
+        assert!(request.contains("Transcribe the audio. Respond with only the transcript."));
+        let response = b"HTTP/1.1 200 OK\r\nContent-Type: application/json\r\nContent-Length: 53\r\nConnection: close\r\n\r\n{\"output\":{\"message\":{\"content\":[{\"text\":\"hello\"}]}}}";
+        stream.write_all(response).expect("response");
+    });
+
+    let optional_params = Map::from_iter([
+        ("aws_access_key_id".to_string(), json!("access-key")),
+        ("aws_secret_access_key".to_string(), json!("secret-key")),
+        ("aws_region_name".to_string(), json!("us-east-1")),
+    ]);
+    let api_base = format!("http://{address}");
+    let response = audio_transcription(AudioTranscriptionRequest {
+        model: "mistral.voxtral-mini-3b-2507",
+        audio: json!({"data": "AQI=", "format": "wav", "filename": "audio.wav"}),
+        api_key: None,
+        api_base: Some(&api_base),
+        custom_llm_provider: Some("bedrock"),
+        extra_headers: None,
+        optional_params,
+        timeout: None,
+    })
+    .await
+    .expect("transcription");
+    assert_eq!(response, json!({"text": "hello"}));
+    server.join().expect("server");
+}
diff --git a/litellm-rust/crates/core/src/audio_transcription/transformation.rs b/litellm-rust/crates/core/src/audio_transcription/transformation.rs
index eab34c13843..aa9846427dc 100644
--- a/litellm-rust/crates/core/src/audio_transcription/transformation.rs
+++ b/litellm-rust/crates/core/src/audio_transcription/transformation.rs
@@ -1,7 +1,6 @@
+use crate::Error;
 use serde_json::{Map, Value};
 
-use crate::CoreResult;
-
 use super::types::{AudioTranscriptionRequestData, AudioTranscriptionResponseData};
 
 #[derive(Clone, Debug, PartialEq, Eq)]
@@ -16,6 +15,7 @@ pub enum AudioTranscriptionAuth {
 pub trait AudioTranscriptionProviderConfig: Sync {
     fn supported_transcription_params(&self) -> &'static [&'static str];
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn map_transcription_params(&self, params: &Map<String, Value>) -> Map<String, Value> {
         params
             .iter()
@@ -32,13 +32,13 @@ pub trait AudioTranscriptionProviderConfig: Sync {
         model: &str,
         audio: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<AudioTranscriptionRequestData>;
+    ) -> Result<AudioTranscriptionRequestData, Error>;
 
     fn transform_transcription_response(
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<AudioTranscriptionResponseData>;
+    ) -> Result<AudioTranscriptionResponseData, Error>;
 
     fn complete_url(
         &self,
@@ -46,12 +46,12 @@ pub trait AudioTranscriptionProviderConfig: Sync {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
 
     fn auth_strategy(
         &self,
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<AudioTranscriptionAuth>;
+    ) -> Result<AudioTranscriptionAuth, Error>;
 }
diff --git a/litellm-rust/crates/core/src/audio_transcription/types.rs b/litellm-rust/crates/core/src/audio_transcription/types.rs
index 3a9e1ecd88c..559d7837027 100644
--- a/litellm-rust/crates/core/src/audio_transcription/types.rs
+++ b/litellm-rust/crates/core/src/audio_transcription/types.rs
@@ -1,5 +1,56 @@
+use std::time::Duration;
+
 use serde::{Deserialize, Serialize};
-use serde_json::Value;
+use serde_json::{Map, Value};
+
+use super::transformation::{AudioTranscriptionAuth, AudioTranscriptionProviderConfig};
+
+pub struct AudioTranscriptionRequest<'a> {
+    pub model: &'a str,
+    pub audio: Value,
+    pub api_key: Option<&'a str>,
+    pub api_base: Option<&'a str>,
+    pub custom_llm_provider: Option<&'a str>,
+    pub extra_headers: Option<Map<String, Value>>,
+    pub optional_params: Map<String, Value>,
+    pub timeout: Option<Duration>,
+}
+
+#[derive(Clone)]
+pub struct ProviderAudioTranscriptionRequest {
+    pub(super) model: String,
+    pub(super) custom_llm_provider: String,
+    pub(super) config: &'static dyn AudioTranscriptionProviderConfig,
+    pub(super) url: String,
+    pub(super) body: Value,
+    pub(super) upstream_headers: Vec<(String, String)>,
+    pub(super) auth: AudioTranscriptionAuth,
+    #[cfg(feature = "bedrock-auth")]
+    pub(super) optional_params: Map<String, Value>,
+    pub(super) timeout: Option<Duration>,
+}
+
+impl ProviderAudioTranscriptionRequest {
+    pub fn model(&self) -> &str {
+        &self.model
+    }
+
+    pub fn custom_llm_provider(&self) -> &str {
+        &self.custom_llm_provider
+    }
+
+    pub fn url(&self) -> &str {
+        &self.url
+    }
+
+    pub fn body(&self) -> &Value {
+        &self.body
+    }
+
+    pub fn with_body(self, body: Value) -> Self {
+        Self { body, ..self }
+    }
+}
 
 #[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
 pub struct AudioTranscriptionRequestData {
diff --git a/litellm-rust/crates/core/src/call_lifecycle/mod.rs b/litellm-rust/crates/core/src/call_lifecycle/mod.rs
index d9b68a1b726..637c156e192 100644
--- a/litellm-rust/crates/core/src/call_lifecycle/mod.rs
+++ b/litellm-rust/crates/core/src/call_lifecycle/mod.rs
@@ -1,7 +1,7 @@
 use std::future::Future;
 use std::time::{Instant, SystemTime, UNIX_EPOCH};
 
-use crate::{CoreError, CoreResult};
+use crate::Error;
 
 pub mod types;
 
@@ -11,14 +11,14 @@ pub use types::{
 };
 
 pub trait CallLifecycleHooks<InitialReq, ProviderReq, Resp>: Send + Sync {
-    type PreCallFuture<'a>: Future<Output = CoreResult<InitialReq>> + Send + 'a
+    type PreCallFuture<'a>: Future<Output = Result<InitialReq, Error>> + Send + 'a
     where
         Self: 'a,
         InitialReq: 'a,
         ProviderReq: 'a,
         Resp: 'a;
 
-    type DuringCallFuture<'a>: Future<Output = CoreResult<ProviderReq>> + Send + 'a
+    type DuringCallFuture<'a>: Future<Output = Result<ProviderReq, Error>> + Send + 'a
     where
         Self: 'a,
         InitialReq: 'a,
@@ -56,7 +56,7 @@ pub trait CallLifecycleHooks<InitialReq, ProviderReq, Resp>: Send + Sync {
     fn async_log_failure_event<'a>(
         &'a self,
         context: &'a CallLifecycleContext,
-        error: &'a CoreError,
+        error: &'a Error,
         timing: &'a CallLifecycleTiming,
     ) -> Self::FailureFuture<'a>;
 }
@@ -86,12 +86,12 @@ impl<'a> CallLifecycle<'a> {
         request: InitialReq,
         hooks: &Hooks,
         provider_call: ProviderCall,
-    ) -> CoreResult<Resp>
+    ) -> Result<Resp, Error>
     where
         InitialReq: CallLifecycleRequest,
         Hooks: CallLifecycleHooks<InitialReq, ProviderReq, Resp>,
         ProviderCall: FnOnce(ProviderReq) -> ProviderFuture,
-        ProviderFuture: Future<Output = CoreResult<Resp>>,
+        ProviderFuture: Future<Output = Result<Resp, Error>>,
     {
         let context = request.lifecycle_context();
         self.run(context, request, hooks, provider_call).await
@@ -103,11 +103,11 @@ impl<'a> CallLifecycle<'a> {
         request: InitialReq,
         hooks: &Hooks,
         provider_call: ProviderCall,
-    ) -> CoreResult<Resp>
+    ) -> Result<Resp, Error>
     where
         Hooks: CallLifecycleHooks<InitialReq, ProviderReq, Resp>,
         ProviderCall: FnOnce(ProviderReq) -> ProviderFuture,
-        ProviderFuture: Future<Output = CoreResult<Resp>>,
+        ProviderFuture: Future<Output = Result<Resp, Error>>,
     {
         let call_start = epoch_seconds();
         let mut phases = Vec::new();
@@ -166,7 +166,7 @@ impl<'a> CallLifecycle<'a> {
         &self,
         context: &CallLifecycleContext,
         hooks: &Hooks,
-        error: &CoreError,
+        error: &Error,
         call_start: f64,
         phases: &mut Vec<CallLifecyclePhaseTiming>,
     ) where
@@ -251,8 +251,8 @@ mod tests {
     }
 
     impl CallLifecycleHooks<String, String, String> for RecordingHooks {
-        type PreCallFuture<'a> = BoxFuture<'a, CoreResult<String>>;
-        type DuringCallFuture<'a> = BoxFuture<'a, CoreResult<String>>;
+        type PreCallFuture<'a> = BoxFuture<'a, Result<String, Error>>;
+        type DuringCallFuture<'a> = BoxFuture<'a, Result<String, Error>>;
         type SuccessFuture<'a> = BoxFuture<'a, ()>;
         type FailureFuture<'a> = BoxFuture<'a, ()>;
 
@@ -294,7 +294,7 @@ mod tests {
         fn async_log_failure_event<'a>(
             &'a self,
             _context: &'a CallLifecycleContext,
-            _error: &'a CoreError,
+            _error: &'a Error,
             _timing: &'a CallLifecycleTiming,
         ) -> Self::FailureFuture<'a> {
             Box::pin(async move {
@@ -304,8 +304,8 @@ mod tests {
     }
 
     impl CallLifecycleHooks<RecordingRequest, String, String> for RecordingHooks {
-        type PreCallFuture<'a> = BoxFuture<'a, CoreResult<RecordingRequest>>;
-        type DuringCallFuture<'a> = BoxFuture<'a, CoreResult<String>>;
+        type PreCallFuture<'a> = BoxFuture<'a, Result<RecordingRequest, Error>>;
+        type DuringCallFuture<'a> = BoxFuture<'a, Result<String, Error>>;
         type SuccessFuture<'a> = BoxFuture<'a, ()>;
         type FailureFuture<'a> = BoxFuture<'a, ()>;
 
@@ -345,7 +345,7 @@ mod tests {
         fn async_log_failure_event<'a>(
             &'a self,
             _context: &'a CallLifecycleContext,
-            _error: &'a CoreError,
+            _error: &'a Error,
             _timing: &'a CallLifecycleTiming,
         ) -> Self::FailureFuture<'a> {
             Box::pin(async move {
@@ -383,13 +383,13 @@ mod tests {
                 "request".to_string(),
                 &hooks,
                 |_request| async move {
-                    Err::<String, CoreError>(CoreError::Network("provider down".to_string()))
+                    Err::<String, Error>(Error::Network("provider down".to_string()))
                 },
             )
             .await
             .expect_err("call fails");
 
-        assert_eq!(error, CoreError::Network("provider down".to_string()));
+        assert_eq!(error, Error::Network("provider down".to_string()));
         assert_eq!(hooks.events(), vec!["pre_call", "during_call", "failure"]);
     }
 
diff --git a/litellm-rust/crates/core/src/chat_completions/common_utils.rs b/litellm-rust/crates/core/src/chat_completions/common_utils.rs
index 36eaf242a5a..69e5f175ad5 100644
--- a/litellm-rust/crates/core/src/chat_completions/common_utils.rs
+++ b/litellm-rust/crates/core/src/chat_completions/common_utils.rs
@@ -1,13 +1,13 @@
-use serde_json::{Map, Value};
-
-use crate::error::CoreResult;
+use crate::Error;
 use crate::http_utils::string_headers as shared_string_headers;
 use crate::providers::anthropic::chat_completions::transformation::ANTHROPIC_CHAT_COMPLETIONS_CONFIG;
+use serde_json::{Map, Value};
 
 use super::transformation::ChatCompletionsProviderConfig;
 
 const HEADER_CONTEXT: &str = "chat completions";
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) fn chat_completions_provider_config(
     provider: &str,
 ) -> Option<&'static dyn ChatCompletionsProviderConfig> {
@@ -23,6 +23,6 @@ pub(super) fn chat_completions_provider_config(
 
 pub(super) fn string_headers(
     extra_headers: Option<Map<String, Value>>,
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     shared_string_headers(HEADER_CONTEXT, extra_headers)
 }
diff --git a/litellm-rust/crates/core/src/chat_completions/handler.rs b/litellm-rust/crates/core/src/chat_completions/handler.rs
index afc4529fd26..96d001e2892 100644
--- a/litellm-rust/crates/core/src/chat_completions/handler.rs
+++ b/litellm-rust/crates/core/src/chat_completions/handler.rs
@@ -1,19 +1,23 @@
 use serde_json::Value;
 
-use crate::error::{CoreError, CoreResult};
-use crate::http_utils::truncate_error_body;
+use crate::error::Error;
+use crate::http_utils::{http_request, truncate_error_body};
 
 use super::client::http_client;
+use super::prepare::prepare_provider_request;
 use super::transformation::ChatCompletionsAuth;
 use super::types::{
     ChatCompletionsResponse, ProviderChatCompletionsRequest, ProviderChatResponseData,
+    ResolvedChatCompletionsRequest,
 };
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) async fn execute_chat_completions_provider_call(
-    request: ProviderChatCompletionsRequest,
-) -> CoreResult<ChatCompletionsResponse> {
+    request: ResolvedChatCompletionsRequest<'_>,
+) -> Result<ChatCompletionsResponse, Error> {
+    let request = prepare_provider_request(request)?;
     let body = serde_json::to_vec(&request.body).map_err(|err| {
-        CoreError::InvalidRequest(format!(
+        Error::InvalidRequest(format!(
             "failed to serialize chat completions request: {err}"
         ))
     })?;
@@ -27,14 +31,14 @@ pub(super) async fn execute_chat_completions_provider_call(
         request_builder = request_builder.timeout(duration);
     }
 
-    let response = request_builder.send().await.map_err(|err| {
+    let response = http_request(request_builder).await.map_err(|err| {
         // Failing to establish the connection means the request never went out,
         // so the host can still serve it. Everything else here, a timeout
         // above all, may have reached the provider and been answered.
         if err.is_connect() || err.is_builder() {
-            CoreError::Connect(err.to_string())
+            Error::Connect(err.to_string())
         } else {
-            CoreError::Network(err.to_string())
+            Error::Network(err.to_string())
         }
     })?;
 
@@ -42,17 +46,17 @@ pub(super) async fn execute_chat_completions_provider_call(
     let text = response
         .text()
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
 
     if !status.is_success() {
-        return Err(CoreError::Http {
+        return Err(Error::Http {
             status: status.as_u16(),
             body: truncate_error_body(&text),
         });
     }
 
     let body: Value = serde_json::from_str(&text).map_err(|err| {
-        CoreError::InvalidResponse(format!("invalid chat completions response JSON: {err}"))
+        Error::InvalidResponse(format!("invalid chat completions response JSON: {err}"))
     })?;
     request
         .config
@@ -69,10 +73,10 @@ pub(super) async fn execute_chat_completions_provider_call(
 /// second kind has already been billed, and a host that keeps a reference
 /// implementation must not retry those, so collapse them to one variant that
 /// can only mean the provider was already called.
-pub(super) fn as_response_error(err: CoreError) -> CoreError {
+pub(super) fn as_response_error(err: Error) -> Error {
     match err {
-        already @ (CoreError::InvalidResponse(_) | CoreError::Http { .. }) => already,
-        other => CoreError::InvalidResponse(other.to_string()),
+        already @ (Error::InvalidResponse(_) | Error::Http { .. }) => already,
+        other => Error::InvalidResponse(other.to_string()),
     }
 }
 
@@ -80,7 +84,7 @@ pub(super) fn as_response_error(err: CoreError) -> CoreError {
 pub(super) async fn signed_headers(
     request: &ProviderChatCompletionsRequest,
     body: &[u8],
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     use std::collections::BTreeMap;
     use std::time::SystemTime;
 
@@ -101,7 +105,7 @@ pub(super) async fn signed_headers(
         .iter()
         .any(|(name, _)| is_sigv4_computed_header(name))
     {
-        return Err(CoreError::Unsupported(
+        return Err(Error::Unsupported(
             "request forwards a header AWS SigV4 computes",
         ));
     }
@@ -137,9 +141,9 @@ pub(super) async fn signed_headers(
 pub(super) async fn signed_headers(
     request: &ProviderChatCompletionsRequest,
     _body: &[u8],
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     match &request.auth {
-        ChatCompletionsAuth::AwsSigV4 { .. } => Err(CoreError::Unsupported(
+        ChatCompletionsAuth::AwsSigV4 { .. } => Err(Error::Unsupported(
             "AWS SigV4 requires the bedrock-auth feature",
         )),
         _ => Ok(request.upstream_headers.clone()),
diff --git a/litellm-rust/crates/core/src/chat_completions/mod.rs b/litellm-rust/crates/core/src/chat_completions/mod.rs
index f30ac1a24bf..32dea17d202 100644
--- a/litellm-rust/crates/core/src/chat_completions/mod.rs
+++ b/litellm-rust/crates/core/src/chat_completions/mod.rs
@@ -6,6 +6,7 @@
 //! credentials, and it resolves the provider, translates the conversation,
 //! calls the provider, and returns a typed OpenAI-shaped response.
 
+use crate::Error;
 mod client;
 mod common_utils;
 pub mod conversation;
@@ -17,16 +18,15 @@ pub mod types;
 
 use serde_json::{Map, Value};
 
-use crate::error::CoreResult;
-
 use handler::execute_chat_completions_provider_call;
-use prepare::{parse_messages, prepare_chat_completions_call, resolve_provider_config};
+use prepare::{parse_messages, resolve_provider_config, resolve_request};
 use types::{ChatCompletionsRequest, ChatCompletionsResponse};
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub async fn chat_completions(
     request: ChatCompletionsRequest<'_>,
-) -> CoreResult<ChatCompletionsResponse> {
-    execute_chat_completions_provider_call(prepare_chat_completions_call(request)?).await
+) -> Result<ChatCompletionsResponse, Error> {
+    execute_chat_completions_provider_call(resolve_request(request)?).await
 }
 
 /// Whether the core would accept this request, without resolving credentials or
diff --git a/litellm-rust/crates/core/src/chat_completions/prepare.rs b/litellm-rust/crates/core/src/chat_completions/prepare.rs
index 1e1c8d1bafd..3be2ba21de4 100644
--- a/litellm-rust/crates/core/src/chat_completions/prepare.rs
+++ b/litellm-rust/crates/core/src/chat_completions/prepare.rs
@@ -1,17 +1,20 @@
 use serde_json::Value;
 
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use crate::http_utils::has_header;
 use crate::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
 
 use super::common_utils::{chat_completions_provider_config, string_headers};
 use super::transformation::{ChatCompletionsAuth, ChatCompletionsProviderConfig};
-use super::types::{ChatCompletionsRequest, ChatMessage, ProviderChatCompletionsRequest};
+use super::types::{
+    ChatCompletionsRequest, ChatMessage, ProviderChatCompletionsRequest,
+    ResolvedChatCompletionsRequest,
+};
 
 pub(super) fn resolve_provider_config<'a>(
     model: &'a str,
     custom_llm_provider: Option<&'a str>,
-) -> CoreResult<(String, &'static dyn ChatCompletionsProviderConfig)> {
+) -> Result<(String, &'static dyn ChatCompletionsProviderConfig), Error> {
     let provider_info = get_custom_llm_provider(model, custom_llm_provider)
         .or_else(|| {
             custom_llm_provider.map(|provider| CustomLlmProvider {
@@ -20,41 +23,56 @@ pub(super) fn resolve_provider_config<'a>(
             })
         })
         .ok_or_else(|| {
-            CoreError::InvalidProvider(
+            Error::InvalidProvider(
                 "unable to resolve custom_llm_provider for chat completions request".to_string(),
             )
         })?;
     let config = chat_completions_provider_config(provider_info.custom_llm_provider)
-        .ok_or_else(|| CoreError::InvalidProvider(provider_info.custom_llm_provider.to_string()))?;
+        .ok_or_else(|| Error::InvalidProvider(provider_info.custom_llm_provider.to_string()))?;
     Ok((provider_info.model.to_string(), config))
 }
 
-pub(super) fn parse_messages(messages: Value) -> CoreResult<Vec<ChatMessage>> {
-    serde_json::from_value(messages).map_err(|err| {
-        CoreError::InvalidRequest(format!("invalid chat completions messages: {err}"))
-    })
+pub(super) fn parse_messages(messages: Value) -> Result<Vec<ChatMessage>, Error> {
+    serde_json::from_value(messages)
+        .map_err(|err| Error::InvalidRequest(format!("invalid chat completions messages: {err}")))
 }
 
-pub(super) fn prepare_chat_completions_call(
+pub(super) fn resolve_request(
     request: ChatCompletionsRequest<'_>,
-) -> CoreResult<ProviderChatCompletionsRequest> {
+) -> Result<ResolvedChatCompletionsRequest<'_>, Error> {
     let (model, config) = resolve_provider_config(request.model, request.custom_llm_provider)?;
-    let env_lookup = |key: &str| std::env::var(key).ok();
-
     let messages = parse_messages(request.messages)?;
     if messages.is_empty() {
-        return Err(CoreError::InvalidRequest(
+        return Err(Error::InvalidRequest(
             "chat completions requires at least one message".to_string(),
         ));
     }
     if let Some(reason) = config.unsupported_reason(&messages, &request.optional_params) {
-        return Err(CoreError::Unsupported(reason.0));
+        return Err(Error::Unsupported(reason.0));
     }
+    Ok(ResolvedChatCompletionsRequest {
+        model,
+        config,
+        messages,
+        optional_params: request.optional_params,
+        api_key: request.api_key,
+        api_base: request.api_base,
+        extra_headers: request.extra_headers,
+        timeout: request.timeout,
+    })
+}
 
-    let mut headers = string_headers(request.extra_headers)?;
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+fn validate_environment(
+    request: &ResolvedChatCompletionsRequest<'_>,
+    model: &str,
+    config: &dyn ChatCompletionsProviderConfig,
+) -> Result<(Vec<(String, String)>, ChatCompletionsAuth), Error> {
+    let env_lookup = |key: &str| std::env::var(key).ok();
+    let mut headers = string_headers(request.extra_headers.clone())?;
     let auth = config.auth(
         request.api_key,
-        &model,
+        model,
         &request.optional_params,
         &env_lookup,
     )?;
@@ -95,7 +113,16 @@ pub(super) fn prepare_chat_completions_call(
             headers.push(((*name).to_string(), (*value).to_string()));
         }
     }
+    Ok((headers, auth))
+}
 
+pub(super) fn prepare_provider_request(
+    request: ResolvedChatCompletionsRequest<'_>,
+) -> Result<ProviderChatCompletionsRequest, Error> {
+    let (headers, auth) = validate_environment(&request, &request.model, request.config)?;
+    let model = request.model;
+    let config = request.config;
+    let env_lookup = |key: &str| std::env::var(key).ok();
     let url = config.complete_url(
         request.api_base,
         &model,
@@ -103,7 +130,7 @@ pub(super) fn prepare_chat_completions_call(
         &env_lookup,
     )?;
     let transformed =
-        config.transform_request(&model, messages, request.optional_params.clone())?;
+        config.transform_request(&model, request.messages, request.optional_params.clone())?;
 
     Ok(ProviderChatCompletionsRequest {
         model,
diff --git a/litellm-rust/crates/core/src/chat_completions/tests.rs b/litellm-rust/crates/core/src/chat_completions/tests.rs
index e2383723cb0..f8594dee447 100644
--- a/litellm-rust/crates/core/src/chat_completions/tests.rs
+++ b/litellm-rust/crates/core/src/chat_completions/tests.rs
@@ -1,10 +1,16 @@
 use serde_json::{Map, Value, json};
 
-use crate::error::CoreError;
+use crate::error::Error;
 
-use super::prepare::prepare_chat_completions_call;
+use super::prepare::{prepare_provider_request, resolve_request};
 use super::transformation::ChatCompletionsAuth;
-use super::types::ChatCompletionsRequest;
+use super::types::{ChatCompletionsRequest, ProviderChatCompletionsRequest};
+
+fn prepare_chat_completions_call(
+    request: ChatCompletionsRequest<'_>,
+) -> Result<ProviderChatCompletionsRequest, Error> {
+    prepare_provider_request(resolve_request(request)?)
+}
 
 fn request<'a>(
     model: &'a str,
@@ -29,7 +35,7 @@ fn request<'a>(
 
 /// `ProviderChatCompletionsRequest` deliberately has no `Debug` (its headers
 /// carry resolved credentials), so unwrap the failure case by hand.
-fn decline(request: ChatCompletionsRequest<'_>) -> CoreError {
+fn decline(request: ChatCompletionsRequest<'_>) -> Error {
     match prepare_chat_completions_call(request) {
         Err(error) => error,
         Ok(prepared) => panic!("expected a decline, prepared a call to {}", prepared.url),
@@ -196,7 +202,7 @@ fn declines_an_unsupported_request_before_resolving_credentials() {
     call.api_key = None;
     // No api_key is set and no env is consulted: the gate must run first, so the
     // error is the decline rather than a missing-credential error.
-    assert_eq!(decline(call), CoreError::Unsupported("streaming"));
+    assert_eq!(decline(call), Error::Unsupported("streaming"));
 }
 
 #[test]
@@ -208,7 +214,7 @@ fn rejects_an_unknown_provider() {
             json!([{"role": "user", "content": "hi"}]),
             json!({}),
         )),
-        CoreError::InvalidProvider("openai".to_string())
+        Error::InvalidProvider("openai".to_string())
     );
 }
 
@@ -221,7 +227,7 @@ fn rejects_a_model_with_no_resolvable_provider() {
             json!([{"role": "user", "content": "hi"}]),
             json!({}),
         )),
-        CoreError::InvalidProvider(_)
+        Error::InvalidProvider(_)
     ));
 }
 
@@ -234,7 +240,7 @@ fn rejects_an_empty_or_malformed_message_list() {
             json!([]),
             json!({}),
         )),
-        CoreError::InvalidRequest("chat completions requires at least one message".to_string())
+        Error::InvalidRequest("chat completions requires at least one message".to_string())
     );
     assert!(matches!(
         decline(request(
@@ -243,7 +249,7 @@ fn rejects_an_empty_or_malformed_message_list() {
             json!("not a list"),
             json!({}),
         )),
-        CoreError::InvalidRequest(_)
+        Error::InvalidRequest(_)
     ));
 }
 
@@ -258,7 +264,7 @@ fn rejects_non_string_extra_headers() {
     call.extra_headers = Some(Map::from_iter([("x-trace".to_string(), json!(7))]));
     assert_eq!(
         decline(call),
-        CoreError::InvalidRequest(
+        Error::InvalidRequest(
             "chat completions extra_headers.x-trace must be a string, got number".to_string()
         )
     );
@@ -374,7 +380,7 @@ async fn a_forwarded_header_the_signer_computes_declines_to_python() {
             .await
             .expect_err("{forwarded} should decline instead of being signed");
         assert!(
-            matches!(error, CoreError::Unsupported(_)),
+            matches!(error, Error::Unsupported(_)),
             "{forwarded} declined as {error:?}, which the host would not fall back on"
         );
     }
@@ -727,7 +733,7 @@ mod round_trip {
         .expect_err("response cannot be normalized");
         handle.await.expect("server task");
         assert!(
-            matches!(err, CoreError::InvalidResponse(_)),
+            matches!(err, Error::InvalidResponse(_)),
             "expected a post-send error, got {err:?}"
         );
     }
@@ -745,7 +751,7 @@ mod round_trip {
         .expect_err("response cannot be normalized");
         handle.await.expect("server task");
         assert!(
-            matches!(err, CoreError::InvalidResponse(_)),
+            matches!(err, Error::InvalidResponse(_)),
             "expected a post-send error, got {err:?}"
         );
     }
@@ -763,7 +769,7 @@ mod round_trip {
         .expect_err("upstream rejects");
         handle.await.expect("server task");
         assert!(
-            matches!(err, CoreError::Http { status: 429, .. }),
+            matches!(err, Error::Http { status: 429, .. }),
             "expected a 429, got {err:?}"
         );
     }
@@ -787,7 +793,7 @@ mod round_trip {
         .await
         .expect_err("nothing is listening");
         assert!(
-            matches!(err, CoreError::Connect(_)),
+            matches!(err, Error::Connect(_)),
             "expected a pre-send connect failure, got {err:?}"
         );
     }
@@ -797,24 +803,24 @@ mod round_trip {
         use crate::chat_completions::handler::as_response_error;
 
         for original in [
-            CoreError::MissingField("usage"),
-            CoreError::Unsupported("non-text response content block"),
-            CoreError::InvalidRequest("whatever".to_string()),
-            CoreError::Auth("whatever".to_string()),
+            Error::MissingField("usage"),
+            Error::Unsupported("non-text response content block"),
+            Error::InvalidRequest("whatever".to_string()),
+            Error::Auth("whatever".to_string()),
         ] {
             let label = format!("{original:?}");
             assert!(
-                matches!(as_response_error(original), CoreError::InvalidResponse(_)),
+                matches!(as_response_error(original), Error::InvalidResponse(_)),
                 "{label} must not stay retryable once the provider has answered"
             );
         }
         // An upstream status is already unambiguous, so it survives intact.
         assert!(matches!(
-            as_response_error(CoreError::Http {
+            as_response_error(Error::Http {
                 status: 500,
                 body: "boom".to_string()
             }),
-            CoreError::Http { status: 500, .. }
+            Error::Http { status: 500, .. }
         ));
     }
 }
diff --git a/litellm-rust/crates/core/src/chat_completions/transformation.rs b/litellm-rust/crates/core/src/chat_completions/transformation.rs
index a30ce9dc77c..d7b9704c46c 100644
--- a/litellm-rust/crates/core/src/chat_completions/transformation.rs
+++ b/litellm-rust/crates/core/src/chat_completions/transformation.rs
@@ -1,7 +1,6 @@
+use crate::Error;
 use serde_json::{Map, Value};
 
-use crate::error::CoreResult;
-
 use super::types::{
     ChatCompletionsResponse, ChatMessage, ChatMessageContent, ProviderChatRequestData,
     ProviderChatResponseData,
@@ -39,7 +38,7 @@ pub trait ChatCompletionsProviderConfig: Sync {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
 
     fn auth(
         &self,
@@ -47,7 +46,7 @@ pub trait ChatCompletionsProviderConfig: Sync {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<ChatCompletionsAuth>;
+    ) -> Result<ChatCompletionsAuth, Error>;
 
     fn default_headers(&self) -> &'static [(&'static str, &'static str)] {
         &[("content-type", "application/json")]
@@ -63,9 +62,8 @@ pub trait ChatCompletionsProviderConfig: Sync {
         false
     }
 
-    /// Provider parameter names (post-mapping) the Rust path knows how to place
-    /// in the upstream body. Anything outside this set declines the request.
-    fn supported_params(&self) -> &'static [&'static str];
+    /// Supported OpenAI parameter names paired with their provider names.
+    fn supported_openai_params(&self) -> &'static [(&'static str, &'static str)];
 
     /// Parameters consumed as call configuration (credentials, endpoints)
     /// rather than placed in the body. Accepted, never serialized.
@@ -79,7 +77,7 @@ pub trait ChatCompletionsProviderConfig: Sync {
         optional_params: &Map<String, Value>,
     ) -> Option<Unsupported> {
         unsupported_param(
-            self.supported_params(),
+            self.supported_openai_params(),
             self.config_params(),
             optional_params,
         )
@@ -91,17 +89,17 @@ pub trait ChatCompletionsProviderConfig: Sync {
         model: &str,
         messages: Vec<ChatMessage>,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<ProviderChatRequestData>;
+    ) -> Result<ProviderChatRequestData, Error>;
 
     fn transform_response(
         &self,
         model: &str,
         response: ProviderChatResponseData,
-    ) -> CoreResult<ChatCompletionsResponse>;
+    ) -> Result<ChatCompletionsResponse, Error>;
 }
 
 pub fn unsupported_param(
-    supported: &'static [&'static str],
+    supported: &'static [(&'static str, &'static str)],
     config: &'static [&'static str],
     optional_params: &Map<String, Value>,
 ) -> Option<Unsupported> {
@@ -116,7 +114,9 @@ pub fn unsupported_param(
         .keys()
         .any(|key| {
             key != STREAM_PARAM
-                && !supported.contains(&key.as_str())
+                && !supported
+                    .iter()
+                    .any(|(_, provider_name)| *provider_name == key)
                 && !config.contains(&key.as_str())
         })
         .then_some(Unsupported("unrecognized request parameter"))
diff --git a/litellm-rust/crates/core/src/chat_completions/types.rs b/litellm-rust/crates/core/src/chat_completions/types.rs
index 35dd543a986..3238d09b6b5 100644
--- a/litellm-rust/crates/core/src/chat_completions/types.rs
+++ b/litellm-rust/crates/core/src/chat_completions/types.rs
@@ -22,6 +22,17 @@ pub struct ChatCompletionsRequest<'a> {
     pub timeout: Option<Duration>,
 }
 
+pub(super) struct ResolvedChatCompletionsRequest<'a> {
+    pub(super) model: String,
+    pub(super) config: &'static dyn ChatCompletionsProviderConfig,
+    pub(super) messages: Vec<ChatMessage>,
+    pub(super) optional_params: Map<String, Value>,
+    pub(super) api_key: Option<&'a str>,
+    pub(super) api_base: Option<&'a str>,
+    pub(super) extra_headers: Option<Map<String, Value>>,
+    pub(super) timeout: Option<Duration>,
+}
+
 pub(super) struct ProviderChatCompletionsRequest {
     pub(super) model: String,
     pub(super) config: &'static dyn ChatCompletionsProviderConfig,
diff --git a/litellm-rust/crates/core/src/constants.rs b/litellm-rust/crates/core/src/constants.rs
index e1ac0a4fc8f..fc81f4fa029 100644
--- a/litellm-rust/crates/core/src/constants.rs
+++ b/litellm-rust/crates/core/src/constants.rs
@@ -30,6 +30,8 @@ pub(crate) const CHAT_COMPLETIONS_TIMEOUT_SECS: u64 = 600;
 /// Connect timeout for chat completions provider calls, in seconds.
 pub(crate) const CHAT_COMPLETIONS_CONNECT_TIMEOUT_SECS: u64 = 10;
 
+pub(crate) const AUDIO_TRANSCRIPTION_TIMEOUT_SECS: u64 = 600;
+
 /// `object` field every non-streaming chat completion response carries.
 pub const CHAT_COMPLETION_OBJECT: &str = "chat.completion";
 
@@ -39,3 +41,5 @@ pub const CHAT_COMPLETION_OBJECT: &str = "chat.completion";
 /// `litellm/litellm_core_utils/prompt_templates/factory.py`.
 pub const EMPTY_TEXT_PLACEHOLDER: &str =
     "[System: Empty message content sanitised to satisfy protocol]";
+
+pub const FUNCTION_TRACE_TARGET: &str = "litellm::function_trace";
diff --git a/litellm-rust/crates/core/src/error.rs b/litellm-rust/crates/core/src/error.rs
index 739532f8cb5..db3fa2ec704 100644
--- a/litellm-rust/crates/core/src/error.rs
+++ b/litellm-rust/crates/core/src/error.rs
@@ -1,9 +1,7 @@
-use thiserror::Error;
+use thiserror::Error as ThisError;
 
-pub type CoreResult<T> = Result<T, CoreError>;
-
-#[derive(Debug, Error, PartialEq, Eq)]
-pub enum CoreError {
+#[derive(Debug, ThisError, PartialEq, Eq)]
+pub enum Error {
     #[error("expected {expected}, got {actual}")]
     InvalidType {
         expected: &'static str,
diff --git a/litellm-rust/crates/core/src/http_utils.rs b/litellm-rust/crates/core/src/http_utils.rs
index c541f50275b..cb472dd5a57 100644
--- a/litellm-rust/crates/core/src/http_utils.rs
+++ b/litellm-rust/crates/core/src/http_utils.rs
@@ -3,7 +3,14 @@
 use serde_json::{Map, Value};
 
 use crate::constants::UPSTREAM_ERROR_BODY_MAX_CHARS;
-use crate::error::{CoreError, CoreResult, json_type_name};
+use crate::error::{Error, json_type_name};
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub async fn http_request(
+    request: reqwest::RequestBuilder,
+) -> Result<reqwest::Response, reqwest::Error> {
+    request.send().await
+}
 
 /// Bound an upstream error body before it crosses a host boundary, so provider
 /// bodies stay data-minimized.
@@ -18,7 +25,7 @@ pub fn truncate_error_body(body: &str) -> String {
 pub fn string_headers(
     context: &'static str,
     extra_headers: Option<Map<String, Value>>,
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     extra_headers
         .unwrap_or_default()
         .into_iter()
@@ -27,7 +34,7 @@ pub fn string_headers(
                 .as_str()
                 .map(|value| (key.clone(), value.to_string()))
                 .ok_or_else(|| {
-                    CoreError::InvalidRequest(format!(
+                    Error::InvalidRequest(format!(
                         "{context} extra_headers.{key} must be a string, got {}",
                         json_type_name(&value)
                     ))
@@ -81,7 +88,7 @@ mod tests {
         let err = string_headers("chat completions", Some(headers)).expect_err("non-string value");
         assert_eq!(
             err,
-            CoreError::InvalidRequest(
+            Error::InvalidRequest(
                 "chat completions extra_headers.x-trace must be a string, got number".to_string()
             )
         );
@@ -94,6 +101,23 @@ mod tests {
         assert!(!has_header(&headers, "authorization"));
     }
 
+    #[test]
+    fn auth_header_detection_is_case_insensitive() {
+        let headers = vec![
+            ("x-trace-id".to_string(), "trace-1".to_string()),
+            ("authorization".to_string(), "Bearer sk-test".to_string()),
+        ];
+
+        assert!(has_header(&headers, "authorization"));
+
+        let headers = vec![("Authorization".to_string(), "Bearer sk-test".to_string())];
+
+        assert!(has_header(&headers, "authorization"));
+
+        let headers = vec![("x-trace-id".to_string(), "trace-1".to_string())];
+        assert!(!has_header(&headers, "authorization"));
+    }
+
     #[test]
     fn bearer_detection_requires_a_non_empty_token() {
         assert!(has_bearer_auth(&[(
diff --git a/litellm-rust/crates/core/src/lib.rs b/litellm-rust/crates/core/src/lib.rs
index dce4a425ea0..b93e084f57e 100644
--- a/litellm-rust/crates/core/src/lib.rs
+++ b/litellm-rust/crates/core/src/lib.rs
@@ -6,6 +6,8 @@ pub mod constants;
 pub mod error;
 pub mod http_utils;
 pub mod messages;
+#[cfg(any(feature = "observability", test))]
+pub mod observability;
 pub mod ocr;
 pub mod providers;
 pub mod realtime;
@@ -13,4 +15,4 @@ pub mod responses;
 pub mod router;
 pub mod routing_utils;
 
-pub use error::{CoreError, CoreResult};
+pub use error::Error;
diff --git a/litellm-rust/crates/core/src/messages/common_utils.rs b/litellm-rust/crates/core/src/messages/common_utils.rs
index a14dffbc1fe..8f0f6652fa4 100644
--- a/litellm-rust/crates/core/src/messages/common_utils.rs
+++ b/litellm-rust/crates/core/src/messages/common_utils.rs
@@ -1,9 +1,8 @@
-use serde_json::{Map, Value};
-
-use crate::error::CoreResult;
+use crate::Error;
 use crate::http_utils::string_headers as shared_string_headers;
 use crate::providers::anthropic::messages::transformation::ANTHROPIC_MESSAGES_CONFIG;
 use crate::providers::azure_ai::messages::transformation::AZURE_ANTHROPIC_MESSAGES_CONFIG;
+use serde_json::{Map, Value};
 
 use super::transformation::AnthropicMessagesProviderConfig;
 
@@ -11,6 +10,7 @@ pub(super) use crate::http_utils::{has_bearer_auth, has_header, truncate_error_b
 
 const HEADER_CONTEXT: &str = "messages";
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) fn messages_provider_config(
     provider: &str,
 ) -> Option<&'static dyn AnthropicMessagesProviderConfig> {
@@ -23,6 +23,6 @@ pub(super) fn messages_provider_config(
 
 pub(super) fn string_headers(
     extra_headers: Option<Map<String, Value>>,
-) -> CoreResult<Vec<(String, String)>> {
+) -> Result<Vec<(String, String)>, Error> {
     shared_string_headers(HEADER_CONTEXT, extra_headers)
 }
diff --git a/litellm-rust/crates/core/src/messages/handler.rs b/litellm-rust/crates/core/src/messages/handler.rs
index 1c895f66eba..61ff81bcdc8 100644
--- a/litellm-rust/crates/core/src/messages/handler.rs
+++ b/litellm-rust/crates/core/src/messages/handler.rs
@@ -1,13 +1,17 @@
 use crate::constants::ANTHROPIC_MESSAGES_PROVIDER;
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
+use crate::http_utils::http_request;
 
 use super::client::http_client;
 use super::common_utils::truncate_error_body;
-use super::types::{AnthropicMessagesResponse, ProviderMessagesRequest};
+use super::prepare::prepare_provider_request;
+use super::types::{AnthropicMessagesResponse, MessagesRequest};
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub(super) async fn execute_messages_provider_call(
-    request: ProviderMessagesRequest,
-) -> CoreResult<AnthropicMessagesResponse> {
+    request: MessagesRequest<'_>,
+) -> Result<AnthropicMessagesResponse, Error> {
+    let request = prepare_provider_request(request)?;
     let mut request_builder = http_client().post(&request.url).json(&request.body);
     for (key, value) in &request.upstream_headers {
         request_builder = request_builder.header(key, value);
@@ -16,35 +20,34 @@ pub(super) async fn execute_messages_provider_call(
         request_builder = request_builder.timeout(duration);
     }
 
-    let response = request_builder
-        .send()
+    let response = http_request(request_builder)
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
 
     let status = response.status();
     let text = response
         .text()
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
 
     if !status.is_success() {
-        return Err(CoreError::Http {
+        return Err(Error::Http {
             status: status.as_u16(),
             body: truncate_error_body(&text),
         });
     }
 
-    let response = serde_json::from_str(&text).map_err(|err| {
-        CoreError::InvalidResponse(format!("invalid messages response JSON: {err}"))
-    })?;
+    let response = serde_json::from_str(&text)
+        .map_err(|err| Error::InvalidResponse(format!("invalid messages response JSON: {err}")))?;
     request.config.transform_response(&request.model, response)
 }
 
 pub(super) async fn execute_messages_provider_stream(
-    request: ProviderMessagesRequest,
-) -> CoreResult<reqwest::Response> {
+    request: MessagesRequest<'_>,
+) -> Result<reqwest::Response, Error> {
+    let request = prepare_provider_request(request)?;
     if request.provider != ANTHROPIC_MESSAGES_PROVIDER {
-        return Err(CoreError::InvalidRequest(
+        return Err(Error::InvalidRequest(
             "streaming messages is not supported for this provider".to_string(),
         ));
     }
@@ -57,17 +60,16 @@ pub(super) async fn execute_messages_provider_stream(
         request_builder = request_builder.timeout(duration);
     }
 
-    let response = request_builder
-        .send()
+    let response = http_request(request_builder)
         .await
-        .map_err(|err| CoreError::Network(err.to_string()))?;
+        .map_err(|err| Error::Network(err.to_string()))?;
     let status = response.status();
     if !status.is_success() {
         let text = response
             .text()
             .await
-            .map_err(|err| CoreError::Network(err.to_string()))?;
-        return Err(CoreError::Http {
+            .map_err(|err| Error::Network(err.to_string()))?;
+        return Err(Error::Http {
             status: status.as_u16(),
             body: truncate_error_body(&text),
         });
diff --git a/litellm-rust/crates/core/src/messages/mod.rs b/litellm-rust/crates/core/src/messages/mod.rs
index acb36d89daf..cfa8bda1104 100644
--- a/litellm-rust/crates/core/src/messages/mod.rs
+++ b/litellm-rust/crates/core/src/messages/mod.rs
@@ -7,6 +7,7 @@
 //! is the streaming variant; it hands the raw upstream response back so a host
 //! can splice the event stream to its own caller.
 
+use crate::Error;
 mod client;
 mod common_utils;
 mod handler;
@@ -14,18 +15,16 @@ mod prepare;
 pub mod transformation;
 pub mod types;
 
-use crate::error::CoreResult;
-
 use handler::{execute_messages_provider_call, execute_messages_provider_stream};
-use prepare::prepare_messages_call;
 use types::{AnthropicMessagesResponse, MessagesRequest};
 
-pub async fn messages(request: MessagesRequest<'_>) -> CoreResult<AnthropicMessagesResponse> {
-    execute_messages_provider_call(prepare_messages_call(request)?).await
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub async fn messages(request: MessagesRequest<'_>) -> Result<AnthropicMessagesResponse, Error> {
+    execute_messages_provider_call(request).await
 }
 
-pub async fn messages_stream(request: MessagesRequest<'_>) -> CoreResult<reqwest::Response> {
-    execute_messages_provider_stream(prepare_messages_call(request)?).await
+pub async fn messages_stream(request: MessagesRequest<'_>) -> Result<reqwest::Response, Error> {
+    execute_messages_provider_stream(request).await
 }
 
 #[cfg(test)]
diff --git a/litellm-rust/crates/core/src/messages/prepare.rs b/litellm-rust/crates/core/src/messages/prepare.rs
index 94b5b1eaed7..ec83d03f535 100644
--- a/litellm-rust/crates/core/src/messages/prepare.rs
+++ b/litellm-rust/crates/core/src/messages/prepare.rs
@@ -1,13 +1,14 @@
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use crate::routing_utils::provider::{CustomLlmProvider, get_custom_llm_provider};
 
 use super::common_utils::{has_bearer_auth, has_header, messages_provider_config, string_headers};
-use super::transformation::MessagesAuthStrategy;
+use super::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 use super::types::{MessagesRequest, ProviderMessagesRequest};
+use serde_json::{Map, Value};
 
-pub(super) fn prepare_messages_call(
+pub(super) fn prepare_provider_request(
     request: MessagesRequest<'_>,
-) -> CoreResult<ProviderMessagesRequest> {
+) -> Result<ProviderMessagesRequest, Error> {
     let provider_info = get_custom_llm_provider(request.model, request.custom_llm_provider)
         .or_else(|| {
             request
@@ -18,7 +19,7 @@ pub(super) fn prepare_messages_call(
                 })
         })
         .ok_or_else(|| {
-            CoreError::InvalidProvider(
+            Error::InvalidProvider(
                 "unable to resolve custom_llm_provider for messages request".to_string(),
             )
         })?;
@@ -26,16 +27,49 @@ pub(super) fn prepare_messages_call(
     let provider = provider_info.custom_llm_provider;
 
     let config = messages_provider_config(provider)
-        .ok_or_else(|| CoreError::InvalidProvider(provider.to_string()))?;
+        .ok_or_else(|| Error::InvalidProvider(provider.to_string()))?;
     let env_lookup = |key: &str| std::env::var(key).ok();
 
-    let mut headers = string_headers(request.extra_headers)?;
+    let headers =
+        validate_environment(config, request.extra_headers, request.api_key, &env_lookup)?;
+
+    let typed_request = serde_json::from_value(request.body).map_err(|err| {
+        Error::InvalidRequest(format!("invalid Anthropic messages request: {err}"))
+    })?;
+    let transformed = config.transform_request(typed_request)?;
+    let body = serde_json::to_value(transformed).map_err(|err| {
+        Error::InvalidRequest(format!(
+            "failed to serialize Anthropic messages request: {err}"
+        ))
+    })?;
+
+    let url = config.complete_url(request.api_base, &model, &env_lookup)?;
+
+    Ok(ProviderMessagesRequest {
+        provider: provider.to_string(),
+        model,
+        config,
+        url,
+        body,
+        upstream_headers: headers,
+        timeout: request.timeout,
+    })
+}
+
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+fn validate_environment(
+    config: &dyn AnthropicMessagesProviderConfig,
+    extra_headers: Option<Map<String, Value>>,
+    api_key: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<Vec<(String, String)>, Error> {
+    let mut headers = string_headers(extra_headers)?;
 
     let auth_strategy = config.auth_strategy();
     let already_authorized = has_header(&headers, auth_strategy.header_name())
         || (config.accepts_bearer_auth() && has_bearer_auth(&headers));
     if !already_authorized {
-        let api_key = config.resolve_api_key(request.api_key, &env_lookup)?;
+        let api_key = config.resolve_api_key(api_key, env_lookup)?;
         let auth_header = match auth_strategy {
             MessagesAuthStrategy::Bearer => {
                 ("authorization".to_string(), format!("Bearer {api_key}"))
@@ -51,24 +85,5 @@ pub(super) fn prepare_messages_call(
         }
     }
 
-    let url = config.complete_url(request.api_base, &model, &env_lookup)?;
-    let typed_request = serde_json::from_value(request.body).map_err(|err| {
-        CoreError::InvalidRequest(format!("invalid Anthropic messages request: {err}"))
-    })?;
-    let transformed = config.transform_request(typed_request)?;
-    let body = serde_json::to_value(transformed).map_err(|err| {
-        CoreError::InvalidRequest(format!(
-            "failed to serialize Anthropic messages request: {err}"
-        ))
-    })?;
-
-    Ok(ProviderMessagesRequest {
-        provider: provider.to_string(),
-        model,
-        config,
-        url,
-        body,
-        upstream_headers: headers,
-        timeout: request.timeout,
-    })
+    Ok(headers)
 }
diff --git a/litellm-rust/crates/core/src/messages/tests.rs b/litellm-rust/crates/core/src/messages/tests.rs
index 9fc1763683b..df9f7051011 100644
--- a/litellm-rust/crates/core/src/messages/tests.rs
+++ b/litellm-rust/crates/core/src/messages/tests.rs
@@ -4,7 +4,7 @@ use serde_json::{Map, Value, json};
 use tokio::io::{AsyncReadExt, AsyncWriteExt};
 use tokio::net::{TcpListener, TcpStream};
 
-use crate::error::CoreError;
+use crate::error::Error;
 
 use super::common_utils::{
     has_bearer_auth, has_header, messages_provider_config, string_headers, truncate_error_body,
@@ -77,7 +77,7 @@ fn truncate_error_body_caps_long_payloads() {
 fn string_headers_rejects_non_string_values() {
     let headers = json!({"x-count": 3}).as_object().unwrap().clone();
     let err = string_headers(Some(headers)).expect_err("non-string header rejected");
-    assert!(matches!(err, CoreError::InvalidRequest(_)));
+    assert!(matches!(err, Error::InvalidRequest(_)));
 }
 
 #[test]
@@ -341,7 +341,7 @@ async fn messages_requires_auth_when_no_key_and_no_header() {
     .await
     .expect_err("missing auth errors");
 
-    assert!(matches!(err, CoreError::Auth(_)));
+    assert!(matches!(err, Error::Auth(_)));
 }
 
 #[tokio::test]
@@ -420,7 +420,7 @@ async fn messages_maps_provider_error_status_to_http_error() {
     .await
     .expect_err("provider error propagates");
 
-    assert!(matches!(err, CoreError::Http { status: 401, .. }));
+    assert!(matches!(err, Error::Http { status: 401, .. }));
 }
 
 #[tokio::test]
@@ -437,5 +437,5 @@ async fn messages_rejects_unsupported_provider() {
     .await
     .expect_err("unsupported provider errors");
 
-    assert!(matches!(err, CoreError::InvalidProvider(provider) if provider == "openai"));
+    assert!(matches!(err, Error::InvalidProvider(provider) if provider == "openai"));
 }
diff --git a/litellm-rust/crates/core/src/messages/transformation.rs b/litellm-rust/crates/core/src/messages/transformation.rs
index b478e20d24b..a5904c085a0 100644
--- a/litellm-rust/crates/core/src/messages/transformation.rs
+++ b/litellm-rust/crates/core/src/messages/transformation.rs
@@ -1,6 +1,5 @@
-use crate::error::CoreResult;
-
 use super::types::{AnthropicMessagesRequest, AnthropicMessagesResponse};
+use crate::Error;
 
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
 pub enum MessagesAuthStrategy {
@@ -23,13 +22,13 @@ pub trait AnthropicMessagesProviderConfig: Sync {
         api_base: Option<&str>,
         model: &str,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
 
     fn resolve_api_key(
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
 
     fn auth_strategy(&self) -> MessagesAuthStrategy {
         MessagesAuthStrategy::Header("x-api-key")
@@ -46,18 +45,20 @@ pub trait AnthropicMessagesProviderConfig: Sync {
         ]
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_request(
         &self,
         request: AnthropicMessagesRequest,
-    ) -> CoreResult<AnthropicMessagesRequest> {
+    ) -> Result<AnthropicMessagesRequest, Error> {
         Ok(request)
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_response(
         &self,
         _model: &str,
         response: AnthropicMessagesResponse,
-    ) -> CoreResult<AnthropicMessagesResponse> {
+    ) -> Result<AnthropicMessagesResponse, Error> {
         Ok(response)
     }
 }
diff --git a/litellm-rust/crates/core/src/observability/function_trace.rs b/litellm-rust/crates/core/src/observability/function_trace.rs
new file mode 100644
index 00000000000..2031e35901c
--- /dev/null
+++ b/litellm-rust/crates/core/src/observability/function_trace.rs
@@ -0,0 +1,215 @@
+use std::collections::HashMap;
+use std::sync::{Arc, Mutex};
+
+use serde::Serialize;
+use tracing::span::{Attributes, Id};
+use tracing::{Dispatch, Subscriber};
+use tracing_subscriber::layer::Context;
+use tracing_subscriber::prelude::*;
+use tracing_subscriber::registry::LookupSpan;
+use tracing_subscriber::{Layer, Registry};
+
+use super::function_trace_filter;
+
+#[derive(Clone, Debug, PartialEq, Serialize)]
+pub struct FunctionTraceEvent {
+    pub id: usize,
+    pub parent_id: Option<usize>,
+    pub function: &'static str,
+    pub module_path: Option<&'static str>,
+    pub file: Option<&'static str>,
+    pub line: Option<u32>,
+}
+
+#[derive(Clone, Default)]
+pub struct FunctionTrace {
+    events: Arc<Mutex<Vec<FunctionTraceEvent>>>,
+    span_events: Arc<Mutex<HashMap<Id, usize>>>,
+}
+
+impl FunctionTrace {
+    pub fn dispatcher(&self) -> Dispatch {
+        Dispatch::new(
+            Registry::default().with(
+                FunctionTraceLayer {
+                    trace: self.clone(),
+                }
+                .with_filter(function_trace_filter()),
+            ),
+        )
+    }
+
+    pub fn events(&self) -> Vec<FunctionTraceEvent> {
+        self.events
+            .lock()
+            .unwrap_or_else(|error| error.into_inner())
+            .clone()
+    }
+}
+
+struct FunctionTraceLayer {
+    trace: FunctionTrace,
+}
+
+impl<S> Layer<S> for FunctionTraceLayer
+where
+    S: Subscriber + for<'lookup> LookupSpan<'lookup>,
+{
+    fn on_new_span(&self, attributes: &Attributes<'_>, id: &Id, context: Context<'_, S>) {
+        let parent_id = context.span(id).and_then(|span| {
+            let span_events = self
+                .trace
+                .span_events
+                .lock()
+                .unwrap_or_else(|error| error.into_inner());
+            span.scope()
+                .skip(1)
+                .find_map(|ancestor| span_events.get(&ancestor.id()).copied())
+        });
+        let mut events = self
+            .trace
+            .events
+            .lock()
+            .unwrap_or_else(|error| error.into_inner());
+        let event_id = events.len();
+        events.push(FunctionTraceEvent {
+            id: event_id,
+            parent_id,
+            function: attributes.metadata().name(),
+            module_path: attributes.metadata().module_path(),
+            file: attributes.metadata().file(),
+            line: attributes.metadata().line(),
+        });
+        self.trace
+            .span_events
+            .lock()
+            .unwrap_or_else(|error| error.into_inner())
+            .insert(id.clone(), event_id);
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use crate::constants::FUNCTION_TRACE_TARGET;
+
+    use super::*;
+
+    fn event(
+        id: usize,
+        parent_id: Option<usize>,
+        function: &'static str,
+    ) -> (usize, Option<usize>, &'static str) {
+        (id, parent_id, function)
+    }
+
+    fn structural_events(
+        events: &[FunctionTraceEvent],
+    ) -> Vec<(usize, Option<usize>, &'static str)> {
+        events
+            .iter()
+            .map(|event| (event.id, event.parent_id, event.function))
+            .collect()
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    async fn outer() {
+        tokio::task::yield_now().await;
+        inner().await;
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    async fn inner() {
+        tokio::task::yield_now().await;
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    async fn concurrent_parent() {
+        tokio::join!(inner(), inner());
+    }
+
+    #[tokio::test]
+    async fn concurrent_futures_keep_separate_traces_across_yields() {
+        use tracing::instrument::WithSubscriber;
+
+        let first = FunctionTrace::default();
+        let second = FunctionTrace::default();
+        let outside = FunctionTrace::default();
+
+        async {
+            tokio::join!(
+                outer().with_subscriber(first.dispatcher()),
+                inner().with_subscriber(second.dispatcher()),
+            );
+            inner().await;
+        }
+        .with_subscriber(outside.dispatcher())
+        .await;
+
+        assert_eq!(
+            structural_events(&first.events()),
+            vec![event(0, None, "outer"), event(1, Some(0), "inner")],
+        );
+        assert_eq!(
+            structural_events(&second.events()),
+            vec![event(0, None, "inner")],
+        );
+        assert_eq!(
+            structural_events(&outside.events()),
+            vec![event(0, None, "inner")],
+        );
+    }
+
+    #[tokio::test]
+    async fn concurrent_siblings_keep_the_same_parent() {
+        use tracing::instrument::WithSubscriber;
+
+        let trace = FunctionTrace::default();
+        concurrent_parent()
+            .with_subscriber(trace.dispatcher())
+            .await;
+
+        assert_eq!(
+            structural_events(&trace.events()),
+            vec![
+                event(0, None, "concurrent_parent"),
+                event(1, Some(0), "inner"),
+                event(2, Some(0), "inner"),
+            ]
+        );
+    }
+
+    #[test]
+    fn records_matching_spans_in_creation_order() {
+        let trace = FunctionTrace::default();
+        let dispatch = trace.dispatcher();
+
+        tracing::dispatcher::with_default(&dispatch, || {
+            let _ignored = tracing::trace_span!(target: "other", "ignored");
+            let _first = tracing::trace_span!(target: FUNCTION_TRACE_TARGET, "same_name");
+            let _wrong_level = tracing::debug_span!(target: FUNCTION_TRACE_TARGET, "wrong_level");
+            let _second = tracing::trace_span!(target: FUNCTION_TRACE_TARGET, "same_name");
+        });
+
+        assert_eq!(
+            structural_events(&trace.events()),
+            vec![event(0, None, "same_name"), event(1, None, "same_name")]
+        );
+    }
+
+    #[test]
+    fn records_matching_span_nesting_depth() {
+        let trace = FunctionTrace::default();
+        let dispatch = trace.dispatcher();
+
+        tracing::dispatcher::with_default(&dispatch, || {
+            let outer = tracing::trace_span!(target: FUNCTION_TRACE_TARGET, "outer");
+            let _outer_guard = outer.enter();
+            let _inner = tracing::trace_span!(target: FUNCTION_TRACE_TARGET, "inner");
+        });
+
+        assert_eq!(
+            structural_events(&trace.events()),
+            vec![event(0, None, "outer"), event(1, Some(0), "inner")]
+        );
+    }
+}
diff --git a/litellm-rust/crates/core/src/observability/mod.rs b/litellm-rust/crates/core/src/observability/mod.rs
new file mode 100644
index 00000000000..3f9da8e2bb4
--- /dev/null
+++ b/litellm-rust/crates/core/src/observability/mod.rs
@@ -0,0 +1,59 @@
+use tracing::span::Id;
+use tracing::{Level, Metadata, Subscriber};
+use tracing_subscriber::filter::{FilterFn, LevelFilter, filter_fn};
+use tracing_subscriber::layer::Context;
+use tracing_subscriber::registry::LookupSpan;
+
+use crate::constants::FUNCTION_TRACE_TARGET;
+
+pub mod function_trace;
+
+pub use function_trace::{FunctionTrace, FunctionTraceEvent};
+
+pub fn function_trace_filter() -> FilterFn<impl Fn(&Metadata<'_>) -> bool> {
+    filter_fn(|metadata| {
+        metadata.is_span()
+            && metadata.target() == FUNCTION_TRACE_TARGET
+            && *metadata.level() == Level::TRACE
+    })
+    .with_max_level_hint(LevelFilter::TRACE)
+}
+
+pub fn span_depth<S>(context: &Context<'_, S>, id: &Id) -> usize
+where
+    S: Subscriber + for<'lookup> LookupSpan<'lookup>,
+{
+    context
+        .span(id)
+        .map(|span| span.scope().skip(1).count())
+        .unwrap_or_default()
+}
+
+#[cfg(test)]
+mod tests {
+    use tracing::instrument::WithSubscriber;
+
+    use super::*;
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    async fn instrumented_with_literal_target() {}
+
+    #[tokio::test]
+    async fn literal_instrument_target_matches_filter_constant() {
+        assert_eq!(FUNCTION_TRACE_TARGET, "litellm::function_trace");
+
+        let trace = FunctionTrace::default();
+        instrumented_with_literal_target()
+            .with_subscriber(trace.dispatcher())
+            .await;
+
+        let events = trace.events();
+        assert_eq!(events.len(), 1);
+        assert_eq!(events[0].id, 0);
+        assert_eq!(events[0].parent_id, None);
+        assert_eq!(events[0].function, "instrumented_with_literal_target");
+        assert_eq!(events[0].module_path, Some(module_path!()));
+        assert_eq!(events[0].file, Some(file!()));
+        assert!(events[0].line.is_some());
+    }
+}
diff --git a/litellm-rust/crates/core/src/ocr/transformation.rs b/litellm-rust/crates/core/src/ocr/transformation.rs
index cb3e735e533..62299faf9ed 100644
--- a/litellm-rust/crates/core/src/ocr/transformation.rs
+++ b/litellm-rust/crates/core/src/ocr/transformation.rs
@@ -1,7 +1,6 @@
+use crate::Error;
 use serde_json::{Map, Value};
 
-use crate::CoreResult;
-
 use super::types::{OcrRequestData, OcrResponseData};
 
 #[derive(Clone, Copy, Debug, PartialEq, Eq)]
@@ -28,6 +27,7 @@ pub enum OcrResponseHandling {
 pub trait OcrProviderConfig: Sync {
     fn supported_ocr_params(&self) -> &'static [&'static str];
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
         let mut mapped_params = Map::new();
         for (param, value) in non_default_params {
@@ -43,13 +43,22 @@ pub trait OcrProviderConfig: Sync {
         model: &str,
         document: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData>;
+    ) -> Result<OcrRequestData, Error>;
 
     fn transform_ocr_response(
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData>;
+    ) -> Result<OcrResponseData, Error>;
+
+    fn transform_ocr_response_with_params(
+        &self,
+        model: &str,
+        response_json: Value,
+        _optional_params: &Map<String, Value>,
+    ) -> Result<OcrResponseData, Error> {
+        self.transform_ocr_response(model, response_json)
+    }
 
     fn complete_url(
         &self,
@@ -57,13 +66,32 @@ pub trait OcrProviderConfig: Sync {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
 
     fn resolve_api_key(
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String>;
+    ) -> Result<String, Error>;
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    fn validate_environment(
+        &self,
+        headers: Vec<(String, String)>,
+        api_key: Option<&str>,
+        env_lookup: &dyn Fn(&str) -> Option<String>,
+    ) -> Result<Vec<(String, String)>, Error> {
+        let strategy = self.auth_strategy();
+        if crate::http_utils::has_header(&headers, strategy.header_name()) {
+            return Ok(headers);
+        }
+        let api_key = self.resolve_api_key(api_key, env_lookup)?;
+        let auth_header = match strategy {
+            OcrAuthStrategy::Bearer => ("Authorization".to_string(), format!("Bearer {api_key}")),
+            OcrAuthStrategy::Header(name) => (name.to_string(), api_key),
+        };
+        Ok(std::iter::once(auth_header).chain(headers).collect())
+    }
 
     fn auth_strategy(&self) -> OcrAuthStrategy {
         OcrAuthStrategy::Bearer
diff --git a/litellm-rust/crates/core/src/ocr/types.rs b/litellm-rust/crates/core/src/ocr/types.rs
index 1a72b8f1d66..71cdb232a87 100644
--- a/litellm-rust/crates/core/src/ocr/types.rs
+++ b/litellm-rust/crates/core/src/ocr/types.rs
@@ -1,5 +1,5 @@
 use serde::{Deserialize, Serialize};
-use serde_json::Value;
+use serde_json::{Map, Value};
 
 #[derive(Clone, Debug, PartialEq, Serialize, Deserialize)]
 pub struct OcrRequestData {
@@ -14,16 +14,25 @@ pub struct OcrResponseData {
     pub document_annotation: Option<Value>,
     pub usage_info: Option<Value>,
     pub object: String,
+    pub extra_fields: Map<String, Value>,
+    pub provider_native_response: Option<Value>,
 }
 
 impl OcrResponseData {
     pub fn into_json(self) -> Value {
-        serde_json::json!({
+        let mut response = serde_json::json!({
             "pages": self.pages,
             "model": self.model,
             "document_annotation": self.document_annotation,
             "usage_info": self.usage_info,
             "object": self.object,
-        })
+        });
+        if let Value::Object(object) = &mut response {
+            object.extend(self.extra_fields);
+            if let Some(native_response) = self.provider_native_response {
+                object.insert("provider_native_response".to_string(), native_response);
+            }
+        }
+        response
     }
 }
diff --git a/litellm-rust/crates/core/src/providers/anthropic/chat_completions/tests.rs b/litellm-rust/crates/core/src/providers/anthropic/chat_completions/tests.rs
index 4534ac0182c..b22de6c47de 100644
--- a/litellm-rust/crates/core/src/providers/anthropic/chat_completions/tests.rs
+++ b/litellm-rust/crates/core/src/providers/anthropic/chat_completions/tests.rs
@@ -1,4 +1,5 @@
 use super::*;
+use crate::Error;
 use serde_json::json;
 
 fn messages(value: Value) -> Vec<ChatMessage> {
@@ -19,7 +20,7 @@ fn transform(model: &str, msgs: Value, opts: Value) -> Value {
         .body
 }
 
-fn transform_response(body: Value) -> CoreResult<ChatCompletionsResponse> {
+fn transform_response(body: Value) -> Result<ChatCompletionsResponse, Error> {
     ANTHROPIC_CHAT_COMPLETIONS_CONFIG
         .transform_response("claude-sonnet-4-5", ProviderChatResponseData { body })
 }
@@ -390,29 +391,26 @@ fn declines_a_response_carrying_a_non_text_block() {
         "usage": {"input_tokens": 1, "output_tokens": 1}
     }))
     .expect_err("non-text block");
-    assert_eq!(
-        err,
-        CoreError::Unsupported("non-text response content block")
-    );
+    assert_eq!(err, Error::Unsupported("non-text response content block"));
 }
 
 #[test]
 fn errors_on_a_response_missing_required_fields() {
     assert_eq!(
         transform_response(json!("nope")).expect_err("not an object"),
-        CoreError::InvalidResponse("messages response is not an object".to_string())
+        Error::InvalidResponse("messages response is not an object".to_string())
     );
     assert_eq!(
         transform_response(json!({"model": "m", "usage": {}})).expect_err("no content"),
-        CoreError::MissingField("content")
+        Error::MissingField("content")
     );
     assert_eq!(
         transform_response(json!({"model": "m", "content": []})).expect_err("no usage"),
-        CoreError::MissingField("usage")
+        Error::MissingField("usage")
     );
     assert_eq!(
         transform_response(json!({"content": [], "usage": {}})).expect_err("no model"),
-        CoreError::MissingField("model")
+        Error::MissingField("model")
     );
 }
 
diff --git a/litellm-rust/crates/core/src/providers/anthropic/chat_completions/transformation.rs b/litellm-rust/crates/core/src/providers/anthropic/chat_completions/transformation.rs
index 3658642b539..a7d5a8ad0cf 100644
--- a/litellm-rust/crates/core/src/providers/anthropic/chat_completions/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/anthropic/chat_completions/transformation.rs
@@ -10,7 +10,7 @@ use crate::chat_completions::types::{
     ProviderChatRequestData, ProviderChatResponseData,
 };
 use crate::constants::ANTHROPIC_OAUTH_TOKEN_PREFIX;
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use crate::providers::anthropic::messages::transformation::{
     complete_anthropic_url, resolve_anthropic_api_key,
 };
@@ -27,7 +27,12 @@ use crate::chat_completions::response_utils::{finish_reason_for, unix_now, usage
 /// per-model gate inside `transform_request`, the function this route replaces.
 /// Forwarding it would send `top_k` to a model that removed sampling params and
 /// take a 400 after the call, where Python drops it and succeeds.
-const SUPPORTED_PARAMS: &[&str] = &["max_tokens", "temperature", "top_p", "stop_sequences"];
+const SUPPORTED_PARAMS: &[(&str, &str)] = &[
+    ("max_tokens", "max_tokens"),
+    ("temperature", "temperature"),
+    ("top_p", "top_p"),
+    ("stop", "stop_sequences"),
+];
 
 pub struct AnthropicChatCompletionsConfig;
 
@@ -74,7 +79,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
         _model: &str,
         _optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         Ok(complete_anthropic_url(api_base, env_lookup))
     }
 
@@ -84,7 +89,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
         _model: &str,
         _optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<ChatCompletionsAuth> {
+    ) -> Result<ChatCompletionsAuth, Error> {
         Ok(ChatCompletionsAuth::Header {
             name: "x-api-key",
             value: resolve_anthropic_api_key(api_key, env_lookup)?,
@@ -112,7 +117,8 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
         })
     }
 
-    fn supported_params(&self) -> &'static [&'static str] {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    fn supported_openai_params(&self) -> &'static [(&'static str, &'static str)] {
         SUPPORTED_PARAMS
     }
 
@@ -121,7 +127,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
         messages: &[ChatMessage],
         optional_params: &Map<String, Value>,
     ) -> Option<Unsupported> {
-        unsupported_param(SUPPORTED_PARAMS, &[], optional_params)
+        unsupported_param(self.supported_openai_params(), &[], optional_params)
             .or_else(|| messages.iter().find_map(unsupported_message))
             // Anthropic rejects a request whose first turn is not a user turn.
             // Python only repairs that under `litellm.modify_params`, which the
@@ -132,30 +138,33 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
             })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_request(
         &self,
         model: &str,
         messages: Vec<ChatMessage>,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<ProviderChatRequestData> {
+    ) -> Result<ProviderChatRequestData, Error> {
         Ok(ProviderChatRequestData {
             body: anthropic_body(model, &build_conversation(&messages), optional_params),
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_response(
         &self,
         _model: &str,
         response: ProviderChatResponseData,
-    ) -> CoreResult<ChatCompletionsResponse> {
-        let body = response.body.as_object().ok_or_else(|| {
-            CoreError::InvalidResponse("messages response is not an object".into())
-        })?;
+    ) -> Result<ChatCompletionsResponse, Error> {
+        let body = response
+            .body
+            .as_object()
+            .ok_or_else(|| Error::InvalidResponse("messages response is not an object".into()))?;
 
         let content = body
             .get("content")
             .and_then(Value::as_array)
-            .ok_or(CoreError::MissingField("content"))?;
+            .ok_or(Error::MissingField("content"))?;
         // The route declines tool and thinking requests, so a non-text block
         // means the response carries something this path never asked for.
         // Decline rather than silently dropping it; the host falls back.
@@ -163,7 +172,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
             .iter()
             .any(|block| block.get("type").and_then(Value::as_str) != Some("text"))
         {
-            return Err(CoreError::Unsupported("non-text response content block"));
+            return Err(Error::Unsupported("non-text response content block"));
         }
         let text: String = content
             .iter()
@@ -173,7 +182,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
         let usage = body
             .get("usage")
             .and_then(Value::as_object)
-            .ok_or(CoreError::MissingField("usage"))?;
+            .ok_or(Error::MissingField("usage"))?;
         let field = |name: &str| usage.get(name).and_then(Value::as_u64).unwrap_or(0);
 
         Ok(ChatCompletionsResponse {
@@ -181,7 +190,7 @@ impl ChatCompletionsProviderConfig for AnthropicChatCompletionsConfig {
             model: body
                 .get("model")
                 .and_then(Value::as_str)
-                .ok_or(CoreError::MissingField("model"))?
+                .ok_or(Error::MissingField("model"))?
                 .to_string(),
             choices: vec![ChatCompletionsChoice {
                 index: 0,
diff --git a/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
index 829f2260d3c..f31b961e78a 100644
--- a/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/anthropic/messages/transformation.rs
@@ -1,4 +1,4 @@
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 
 const ANTHROPIC_API_KEY_ENV: &str = "ANTHROPIC_API_KEY";
@@ -17,12 +17,12 @@ pub fn non_empty(value: Option<&str>) -> Option<&str> {
 pub fn resolve_anthropic_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(ANTHROPIC_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
         .ok_or_else(|| {
-            CoreError::Auth(
+            Error::Auth(
                 "Missing Anthropic API Key - Set `api_key` or the ANTHROPIC_API_KEY \
                  environment variable"
                     .to_string(),
@@ -47,12 +47,13 @@ pub fn complete_anthropic_url(
 }
 
 impl AnthropicMessagesProviderConfig for AnthropicMessagesConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         _model: &str,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         Ok(complete_anthropic_url(api_base, env_lookup))
     }
 
@@ -60,7 +61,7 @@ impl AnthropicMessagesProviderConfig for AnthropicMessagesConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_anthropic_api_key(api_key, env_lookup)
     }
 
@@ -121,7 +122,7 @@ mod tests {
         );
         assert!(matches!(
             resolve_anthropic_api_key(None, &|_| None).expect_err("missing key"),
-            CoreError::Auth(_)
+            Error::Auth(_)
         ));
     }
 
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
index 7b958c77ba3..b8ca10461fb 100644
--- a/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/azure_ai/messages/transformation.rs
@@ -1,4 +1,4 @@
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use crate::messages::transformation::{AnthropicMessagesProviderConfig, MessagesAuthStrategy};
 use crate::messages::types::{
     AnthropicMessage, AnthropicMessagesRequest, AnthropicMessagesResponse, ContentBlock,
@@ -28,12 +28,12 @@ pub const AZURE_ANTHROPIC_MESSAGES_CONFIG: AzureAnthropicMessagesConfig =
 pub fn resolve_azure_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     non_empty(api_key)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_KEY_ENV).filter(|value| !value.trim().is_empty()))
         .ok_or_else(|| {
-            CoreError::Auth(
+            Error::Auth(
                 "Missing Azure API Key - Set `api_key` or the AZURE_API_KEY environment variable"
                     .to_string(),
             )
@@ -43,12 +43,12 @@ pub fn resolve_azure_api_key(
 pub fn complete_azure_anthropic_url(
     api_base: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     let api_base = non_empty(api_base)
         .map(str::to_string)
         .or_else(|| env_lookup(AZURE_API_BASE_ENV).filter(|value| !value.trim().is_empty()))
         .ok_or_else(|| {
-            CoreError::Auth(
+            Error::Auth(
                 "Missing Azure API Base - Set `api_base` or the AZURE_API_BASE environment variable. \
                  Expected format: https://<resource-name>.services.ai.azure.com/anthropic"
                     .to_string(),
@@ -142,12 +142,13 @@ fn fold_system_role_messages(request: AnthropicMessagesRequest) -> AnthropicMess
 }
 
 impl AnthropicMessagesProviderConfig for AzureAnthropicMessagesConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         _model: &str,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         complete_azure_anthropic_url(api_base, env_lookup)
     }
 
@@ -155,7 +156,7 @@ impl AnthropicMessagesProviderConfig for AzureAnthropicMessagesConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_azure_api_key(api_key, env_lookup)
     }
 
@@ -174,7 +175,7 @@ impl AnthropicMessagesProviderConfig for AzureAnthropicMessagesConfig {
     fn transform_request(
         &self,
         request: AnthropicMessagesRequest,
-    ) -> CoreResult<AnthropicMessagesRequest> {
+    ) -> Result<AnthropicMessagesRequest, Error> {
         let mut request = fold_system_role_messages(request);
         if let Some(system) = request.system.as_mut() {
             strip_scope_from_system(system);
@@ -190,7 +191,7 @@ impl AnthropicMessagesProviderConfig for AzureAnthropicMessagesConfig {
         &self,
         model: &str,
         response: AnthropicMessagesResponse,
-    ) -> CoreResult<AnthropicMessagesResponse> {
+    ) -> Result<AnthropicMessagesResponse, Error> {
         self.anthropic.transform_response(model, response)
     }
 }
@@ -268,7 +269,7 @@ mod tests {
             "https://env.services.ai.azure.com/anthropic/v1/messages"
         );
         let err = complete_azure_anthropic_url(Some("  "), &|_| None).expect_err("missing base");
-        assert!(matches!(err, CoreError::Auth(_)));
+        assert!(matches!(err, Error::Auth(_)));
     }
 
     #[test]
@@ -284,7 +285,7 @@ mod tests {
         );
         assert!(matches!(
             resolve_azure_api_key(None, &|_| None).expect_err("missing key"),
-            CoreError::Auth(_)
+            Error::Auth(_)
         ));
     }
 
diff --git a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
index eabd15677cc..d15c032f0bc 100644
--- a/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/azure_ai/ocr/transformation.rs
@@ -1,6 +1,6 @@
 use std::collections::BTreeSet;
 
-use crate::error::{CoreError, CoreResult, json_type_name};
+use crate::error::{Error, json_type_name};
 use crate::ocr::transformation::{OcrAuthStrategy, OcrProviderConfig, OcrResponseHandling};
 use crate::ocr::types::{OcrRequestData, OcrResponseData};
 use serde_json::{Map, Value, json};
@@ -14,7 +14,8 @@ const AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV: &str = "AZURE_DOCUMENT_INTELLIGE
 const AZURE_DOCUMENT_INTELLIGENCE_API_VERSION: &str = "2024-11-30";
 const AZURE_DOCUMENT_INTELLIGENCE_DEFAULT_DPI: i64 = 96;
 
-const AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS: &[&str] = &["pages"];
+const AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS: &[&str] =
+    &["pages", "features", "req_format"];
 
 pub struct AzureAiOcrConfig;
 pub struct AzureDocumentIntelligenceOcrConfig;
@@ -32,17 +33,17 @@ fn resolve_value(
     env_name: &str,
     env_lookup: &dyn Fn(&str) -> Option<String>,
     missing_message: &str,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     non_empty(explicit)
         .map(str::to_string)
         .or_else(|| env_lookup(env_name).filter(|value| !value.trim().is_empty()))
-        .ok_or_else(|| CoreError::Auth(missing_message.to_string()))
+        .ok_or_else(|| Error::Auth(missing_message.to_string()))
 }
 
 pub fn resolve_azure_ai_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     resolve_value(
         api_key,
         AZURE_AI_API_KEY_ENV,
@@ -54,7 +55,7 @@ pub fn resolve_azure_ai_api_key(
 pub fn resolve_azure_ai_api_base(
     api_base: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     resolve_value(
         api_base,
         AZURE_AI_API_BASE_ENV,
@@ -66,7 +67,7 @@ pub fn resolve_azure_ai_api_base(
 pub fn complete_azure_ai_url(
     api_base: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     let base = resolve_azure_ai_api_base(api_base, env_lookup)?;
     Ok(format!(
         "{}/providers/mistral/azure/ocr",
@@ -77,7 +78,7 @@ pub fn complete_azure_ai_url(
 pub fn resolve_document_intelligence_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     resolve_value(
         api_key,
         AZURE_DOCUMENT_INTELLIGENCE_API_KEY_ENV,
@@ -89,7 +90,7 @@ pub fn resolve_document_intelligence_api_key(
 pub fn resolve_document_intelligence_endpoint(
     api_base: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     resolve_value(
         api_base,
         AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV,
@@ -98,9 +99,76 @@ pub fn resolve_document_intelligence_endpoint(
     )
 }
 
-fn encode_model_id(model: &str) -> String {
+fn prepend_auth_header(
+    headers: Vec<(String, String)>,
+    name: &str,
+    value: String,
+) -> Vec<(String, String)> {
+    std::iter::once((name.to_string(), value))
+        .chain(headers)
+        .collect()
+}
+
+pub fn validate_azure_ai_environment(
+    headers: Vec<(String, String)>,
+    api_key: Option<&str>,
+    azure_ad_token: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<Vec<(String, String)>, Error> {
+    if crate::http_utils::has_header(&headers, "Authorization")
+        || crate::http_utils::has_header(&headers, "Api-Key")
+    {
+        return Ok(headers);
+    }
+    if let Ok(api_key) = resolve_azure_ai_api_key(api_key, env_lookup) {
+        return Ok(prepend_auth_header(headers, "Api-Key", api_key));
+    }
+    non_empty(azure_ad_token)
+        .map(|token| prepend_auth_header(headers, "Authorization", format!("Bearer {token}")))
+        .ok_or_else(|| {
+            Error::Auth(
+                "Missing Azure AI credentials - set AZURE_AI_API_KEY or provide azure_ad_token"
+                    .to_string(),
+            )
+        })
+}
+
+pub fn validate_document_intelligence_environment(
+    headers: Vec<(String, String)>,
+    api_key: Option<&str>,
+    azure_ad_token: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<Vec<(String, String)>, Error> {
+    if crate::http_utils::has_header(&headers, "Authorization")
+        || crate::http_utils::has_header(&headers, "Ocp-Apim-Subscription-Key")
+    {
+        return Ok(headers);
+    }
+    if let Ok(api_key) = resolve_document_intelligence_api_key(api_key, env_lookup) {
+        return Ok(prepend_auth_header(
+            headers,
+            "Ocp-Apim-Subscription-Key",
+            api_key,
+        ));
+    }
+    non_empty(azure_ad_token)
+        .map(|token| prepend_auth_header(headers, "Authorization", format!("Bearer {token}")))
+        .ok_or_else(|| {
+            Error::Auth(
+                "Missing Azure Document Intelligence credentials - set AZURE_DOCUMENT_INTELLIGENCE_API_KEY or provide azure_ad_token"
+                    .to_string(),
+            )
+        })
+}
+
+fn encode_model_id(model: &str) -> Result<String, Error> {
     let model_id = model.rsplit('/').next().unwrap_or(model);
-    model_id
+    if matches!(model_id, "." | "..") {
+        return Err(Error::InvalidRequest(
+            "model_id cannot be a dot path segment".to_string(),
+        ));
+    }
+    Ok(model_id
         .bytes()
         .flat_map(|byte| match byte {
             b'A'..=b'Z' | b'a'..=b'z' | b'0'..=b'9' | b'-' | b'_' | b'.' | b'~' => {
@@ -108,7 +176,7 @@ fn encode_model_id(model: &str) -> String {
             }
             _ => format!("%{byte:02X}").chars().collect(),
         })
-        .collect()
+        .collect())
 }
 
 fn pages_token_is_valid(token: &str) -> bool {
@@ -127,7 +195,7 @@ fn pages_token_is_valid(token: &str) -> bool {
     }
 }
 
-fn normalize_pages_param(pages: &Value) -> CoreResult<Option<String>> {
+fn normalize_pages_param(pages: &Value) -> Result<Option<String>, Error> {
     match pages {
         Value::String(value) => {
             let normalized = value
@@ -138,7 +206,7 @@ fn normalize_pages_param(pages: &Value) -> CoreResult<Option<String>> {
             if normalized.split(',').all(pages_token_is_valid) {
                 Ok(Some(normalized))
             } else {
-                Err(CoreError::InvalidRequest(format!(
+                Err(Error::InvalidRequest(format!(
                     "Invalid `pages` string for Azure Document Intelligence: {value:?}. Expected format like '1-3,5,7-9'."
                 )))
             }
@@ -147,12 +215,17 @@ fn normalize_pages_param(pages: &Value) -> CoreResult<Option<String>> {
             if values.is_empty() {
                 return Ok(None);
             }
+            if values.iter().any(Value::is_boolean) {
+                return Err(Error::InvalidRequest(
+                    "`pages` must be integers, not booleans".to_string(),
+                ));
+            }
             if values.iter().all(Value::is_i64) {
                 let mut pages = BTreeSet::new();
                 for value in values {
                     let page = value.as_i64().expect("checked is_i64");
                     if page < 0 {
-                        return Err(CoreError::InvalidRequest(
+                        return Err(Error::InvalidRequest(
                             "`pages` integers must be >= 0 (Mistral 0-based indices)".to_string(),
                         ));
                     }
@@ -176,33 +249,105 @@ fn normalize_pages_param(pages: &Value) -> CoreResult<Option<String>> {
                 if normalized.split(',').all(pages_token_is_valid) {
                     return Ok(Some(normalized));
                 }
-                return Err(CoreError::InvalidRequest(format!(
+                return Err(Error::InvalidRequest(format!(
                     "Invalid `pages` list for Azure Document Intelligence: {values:?}. Expected tokens like '1' or '3-5'."
                 )));
             }
-            Err(CoreError::InvalidRequest(
+            Err(Error::InvalidRequest(
                 "`pages` must be a list[int] (0-based, Mistral-style) or a string like '1-3,5,7-9'."
                     .to_string(),
             ))
         }
-        _ => Err(CoreError::InvalidRequest(
+        _ => Err(Error::InvalidRequest(
             "`pages` must be a list[int] (0-based, Mistral-style) or a string like '1-3,5,7-9'."
                 .to_string(),
         )),
     }
 }
 
+fn feature_token_is_valid(token: &str) -> bool {
+    let Some((first, rest)) = token.as_bytes().split_first() else {
+        return false;
+    };
+    first.is_ascii_alphabetic() && rest.iter().all(u8::is_ascii_alphanumeric)
+}
+
+fn invalid_features_error(features: &Value) -> Error {
+    Error::InvalidRequest(format!(
+        "Invalid `features` for Azure Document Intelligence: {features:?}. Expected a list of feature names or a comma-separated string like 'keyValuePairs' or 'keyValuePairs,languages'."
+    ))
+}
+
+fn normalize_features_param(features: &Value) -> Result<Option<String>, Error> {
+    let normalized = match features {
+        Value::String(value) => value
+            .split(',')
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+        Value::Array(values) if values.is_empty() => return Ok(None),
+        Value::Array(values) => values
+            .iter()
+            .map(Value::as_str)
+            .collect::<Option<Vec<_>>>()
+            .ok_or_else(|| invalid_features_error(features))?
+            .into_iter()
+            .map(str::trim)
+            .collect::<Vec<_>>()
+            .join(","),
+        _ => return Err(invalid_features_error(features)),
+    };
+
+    if normalized.split(',').all(feature_token_is_valid) {
+        Ok(Some(normalized))
+    } else {
+        Err(invalid_features_error(features))
+    }
+}
+
+fn normalize_req_format(req_format: &Value) -> Result<String, Error> {
+    match req_format.as_str() {
+        Some(value @ ("native" | "litellm")) => Ok(value.to_string()),
+        _ => Err(Error::InvalidRequest(format!(
+            "Invalid `req_format` for Azure Document Intelligence: {req_format:?}. Expected 'native' or 'litellm'."
+        ))),
+    }
+}
+
+pub fn map_document_intelligence_ocr_params(
+    non_default_params: &Map<String, Value>,
+) -> Result<Map<String, Value>, Error> {
+    let mut mapped = Map::new();
+    if let Some(pages) = non_default_params.get("pages")
+        && let Some(normalized) = normalize_pages_param(pages)?
+    {
+        mapped.insert("pages".to_string(), Value::String(normalized));
+    }
+    if let Some(features) = non_default_params.get("features")
+        && let Some(normalized) = normalize_features_param(features)?
+    {
+        mapped.insert("features".to_string(), Value::String(normalized));
+    }
+    if let Some(req_format) = non_default_params.get("req_format") {
+        mapped.insert(
+            "req_format".to_string(),
+            Value::String(normalize_req_format(req_format)?),
+        );
+    }
+    Ok(mapped)
+}
+
 pub fn complete_document_intelligence_url(
     api_base: Option<&str>,
     model: &str,
     optional_params: &Map<String, Value>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     let endpoint = resolve_document_intelligence_endpoint(api_base, env_lookup)?;
     let mut url = format!(
         "{}/documentintelligence/documentModels/{}:analyze?api-version={}",
         endpoint.trim_end_matches('/'),
-        encode_model_id(model),
+        encode_model_id(model)?,
         AZURE_DOCUMENT_INTELLIGENCE_API_VERSION
     );
 
@@ -213,23 +358,34 @@ pub fn complete_document_intelligence_url(
         url.push_str(&normalized);
     }
 
+    if let Some(features) = optional_params.get("features")
+        && let Some(normalized) = normalize_features_param(features)?
+    {
+        url.push_str("&features=");
+        url.push_str(&normalized);
+    }
+
+    if let Some(req_format) = optional_params.get("req_format") {
+        normalize_req_format(req_format)?;
+    }
+
     Ok(url)
 }
 
-fn document_url_from_mistral_document(document: &Value) -> CoreResult<&str> {
-    let object = document.as_object().ok_or_else(|| CoreError::InvalidType {
+fn document_url_from_mistral_document(document: &Value) -> Result<&str, Error> {
+    let object = document.as_object().ok_or_else(|| Error::InvalidType {
         expected: "object",
         actual: json_type_name(document),
     })?;
     let doc_type = object
         .get("type")
         .and_then(Value::as_str)
-        .ok_or(CoreError::MissingField("document.type"))?;
+        .ok_or(Error::MissingField("document.type"))?;
     let field_name = match doc_type {
         "document_url" => "document_url",
         "image_url" => "image_url",
         other => {
-            return Err(CoreError::InvalidRequest(format!(
+            return Err(Error::InvalidRequest(format!(
                 "Invalid document type: {other}. Must be 'document_url' or 'image_url'"
             )));
         }
@@ -238,7 +394,7 @@ fn document_url_from_mistral_document(document: &Value) -> CoreResult<&str> {
         .get(field_name)
         .and_then(Value::as_str)
         .filter(|value| !value.is_empty())
-        .ok_or(CoreError::MissingField(field_name))
+        .ok_or(Error::MissingField(field_name))
 }
 
 fn extract_base64_from_data_uri(data_uri: &str) -> &str {
@@ -280,17 +436,84 @@ fn page_dimensions(page: &Map<String, Value>) -> Value {
     })
 }
 
+fn transform_document_intelligence_response(
+    model: &str,
+    response_json: Value,
+    preserve_native_response: bool,
+) -> Result<OcrResponseData, Error> {
+    let response = response_json
+        .as_object()
+        .ok_or_else(|| Error::InvalidType {
+            expected: "object",
+            actual: json_type_name(&response_json),
+        })?;
+    let status = response
+        .get("status")
+        .and_then(Value::as_str)
+        .ok_or(Error::MissingField("status"))?;
+    if status != "succeeded" {
+        return Err(Error::InvalidResponse(format!(
+            "Azure Document Intelligence analysis failed with status: {status}"
+        )));
+    }
+
+    let analyze_result = response.get("analyzeResult").and_then(Value::as_object);
+    let azure_pages = analyze_result
+        .and_then(|result| result.get("pages"))
+        .and_then(Value::as_array)
+        .cloned()
+        .unwrap_or_default();
+    let pages = azure_pages
+        .iter()
+        .filter_map(Value::as_object)
+        .map(|page| {
+            let page_number = page.get("pageNumber").and_then(Value::as_i64).unwrap_or(1);
+            json!({
+                "index": page_number - 1,
+                "markdown": page_markdown(page),
+                "dimensions": page_dimensions(page),
+            })
+        })
+        .collect::<Vec<_>>();
+    let extra_fields = ["content", "tables", "keyValuePairs"]
+        .into_iter()
+        .map(|field| {
+            (
+                field.to_string(),
+                analyze_result
+                    .and_then(|result| result.get(field))
+                    .cloned()
+                    .unwrap_or(Value::Null),
+            )
+        })
+        .collect();
+
+    Ok(OcrResponseData {
+        usage_info: Some(json!({
+            "pages_processed": pages.len(),
+            "doc_size_bytes": null,
+        })),
+        pages,
+        model: model.to_string(),
+        document_annotation: None,
+        object: "ocr".to_string(),
+        extra_fields,
+        provider_native_response: preserve_native_response.then_some(response_json),
+    })
+}
+
 impl OcrProviderConfig for AzureAiOcrConfig {
     fn supported_ocr_params(&self) -> &'static [&'static str] {
         MISTRAL_OCR_CONFIG.supported_ocr_params()
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_request(
         &self,
         model: &str,
         document: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData> {
+    ) -> Result<OcrRequestData, Error> {
         MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
     }
 
@@ -298,17 +521,18 @@ impl OcrProviderConfig for AzureAiOcrConfig {
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData> {
+    ) -> Result<OcrResponseData, Error> {
         MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         _model: &str,
         _optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         complete_azure_ai_url(api_base, env_lookup)
     }
 
@@ -316,7 +540,7 @@ impl OcrProviderConfig for AzureAiOcrConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_azure_ai_api_key(api_key, env_lookup)
     }
 
@@ -326,16 +550,31 @@ impl OcrProviderConfig for AzureAiOcrConfig {
 }
 
 impl OcrProviderConfig for AzureDocumentIntelligenceOcrConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn supported_ocr_params(&self) -> &'static [&'static str] {
         AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
+        map_document_intelligence_ocr_params(non_default_params).unwrap_or_else(|_| {
+            non_default_params
+                .iter()
+                .filter(|(name, _)| {
+                    AZURE_DOCUMENT_INTELLIGENCE_SUPPORTED_OCR_PARAMS.contains(&name.as_str())
+                })
+                .map(|(name, value)| (name.clone(), value.clone()))
+                .collect()
+        })
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_request(
         &self,
         _model: &str,
         document: Value,
         _optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData> {
+    ) -> Result<OcrRequestData, Error> {
         let document_url = document_url_from_mistral_document(&document)?;
         let mut data = Map::new();
         if document_url.starts_with("data:") {
@@ -355,66 +594,36 @@ impl OcrProviderConfig for AzureDocumentIntelligenceOcrConfig {
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_response(
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData> {
-        let response = response_json
-            .as_object()
-            .ok_or_else(|| CoreError::InvalidType {
-                expected: "object",
-                actual: json_type_name(&response_json),
-            })?;
-        let status = response
-            .get("status")
-            .and_then(Value::as_str)
-            .ok_or(CoreError::MissingField("status"))?;
-        if status != "succeeded" {
-            return Err(CoreError::InvalidResponse(format!(
-                "Azure Document Intelligence analysis failed with status: {status}"
-            )));
-        }
-
-        let azure_pages = response
-            .get("analyzeResult")
-            .and_then(|result| result.get("pages"))
-            .and_then(Value::as_array)
-            .cloned()
-            .unwrap_or_default();
-
-        let pages = azure_pages
-            .iter()
-            .filter_map(Value::as_object)
-            .map(|page| {
-                let page_number = page.get("pageNumber").and_then(Value::as_i64).unwrap_or(1);
-                json!({
-                    "index": page_number - 1,
-                    "markdown": page_markdown(page),
-                    "dimensions": page_dimensions(page),
-                })
-            })
-            .collect::<Vec<_>>();
-
-        Ok(OcrResponseData {
-            usage_info: Some(json!({
-                "pages_processed": pages.len(),
-                "doc_size_bytes": null,
-            })),
-            pages,
-            model: model.to_string(),
-            document_annotation: None,
-            object: "ocr".to_string(),
-        })
+    ) -> Result<OcrResponseData, Error> {
+        transform_document_intelligence_response(model, response_json, false)
     }
 
+    fn transform_ocr_response_with_params(
+        &self,
+        model: &str,
+        response_json: Value,
+        optional_params: &Map<String, Value>,
+    ) -> Result<OcrResponseData, Error> {
+        transform_document_intelligence_response(
+            model,
+            response_json,
+            optional_params.get("req_format").and_then(Value::as_str) == Some("native"),
+        )
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         complete_document_intelligence_url(api_base, model, optional_params, env_lookup)
     }
 
@@ -422,7 +631,7 @@ impl OcrProviderConfig for AzureDocumentIntelligenceOcrConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_document_intelligence_api_key(api_key, env_lookup)
     }
 
@@ -438,6 +647,101 @@ impl OcrProviderConfig for AzureDocumentIntelligenceOcrConfig {
 #[cfg(test)]
 mod tests {
     use super::*;
+    use rstest::{fixture, rstest};
+
+    const ENDPOINT: &str = "https://example.cognitiveservices.azure.com";
+
+    #[fixture]
+    fn document_intelligence_config() -> AzureDocumentIntelligenceOcrConfig {
+        AzureDocumentIntelligenceOcrConfig
+    }
+
+    fn header_value<'a>(headers: &'a [(String, String)], name: &str) -> Option<&'a str> {
+        headers
+            .iter()
+            .find(|(header_name, _)| header_name.eq_ignore_ascii_case(name))
+            .map(|(_, value)| value.as_str())
+    }
+
+    #[fixture]
+    fn native_operation() -> Value {
+        json!({
+            "status": "succeeded",
+            "createdDateTime": "2026-07-02T00:00:00Z",
+            "lastUpdatedDateTime": "2026-07-02T00:00:05Z",
+            "analyzeResult": {
+                "content": "Invoice\nInvoice No: INV-12345\nTotal: $100.00",
+                "pages": [{
+                    "pageNumber": 1,
+                    "width": 8.5,
+                    "height": 11,
+                    "unit": "inch",
+                    "angle": 0.13,
+                    "lines": [
+                        {"content": "Invoice"},
+                        {"content": "Invoice No: INV-12345"},
+                        {"content": "Total: $100.00"}
+                    ],
+                    "words": [{"content": "Invoice", "confidence": 0.994}]
+                }],
+                "tables": [
+                    {
+                        "rowCount": 2,
+                        "columnCount": 2,
+                        "cells": [
+                            {"kind": "columnHeader", "rowIndex": 0, "columnIndex": 0, "content": "Item"},
+                            {"kind": "columnHeader", "rowIndex": 0, "columnIndex": 1, "content": "Price"},
+                            {"rowIndex": 1, "columnIndex": 0, "content": "Widget"},
+                            {"rowIndex": 1, "columnIndex": 1, "content": "$100.00"}
+                        ]
+                    },
+                    {
+                        "rowCount": 1,
+                        "columnCount": 1,
+                        "cells": [{"rowIndex": 0, "columnIndex": 0, "content": "Totals"}]
+                    }
+                ],
+                "keyValuePairs": [
+                    {
+                        "key": {"content": "Invoice No"},
+                        "value": {"content": "INV-12345"},
+                        "confidence": 0.98
+                    },
+                    {
+                        "key": {"content": "Total"},
+                        "value": {"content": "$100.00"},
+                        "confidence": 0.95
+                    }
+                ],
+                "paragraphs": [{"content": "Invoice"}]
+            }
+        })
+    }
+
+    fn assert_native_fields_preserved(response: &OcrResponseData, operation: &Value) {
+        let analyze_result = &operation["analyzeResult"];
+
+        assert_eq!(response.extra_fields["content"], analyze_result["content"]);
+        assert_eq!(response.extra_fields["tables"], analyze_result["tables"]);
+        assert_eq!(
+            response.extra_fields["keyValuePairs"],
+            analyze_result["keyValuePairs"]
+        );
+        assert_eq!(response.object, "ocr");
+        assert_eq!(
+            response.usage_info,
+            Some(json!({"pages_processed": 1, "doc_size_bytes": null}))
+        );
+        assert_eq!(response.pages[0]["index"], 0);
+        assert_eq!(
+            response.pages[0]["markdown"],
+            "Invoice\nInvoice No: INV-12345\nTotal: $100.00"
+        );
+        assert_eq!(
+            response.pages[0]["dimensions"],
+            json!({"width": 816, "height": 1056, "dpi": 96})
+        );
+    }
 
     #[test]
     fn azure_ai_reuses_mistral_body_transform() {
@@ -475,6 +779,111 @@ mod tests {
         );
     }
 
+    #[test]
+    fn document_intelligence_url_normalizes_features() {
+        let params = serde_json::Map::from_iter([(
+            "features".to_string(),
+            json!("keyValuePairs, languages"),
+        )]);
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&features=keyValuePairs,languages"
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_combines_pages_and_feature_list() {
+        let params = serde_json::Map::from_iter([
+            ("pages".to_string(), json!([0, 1, 2])),
+            (
+                "features".to_string(),
+                json!([" keyValuePairs ", "languages"]),
+            ),
+        ]);
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30&pages=1,2,3&features=keyValuePairs,languages"
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_omits_empty_feature_list() {
+        let params = serde_json::Map::from_iter([("features".to_string(), json!([]))]);
+        assert!(
+            map_document_intelligence_ocr_params(&params)
+                .expect("empty features map")
+                .is_empty()
+        );
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com"),
+            "prebuilt-layout",
+            &params,
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30"
+        );
+    }
+
+    #[rstest]
+    #[case::query_injection(json!("keyValuePairs&pages=9"))]
+    #[case::spaces(json!("key value pairs"))]
+    #[case::empty_string(json!(""))]
+    #[case::integer_list(json!([1, 2]))]
+    #[case::nested_list(json!([["keyValuePairs"]]))]
+    #[case::object(json!({"feature": "keyValuePairs"}))]
+    #[case::number(json!(5))]
+    fn document_intelligence_mapping_rejects_invalid_features(#[case] features: Value) {
+        let params = serde_json::Map::from_iter([("features".to_string(), features)]);
+        let error =
+            map_document_intelligence_ocr_params(&params).expect_err("invalid features must fail");
+
+        assert!(matches!(
+            error,
+            Error::InvalidRequest(message) if message.contains("Invalid `features`")
+        ));
+    }
+
+    #[rstest]
+    #[case::single_list(json!(["keyValuePairs"]), "keyValuePairs")]
+    #[case::multiple_list(
+        json!(["keyValuePairs", "languages"]),
+        "keyValuePairs,languages"
+    )]
+    #[case::single_string(json!("keyValuePairs"), "keyValuePairs")]
+    #[case::comma_separated(json!("keyValuePairs,languages"), "keyValuePairs,languages")]
+    #[case::spaces(json!("keyValuePairs, languages"), "keyValuePairs,languages")]
+    fn document_intelligence_maps_features(#[case] features: Value, #[case] expected: &str) {
+        let params = Map::from_iter([
+            ("features".to_string(), features),
+            ("unsupported".to_string(), json!(true)),
+        ]);
+
+        assert_eq!(
+            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.map_ocr_params(&params),
+            Map::from_iter([("features".to_string(), json!(expected))])
+        );
+    }
+
     #[test]
     fn document_intelligence_request_uses_base64_source_for_data_uri() {
         let body = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
@@ -489,32 +898,484 @@ mod tests {
         assert_eq!(body, json!({"base64Source": "abc123"}));
     }
 
+    #[rstest]
+    fn document_intelligence_response_normalizes_pages(native_operation: Value) {
+        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response("prebuilt-layout", native_operation.clone())
+            .expect("response transforms");
+
+        assert_native_fields_preserved(&response, &native_operation);
+    }
+
     #[test]
-    fn document_intelligence_response_normalizes_pages() {
+    fn azure_document_intelligence_model_id_is_encoded() {
+        let url = complete_document_intelligence_url(
+            Some(ENDPOINT),
+            "prebuilt-layout?x=1#frag",
+            &Map::new(),
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert_eq!(
+            url,
+            "https://example.cognitiveservices.azure.com/documentintelligence/documentModels/prebuilt-layout%3Fx%3D1%23frag:analyze?api-version=2024-11-30"
+        );
+    }
+
+    #[test]
+    fn azure_document_intelligence_dot_segment_model_id_is_rejected() {
+        let error = complete_document_intelligence_url(
+            Some(ENDPOINT),
+            "azure_ai/doc-intelligence/..",
+            &Map::new(),
+            &|_| None,
+        )
+        .expect_err("dot segment must fail");
+
+        assert_eq!(
+            error,
+            Error::InvalidRequest("model_id cannot be a dot path segment".to_string())
+        );
+    }
+
+    #[rstest]
+    fn document_intelligence_async_response_preserves_normalized_fields(native_operation: Value) {
         let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
             .transform_ocr_response(
-                "prebuilt-layout",
+                "azure_ai/doc-intelligence/prebuilt-layout",
+                native_operation.clone(),
+            )
+            .expect("response transforms");
+
+        assert_native_fields_preserved(&response, &native_operation);
+    }
+
+    #[test]
+    fn document_intelligence_response_tolerates_missing_native_fields() {
+        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response(
+                "azure_ai/doc-intelligence/prebuilt-read",
                 json!({
                     "status": "succeeded",
                     "analyzeResult": {
                         "pages": [{
-                            "pageNumber": 2,
+                            "pageNumber": 1,
                             "width": 8.5,
                             "height": 11,
                             "unit": "inch",
-                            "lines": [{"content": "hello"}, {"content": "world"}]
+                            "lines": [{"content": "hello"}]
                         }]
                     }
                 }),
             )
+            .expect("missing optional fields are allowed");
+
+        assert_eq!(response.pages[0]["markdown"], "hello");
+        assert_eq!(response.extra_fields["content"], Value::Null);
+        assert_eq!(response.extra_fields["tables"], Value::Null);
+        assert_eq!(response.extra_fields["keyValuePairs"], Value::Null);
+    }
+
+    #[test]
+    fn document_intelligence_non_succeeded_status_is_rejected() {
+        let error = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response(
+                "azure_ai/doc-intelligence/prebuilt-layout",
+                json!({"status": "failed"}),
+            )
+            .expect_err("failed status must fail");
+
+        assert_eq!(
+            error,
+            Error::InvalidResponse(
+                "Azure Document Intelligence analysis failed with status: failed".to_string()
+            )
+        );
+    }
+
+    #[test]
+    fn document_intelligence_supported_params_include_features() {
+        assert_eq!(
+            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.supported_ocr_params(),
+            &["pages", "features", "req_format"]
+        );
+    }
+
+    #[rstest]
+    fn document_intelligence_native_format_carries_raw_operation(native_operation: Value) {
+        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response_with_params(
+                "azure_ai/doc-intelligence/prebuilt-layout",
+                native_operation.clone(),
+                &Map::from_iter([("req_format".to_string(), json!("native"))]),
+            )
+            .expect("native response transforms");
+
+        assert_eq!(
+            response.provider_native_response,
+            Some(native_operation.clone())
+        );
+        assert_native_fields_preserved(&response, &native_operation);
+    }
+
+    #[rstest]
+    fn document_intelligence_async_native_format_carries_raw_operation(native_operation: Value) {
+        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response_with_params(
+                "azure_ai/doc-intelligence/prebuilt-layout",
+                native_operation.clone(),
+                &Map::from_iter([("req_format".to_string(), json!("native"))]),
+            )
+            .expect("native response transforms");
+
+        assert_eq!(
+            response.provider_native_response,
+            Some(native_operation.clone())
+        );
+        assert_native_fields_preserved(&response, &native_operation);
+    }
+
+    #[rstest]
+    #[case::default(Map::new())]
+    #[case::litellm(Map::from_iter([("req_format".to_string(), json!("litellm"))]))]
+    fn document_intelligence_default_format_omits_raw_operation(
+        #[case] optional_params: Map<String, Value>,
+        native_operation: Value,
+    ) {
+        let response = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_response_with_params(
+                "azure_ai/doc-intelligence/prebuilt-layout",
+                native_operation.clone(),
+                &optional_params,
+            )
             .expect("response transforms");
 
-        assert_eq!(response.pages[0]["index"], 1);
-        assert_eq!(response.pages[0]["markdown"], "hello\nworld");
-        assert_eq!(response.pages[0]["dimensions"]["width"], 816);
+        assert_eq!(response.provider_native_response, None);
+        assert_native_fields_preserved(&response, &native_operation);
+    }
+
+    #[rstest]
+    #[case::native("native")]
+    #[case::litellm("litellm")]
+    fn document_intelligence_maps_req_format(#[case] req_format: &str) {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "req_format".to_string(),
+            json!(req_format),
+        )]))
+        .expect("req_format maps");
+
         assert_eq!(
-            response.usage_info,
-            Some(json!({"pages_processed": 1, "doc_size_bytes": null}))
+            mapped,
+            Map::from_iter([("req_format".to_string(), json!(req_format))])
+        );
+    }
+
+    #[test]
+    fn document_intelligence_rejects_unknown_req_format() {
+        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "req_format".to_string(),
+            json!("azure"),
+        )]))
+        .expect_err("unknown req_format must fail");
+
+        assert!(
+            matches!(error, Error::InvalidRequest(message) if message.contains("Invalid `req_format`"))
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_omits_req_format() {
+        let url = complete_document_intelligence_url(
+            Some(ENDPOINT),
+            "prebuilt-layout",
+            &Map::from_iter([("req_format".to_string(), json!("native"))]),
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert!(!url.contains("req_format"));
+    }
+
+    #[test]
+    fn document_intelligence_validate_environment_uses_subscription_key() {
+        let headers =
+            validate_document_intelligence_environment(Vec::new(), Some("my-key"), None, &|_| None)
+                .expect("api key authenticates");
+
+        assert_eq!(
+            header_value(&headers, "Ocp-Apim-Subscription-Key"),
+            Some("my-key")
+        );
+    }
+
+    #[test]
+    fn document_intelligence_validate_environment_falls_back_to_entra_token() {
+        let headers = validate_document_intelligence_environment(
+            Vec::new(),
+            None,
+            Some("entra-token"),
+            &|_| None,
+        )
+        .expect("Entra token authenticates");
+
+        assert_eq!(
+            header_value(&headers, "Authorization"),
+            Some("Bearer entra-token")
+        );
+        assert_eq!(header_value(&headers, "Ocp-Apim-Subscription-Key"), None);
+    }
+
+    #[test]
+    fn document_intelligence_supported_params_include_pages_features_and_req_format() {
+        assert_eq!(
+            AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG.supported_ocr_params(),
+            &["pages", "features", "req_format"]
+        );
+    }
+
+    #[test]
+    fn document_intelligence_maps_zero_based_page_list() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([0, 1, 2]),
+        )]))
+        .expect("pages map");
+
+        assert_eq!(
+            mapped,
+            Map::from_iter([("pages".to_string(), json!("1,2,3"))])
+        );
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_dedupes_and_sorts() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([2, 0, 0, 1]),
+        )]))
+        .expect("pages map");
+
+        assert_eq!(mapped["pages"], "1,2,3");
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_omits_empty_list() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([]),
+        )]))
+        .expect("empty pages map");
+
+        assert!(mapped.is_empty());
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_accepts_native_range() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!("3-9"),
+        )]))
+        .expect("range maps");
+
+        assert_eq!(mapped["pages"], "3-9");
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_strips_spaces() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!("1-3, 5"),
+        )]))
+        .expect("range maps");
+
+        assert_eq!(mapped["pages"], "1-3,5");
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_accepts_string_tokens() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!(["1", "3-5"]),
+        )]))
+        .expect("tokens map");
+
+        assert_eq!(mapped["pages"], "1,3-5");
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_rejects_invalid_string() {
+        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!("a,b"),
+        )]))
+        .expect_err("invalid pages must fail");
+
+        assert!(
+            matches!(error, Error::InvalidRequest(message) if message.contains("Invalid `pages` string"))
+        );
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_rejects_negative_index() {
+        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([-1]),
+        )]))
+        .expect_err("negative pages must fail");
+
+        assert!(
+            matches!(error, Error::InvalidRequest(message) if message.contains("must be >= 0"))
+        );
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_rejects_bool_list() {
+        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([true, false]),
+        )]))
+        .expect_err("boolean pages must fail");
+
+        assert!(
+            matches!(error, Error::InvalidRequest(message) if message.contains("integers, not booleans"))
+        );
+    }
+
+    #[test]
+    fn document_intelligence_page_mapping_rejects_unsupported_type() {
+        let error = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!(5),
+        )]))
+        .expect_err("unsupported pages must fail");
+
+        assert!(
+            matches!(error, Error::InvalidRequest(message) if message.contains("Mistral-style"))
+        );
+    }
+
+    #[test]
+    fn document_intelligence_url_appends_pages_query() {
+        let url = complete_document_intelligence_url(
+            Some("https://example.cognitiveservices.azure.com/"),
+            "azure_ai/doc-intelligence/prebuilt-layout",
+            &Map::from_iter([("pages".to_string(), json!("1-3,5"))]),
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert!(url.contains("api-version=2024-11-30"));
+        assert!(url.contains("pages=1-3,5"));
+        assert!(url.contains("/documentintelligence/documentModels/prebuilt-layout:analyze"));
+    }
+
+    #[test]
+    fn document_intelligence_url_has_no_pages_when_params_are_empty() {
+        let url = complete_document_intelligence_url(
+            Some(ENDPOINT),
+            "prebuilt-layout",
+            &Map::new(),
+            &|_| None,
+        )
+        .expect("url builds");
+
+        assert!(!url.contains("pages="));
+    }
+
+    #[rstest]
+    fn document_intelligence_request_keeps_pages_out_of_body(
+        document_intelligence_config: AzureDocumentIntelligenceOcrConfig,
+    ) {
+        let request = document_intelligence_config
+            .transform_ocr_request(
+                "prebuilt-layout",
+                json!({"type": "document_url", "document_url": "https://example.com/x.pdf"}),
+                Map::from_iter([("pages".to_string(), json!("1,2,3"))]),
+            )
+            .expect("request transforms");
+
+        assert_eq!(
+            request.data,
+            json!({"urlSource": "https://example.com/x.pdf"})
+        );
+    }
+
+    #[test]
+    fn document_intelligence_mistral_pages_flow_to_query_only() {
+        let mapped = map_document_intelligence_ocr_params(&Map::from_iter([(
+            "pages".to_string(),
+            json!([2, 3, 4, 5, 6, 7, 8]),
+        )]))
+        .expect("pages map");
+        let url =
+            complete_document_intelligence_url(Some(ENDPOINT), "prebuilt-layout", &mapped, &|_| {
+                None
+            })
+            .expect("url builds");
+        let request = AZURE_DOCUMENT_INTELLIGENCE_OCR_CONFIG
+            .transform_ocr_request(
+                "prebuilt-layout",
+                json!({"type": "document_url", "document_url": "https://example.com/x.pdf"}),
+                mapped,
+            )
+            .expect("request transforms");
+
+        assert!(url.contains("pages=3,4,5,6,7,8,9"));
+        assert_eq!(
+            request.data,
+            json!({"urlSource": "https://example.com/x.pdf"})
+        );
+    }
+
+    #[test]
+    fn document_intelligence_endpoint_ignores_generic_azure_ai_base() {
+        let resolved = resolve_document_intelligence_endpoint(None, &|name| match name {
+            AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
+            AZURE_AI_API_BASE_ENV => Some("https://generic.example.com".to_string()),
+            _ => None,
+        })
+        .expect("endpoint resolves");
+
+        assert_eq!(resolved, ENDPOINT);
+    }
+
+    #[test]
+    fn document_intelligence_endpoint_honors_explicit_api_base() {
+        let resolved = resolve_document_intelligence_endpoint(
+            Some("https://my-di.cognitiveservices.azure.com"),
+            &|name| match name {
+                AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
+                AZURE_AI_API_BASE_ENV => Some("https://generic.example.com".to_string()),
+                _ => None,
+            },
+        )
+        .expect("endpoint resolves");
+
+        assert_eq!(resolved, "https://my-di.cognitiveservices.azure.com");
+    }
+
+    #[test]
+    fn azure_ai_mistral_ocr_uses_generic_api_base() {
+        let resolved = resolve_azure_ai_api_base(None, &|name| match name {
+            AZURE_AI_API_BASE_ENV => Some("https://generic-azure-ai.example.com".to_string()),
+            AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT_ENV => Some(ENDPOINT.to_string()),
+            _ => None,
+        })
+        .expect("api base resolves");
+
+        assert_eq!(resolved, "https://generic-azure-ai.example.com");
+    }
+
+    #[test]
+    fn azure_ai_ocr_authenticates_with_entra_token() {
+        let headers =
+            validate_azure_ai_environment(Vec::new(), None, Some("entra-token"), &|_| None)
+                .expect("Entra token authenticates");
+
+        assert_eq!(
+            header_value(&headers, "Authorization"),
+            Some("Bearer entra-token")
         );
     }
 }
diff --git a/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs b/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs
index 5e885734182..9bf1f73a74d 100644
--- a/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs
+++ b/litellm-rust/crates/core/src/providers/bedrock/audio_transcription.rs
@@ -6,7 +6,7 @@ use crate::audio_transcription::transformation::{
 use crate::audio_transcription::types::{
     AudioTranscriptionRequestData, AudioTranscriptionResponseData,
 };
-use crate::error::{CoreError, CoreResult, json_type_name};
+use crate::error::{Error, json_type_name};
 
 pub use super::aws_base::{aws_auth_config, bedrock_model_id_and_region, resolve_bedrock_region};
 use super::constants::{BEDROCK_RUNTIME_ENDPOINT_TEMPLATE, BEDROCK_SERVICE};
@@ -18,8 +18,8 @@ pub static BEDROCK_AUDIO_TRANSCRIPTION_CONFIG: BedrockAudioTranscriptionConfig =
 
 pub struct BedrockAudioTranscriptionConfig;
 
-fn audio_fields(audio: Value) -> CoreResult<(String, String)> {
-    let object = audio.as_object().ok_or_else(|| CoreError::InvalidType {
+fn audio_fields(audio: Value) -> Result<(String, String), Error> {
+    let object = audio.as_object().ok_or_else(|| Error::InvalidType {
         expected: "object",
         actual: json_type_name(&audio),
     })?;
@@ -27,13 +27,13 @@ fn audio_fields(audio: Value) -> CoreResult<(String, String)> {
         .get("data")
         .and_then(Value::as_str)
         .filter(|value| !value.is_empty())
-        .ok_or(CoreError::MissingField("audio.data"))?;
+        .ok_or(Error::MissingField("audio.data"))?;
     let format = object
         .get("format")
         .and_then(Value::as_str)
         .filter(|value| matches!(*value, "wav" | "mp3" | "flac" | "ogg"))
         .ok_or_else(|| {
-            CoreError::InvalidRequest("audio.format must be wav, mp3, flac, or ogg".to_string())
+            Error::InvalidRequest("audio.format must be wav, mp3, flac, or ogg".to_string())
         })?;
     Ok((data.to_string(), format.to_string()))
 }
@@ -46,16 +46,18 @@ fn optional_string<'a>(params: &'a Map<String, Value>, key: &str) -> Option<&'a
 }
 
 impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn supported_transcription_params(&self) -> &'static [&'static str] {
         SUPPORTED_PARAMS
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_transcription_request(
         &self,
         _model: &str,
         audio: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<AudioTranscriptionRequestData> {
+    ) -> Result<AudioTranscriptionRequestData, Error> {
         let (data, format) = audio_fields(audio)?;
         let mut instruction = "Transcribe the audio. Respond with only the transcript.".to_string();
         if let Some(language) = optional_string(&optional_params, "language") {
@@ -83,18 +85,19 @@ impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig {
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_transcription_response(
         &self,
         _model: &str,
         response_json: Value,
-    ) -> CoreResult<AudioTranscriptionResponseData> {
+    ) -> Result<AudioTranscriptionResponseData, Error> {
         let content = response_json
             .get("output")
             .and_then(|value| value.get("message"))
             .and_then(|value| value.get("content"))
             .and_then(Value::as_array)
             .ok_or_else(|| {
-                CoreError::InvalidResponse("Bedrock response has no output content".to_string())
+                Error::InvalidResponse("Bedrock response has no output content".to_string())
             })?;
         let mut text = String::new();
         for block in content {
@@ -111,7 +114,7 @@ impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         let (model_id, model_region) = bedrock_model_id_and_region(model);
         let region = resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup);
         let endpoint = optional_params
@@ -133,7 +136,7 @@ impl AudioTranscriptionProviderConfig for BedrockAudioTranscriptionConfig {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<AudioTranscriptionAuth> {
+    ) -> Result<AudioTranscriptionAuth, Error> {
         let (_, model_region) = bedrock_model_id_and_region(model);
         Ok(AudioTranscriptionAuth::AwsSigV4 {
             region: resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup),
diff --git a/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs b/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs
index b11639aa09b..e5e52bfce95 100644
--- a/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs
+++ b/litellm-rust/crates/core/src/providers/bedrock/aws_base.rs
@@ -4,7 +4,7 @@ use std::time::Duration;
 use std::time::{SystemTime, UNIX_EPOCH};
 
 use crate::caching::in_memory_cache::InMemoryCache;
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 use aws_credential_types::Credentials;
 use aws_credential_types::provider::ProvideCredentials;
 use aws_sigv4::http_request::{
@@ -197,7 +197,7 @@ pub fn classify_auth(
 pub async fn resolve_credentials(
     config: AwsAuthConfig,
     env_lookup: &(dyn Fn(&str) -> Option<String> + Sync),
-) -> CoreResult<Credentials> {
+) -> Result<Credentials, Error> {
     let resolved = config.clone().with_environment(env_lookup);
     let flow = classify_auth(config, env_lookup);
     match flow {
@@ -244,9 +244,10 @@ pub async fn resolve_credentials(
             let provider = aws_config::profile::ProfileFileCredentialsProvider::builder()
                 .profile_name(name)
                 .build();
-            provider.provide_credentials().await.map_err(|error| {
-                CoreError::Auth(format!("AWS profile credentials failed: {error}"))
-            })
+            provider
+                .provide_credentials()
+                .await
+                .map_err(|error| Error::Auth(format!("AWS profile credentials failed: {error}")))
         }
         AwsAuthFlow::AssumeRole { role, session_name } => {
             if is_already_running_as_role(&role, &resolved).await? {
@@ -260,7 +261,7 @@ pub async fn resolve_credentials(
                         .build()
                         .await;
                 let credentials = provider.provide_credentials().await.map_err(|error| {
-                    CoreError::Auth(format!("AWS default credentials failed: {error}"))
+                    Error::Auth(format!("AWS default credentials failed: {error}"))
                 })?;
                 set_cached_credentials(
                     key,
@@ -301,7 +302,7 @@ pub async fn resolve_credentials(
             provider
                 .provide_credentials()
                 .await
-                .map_err(|error| CoreError::Auth(format!("AWS role credentials failed: {error}")))
+                .map_err(|error| Error::Auth(format!("AWS role credentials failed: {error}")))
         }
         AwsAuthFlow::WebIdentity {
             token,
@@ -325,13 +326,13 @@ pub async fn resolve_credentials(
                 .send()
                 .await
                 .map_err(|error| {
-                    CoreError::Auth(format!("AWS web identity credentials failed: {error}"))
+                    Error::Auth(format!("AWS web identity credentials failed: {error}"))
                 })?;
             let credentials = response.credentials().ok_or_else(|| {
-                CoreError::Auth("AWS web identity response had no credentials".to_string())
+                Error::Auth("AWS web identity response had no credentials".to_string())
             })?;
             let expiration = SystemTime::try_from(*credentials.expiration()).map_err(|error| {
-                CoreError::Auth(format!("AWS web identity expiration was invalid: {error}"))
+                Error::Auth(format!("AWS web identity expiration was invalid: {error}"))
             })?;
             Ok(Credentials::new(
                 credentials.access_key_id(),
@@ -350,9 +351,10 @@ pub async fn resolve_credentials(
                 aws_config::default_provider::credentials::DefaultCredentialsChain::builder()
                     .build()
                     .await;
-            let credentials = provider.provide_credentials().await.map_err(|error| {
-                CoreError::Auth(format!("AWS default credentials failed: {error}"))
-            })?;
+            let credentials = provider
+                .provide_credentials()
+                .await
+                .map_err(|error| Error::Auth(format!("AWS default credentials failed: {error}")))?;
             set_cached_credentials(
                 key,
                 credentials.clone(),
@@ -363,7 +365,7 @@ pub async fn resolve_credentials(
     }
 }
 
-async fn is_already_running_as_role(role: &str, config: &AwsAuthConfig) -> CoreResult<bool> {
+async fn is_already_running_as_role(role: &str, config: &AwsAuthConfig) -> Result<bool, Error> {
     if role_identity(role).is_none() {
         return Ok(false);
     }
@@ -437,7 +439,7 @@ pub fn sign_bedrock_post(
     region: &str,
     credentials: &Credentials,
     signing_time: SystemTime,
-) -> CoreResult<BTreeMap<String, String>> {
+) -> Result<BTreeMap<String, String>, Error> {
     let identity: Identity = credentials.clone().into();
     let params = v4::SigningParams::builder()
         .identity(&identity)
@@ -447,14 +449,14 @@ pub fn sign_bedrock_post(
         .settings(SigningSettings::default())
         .build()
         .map(SigningParams::from)
-        .map_err(|error| CoreError::Auth(format!("AWS signing parameters failed: {error}")))?;
+        .map_err(|error| Error::Auth(format!("AWS signing parameters failed: {error}")))?;
     let header_refs = headers
         .iter()
         .map(|(name, value)| (name.as_str(), value.as_str()));
     let request = SignableRequest::new("POST", url, header_refs, SignableBody::Bytes(body))
-        .map_err(|error| CoreError::Auth(format!("AWS signable request failed: {error}")))?;
+        .map_err(|error| Error::Auth(format!("AWS signable request failed: {error}")))?;
     let (instructions, _) = sign(request, &params)
-        .map_err(|error| CoreError::Auth(format!("AWS request signing failed: {error}")))?
+        .map_err(|error| Error::Auth(format!("AWS request signing failed: {error}")))?
         .into_parts();
     Ok(instructions
         .headers()
diff --git a/litellm-rust/crates/core/src/providers/bedrock/chat_completions/tests.rs b/litellm-rust/crates/core/src/providers/bedrock/chat_completions/tests.rs
index 4b75dcb8e9d..c86f061b9ca 100644
--- a/litellm-rust/crates/core/src/providers/bedrock/chat_completions/tests.rs
+++ b/litellm-rust/crates/core/src/providers/bedrock/chat_completions/tests.rs
@@ -1,4 +1,5 @@
 use super::*;
+use crate::Error;
 use serde_json::json;
 
 fn messages(value: Value) -> Vec<ChatMessage> {
@@ -23,7 +24,7 @@ fn transform(msgs: Value, opts: Value) -> Value {
         .body
 }
 
-fn transform_response(body: Value) -> CoreResult<ChatCompletionsResponse> {
+fn transform_response(body: Value) -> Result<ChatCompletionsResponse, Error> {
     BEDROCK_CHAT_COMPLETIONS_CONFIG.transform_response(
         "anthropic.claude-sonnet-4-5-v1:0",
         ProviderChatResponseData { body },
@@ -478,25 +479,22 @@ fn declines_a_response_carrying_a_tool_use_block() {
         "usage": {"inputTokens": 1, "outputTokens": 1}
     }))
     .expect_err("tool use block");
-    assert_eq!(
-        err,
-        CoreError::Unsupported("non-text response content block")
-    );
+    assert_eq!(err, Error::Unsupported("non-text response content block"));
 }
 
 #[test]
 fn errors_on_a_response_missing_required_fields() {
     assert_eq!(
         transform_response(json!("nope")).expect_err("not an object"),
-        CoreError::InvalidResponse("converse response is not an object".to_string())
+        Error::InvalidResponse("converse response is not an object".to_string())
     );
     assert_eq!(
         transform_response(json!({"usage": {}})).expect_err("no output"),
-        CoreError::MissingField("output.message.content")
+        Error::MissingField("output.message.content")
     );
     assert_eq!(
         transform_response(json!({"output": {"message": {"content": []}}})).expect_err("no usage"),
-        CoreError::MissingField("usage")
+        Error::MissingField("usage")
     );
 }
 
diff --git a/litellm-rust/crates/core/src/providers/bedrock/chat_completions/transformation.rs b/litellm-rust/crates/core/src/providers/bedrock/chat_completions/transformation.rs
index b107950748e..7be3d108d44 100644
--- a/litellm-rust/crates/core/src/providers/bedrock/chat_completions/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/bedrock/chat_completions/transformation.rs
@@ -11,7 +11,7 @@ use crate::chat_completions::types::{
     ChatCompletionsUsage, ChatMessage, ChatMessageContent, ProviderChatRequestData,
     ProviderChatResponseData,
 };
-use crate::error::{CoreError, CoreResult};
+use crate::error::Error;
 
 use super::super::aws_base::{bedrock_model_id_and_region, resolve_bedrock_region};
 use super::super::constants::{AWS_BEARER_TOKEN_BEDROCK, BEDROCK_RUNTIME_ENDPOINT_TEMPLATE};
@@ -23,11 +23,12 @@ use super::super::constants::{AWS_BEARER_TOKEN_BEDROCK, BEDROCK_RUNTIME_ENDPOINT
 /// `additionalModelRequestFields` for Anthropic base models and to
 /// `inferenceConfig` otherwise, and that branch reads the model catalog the
 /// core cannot see.
-const SUPPORTED_PARAMS: &[&str] = &["maxTokens", "temperature", "topP", "stopSequences"];
-
-/// Params that belong in `inferenceConfig`, in the order Python's
-/// `AmazonConverseConfig` declares them, so bodies compare cleanly.
-const INFERENCE_CONFIG_PARAMS: &[&str] = SUPPORTED_PARAMS;
+const SUPPORTED_PARAMS: &[(&str, &str)] = &[
+    ("max_tokens", "maxTokens"),
+    ("temperature", "temperature"),
+    ("top_p", "topP"),
+    ("stop", "stopSequences"),
+];
 
 const AWS_BEDROCK_RUNTIME_ENDPOINT: &str = "aws_bedrock_runtime_endpoint";
 
@@ -66,7 +67,7 @@ fn converse_body(conversation: &Conversation, params: &Map<String, Value>) -> Va
         })
         .collect();
 
-    let inference_config = Map::from_iter(INFERENCE_CONFIG_PARAMS.iter().filter_map(|name| {
+    let inference_config = Map::from_iter(SUPPORTED_PARAMS.iter().filter_map(|(_, name)| {
         params
             .get(*name)
             .map(|value| ((*name).to_string(), value.clone()))
@@ -110,7 +111,7 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         let (model_id, model_region) = bedrock_model_id_and_region(model);
         let region = resolve_bedrock_region(model_region.as_deref(), optional_params, env_lookup);
         let endpoint = optional_params
@@ -137,7 +138,7 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<ChatCompletionsAuth> {
+    ) -> Result<ChatCompletionsAuth, Error> {
         // Python reads `api_key` as the Bedrock bearer token and consults the
         // env only when the caller passed none, so a caller-supplied empty key
         // falls through to SigV4 without reaching for the environment. An
@@ -162,7 +163,8 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         &[("Content-Type", "application/json")]
     }
 
-    fn supported_params(&self) -> &'static [&'static str] {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    fn supported_openai_params(&self) -> &'static [(&'static str, &'static str)] {
         SUPPORTED_PARAMS
     }
 
@@ -175,32 +177,36 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         messages: &[ChatMessage],
         optional_params: &Map<String, Value>,
     ) -> Option<Unsupported> {
-        unsupported_param(SUPPORTED_PARAMS, CONFIG_PARAMS, optional_params)
-            .or_else(|| messages.iter().find_map(unsupported_message))
-            // Python's Converse translation drops blank text blocks instead of
-            // substituting the placeholder the shared conversation builder
-            // applies, so decline blank text rather than diverge.
-            .or_else(|| {
-                messages
-                    .iter()
-                    .any(has_blank_text)
-                    .then_some(Unsupported("blank message text"))
-            })
-            // Converse has no assistant prefill: Python inserts a continue turn
-            // when a conversation opens or closes on an assistant message, and
-            // only under `litellm.modify_params`, which the core cannot see.
-            // Declining both ends also keeps the shared builder's final
-            // assistant right-strip (an Anthropic rule) unreachable here.
-            .or_else(|| {
-                let conversation = build_conversation(messages);
-                let ends_on_assistant = conversation
-                    .turns
-                    .last()
-                    .is_some_and(|turn| turn.role == TurnRole::Assistant);
-                (!conversation.opens_on_user_turn() || ends_on_assistant).then_some(Unsupported(
-                    "conversation does not run user turn to user turn",
-                ))
-            })
+        unsupported_param(
+            self.supported_openai_params(),
+            CONFIG_PARAMS,
+            optional_params,
+        )
+        .or_else(|| messages.iter().find_map(unsupported_message))
+        // Python's Converse translation drops blank text blocks instead of
+        // substituting the placeholder the shared conversation builder
+        // applies, so decline blank text rather than diverge.
+        .or_else(|| {
+            messages
+                .iter()
+                .any(has_blank_text)
+                .then_some(Unsupported("blank message text"))
+        })
+        // Converse has no assistant prefill: Python inserts a continue turn
+        // when a conversation opens or closes on an assistant message, and
+        // only under `litellm.modify_params`, which the core cannot see.
+        // Declining both ends also keeps the shared builder's final
+        // assistant right-strip (an Anthropic rule) unreachable here.
+        .or_else(|| {
+            let conversation = build_conversation(messages);
+            let ends_on_assistant = conversation
+                .turns
+                .last()
+                .is_some_and(|turn| turn.role == TurnRole::Assistant);
+            (!conversation.opens_on_user_turn() || ends_on_assistant).then_some(Unsupported(
+                "conversation does not run user turn to user turn",
+            ))
+        })
     }
 
     fn transform_request(
@@ -208,7 +214,7 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         _model: &str,
         messages: Vec<ChatMessage>,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<ProviderChatRequestData> {
+    ) -> Result<ProviderChatRequestData, Error> {
         Ok(ProviderChatRequestData {
             body: converse_body(&build_conversation(&messages), &optional_params),
         })
@@ -218,17 +224,18 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         &self,
         model: &str,
         response: ProviderChatResponseData,
-    ) -> CoreResult<ChatCompletionsResponse> {
-        let body = response.body.as_object().ok_or_else(|| {
-            CoreError::InvalidResponse("converse response is not an object".into())
-        })?;
+    ) -> Result<ChatCompletionsResponse, Error> {
+        let body = response
+            .body
+            .as_object()
+            .ok_or_else(|| Error::InvalidResponse("converse response is not an object".into()))?;
 
         let content = body
             .get("output")
             .and_then(|output| output.get("message"))
             .and_then(|message| message.get("content"))
             .and_then(Value::as_array)
-            .ok_or(CoreError::MissingField("output.message.content"))?;
+            .ok_or(Error::MissingField("output.message.content"))?;
         // The route declines tool requests, so anything other than a text block
         // is something this path never asked for. Decline; the host falls back.
         if content.iter().any(|block| {
@@ -236,7 +243,7 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
                 .as_object()
                 .is_none_or(|block| block.len() != 1 || !block.contains_key("text"))
         }) {
-            return Err(CoreError::Unsupported("non-text response content block"));
+            return Err(Error::Unsupported("non-text response content block"));
         }
         let text: String = content
             .iter()
@@ -246,7 +253,7 @@ impl ChatCompletionsProviderConfig for BedrockChatCompletionsConfig {
         let usage = body
             .get("usage")
             .and_then(Value::as_object)
-            .ok_or(CoreError::MissingField("usage"))?;
+            .ok_or(Error::MissingField("usage"))?;
         let field = |name: &str| usage.get(name).and_then(Value::as_u64).unwrap_or(0);
         let computed = usage_from_parts(
             field("inputTokens"),
diff --git a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs
index dc720cc4244..11e8fe7db18 100644
--- a/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/mistral/ocr/transformation.rs
@@ -1,4 +1,4 @@
-use crate::error::{CoreError, CoreResult, json_type_name};
+use crate::error::{Error, json_type_name};
 use crate::ocr::transformation::OcrProviderConfig;
 use crate::ocr::types::{OcrRequestData, OcrResponseData};
 use serde_json::{Map, Value};
@@ -47,7 +47,7 @@ pub fn complete_url(api_base: Option<&str>) -> String {
 
 /// Resolve the Mistral API key from the explicit param or the environment.
 ///
-/// Blank/whitespace values are treated as absent. Returns `CoreError::Auth`
+/// Blank/whitespace values are treated as absent. Returns `Error::Auth`
 /// when no usable key is available.
 ///
 /// Note: the env fallback only reads the process environment. Secret-manager
@@ -56,13 +56,13 @@ pub fn complete_url(api_base: Option<&str>) -> String {
 pub fn resolve_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     api_key
         .map(str::trim)
         .filter(|key| !key.is_empty())
         .map(str::to_string)
         .or_else(|| env_lookup(MISTRAL_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
-        .ok_or_else(|| CoreError::Auth(MISSING_KEY_MESSAGE.to_string()))
+        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
 }
 
 pub struct MistralOcrConfig;
@@ -70,18 +70,20 @@ pub struct MistralOcrConfig;
 pub const MISTRAL_OCR_CONFIG: MistralOcrConfig = MistralOcrConfig;
 
 impl OcrProviderConfig for MistralOcrConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn supported_ocr_params(&self) -> &'static [&'static str] {
         SUPPORTED_OCR_PARAMS
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_request(
         &self,
         model: &str,
         document: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData> {
+    ) -> Result<OcrRequestData, Error> {
         if !document.is_object() {
-            return Err(CoreError::InvalidType {
+            return Err(Error::InvalidType {
                 expected: "object",
                 actual: json_type_name(&document),
             });
@@ -100,14 +102,15 @@ impl OcrProviderConfig for MistralOcrConfig {
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_response(
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData> {
+    ) -> Result<OcrResponseData, Error> {
         let response_object = response_json
             .as_object()
-            .ok_or_else(|| CoreError::InvalidType {
+            .ok_or_else(|| Error::InvalidType {
                 expected: "object",
                 actual: json_type_name(&response_json),
             })?;
@@ -131,16 +134,19 @@ impl OcrProviderConfig for MistralOcrConfig {
             document_annotation,
             usage_info,
             object: "ocr".to_string(),
+            extra_fields: Map::new(),
+            provider_native_response: None,
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         _model: &str,
         _optional_params: &Map<String, Value>,
         _env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         Ok(complete_url(api_base))
     }
 
@@ -148,11 +154,12 @@ impl OcrProviderConfig for MistralOcrConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_api_key(api_key, env_lookup)
     }
 }
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub fn supported_ocr_params() -> &'static [&'static str] {
     MISTRAL_OCR_CONFIG.supported_ocr_params()
 }
@@ -161,15 +168,17 @@ pub fn map_ocr_params(non_default_params: &Map<String, Value>) -> Map<String, Va
     MISTRAL_OCR_CONFIG.map_ocr_params(non_default_params)
 }
 
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
 pub fn transform_ocr_request(
     model: &str,
     document: Value,
     optional_params: Map<String, Value>,
-) -> CoreResult<OcrRequestData> {
+) -> Result<OcrRequestData, Error> {
     MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
 }
 
-pub fn transform_ocr_response(model: &str, response_json: Value) -> CoreResult<OcrResponseData> {
+#[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+pub fn transform_ocr_response(model: &str, response_json: Value) -> Result<OcrResponseData, Error> {
     MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
 }
 
@@ -179,68 +188,180 @@ mod tests {
     use serde_json::json;
 
     #[test]
-    fn supported_params_match_python_mistral_ocr_config() {
+    fn extract_header_is_a_supported_ocr_param() {
+        assert!(supported_ocr_params().contains(&"extract_header"));
+    }
+
+    #[test]
+    fn extract_footer_is_a_supported_ocr_param() {
+        assert!(supported_ocr_params().contains(&"extract_footer"));
+    }
+
+    #[test]
+    fn existing_ocr_params_remain_supported() {
+        for param in [
+            "pages",
+            "include_image_base64",
+            "image_limit",
+            "image_min_size",
+            "bbox_annotation_format",
+            "document_annotation_format",
+        ] {
+            assert!(supported_ocr_params().contains(&param));
+        }
+    }
+
+    #[test]
+    fn map_ocr_params_forwards_extract_header() {
+        let params = json!({"extract_header": true});
         assert_eq!(
-            supported_ocr_params(),
-            &[
-                "pages",
-                "include_image_base64",
-                "image_limit",
-                "image_min_size",
-                "bbox_annotation_format",
-                "document_annotation_format",
-                "document_annotation_prompt",
-                "extract_header",
-                "extract_footer",
-                "table_format",
-                "confidence_scores_granularity",
-                "include_blocks",
-                "id",
-            ]
+            map_ocr_params(params.as_object().unwrap()),
+            params.as_object().unwrap().clone()
+        );
+    }
+
+    #[test]
+    fn map_ocr_params_forwards_extract_footer() {
+        let params = json!({"extract_footer": true});
+        assert_eq!(
+            map_ocr_params(params.as_object().unwrap()),
+            params.as_object().unwrap().clone()
+        );
+    }
+
+    #[test]
+    fn map_ocr_params_forwards_extract_header_and_footer() {
+        let params = json!({"extract_header": true, "extract_footer": false});
+        assert_eq!(
+            map_ocr_params(params.as_object().unwrap()),
+            params.as_object().unwrap().clone()
         );
     }
 
     #[test]
     fn map_ocr_params_drops_unknown_params() {
-        let params = json!({
-            "extract_header": true,
-            "unsupported_param": "value",
-            "pages": [0, 1]
-        });
+        let params = json!({"extract_header": true, "unsupported_param": "value"});
         let mapped = map_ocr_params(params.as_object().unwrap());
-
         assert_eq!(mapped.get("extract_header"), Some(&json!(true)));
-        assert_eq!(mapped.get("pages"), Some(&json!([0, 1])));
         assert!(!mapped.contains_key("unsupported_param"));
     }
 
     #[test]
-    fn transform_ocr_request_builds_mistral_body() {
+    fn new_ocr_params_are_supported() {
+        for param in [
+            "table_format",
+            "confidence_scores_granularity",
+            "document_annotation_prompt",
+            "include_blocks",
+            "id",
+        ] {
+            assert!(supported_ocr_params().contains(&param));
+        }
+    }
+
+    #[test]
+    fn map_ocr_params_forwards_new_ocr_params() {
+        for (param, value) in [
+            ("table_format", json!("html")),
+            ("confidence_scores_granularity", json!("word")),
+            (
+                "document_annotation_prompt",
+                json!("Extract all invoice line items"),
+            ),
+            ("include_blocks", json!(true)),
+            ("id", json!("req-123")),
+        ] {
+            let params = json!({param: value});
+            assert_eq!(
+                map_ocr_params(params.as_object().unwrap()),
+                params.as_object().unwrap().clone()
+            );
+        }
+    }
+
+    #[test]
+    fn transform_ocr_request_includes_each_optional_param() {
+        let document = json!({
+            "type": "document_url",
+            "document_url": "https://example.com/doc.pdf"
+        });
+        for (param, value) in [
+            ("table_format", json!("html")),
+            ("confidence_scores_granularity", json!("word")),
+            (
+                "document_annotation_prompt",
+                json!("Extract all invoice line items"),
+            ),
+            ("id", json!("req-123")),
+            ("extract_header", json!(true)),
+            ("include_blocks", json!(true)),
+            ("pages", json!([0, 1])),
+        ] {
+            let result = transform_ocr_request(
+                "mistral-ocr-latest",
+                document.clone(),
+                json!({param: value}).as_object().unwrap().clone(),
+            )
+            .expect("request should transform");
+            assert_eq!(result.data.get(param), Some(&value));
+            assert_eq!(result.data.get("model"), Some(&json!("mistral-ocr-latest")));
+            assert_eq!(result.data.get("document"), Some(&document));
+            assert_eq!(result.files, None);
+        }
+    }
+
+    #[test]
+    fn transform_ocr_request_includes_multiple_new_params() {
         let document = json!({
             "type": "document_url",
             "document_url": "https://example.com/doc.pdf"
         });
         let optional_params = json!({
-            "include_image_base64": true,
-            "table_format": "html"
+            "table_format": "html",
+            "confidence_scores_granularity": "page",
+            "extract_header": true
         })
         .as_object()
         .unwrap()
         .clone();
-
-        let result = transform_ocr_request("mistral-ocr-latest", document.clone(), optional_params)
+        let result = transform_ocr_request("mistral-ocr-latest", document, optional_params)
             .expect("request should transform");
-
+        assert_eq!(result.data.get("table_format"), Some(&json!("html")));
         assert_eq!(
-            result.data,
-            json!({
-                "model": "mistral-ocr-latest",
-                "document": document,
-                "include_image_base64": true,
-                "table_format": "html"
-            })
+            result.data.get("confidence_scores_granularity"),
+            Some(&json!("page"))
         );
-        assert_eq!(result.files, None);
+        assert_eq!(result.data.get("extract_header"), Some(&json!(true)));
+    }
+
+    #[test]
+    fn transform_ocr_response_preserves_blocks_and_confidence_scores() {
+        let blocks = json!([{"type": "title", "content": "Invoice"}]);
+        let confidence_scores = json!({"page": 0.98});
+        let response = json!({
+            "pages": [{"index": 0, "markdown": "# Invoice", "blocks": blocks, "confidence_scores": confidence_scores}],
+            "model": "mistral-ocr-4-0",
+            "usage_info": {"pages_processed": 1}
+        });
+        let result =
+            transform_ocr_response("mistral-ocr-4-0", response).expect("response should transform");
+        assert_eq!(result.pages[0].get("blocks"), Some(&blocks));
+        assert_eq!(
+            result.pages[0].get("confidence_scores"),
+            Some(&confidence_scores)
+        );
+    }
+
+    #[test]
+    fn transform_ocr_response_preserves_ocr4_page_fields() {
+        let response = json!({
+            "pages": [{"index": 0, "markdown": "table page", "tables": [{"rows": 2, "cols": 3}], "hyperlinks": ["https://example.com"], "header": "Acme Corp", "footer": "Page 1"}],
+            "model": "mistral-ocr-4-0",
+            "usage_info": {"pages_processed": 1}
+        });
+        let result = transform_ocr_response("mistral-ocr-4-0", response.clone())
+            .expect("response should transform");
+        assert_eq!(result.pages[0], response["pages"][0]);
     }
 
     #[test]
@@ -250,7 +371,7 @@ mod tests {
 
         assert_eq!(
             err,
-            CoreError::InvalidType {
+            Error::InvalidType {
                 expected: "object",
                 actual: "string",
             }
@@ -307,6 +428,6 @@ mod tests {
     #[test]
     fn resolve_api_key_errors_when_absent() {
         let err = resolve_api_key(None, &|_| None).expect_err("missing key should error");
-        assert_eq!(err, CoreError::Auth(MISSING_KEY_MESSAGE.to_string()));
+        assert_eq!(err, Error::Auth(MISSING_KEY_MESSAGE.to_string()));
     }
 }
diff --git a/litellm-rust/crates/core/src/providers/mod.rs b/litellm-rust/crates/core/src/providers/mod.rs
index 805600d6dbe..c0c2c69831b 100644
--- a/litellm-rust/crates/core/src/providers/mod.rs
+++ b/litellm-rust/crates/core/src/providers/mod.rs
@@ -4,4 +4,5 @@ pub mod azure_ai;
 pub mod bedrock;
 pub mod mistral;
 pub mod openai;
+pub mod reducto;
 pub mod vertex_ai;
diff --git a/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs b/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs
index b3f6b03b28a..f1985f81b7d 100644
--- a/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/openai/realtime/transformation.rs
@@ -1,4 +1,4 @@
-use crate::CoreResult;
+use crate::Error;
 use crate::realtime::transformation::RealtimeProviderConfig;
 use crate::realtime::types::{RealtimeEvent, RealtimeTransformResult};
 
@@ -72,7 +72,7 @@ impl RealtimeProviderConfig for OpenAiRealtimeConfig {
         &self,
         event: &RealtimeEvent,
         _model: &str,
-    ) -> CoreResult<RealtimeTransformResult> {
+    ) -> Result<RealtimeTransformResult, Error> {
         Ok(RealtimeTransformResult::passthrough(event.clone()))
     }
 
@@ -80,7 +80,7 @@ impl RealtimeProviderConfig for OpenAiRealtimeConfig {
         &self,
         event: &RealtimeEvent,
         _model: &str,
-    ) -> CoreResult<RealtimeTransformResult> {
+    ) -> Result<RealtimeTransformResult, Error> {
         Ok(RealtimeTransformResult::passthrough(event.clone()))
     }
 }
@@ -88,14 +88,14 @@ impl RealtimeProviderConfig for OpenAiRealtimeConfig {
 pub fn transform_realtime_request(
     event: &RealtimeEvent,
     model: &str,
-) -> CoreResult<RealtimeTransformResult> {
+) -> Result<RealtimeTransformResult, Error> {
     OPENAI_REALTIME_CONFIG.transform_realtime_request(event, model)
 }
 
 pub fn transform_realtime_response(
     event: &RealtimeEvent,
     model: &str,
-) -> CoreResult<RealtimeTransformResult> {
+) -> Result<RealtimeTransformResult, Error> {
     OPENAI_REALTIME_CONFIG.transform_realtime_response(event, model)
 }
 
diff --git a/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs b/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs
index e15197c468c..be86bb90311 100644
--- a/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/openai/responses/transformation.rs
@@ -1,4 +1,4 @@
-use crate::CoreResult;
+use crate::Error;
 use crate::responses::types::{ResponsesWsEvent, ResponsesWsTransformResult};
 use crate::responses::websocket::{ResponsesWebSocketProviderConfig, enforce_model};
 
@@ -15,7 +15,7 @@ impl ResponsesWebSocketProviderConfig for OpenAIResponsesWsConfig {
         &self,
         event: &ResponsesWsEvent,
         model: &str,
-    ) -> CoreResult<ResponsesWsTransformResult> {
+    ) -> Result<ResponsesWsTransformResult, Error> {
         Ok(ResponsesWsTransformResult::passthrough(enforce_model(
             event, model,
         )))
@@ -25,7 +25,7 @@ impl ResponsesWebSocketProviderConfig for OpenAIResponsesWsConfig {
         &self,
         event: &ResponsesWsEvent,
         _model: &str,
-    ) -> CoreResult<ResponsesWsTransformResult> {
+    ) -> Result<ResponsesWsTransformResult, Error> {
         Ok(ResponsesWsTransformResult::passthrough(event.clone()))
     }
 }
diff --git a/litellm-rust/crates/core/src/providers/reducto/mod.rs b/litellm-rust/crates/core/src/providers/reducto/mod.rs
new file mode 100644
index 00000000000..3621ff6a2fd
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/reducto/mod.rs
@@ -0,0 +1 @@
+pub mod ocr;
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs
new file mode 100644
index 00000000000..8acee8f770c
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/reducto/ocr/mod.rs
@@ -0,0 +1,4 @@
+pub mod transformation;
+
+#[cfg(test)]
+mod tests;
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs
new file mode 100644
index 00000000000..2b66d058b5d
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/reducto/ocr/tests.rs
@@ -0,0 +1,202 @@
+use rstest::{fixture, rstest};
+use serde_json::{Value, json};
+
+use super::transformation::*;
+use crate::ocr::transformation::OcrProviderConfig;
+
+#[fixture]
+fn parse_response() -> Value {
+    json!({
+        "job_id": "job_123",
+        "usage": {"num_pages": 3, "credits": 3},
+        "result": {
+            "chunks": [
+                {
+                    "content": "Page 1 block A",
+                    "blocks": [{
+                        "content": "Page 1 block A",
+                        "bbox": {"page": 1},
+                        "kind": "text",
+                    }],
+                },
+                {
+                    "content": "Page 2 block A",
+                    "blocks": [{
+                        "content": "Page 2 block A",
+                        "bbox": {"page": 2},
+                        "kind": "table",
+                    }],
+                },
+                {
+                    "content": "Page 1 block B",
+                    "blocks": [{
+                        "content": "Page 1 block B",
+                        "bbox": {"page": 1},
+                        "kind": "text",
+                    }],
+                },
+                {
+                    "content": "Page 3 block A",
+                    "blocks": [{
+                        "content": "Page 3 block A",
+                        "bbox": {"page": 3},
+                        "kind": "figure",
+                    }],
+                },
+            ],
+        },
+    })
+}
+
+#[rstest]
+fn test_parse_v3_file_upload_and_response_mapping(parse_response: Value) {
+    let source = classify_document_source("data:application/pdf;base64,JVBERi0xLjQ=")
+        .expect("PDF data URI should be valid");
+    let upload = build_upload_request(
+        source,
+        "Bearer test-key",
+        Some("https://platform.reducto.ai"),
+    )
+    .expect("data URI should require upload");
+    assert_eq!(upload.url, "https://platform.reducto.ai/upload");
+    assert_eq!(upload.authorization, "Bearer test-key");
+    assert_eq!(upload.file_name, "document");
+    assert_eq!(upload.mime_type, "application/pdf");
+    assert_eq!(upload.bytes, b"%PDF-1.4");
+
+    let optional_params = json!({
+        "formatting": {"table_output_format": "html"},
+        "retrieval": {"chunk_mode": "section"},
+        "settings": {"ocr_system": "standard"},
+    })
+    .as_object()
+    .expect("params should be an object")
+    .clone();
+    let request = build_parse_v3_request("reducto://uploaded.pdf", optional_params);
+    assert_eq!(
+        request.data,
+        json!({
+            "input": "reducto://uploaded.pdf",
+            "formatting": {"table_output_format": "html"},
+            "retrieval": {"chunk_mode": "section"},
+            "settings": {"ocr_system": "standard"},
+        })
+    );
+
+    let transformed = transform_reducto_response("parse-v3", parse_response.clone())
+        .expect("response should transform");
+    assert_eq!(
+        transformed.usage_info,
+        Some(json!({"pages_processed": 3, "credits": 3}))
+    );
+    assert_eq!(transformed.pages.len(), 3);
+    assert_eq!(
+        transformed.pages[0],
+        json!({
+            "index": 0,
+            "markdown": "Page 1 block A\n\nPage 1 block B",
+            "blocks": [
+                {"content": "Page 1 block A", "bbox": {"page": 1}, "kind": "text"},
+                {"content": "Page 1 block B", "bbox": {"page": 1}, "kind": "text"},
+            ],
+        })
+    );
+    assert_eq!(transformed.pages[1]["markdown"], "Page 2 block A");
+    assert_eq!(transformed.pages[2]["markdown"], "Page 3 block A");
+    assert_eq!(transformed.provider_native_response, Some(parse_response));
+}
+
+#[rstest]
+fn test_parse_v3_reducto_id_passthrough_skips_upload(parse_response: Value) {
+    let document = json!({
+        "type": "document_url",
+        "document_url": "reducto://already-uploaded.pdf",
+    });
+    let source = extract_document_source(&document).expect("Reducto ID should be valid");
+    assert!(build_upload_request(source.clone(), "Bearer test-key", None).is_none());
+    assert_eq!(
+        source,
+        ReductoDocumentSource::FileId("reducto://already-uploaded.pdf".to_string())
+    );
+
+    let request = REDUCTO_PARSE_V3_CONFIG
+        .transform_ocr_request(
+            "parse-v3",
+            document,
+            json!({"retrieval": {"chunk_mode": "section"}})
+                .as_object()
+                .expect("params should be object")
+                .clone(),
+        )
+        .expect("direct ID should transform");
+    assert_eq!(request.data["input"], "reducto://already-uploaded.pdf");
+    assert_eq!(request.data["retrieval"]["chunk_mode"], "section");
+
+    let response = REDUCTO_PARSE_V3_CONFIG
+        .transform_ocr_response("parse-v3", parse_response)
+        .expect("response should transform");
+    assert!(
+        response.pages[0]["markdown"]
+            .as_str()
+            .expect("markdown should be string")
+            .starts_with("Page 1 block A")
+    );
+}
+
+#[rstest]
+fn test_parse_legacy_wraps_enhance_under_options() {
+    let request = build_parse_legacy_request(
+        "reducto://legacy.pdf",
+        json!({"enhance": {"agentic": [{"type": "table"}]}})
+            .as_object()
+            .expect("params should be object"),
+    );
+    assert_eq!(
+        request.data,
+        json!({
+            "document_url": "reducto://legacy.pdf",
+            "options": {"enhance": {"agentic": [{"type": "table"}]}},
+        })
+    );
+}
+
+#[rstest]
+fn test_parse_v3_image_data_uri_upload_uses_image_mime() {
+    let source = classify_document_source("data:image/png;base64,iVBORw0KGgo=")
+        .expect("PNG data URI should be valid");
+    let upload = build_upload_request(
+        source,
+        "Bearer programmatic-key",
+        Some("https://custom.reducto.test/"),
+    )
+    .expect("data URI should require upload");
+    assert_eq!(upload.url, "https://custom.reducto.test/upload");
+    assert_eq!(upload.authorization, "Bearer programmatic-key");
+    assert_eq!(upload.mime_type, "image/png");
+    assert_eq!(upload.bytes, b"\x89PNG\r\n\x1a\n");
+}
+
+#[rstest]
+#[case::http("http://example.com/document.pdf")]
+#[case::https("https://example.com/document.pdf")]
+fn test_parse_v3_rejects_plain_http_urls(#[case] source: &str) {
+    let error = classify_document_source(source).expect_err("plain URL should be rejected");
+    assert!(error.to_string().contains("upload the file first"));
+}
+
+#[rstest]
+fn test_parse_v3_uses_programmatic_api_key_over_env() {
+    let key = resolve_api_key(Some("passed-key"), &|_| Some("env-reducto-key".to_string()))
+        .expect("explicit key should resolve");
+    assert_eq!(key, "passed-key");
+
+    let headers = REDUCTO_PARSE_V3_CONFIG
+        .validate_environment(Vec::new(), Some("passed-key"), &|_| {
+            Some("env-reducto-key".to_string())
+        })
+        .expect("headers should validate");
+    assert_eq!(
+        headers,
+        vec![("Authorization".to_string(), "Bearer passed-key".to_string())]
+    );
+}
diff --git a/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs
new file mode 100644
index 00000000000..b8507541e18
--- /dev/null
+++ b/litellm-rust/crates/core/src/providers/reducto/ocr/transformation.rs
@@ -0,0 +1,407 @@
+use std::collections::BTreeMap;
+
+use base64::Engine;
+use base64::engine::general_purpose::STANDARD as BASE64_STANDARD;
+use serde_json::{Map, Value, json};
+
+use crate::error::{Error, json_type_name};
+use crate::ocr::transformation::OcrProviderConfig;
+use crate::ocr::types::{OcrRequestData, OcrResponseData};
+
+pub const REDUCTO_API_BASE: &str = "https://platform.reducto.ai";
+pub const REDUCTO_API_KEY_ENV: &str = "REDUCTO_API_KEY";
+pub const REDUCTO_ID_PREFIX: &str = "reducto://";
+
+const PARSE_V3_SUPPORTED_OCR_PARAMS: &[&str] = &["formatting", "retrieval", "settings"];
+const PARSE_LEGACY_SUPPORTED_OCR_PARAMS: &[&str] = &["enhance"];
+const MISSING_KEY_MESSAGE: &str = "Missing REDUCTO_API_KEY - set it in the environment or pass api_key to litellm.ocr()/litellm.aocr()";
+const DATA_URI_UPLOAD_REQUIRED: &str =
+    "Reducto data URI upload must complete before OCR request transformation";
+
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub enum ReductoDocumentSource {
+    FileId(String),
+    Upload { bytes: Vec<u8>, mime_type: String },
+}
+
+#[derive(Clone, PartialEq, Eq)]
+pub struct ReductoUploadRequest {
+    pub url: String,
+    pub authorization: String,
+    pub file_name: &'static str,
+    pub bytes: Vec<u8>,
+    pub mime_type: String,
+}
+
+pub struct ReductoParseV3Config;
+pub struct ReductoParseLegacyConfig;
+
+pub const REDUCTO_PARSE_V3_CONFIG: ReductoParseV3Config = ReductoParseV3Config;
+pub const REDUCTO_PARSE_LEGACY_CONFIG: ReductoParseLegacyConfig = ReductoParseLegacyConfig;
+
+pub fn config_for_model(model: &str) -> Option<&'static dyn OcrProviderConfig> {
+    match model {
+        "parse-v3" => Some(&REDUCTO_PARSE_V3_CONFIG),
+        "parse-legacy" => Some(&REDUCTO_PARSE_LEGACY_CONFIG),
+        _ => None,
+    }
+}
+
+pub fn normalize_api_base(api_base: Option<&str>) -> String {
+    api_base
+        .map(str::trim)
+        .filter(|base| !base.is_empty())
+        .unwrap_or(REDUCTO_API_BASE)
+        .trim_end_matches('/')
+        .to_string()
+}
+
+pub fn parse_url(api_base: Option<&str>) -> String {
+    format!("{}/parse", normalize_api_base(api_base))
+}
+
+pub fn upload_url(api_base: Option<&str>) -> String {
+    format!("{}/upload", normalize_api_base(api_base))
+}
+
+pub fn resolve_api_key(
+    api_key: Option<&str>,
+    env_lookup: &dyn Fn(&str) -> Option<String>,
+) -> Result<String, Error> {
+    api_key
+        .map(str::trim)
+        .filter(|key| !key.is_empty())
+        .map(str::to_string)
+        .or_else(|| {
+            env_lookup(REDUCTO_API_KEY_ENV)
+                .map(|key| key.trim().to_string())
+                .filter(|key| !key.is_empty())
+        })
+        .ok_or_else(|| Error::Auth(MISSING_KEY_MESSAGE.to_string()))
+}
+
+pub fn extract_document_source(document: &Value) -> Result<ReductoDocumentSource, Error> {
+    let document = document.as_object().ok_or_else(|| Error::InvalidType {
+        expected: "object",
+        actual: json_type_name(document),
+    })?;
+    let source = document
+        .get("document_url")
+        .and_then(Value::as_str)
+        .filter(|source| !source.is_empty())
+        .or_else(|| document.get("image_url").and_then(Value::as_str))
+        .ok_or_else(|| {
+            Error::InvalidRequest(
+                "Reducto expected OCR preprocessing to produce document_url or image_url"
+                    .to_string(),
+            )
+        })?;
+    classify_document_source(source)
+}
+
+pub fn classify_document_source(source: &str) -> Result<ReductoDocumentSource, Error> {
+    if source.starts_with(REDUCTO_ID_PREFIX) {
+        return Ok(ReductoDocumentSource::FileId(source.to_string()));
+    }
+    if source.starts_with("http://") || source.starts_with("https://") {
+        return Err(Error::InvalidRequest(
+            "Reducto requires type='file' (auto-uploaded) or a reducto:// id. Plain http(s) URLs are not supported; upload the file first."
+                .to_string(),
+        ));
+    }
+    if !source.starts_with("data:") {
+        return Err(Error::InvalidRequest(
+            "Reducto requires a reducto:// id or a base64 data URI after OCR preprocessing."
+                .to_string(),
+        ));
+    }
+
+    let (header, encoded) = source
+        .split_once(',')
+        .ok_or_else(|| Error::InvalidRequest("Invalid Reducto data URI provided.".to_string()))?;
+    if !header.split(';').any(|part| part == "base64") {
+        return Err(Error::InvalidRequest(
+            "Reducto only supports base64-encoded data URIs.".to_string(),
+        ));
+    }
+
+    let mime_type = header
+        .strip_prefix("data:")
+        .and_then(|header| header.split(';').next())
+        .filter(|mime| !mime.is_empty())
+        .unwrap_or("application/octet-stream")
+        .to_string();
+    let bytes = BASE64_STANDARD.decode(encoded).map_err(|_| {
+        Error::InvalidRequest("Invalid Reducto base64 payload provided.".to_string())
+    })?;
+
+    Ok(ReductoDocumentSource::Upload { bytes, mime_type })
+}
+
+pub fn build_upload_request(
+    source: ReductoDocumentSource,
+    authorization: &str,
+    api_base: Option<&str>,
+) -> Option<ReductoUploadRequest> {
+    let ReductoDocumentSource::Upload { bytes, mime_type } = source else {
+        return None;
+    };
+
+    Some(ReductoUploadRequest {
+        url: upload_url(api_base),
+        authorization: authorization.to_string(),
+        file_name: "document",
+        bytes,
+        mime_type,
+    })
+}
+
+pub fn extract_upload_file_id(response_json: &Value) -> Result<&str, Error> {
+    response_json
+        .as_object()
+        .and_then(|response| response.get("file_id"))
+        .and_then(Value::as_str)
+        .filter(|file_id| !file_id.is_empty())
+        .ok_or_else(|| {
+            Error::InvalidResponse(format!(
+                "Reducto /upload returned 200 without a file_id; got payload={response_json}"
+            ))
+        })
+}
+
+pub fn build_parse_v3_request(
+    file_id: &str,
+    optional_params: Map<String, Value>,
+) -> OcrRequestData {
+    let data = std::iter::once(("input".to_string(), Value::String(file_id.to_string())))
+        .chain(optional_params)
+        .collect();
+    OcrRequestData {
+        data: Value::Object(data),
+        files: None,
+    }
+}
+
+pub fn build_parse_legacy_request(
+    file_id: &str,
+    optional_params: &Map<String, Value>,
+) -> OcrRequestData {
+    let options = optional_params
+        .get("enhance")
+        .filter(|enhance| !enhance.is_null())
+        .map(|enhance| json!({"options": {"enhance": enhance}}));
+    let data = match options {
+        Some(Value::Object(options)) => std::iter::once((
+            "document_url".to_string(),
+            Value::String(file_id.to_string()),
+        ))
+        .chain(options)
+        .collect(),
+        _ => Map::from_iter([(
+            "document_url".to_string(),
+            Value::String(file_id.to_string()),
+        )]),
+    };
+    OcrRequestData {
+        data: Value::Object(data),
+        files: None,
+    }
+}
+
+fn source_file_id(document: &Value) -> Result<String, Error> {
+    match extract_document_source(document)? {
+        ReductoDocumentSource::FileId(file_id) => Ok(file_id),
+        ReductoDocumentSource::Upload { .. } => Err(Error::Unsupported(DATA_URI_UPLOAD_REQUIRED)),
+    }
+}
+
+fn page_number(block: &Map<String, Value>) -> Option<i64> {
+    let page = block.get("bbox")?.as_object()?.get("page")?;
+    page.as_i64()
+        .or_else(|| page.as_u64().and_then(|page| i64::try_from(page).ok()))
+        .or_else(|| page.as_str().and_then(|page| page.parse().ok()))
+}
+
+fn chunks(result: &Map<String, Value>) -> &[Value] {
+    result
+        .get("chunks")
+        .and_then(Value::as_array)
+        .map(Vec::as_slice)
+        .unwrap_or_default()
+}
+
+fn build_pages(result: &Map<String, Value>) -> Vec<Value> {
+    let blocks_by_page = chunks(result)
+        .iter()
+        .filter_map(Value::as_object)
+        .filter_map(|chunk| chunk.get("blocks").and_then(Value::as_array))
+        .flatten()
+        .filter_map(|block| block.as_object().map(|object| (block, object)))
+        .filter_map(|(block, object)| page_number(object).map(|page| (page, block.clone())))
+        .fold(
+            BTreeMap::<i64, Vec<Value>>::new(),
+            |mut pages, (page, block)| {
+                pages.entry(page).or_default().push(block);
+                pages
+            },
+        );
+
+    if blocks_by_page.is_empty() {
+        let markdown = chunks(result)
+            .iter()
+            .filter_map(Value::as_object)
+            .filter_map(|chunk| chunk.get("content").and_then(Value::as_str))
+            .filter(|content| !content.is_empty())
+            .collect::<Vec<_>>()
+            .join("\n\n");
+        return if markdown.is_empty() {
+            Vec::new()
+        } else {
+            vec![json!({"index": 0, "markdown": markdown})]
+        };
+    }
+
+    blocks_by_page
+        .into_iter()
+        .map(|(page, blocks)| {
+            let markdown = blocks
+                .iter()
+                .filter_map(Value::as_object)
+                .filter_map(|block| block.get("content").and_then(Value::as_str))
+                .filter(|content| !content.is_empty())
+                .collect::<Vec<_>>()
+                .join("\n\n");
+            json!({
+                "index": page.saturating_sub(1).max(0),
+                "markdown": markdown,
+                "blocks": blocks,
+            })
+        })
+        .collect()
+}
+
+pub fn transform_reducto_response(
+    model: &str,
+    response_json: Value,
+) -> Result<OcrResponseData, Error> {
+    let response = response_json
+        .as_object()
+        .ok_or_else(|| Error::InvalidType {
+            expected: "object",
+            actual: json_type_name(&response_json),
+        })?;
+    let empty_result = Map::new();
+    let result = match response.get("result") {
+        Some(Value::Object(result)) => result,
+        Some(Value::Null) => &empty_result,
+        Some(_) => {
+            return Err(Error::InvalidResponse(
+                "Reducto result must be an object".to_string(),
+            ));
+        }
+        None => response,
+    };
+    let usage = response
+        .get("usage")
+        .and_then(Value::as_object)
+        .cloned()
+        .unwrap_or_default();
+    let usage_info = Some(json!({
+        "pages_processed": usage.get("num_pages").cloned().unwrap_or(Value::Null),
+        "credits": usage.get("credits").cloned().unwrap_or(Value::Null),
+    }));
+
+    Ok(OcrResponseData {
+        pages: build_pages(result),
+        model: model.to_string(),
+        document_annotation: None,
+        usage_info,
+        object: "ocr".to_string(),
+        extra_fields: Map::new(),
+        provider_native_response: Some(response_json),
+    })
+}
+
+impl OcrProviderConfig for ReductoParseV3Config {
+    fn supported_ocr_params(&self) -> &'static [&'static str] {
+        PARSE_V3_SUPPORTED_OCR_PARAMS
+    }
+
+    fn transform_ocr_request(
+        &self,
+        _model: &str,
+        document: Value,
+        optional_params: Map<String, Value>,
+    ) -> Result<OcrRequestData, Error> {
+        let file_id = source_file_id(&document)?;
+        Ok(build_parse_v3_request(&file_id, optional_params))
+    }
+
+    fn transform_ocr_response(
+        &self,
+        model: &str,
+        response_json: Value,
+    ) -> Result<OcrResponseData, Error> {
+        transform_reducto_response(model, response_json)
+    }
+
+    fn complete_url(
+        &self,
+        api_base: Option<&str>,
+        _model: &str,
+        _optional_params: &Map<String, Value>,
+        _env_lookup: &dyn Fn(&str) -> Option<String>,
+    ) -> Result<String, Error> {
+        Ok(parse_url(api_base))
+    }
+
+    fn resolve_api_key(
+        &self,
+        api_key: Option<&str>,
+        env_lookup: &dyn Fn(&str) -> Option<String>,
+    ) -> Result<String, Error> {
+        resolve_api_key(api_key, env_lookup)
+    }
+}
+
+impl OcrProviderConfig for ReductoParseLegacyConfig {
+    fn supported_ocr_params(&self) -> &'static [&'static str] {
+        PARSE_LEGACY_SUPPORTED_OCR_PARAMS
+    }
+
+    fn transform_ocr_request(
+        &self,
+        _model: &str,
+        document: Value,
+        optional_params: Map<String, Value>,
+    ) -> Result<OcrRequestData, Error> {
+        let file_id = source_file_id(&document)?;
+        Ok(build_parse_legacy_request(&file_id, &optional_params))
+    }
+
+    fn transform_ocr_response(
+        &self,
+        model: &str,
+        response_json: Value,
+    ) -> Result<OcrResponseData, Error> {
+        transform_reducto_response(model, response_json)
+    }
+
+    fn complete_url(
+        &self,
+        api_base: Option<&str>,
+        _model: &str,
+        _optional_params: &Map<String, Value>,
+        _env_lookup: &dyn Fn(&str) -> Option<String>,
+    ) -> Result<String, Error> {
+        Ok(parse_url(api_base))
+    }
+
+    fn resolve_api_key(
+        &self,
+        api_key: Option<&str>,
+        env_lookup: &dyn Fn(&str) -> Option<String>,
+    ) -> Result<String, Error> {
+        resolve_api_key(api_key, env_lookup)
+    }
+}
diff --git a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs
index 6300149c237..c324de8cb45 100644
--- a/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs
+++ b/litellm-rust/crates/core/src/providers/vertex_ai/ocr/transformation.rs
@@ -1,4 +1,4 @@
-use crate::error::{CoreError, CoreResult, json_type_name};
+use crate::error::{Error, json_type_name};
 use crate::ocr::transformation::OcrProviderConfig;
 use crate::ocr::types::{OcrRequestData, OcrResponseData};
 use serde_json::{Map, Value, json};
@@ -43,7 +43,7 @@ pub fn is_deepseek_model(model: &str) -> bool {
 pub fn resolve_vertex_api_key(
     api_key: Option<&str>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     api_key
         .map(str::trim)
         .filter(|key| !key.is_empty())
@@ -51,7 +51,7 @@ pub fn resolve_vertex_api_key(
         .or_else(|| env_lookup(VERTEX_AI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
         .or_else(|| env_lookup(VERTEXAI_API_KEY_ENV).filter(|key| !key.trim().is_empty()))
         .ok_or_else(|| {
-            CoreError::Auth(
+            Error::Auth(
                 "Missing Vertex AI access token - pass api_key or provide Authorization via extra_headers"
                     .to_string(),
             )
@@ -61,12 +61,12 @@ pub fn resolve_vertex_api_key(
 fn vertex_project(
     params: &Map<String, Value>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     string_param(params, &["vertex_project", "vertex_ai_project"])
         .map(str::to_string)
         .or_else(|| env_lookup(VERTEXAI_PROJECT_ENV).filter(|value| !value.trim().is_empty()))
         .ok_or_else(|| {
-            CoreError::InvalidRequest(
+            Error::InvalidRequest(
                 "Missing vertex_project - Set VERTEXAI_PROJECT environment variable or pass vertex_project parameter"
                     .to_string(),
             )
@@ -99,7 +99,7 @@ pub fn complete_vertex_mistral_url(
     model: &str,
     optional_params: &Map<String, Value>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     let project = vertex_project(optional_params, env_lookup)?;
     let location = vertex_location(optional_params, env_lookup);
     let base = vertex_mistral_api_base(api_base, &location);
@@ -112,7 +112,7 @@ pub fn complete_vertex_deepseek_url(
     api_base: Option<&str>,
     optional_params: &Map<String, Value>,
     env_lookup: &dyn Fn(&str) -> Option<String>,
-) -> CoreResult<String> {
+) -> Result<String, Error> {
     let project = vertex_project(optional_params, env_lookup)?;
     let location = vertex_location(optional_params, env_lookup);
     let base = api_base
@@ -125,20 +125,20 @@ pub fn complete_vertex_deepseek_url(
     ))
 }
 
-fn document_content_item(document: &Value) -> CoreResult<Value> {
-    let object = document.as_object().ok_or_else(|| CoreError::InvalidType {
+fn document_content_item(document: &Value) -> Result<Value, Error> {
+    let object = document.as_object().ok_or_else(|| Error::InvalidType {
         expected: "object",
         actual: json_type_name(document),
     })?;
     let doc_type = object
         .get("type")
         .and_then(Value::as_str)
-        .ok_or(CoreError::MissingField("document.type"))?;
+        .ok_or(Error::MissingField("document.type"))?;
     let url_field = match doc_type {
         "image_url" => "image_url",
         "document_url" => "document_url",
         other => {
-            return Err(CoreError::InvalidRequest(format!(
+            return Err(Error::InvalidRequest(format!(
                 "Unsupported document type: {other}. Expected 'image_url' or 'document_url'"
             )));
         }
@@ -147,7 +147,7 @@ fn document_content_item(document: &Value) -> CoreResult<Value> {
         .get(url_field)
         .and_then(Value::as_str)
         .filter(|value| !value.is_empty())
-        .ok_or(CoreError::MissingField(url_field))?;
+        .ok_or(Error::MissingField(url_field))?;
 
     Ok(json!({
         "type": "image_url",
@@ -163,7 +163,7 @@ fn deepseek_model_name(model: &str) -> String {
     }
 }
 
-fn first_choice_content(response: &Value) -> CoreResult<Value> {
+fn first_choice_content(response: &Value) -> Result<Value, Error> {
     response
         .get("choices")
         .and_then(Value::as_array)
@@ -176,9 +176,7 @@ fn first_choice_content(response: &Value) -> CoreResult<Value> {
             Value::Object(_) => true,
             _ => false,
         })
-        .ok_or_else(|| {
-            CoreError::InvalidResponse("No content in DeepSeek OCR response".to_string())
-        })
+        .ok_or_else(|| Error::InvalidResponse("No content in DeepSeek OCR response".to_string()))
 }
 
 fn ocr_data_from_content(content: Value, usage: Option<Value>, model: &str) -> Value {
@@ -214,12 +212,13 @@ impl OcrProviderConfig for VertexAiOcrConfig {
         MISTRAL_OCR_CONFIG.supported_ocr_params()
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_request(
         &self,
         model: &str,
         document: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData> {
+    ) -> Result<OcrRequestData, Error> {
         MISTRAL_OCR_CONFIG.transform_ocr_request(model, document, optional_params)
     }
 
@@ -227,17 +226,18 @@ impl OcrProviderConfig for VertexAiOcrConfig {
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData> {
+    ) -> Result<OcrResponseData, Error> {
         MISTRAL_OCR_CONFIG.transform_ocr_response(model, response_json)
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         complete_vertex_mistral_url(api_base, model, optional_params, env_lookup)
     }
 
@@ -245,7 +245,7 @@ impl OcrProviderConfig for VertexAiOcrConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_vertex_api_key(api_key, env_lookup)
     }
 
@@ -255,16 +255,27 @@ impl OcrProviderConfig for VertexAiOcrConfig {
 }
 
 impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn supported_ocr_params(&self) -> &'static [&'static str] {
         DEEPSEEK_SUPPORTED_OCR_PARAMS
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+    fn map_ocr_params(&self, non_default_params: &Map<String, Value>) -> Map<String, Value> {
+        non_default_params
+            .iter()
+            .filter(|(name, _)| DEEPSEEK_SUPPORTED_OCR_PARAMS.contains(&name.as_str()))
+            .map(|(name, value)| (name.clone(), value.clone()))
+            .collect()
+    }
+
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_request(
         &self,
         model: &str,
         document: Value,
         optional_params: Map<String, Value>,
-    ) -> CoreResult<OcrRequestData> {
+    ) -> Result<OcrRequestData, Error> {
         let mut data = Map::new();
         data.insert(
             "model".to_string(),
@@ -285,14 +296,15 @@ impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn transform_ocr_response(
         &self,
         model: &str,
         response_json: Value,
-    ) -> CoreResult<OcrResponseData> {
+    ) -> Result<OcrResponseData, Error> {
         let response = response_json
             .as_object()
-            .ok_or_else(|| CoreError::InvalidType {
+            .ok_or_else(|| Error::InvalidType {
                 expected: "object",
                 actual: json_type_name(&response_json),
             })?;
@@ -314,7 +326,7 @@ impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
             });
         }
 
-        let object = ocr_data.as_object().ok_or_else(|| CoreError::InvalidType {
+        let object = ocr_data.as_object().ok_or_else(|| Error::InvalidType {
             expected: "object",
             actual: json_type_name(&ocr_data),
         })?;
@@ -337,16 +349,19 @@ impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
             document_annotation: object.get("document_annotation").cloned(),
             usage_info,
             object: "ocr".to_string(),
+            extra_fields: Map::new(),
+            provider_native_response: None,
         })
     }
 
+    #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
     fn complete_url(
         &self,
         api_base: Option<&str>,
         _model: &str,
         optional_params: &Map<String, Value>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         complete_vertex_deepseek_url(api_base, optional_params, env_lookup)
     }
 
@@ -354,7 +369,7 @@ impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
         &self,
         api_key: Option<&str>,
         env_lookup: &dyn Fn(&str) -> Option<String>,
-    ) -> CoreResult<String> {
+    ) -> Result<String, Error> {
         resolve_vertex_api_key(api_key, env_lookup)
     }
 }
@@ -362,6 +377,7 @@ impl OcrProviderConfig for VertexAiDeepSeekOcrConfig {
 #[cfg(test)]
 mod tests {
     use super::*;
+    use rstest::rstest;
 
     #[test]
     fn vertex_mistral_url_uses_project_location_and_model() {
@@ -413,6 +429,22 @@ mod tests {
         );
     }
 
+    #[rstest]
+    #[case::bare_model("deepseek-ocr-maas")]
+    #[case::namespaced_model("deepseek-ai/deepseek-ocr-maas")]
+    fn vertex_deepseek_request_uses_single_provider_namespace(#[case] model: &str) {
+        let body = VERTEX_AI_DEEPSEEK_OCR_CONFIG
+            .transform_ocr_request(
+                model,
+                json!({"type": "image_url", "image_url": "data:image/png;base64,AA=="}),
+                Map::new(),
+            )
+            .expect("request transforms")
+            .data;
+
+        assert_eq!(body["model"], "deepseek-ai/deepseek-ocr-maas");
+    }
+
     #[test]
     fn vertex_deepseek_response_wraps_markdown_content() {
         let response = VERTEX_AI_DEEPSEEK_OCR_CONFIG
diff --git a/litellm-rust/crates/core/src/realtime/transformation.rs b/litellm-rust/crates/core/src/realtime/transformation.rs
index 69b88687000..b08084514ef 100644
--- a/litellm-rust/crates/core/src/realtime/transformation.rs
+++ b/litellm-rust/crates/core/src/realtime/transformation.rs
@@ -1,4 +1,4 @@
-use crate::CoreResult;
+use crate::Error;
 use crate::realtime::types::{RealtimeEvent, RealtimeTransformResult};
 
 pub trait RealtimeProviderConfig {
@@ -11,12 +11,12 @@ pub trait RealtimeProviderConfig {
         &self,
         event: &RealtimeEvent,
         model: &str,
-    ) -> CoreResult<RealtimeTransformResult>;
+    ) -> Result<RealtimeTransformResult, Error>;
 
     /// Transform a backend → client event before it is forwarded downstream.
     fn transform_realtime_response(
         &self,
         event: &RealtimeEvent,
         model: &str,
-    ) -> CoreResult<RealtimeTransformResult>;
+    ) -> Result<RealtimeTransformResult, Error>;
 }
diff --git a/litellm-rust/crates/core/src/responses/instrumentation.rs b/litellm-rust/crates/core/src/responses/instrumentation.rs
index ec04571da14..b1098f4d386 100644
--- a/litellm-rust/crates/core/src/responses/instrumentation.rs
+++ b/litellm-rust/crates/core/src/responses/instrumentation.rs
@@ -5,9 +5,9 @@ use std::time::{SystemTime, UNIX_EPOCH};
 
 use serde_json::Value;
 
+use crate::Error;
 use crate::call_lifecycle::{CallLifecycleContext, CallLifecycleHooks, CallLifecycleTiming};
 use crate::responses::types::{ResponsesWsEvent, ResponsesWsEventType};
-use crate::{CoreError, CoreResult};
 
 #[derive(Clone, Debug, Default, PartialEq, Eq)]
 pub struct ResponsesWsUsage {
@@ -205,7 +205,7 @@ impl ResponsesWsInstrumentation {
     }
 }
 
-type LifecycleFuture<'a, T> = Pin<Box<dyn Future<Output = CoreResult<T>> + Send + 'a>>;
+type LifecycleFuture<'a, T> = Pin<Box<dyn Future<Output = Result<T, Error>> + Send + 'a>>;
 
 impl CallLifecycleHooks<(), (), ()> for ResponsesWsInstrumentation {
     type PreCallFuture<'a> = LifecycleFuture<'a, ()>;
@@ -246,7 +246,7 @@ impl CallLifecycleHooks<(), (), ()> for ResponsesWsInstrumentation {
     fn async_log_failure_event<'a>(
         &'a self,
         _context: &'a CallLifecycleContext,
-        _error: &'a CoreError,
+        _error: &'a Error,
         _timing: &'a CallLifecycleTiming,
     ) -> Self::FailureFuture<'a> {
         Box::pin(async move {
@@ -342,7 +342,7 @@ mod tests {
                 ),
                 (),
                 &instrumentation,
-                |_| async { Ok::<(), CoreError>(()) },
+                |_| async { Ok::<(), Error>(()) },
             )
             .await;
 
diff --git a/litellm-rust/crates/core/src/responses/websocket.rs b/litellm-rust/crates/core/src/responses/websocket.rs
index 92dc19627a0..5d037e9cf1b 100644
--- a/litellm-rust/crates/core/src/responses/websocket.rs
+++ b/litellm-rust/crates/core/src/responses/websocket.rs
@@ -1,4 +1,4 @@
-use crate::CoreResult;
+use crate::Error;
 use crate::constants::{OPENAI_RESPONSES_DEFAULT_API_BASE, OPENAI_RESPONSES_PATH};
 use crate::responses::types::{ResponsesWsEvent, ResponsesWsEventType, ResponsesWsTransformResult};
 
@@ -19,13 +19,13 @@ pub trait ResponsesWebSocketProviderConfig: Sync {
         &self,
         event: &ResponsesWsEvent,
         model: &str,
-    ) -> CoreResult<ResponsesWsTransformResult>;
+    ) -> Result<ResponsesWsTransformResult, Error>;
 
     fn transform_ws_response(
         &self,
         event: &ResponsesWsEvent,
         model: &str,
-    ) -> CoreResult<ResponsesWsTransformResult>;
+    ) -> Result<ResponsesWsTransformResult, Error>;
 }
 
 pub fn complete_websocket_url(
diff --git a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs b/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs
index 656ba033b62..fc0ab2b62a3 100644
--- a/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs
+++ b/litellm-rust/crates/core/tests/workspace_crate_allowlist.rs
@@ -1,7 +1,9 @@
-//! Enforcement: the litellm-rust workspace has exactly three crates.
+//! Enforcement: the litellm-rust workspace has exactly five crates.
 //!
-//! `core` (pure translation), `ai-gateway` (routes + all network I/O), and
-//! `python-bridge` (the PyO3 cdylib). Adding or removing a crate must be a
+//! `core` (the Rust SDK), `config` (the config-loading boundary),
+//! `ai-gateway` (the HTTP/WebSocket host),
+//! `python-interop` (domain-neutral PyO3 primitives), and `python-bridge` (the
+//! PyO3 cdylib). Adding or removing a crate must be a
 //! deliberate act: this test fails until the allowlist here is updated, forcing
 //! whoever changes the crate set to justify the new crate per the rule that a
 //! crate is a layer needing independent compilation / its own deps / a separate
@@ -16,10 +18,22 @@ use std::path::{Path, PathBuf};
 
 /// The one true crate set. Update BOTH this and `litellm-rust/AGENTS.md` when the
 /// workspace legitimately gains or loses a crate.
-const EXPECTED_MEMBERS: &[&str] = &["crates/core", "crates/ai-gateway", "crates/python-bridge"];
+const EXPECTED_MEMBERS: &[&str] = &[
+    "crates/core",
+    "crates/config",
+    "crates/ai-gateway",
+    "crates/python-interop",
+    "crates/python-bridge",
+];
 
 /// The crate subdirectory names that must exist under `crates/`.
-const EXPECTED_CRATE_DIRS: &[&str] = &["core", "ai-gateway", "python-bridge"];
+const EXPECTED_CRATE_DIRS: &[&str] = &[
+    "core",
+    "config",
+    "ai-gateway",
+    "python-interop",
+    "python-bridge",
+];
 
 const MISMATCH: &str = "litellm-rust crate set changed — update this allowlist AND litellm-rust/AGENTS.md, and justify the crate per the rule (crate = layer needing independent compilation / its own deps / a separate artifact).";
 
diff --git a/litellm-rust/crates/python-bridge/AGENTS.md b/litellm-rust/crates/python-bridge/AGENTS.md
index ad3cddfa5fd..42282ca4da4 100644
--- a/litellm-rust/crates/python-bridge/AGENTS.md
+++ b/litellm-rust/crates/python-bridge/AGENTS.md
@@ -1,3 +1,3 @@
-litellm-python-bridge is the PyO3 cdylib that exposes Rust to the litellm Python SDK — a thin adapter (Python objects → Rust calls → Python results) over the litellm-core route entrypoints (e.g. `litellm_core::messages::messages`).
+litellm-python-bridge is the PyO3 cdylib that exposes LiteLLM Rust APIs to the Python SDK. Keep API registration, domain dependency wiring, request assembly, and Python exception mapping here. Put domain-neutral Python/Serde conversion and GIL primitives in litellm-python-interop.
 
 Keep it thin: no business logic, no transforms, no I/O orchestration — just marshal in/out and call the core entrypoint.
diff --git a/litellm-rust/crates/python-bridge/CLAUDE.md b/litellm-rust/crates/python-bridge/CLAUDE.md
index 3ce8b8c639a..d25ae5a8130 100644
--- a/litellm-rust/crates/python-bridge/CLAUDE.md
+++ b/litellm-rust/crates/python-bridge/CLAUDE.md
@@ -5,8 +5,9 @@ Rules for `litellm-rust/crates/python-bridge`.
 ## Responsibility
 
 `python-bridge` is the PyO3 boundary between Python LiteLLM and Rust transforms.
-Keep this crate thin. It adapts Python objects to Rust payloads and returns
-Python-compatible dictionaries.
+Keep this crate thin. It exposes LiteLLM Rust APIs, assembles domain requests,
+maps domain errors to Python exceptions, and delegates generic conversion and
+GIL handling to `litellm-python-interop`.
 
 ## Bridge Shape
 
diff --git a/litellm-rust/crates/python-bridge/Cargo.toml b/litellm-rust/crates/python-bridge/Cargo.toml
index d461a483ae0..bda09a7d840 100644
--- a/litellm-rust/crates/python-bridge/Cargo.toml
+++ b/litellm-rust/crates/python-bridge/Cargo.toml
@@ -13,19 +13,29 @@ crate-type = ["cdylib"]
 default = ["abi3"]
 abi3 = ["pyo3/abi3-py310"]
 extension-module = ["pyo3/extension-module"]
+panic-test = []
+trace-parity = [
+    "dep:tracing",
+    "litellm-core/observability",
+    "litellm-ai-gateway/trace-parity",
+]
 
 [dependencies]
+futures-util.workspace = true
+tracing = { workspace = true, optional = true }
 litellm-core = { workspace = true, features = ["bedrock-auth"] }
 litellm-ai-gateway = { workspace = true, default-features = false }
+litellm-python-interop.workspace = true
 pyo3.workspace = true
 pyo3-async-runtimes.workspace = true
-pythonize.workspace = true
 serde.workspace = true
 serde_json.workspace = true
 tokio.workspace = true
 
 [dev-dependencies]
 criterion = "0.8.2"
+tokio-tungstenite.workspace = true
+tracing.workspace = true
 
 [[bench]]
 name = "serialization"
diff --git a/litellm-rust/crates/python-bridge/benches/serialization.rs b/litellm-rust/crates/python-bridge/benches/serialization.rs
index 8a90cf667d0..0b9436d0cb7 100644
--- a/litellm-rust/crates/python-bridge/benches/serialization.rs
+++ b/litellm-rust/crates/python-bridge/benches/serialization.rs
@@ -2,6 +2,7 @@ use std::hint::black_box;
 use std::time::Duration;
 
 use criterion::{BenchmarkId, Criterion, criterion_group, criterion_main};
+use litellm_python_interop::{from_py, to_py};
 use pyo3::prelude::*;
 use pyo3::types::PyDict;
 use serde_json::{Value, json};
@@ -25,7 +26,7 @@ fn former_json_roundtrip_from_py(py: Python<'_>, value: &Bound<'_, PyAny>) -> Va
 }
 
 fn pythonize_from_py(value: &Bound<'_, PyAny>) -> Value {
-    pythonize::depythonize(value).expect("payload should depythonize")
+    from_py(value).expect("payload should depythonize")
 }
 
 fn former_json_roundtrip_to_py(py: Python<'_>, value: &Value) -> Py<PyAny> {
@@ -37,12 +38,10 @@ fn former_json_roundtrip_to_py(py: Python<'_>, value: &Value) -> Py<PyAny> {
 }
 
 fn pythonize_to_py(py: Python<'_>, value: &Value) -> Py<PyAny> {
-    pythonize::pythonize(py, value)
-        .expect("response should pythonize")
-        .unbind()
+    to_py(py, value).expect("response should pythonize")
 }
 
-fn serialization(c: &mut Criterion) {
+fn bridge_serialization(c: &mut Criterion) {
     Python::initialize();
     Python::attach(|py| {
         for &(label, payload_bytes) in PAYLOAD_SIZES {
@@ -98,6 +97,6 @@ criterion_group! {
         .sample_size(20)
         .warm_up_time(Duration::from_secs(1))
         .measurement_time(Duration::from_secs(4));
-    targets = serialization
+    targets = bridge_serialization
 }
 criterion_main!(benches);
diff --git a/litellm-rust/crates/python-bridge/src/diagnostics.rs b/litellm-rust/crates/python-bridge/src/diagnostics.rs
new file mode 100644
index 00000000000..cc153a89b8f
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/diagnostics.rs
@@ -0,0 +1,23 @@
+use litellm_python_interop::release_count;
+use pyo3::prelude::*;
+use pyo3::types::PyDict;
+
+#[pyfunction]
+fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
+    let stats = PyDict::new(py);
+    stats.set_item("releases", release_count())?;
+    Ok(stats.into_any().unbind())
+}
+
+#[cfg(feature = "panic-test")]
+#[pyfunction]
+fn _panic_for_test() {
+    panic!("intentional PyO3 panic smoke test");
+}
+
+pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    module.add_function(wrap_pyfunction!(gil_stats, module)?)?;
+    #[cfg(feature = "panic-test")]
+    module.add_function(wrap_pyfunction!(_panic_for_test, module)?)?;
+    Ok(())
+}
diff --git a/litellm-rust/crates/python-bridge/src/errors.rs b/litellm-rust/crates/python-bridge/src/errors.rs
new file mode 100644
index 00000000000..76c298abf89
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/errors.rs
@@ -0,0 +1,99 @@
+use litellm_core::error::Error;
+use pyo3::exceptions::{PyRuntimeError, PyValueError};
+use pyo3::prelude::*;
+
+pyo3::create_exception!(
+    _native,
+    RustBridgeDeclined,
+    pyo3::exceptions::PyException,
+    "The route declined before calling the provider, so the host may retry on its own path."
+);
+
+pyo3::create_exception!(
+    _native,
+    RustUpstreamError,
+    pyo3::exceptions::PyException,
+    "The provider call was already issued and failed. Args are (status, message); status is 0 when there was no HTTP response."
+);
+
+pub(crate) fn core_error_to_pyerr(err: Error) -> PyErr {
+    match err {
+        Error::Auth(message) => PyValueError::new_err(message),
+        Error::InvalidProvider(_)
+        | Error::InvalidRequest(_)
+        | Error::InvalidType { .. }
+        | Error::MissingField(_) => PyValueError::new_err(err.to_string()),
+        other => PyRuntimeError::new_err(other.to_string()),
+    }
+}
+
+/// Map a core error for a route whose host keeps a Python implementation.
+///
+/// The distinction the host needs is whether the provider was already called.
+/// Everything raised before the request goes out is safe for the host to retry
+/// on its own path; anything after it is not, because the provider has already
+/// done the work and billed for it.
+pub(crate) fn chat_completions_error_to_pyerr(err: Error) -> PyErr {
+    match err {
+        Error::Unsupported(_)
+        | Error::Auth(_)
+        | Error::InvalidProvider(_)
+        | Error::InvalidRequest(_)
+        | Error::InvalidType { .. }
+        | Error::MissingField(_)
+        | Error::Routing(_)
+        // Nothing reached the provider, so serving it on Python cannot double
+        // bill and is the only way the caller gets an answer at all.
+        | Error::Connect(_) => RustBridgeDeclined::new_err(err.to_string()),
+        Error::Http { status, body } => {
+            RustUpstreamError::new_err((status, format!("{status}: {body}")))
+        }
+        Error::Network(message) | Error::InvalidResponse(message) => {
+            RustUpstreamError::new_err((0u16, message))
+        }
+    }
+}
+
+pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    let py = module.py();
+    module.add("RustBridgeDeclined", py.get_type::<RustBridgeDeclined>())?;
+    module.add("RustUpstreamError", py.get_type::<RustUpstreamError>())
+}
+
+pub(crate) fn ocr_error_to_pyerr(err: Error) -> PyErr {
+    match err {
+        Error::MissingField("document_url" | "image_url") => {
+            PyValueError::new_err("Document URL is required")
+        }
+        Error::Http { status, body } => RustUpstreamError::new_err((status, body)),
+        other => core_error_to_pyerr(other),
+    }
+}
+
+#[cfg(test)]
+mod ocr_error_tests {
+    use super::*;
+
+    #[test]
+    fn ocr_errors_preserve_python_validation_and_provider_details() {
+        Python::initialize();
+        Python::attach(|py| {
+            for field in ["document_url", "image_url"] {
+                let mapped = ocr_error_to_pyerr(Error::MissingField(field));
+                assert!(mapped.is_instance_of::<PyValueError>(py));
+                assert_eq!(mapped.value(py).to_string(), "Document URL is required");
+            }
+            let mapped = ocr_error_to_pyerr(Error::Http {
+                status: 429,
+                body: r#"{"message":"rate limited"}"#.to_string(),
+            });
+            assert!(mapped.is_instance_of::<RustUpstreamError>(py));
+            let args: (u16, String) = mapped
+                .value(py)
+                .getattr("args")
+                .and_then(|args| args.extract())
+                .expect("OCR failures retain status and unprefixed provider message");
+            assert_eq!(args, (429, r#"{"message":"rate limited"}"#.to_string()));
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/execution.rs b/litellm-rust/crates/python-bridge/src/execution.rs
new file mode 100644
index 00000000000..f3648158cf6
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/execution.rs
@@ -0,0 +1,423 @@
+use std::future::Future;
+use std::panic::AssertUnwindSafe;
+use std::time::Duration;
+
+use futures_util::FutureExt;
+use litellm_core::error::Error;
+use litellm_python_interop::{Pythonized, panic_to_pyerr, release_gil};
+use pyo3::exceptions::PyRuntimeError;
+use pyo3::prelude::*;
+use serde::Serialize;
+use tokio::runtime::{Handle, Runtime};
+use tokio::time::{self, MissedTickBehavior};
+
+pub(crate) fn run_sync<T, F>(
+    py: Python<'_>,
+    future: F,
+    map_error: fn(Error) -> PyErr,
+) -> PyResult<Py<PyAny>>
+where
+    T: Serialize + Send + 'static,
+    F: Future<Output = Result<T, Error>> + Send + 'static,
+{
+    run_sync_on(
+        py,
+        pyo3_async_runtimes::tokio::get_runtime(),
+        future,
+        map_error,
+    )
+}
+
+fn run_sync_on<T, F>(
+    py: Python<'_>,
+    runtime: &Runtime,
+    future: F,
+    map_error: fn(Error) -> PyErr,
+) -> PyResult<Py<PyAny>>
+where
+    T: Serialize + Send + 'static,
+    F: Future<Output = Result<T, Error>> + Send + 'static,
+{
+    if Handle::try_current().is_ok() {
+        return Err(PyRuntimeError::new_err(
+            "synchronous native routes cannot run from a Tokio context; use the async route",
+        ));
+    }
+
+    let result = release_gil(py, move || runtime.block_on(wait_for_sync_result(future)))?;
+    let result = map_core_result(result, map_error)?;
+    Pythonized(result).into_pyobject(py).map(Bound::unbind)
+}
+
+pub(crate) fn run_async<T, F>(
+    py: Python<'_>,
+    future: F,
+    map_error: fn(Error) -> PyErr,
+) -> PyResult<Bound<'_, PyAny>>
+where
+    T: Serialize + Send + 'static,
+    F: Future<Output = Result<T, Error>> + Send + 'static,
+{
+    pyo3_async_runtimes::tokio::future_into_py(py, async move {
+        let result = catch_future_panic(future).await?;
+        let result = map_core_result(result, map_error)?;
+        Ok(Pythonized(result))
+    })
+}
+
+fn map_core_result<T>(result: Result<T, Error>, map_error: fn(Error) -> PyErr) -> PyResult<T> {
+    match result {
+        Ok(value) => Ok(value),
+        Err(error) => Err(
+            std::panic::catch_unwind(AssertUnwindSafe(|| map_error(error)))
+                .map_err(panic_to_pyerr)?,
+        ),
+    }
+}
+
+async fn catch_future_panic<T, F>(future: F) -> PyResult<Result<T, Error>>
+where
+    F: Future<Output = Result<T, Error>>,
+{
+    AssertUnwindSafe(future)
+        .catch_unwind()
+        .await
+        .map_err(panic_to_pyerr)
+}
+
+async fn wait_for_sync_result<T, F>(future: F) -> PyResult<Result<T, Error>>
+where
+    F: Future<Output = Result<T, Error>>,
+{
+    let future = catch_future_panic(future);
+    tokio::pin!(future);
+
+    let signal_interval = Duration::from_millis(50);
+    let mut signal_checks =
+        time::interval_at(time::Instant::now() + signal_interval, signal_interval);
+    signal_checks.set_missed_tick_behavior(MissedTickBehavior::Delay);
+    loop {
+        tokio::select! {
+            result = &mut future => return result,
+            _ = signal_checks.tick() => Python::attach(|py| py.check_signals())?,
+        }
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::ffi::CString;
+    use std::future::poll_fn;
+    use std::sync::atomic::{AtomicUsize, Ordering};
+    use std::sync::{Arc, mpsc};
+    use std::task::Poll;
+    use std::thread;
+    use std::time::Instant;
+
+    use pyo3::panic::PanicException;
+    use pyo3::types::{PyDict, PyModule};
+    use serde::Serializer;
+    use tokio::runtime::Builder;
+
+    use super::*;
+
+    fn runtime_error(error: Error) -> PyErr {
+        PyRuntimeError::new_err(error.to_string())
+    }
+
+    fn panicking_error_mapper(_error: Error) -> PyErr {
+        panic!("error mapper panicked")
+    }
+
+    struct PanickingOutput;
+
+    static ASYNC_PROBE_COMPLETED: AtomicUsize = AtomicUsize::new(0);
+
+    impl Serialize for PanickingOutput {
+        fn serialize<S>(&self, _serializer: S) -> Result<S::Ok, S::Error>
+        where
+            S: Serializer,
+        {
+            panic!("serializer panicked")
+        }
+    }
+
+    #[pyfunction]
+    fn async_serialization_panic(py: Python<'_>) -> PyResult<Bound<'_, PyAny>> {
+        run_async(py, async { Ok(PanickingOutput) }, runtime_error)
+    }
+
+    #[pyfunction]
+    fn async_runtime_probe(py: Python<'_>) -> PyResult<Bound<'_, PyAny>> {
+        run_async(
+            py,
+            async {
+                ASYNC_PROBE_COMPLETED.fetch_add(1, Ordering::SeqCst);
+                Ok(true)
+            },
+            runtime_error,
+        )
+    }
+
+    #[pyfunction]
+    fn runtime_worker_count() -> usize {
+        pyo3_async_runtimes::tokio::get_runtime()
+            .metrics()
+            .num_workers()
+    }
+
+    #[pyfunction]
+    fn runtime_is_responsive(_py: Python<'_>, expected_completions: usize) -> bool {
+        let completion_deadline = Instant::now() + Duration::from_secs(2);
+        while ASYNC_PROBE_COMPLETED.load(Ordering::SeqCst) < expected_completions {
+            if Instant::now() >= completion_deadline {
+                return false;
+            }
+            thread::sleep(Duration::from_millis(1));
+        }
+
+        let (heartbeat_tx, heartbeat_rx) = mpsc::sync_channel(1);
+        pyo3_async_runtimes::tokio::get_runtime().spawn(async move {
+            let _ = heartbeat_tx.send(());
+        });
+        heartbeat_rx.recv_timeout(Duration::from_secs(2)).is_ok()
+    }
+
+    fn extract_bool(py: Python<'_>, result: PyResult<Py<PyAny>>) -> bool {
+        result
+            .expect("route should complete")
+            .bind(py)
+            .extract()
+            .expect("result should convert")
+    }
+
+    #[test]
+    fn sync_runner_polls_future_on_the_caller_thread() {
+        Python::initialize();
+        Python::attach(|py| {
+            let caller_thread = std::thread::current().id();
+            let result = run_sync(
+                py,
+                async move { Ok(std::thread::current().id() == caller_thread) },
+                runtime_error,
+            );
+
+            assert!(extract_bool(py, result));
+        });
+    }
+
+    #[test]
+    fn sync_runner_releases_gil_while_waiting() {
+        Python::initialize();
+        Python::attach(|py| {
+            let result = run_sync(
+                py,
+                async {
+                    let gil_acquired = tokio::time::timeout(
+                        Duration::from_secs(2),
+                        tokio::task::spawn_blocking(|| Python::attach(|_| true)),
+                    )
+                    .await;
+                    Ok(matches!(gil_acquired, Ok(Ok(true))))
+                },
+                runtime_error,
+            );
+
+            assert!(extract_bool(py, result));
+        });
+    }
+
+    #[test]
+    fn sync_runner_rejects_calls_from_a_tokio_context() {
+        Python::initialize();
+        let runtime = Builder::new_current_thread()
+            .enable_all()
+            .build()
+            .expect("runtime should build");
+
+        let error = runtime.block_on(async {
+            Python::attach(|py| {
+                run_sync::<bool, _>(py, async { Ok(true) }, runtime_error)
+                    .expect_err("sync route should reject a nested Tokio runtime")
+            })
+        });
+
+        assert_eq!(
+            error.to_string(),
+            "RuntimeError: synchronous native routes cannot run from a Tokio context; use the async route"
+        );
+    }
+
+    #[test]
+    fn sync_runner_can_drive_a_current_thread_runtime() {
+        Python::initialize();
+        let runtime = Builder::new_current_thread()
+            .enable_all()
+            .build()
+            .expect("runtime should build");
+        Python::attach(|py| {
+            let result = run_sync_on(
+                py,
+                &runtime,
+                async {
+                    tokio::task::yield_now().await;
+                    Ok(true)
+                },
+                runtime_error,
+            );
+            assert!(extract_bool(py, result));
+        });
+    }
+
+    #[test]
+    fn sync_runner_maps_a_panicked_future() {
+        Python::initialize();
+        Python::attach(|py| {
+            let error = run_sync::<bool, _>(
+                py,
+                poll_fn(|_| -> Poll<Result<bool, Error>> { panic!("route future panicked") }),
+                runtime_error,
+            )
+            .expect_err("panicked route should become a Python exception");
+
+            assert!(error.is_instance_of::<PanicException>(py));
+            assert_eq!(error.to_string(), "PanicException: route future panicked");
+        });
+    }
+
+    #[test]
+    fn sync_runner_maps_a_panicked_error_mapper() {
+        Python::initialize();
+        Python::attach(|py| {
+            let error = run_sync::<bool, _>(
+                py,
+                async { Err(Error::InvalidRequest("invalid".to_string())) },
+                panicking_error_mapper,
+            )
+            .expect_err("panicked mapper should become a Python exception");
+
+            assert!(error.is_instance_of::<PanicException>(py));
+            assert_eq!(error.to_string(), "PanicException: error mapper panicked");
+        });
+    }
+
+    #[test]
+    fn sync_runner_surfaces_serializer_panics() {
+        Python::initialize();
+        Python::attach(|py| {
+            let error = run_sync(py, async { Ok(PanickingOutput) }, runtime_error)
+                .expect_err("serializer panic should become a Python exception");
+
+            assert!(error.is_instance_of::<PanicException>(py));
+            assert_eq!(error.to_string(), "PanicException: serializer panicked");
+        });
+    }
+
+    #[test]
+    fn sync_runner_supports_concurrent_callers_on_the_shared_runtime() {
+        Python::initialize();
+        let barrier = Arc::new(tokio::sync::Barrier::new(2));
+        let callers: Vec<_> = (0..2)
+            .map(|_| {
+                let barrier = Arc::clone(&barrier);
+                thread::spawn(move || {
+                    Python::attach(|py| {
+                        extract_bool(
+                            py,
+                            run_sync(
+                                py,
+                                async move {
+                                    Ok(tokio::time::timeout(Duration::from_secs(2), barrier.wait())
+                                        .await
+                                        .is_ok())
+                                },
+                                runtime_error,
+                            ),
+                        )
+                    })
+                })
+            })
+            .collect();
+        let results: Vec<_> = callers
+            .into_iter()
+            .map(|caller| caller.join().expect("caller should not panic"))
+            .collect();
+
+        assert_eq!(results, vec![true, true]);
+    }
+
+    #[test]
+    fn async_runner_surfaces_serializer_panics() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "runtime").expect("module should be created");
+            module
+                .add_function(
+                    wrap_pyfunction!(async_serialization_panic, &module)
+                        .expect("function should wrap"),
+                )
+                .expect("function should register");
+            let locals = PyDict::new(py);
+            locals
+                .set_item("runtime", &module)
+                .expect("module should enter Python locals");
+            let code = CString::new(
+                r#"
+import asyncio
+
+async def exercise():
+    try:
+        await runtime.async_serialization_panic()
+    except BaseException as error:
+        assert type(error).__name__ == "PanicException"
+        assert str(error) == "serializer panicked"
+    else:
+        raise AssertionError("serializer panic was not raised")
+
+asyncio.run(exercise())
+"#,
+            )
+            .expect("Python source should not contain null bytes");
+            py.run(&code, Some(&locals), Some(&locals))
+                .expect("serializer panic should reach the Python awaiter");
+        });
+    }
+
+    #[test]
+    fn async_result_delivery_does_not_stall_tokio_workers() {
+        Python::initialize();
+        ASYNC_PROBE_COMPLETED.store(0, Ordering::SeqCst);
+        Python::attach(|py| {
+            let module = PyModule::new(py, "runtime").expect("module should be created");
+            for function in [
+                wrap_pyfunction!(async_runtime_probe, &module).expect("function should wrap"),
+                wrap_pyfunction!(runtime_worker_count, &module).expect("function should wrap"),
+                wrap_pyfunction!(runtime_is_responsive, &module).expect("function should wrap"),
+            ] {
+                module
+                    .add_function(function)
+                    .expect("function should register");
+            }
+            let locals = PyDict::new(py);
+            locals
+                .set_item("runtime", &module)
+                .expect("module should enter Python locals");
+            let code = CString::new(
+                r#"
+import asyncio
+
+async def exercise():
+    worker_count = runtime.runtime_worker_count()
+    awaitables = [runtime.async_runtime_probe() for _ in range(worker_count)]
+    assert runtime.runtime_is_responsive(worker_count)
+    assert await asyncio.gather(*awaitables) == [True] * worker_count
+
+asyncio.run(exercise())
+"#,
+            )
+            .expect("Python source should not contain null bytes");
+            py.run(&code, Some(&locals), Some(&locals))
+                .expect("result delivery should leave Tokio workers responsive");
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/function_trace.rs b/litellm-rust/crates/python-bridge/src/function_trace.rs
new file mode 100644
index 00000000000..ea7d9f4993e
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/function_trace.rs
@@ -0,0 +1,22 @@
+use std::future::Future;
+
+use litellm_core::observability::{FunctionTrace, FunctionTraceEvent};
+use serde::Serialize;
+use tracing::instrument::WithSubscriber;
+
+#[derive(Serialize)]
+pub(crate) struct TracedResponse<T> {
+    response: T,
+    trace: Vec<FunctionTraceEvent>,
+}
+
+pub(crate) async fn capture<T, E>(
+    future: impl Future<Output = Result<T, E>>,
+) -> Result<TracedResponse<T>, E> {
+    let trace = FunctionTrace::default();
+    let response = future.with_subscriber(trace.dispatcher()).await?;
+    Ok(TracedResponse {
+        response,
+        trace: trace.events(),
+    })
+}
diff --git a/litellm-rust/crates/python-bridge/src/gil.rs b/litellm-rust/crates/python-bridge/src/gil.rs
deleted file mode 100644
index e887c8ec1e3..00000000000
--- a/litellm-rust/crates/python-bridge/src/gil.rs
+++ /dev/null
@@ -1,32 +0,0 @@
-//! GIL accounting.
-//!
-//! A single chokepoint for releasing the GIL around blocking work. Every
-//! blocking call in the bridge goes through [`release_gil`] instead of calling
-//! `Python::detach` directly, so the release count stays accurate and we
-//! have one place to extend later (timing histograms, per-call labels, etc.).
-
-use std::sync::atomic::{AtomicU64, Ordering};
-
-use pyo3::prelude::*;
-
-/// Number of times the bridge has released the GIL since process start.
-static GIL_RELEASES: AtomicU64 = AtomicU64::new(0);
-
-/// Release the GIL around `f`, recording the release.
-///
-/// `f` must not touch any Python state — that is what makes releasing the GIL
-/// safe. Returning the value back to Python re-acquires the GIL at the call
-/// site, after `f` has finished.
-pub fn release_gil<T, F>(py: Python<'_>, f: F) -> T
-where
-    F: FnOnce() -> T + Send,
-    T: Send,
-{
-    GIL_RELEASES.fetch_add(1, Ordering::Relaxed);
-    py.detach(f)
-}
-
-/// Total GIL releases performed by the bridge so far.
-pub fn release_count() -> u64 {
-    GIL_RELEASES.load(Ordering::Relaxed)
-}
diff --git a/litellm-rust/crates/python-bridge/src/lib.rs b/litellm-rust/crates/python-bridge/src/lib.rs
index f9e75f45f75..384f0be5a1b 100644
--- a/litellm-rust/crates/python-bridge/src/lib.rs
+++ b/litellm-rust/crates/python-bridge/src/lib.rs
@@ -1,146 +1,18 @@
-use std::collections::HashMap;
-use std::time::Duration;
-
-use litellm_ai_gateway::io::audio_transcription::{
-    AudioTranscriptionRequest, audio_transcription as run_audio_transcription,
-};
-use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
-use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection as RustResponsesWebSocketConnection;
-use litellm_core::chat_completions::types::{ChatCompletionsRequest, ChatCompletionsResponse};
-use litellm_core::chat_completions::{
-    chat_completions as run_chat_completions, chat_completions_decline_reason,
-};
-use litellm_core::error::CoreError;
-use litellm_core::messages::messages as run_messages;
-use litellm_core::messages::types::{AnthropicMessagesResponse, MessagesRequest};
-use pyo3::exceptions::{PyRuntimeError, PyValueError};
-use pyo3::prelude::*;
-use pyo3::types::{PyAny, PyDict};
-use serde_json::{Map, Value};
-
-mod gil;
+mod diagnostics;
+mod errors;
+mod execution;
+#[cfg(feature = "trace-parity")]
+mod function_trace;
 mod marshal;
+mod routes;
 
-use marshal::{from_py, to_py};
+use litellm_ai_gateway::io::responses_ws::ResponsesWebSocketConnection as RustResponsesWebSocketConnection;
+use pyo3::prelude::*;
+use pyo3::types::PyAny;
+use serde_json::Value;
 
-pyo3::create_exception!(
-    _native,
-    RustBridgeDeclined,
-    pyo3::exceptions::PyException,
-    "The route declined before calling the provider, so the host may retry on its own path."
-);
-
-pyo3::create_exception!(
-    _native,
-    RustUpstreamError,
-    pyo3::exceptions::PyException,
-    "The provider call was already issued and failed. Args are (status, message); status is 0 when there was no HTTP response."
-);
-
-type MarshaledOcrInputs = (
-    Value,
-    Option<Map<String, Value>>,
-    Map<String, Value>,
-    Option<Duration>,
-);
-
-fn messages_response_to_py(
-    py: Python<'_>,
-    response: AnthropicMessagesResponse,
-) -> PyResult<Py<PyAny>> {
-    to_py(py, &response)
-}
-
-fn chat_completions_response_to_py(
-    py: Python<'_>,
-    response: ChatCompletionsResponse,
-) -> PyResult<Py<PyAny>> {
-    to_py(py, &response)
-}
-
-fn core_error_to_pyerr(err: CoreError) -> PyErr {
-    match err {
-        CoreError::Auth(message) => PyValueError::new_err(message),
-        CoreError::InvalidProvider(_)
-        | CoreError::InvalidRequest(_)
-        | CoreError::InvalidType { .. }
-        | CoreError::MissingField(_) => PyValueError::new_err(err.to_string()),
-        other => PyRuntimeError::new_err(other.to_string()),
-    }
-}
-
-/// Map a core error for a route whose host keeps a Python implementation.
-///
-/// The distinction the host needs is whether the provider was already called.
-/// Everything raised before the request goes out is safe for the host to retry
-/// on its own path; anything after it is not, because the provider has already
-/// done the work and billed for it.
-fn chat_completions_error_to_pyerr(err: CoreError) -> PyErr {
-    match err {
-        CoreError::Unsupported(_)
-        | CoreError::Auth(_)
-        | CoreError::InvalidProvider(_)
-        | CoreError::InvalidRequest(_)
-        | CoreError::InvalidType { .. }
-        | CoreError::MissingField(_)
-        | CoreError::Routing(_)
-        // Nothing reached the provider, so serving it on Python cannot double
-        // bill and is the only way the caller gets an answer at all.
-        | CoreError::Connect(_) => RustBridgeDeclined::new_err(err.to_string()),
-        CoreError::Http { status, body } => {
-            RustUpstreamError::new_err((status, format!("{status}: {body}")))
-        }
-        CoreError::Network(message) | CoreError::InvalidResponse(message) => {
-            RustUpstreamError::new_err((0u16, message))
-        }
-    }
-}
-
-fn optional_object_to_map(
-    py: Python<'_>,
-    name: &'static str,
-    value: Option<Py<PyAny>>,
-) -> PyResult<Map<String, Value>> {
-    match value {
-        Some(value) => match from_py(value.bind(py))? {
-            Value::Object(map) => Ok(map),
-            _ => Err(PyValueError::new_err(format!("{name} must be a dict"))),
-        },
-        None => Ok(Map::new()),
-    }
-}
-
-fn optional_timeout(timeout_seconds: Option<f64>) -> Option<Duration> {
-    timeout_seconds.and_then(|secs| {
-        if secs.is_finite() && secs > 0.0 {
-            Some(Duration::from_secs_f64(secs))
-        } else {
-            None
-        }
-    })
-}
-
-fn marshal_headers(
-    py: Python<'_>,
-    headers: Option<Py<PyAny>>,
-) -> PyResult<HashMap<String, String>> {
-    let value = match headers {
-        Some(headers) => from_py(headers.bind(py))?,
-        None => Value::Object(Map::new()),
-    };
-    let Value::Object(headers) = value else {
-        return Err(PyValueError::new_err("headers must be a dict"));
-    };
-    headers
-        .into_iter()
-        .map(|(name, value)| {
-            value
-                .as_str()
-                .map(|value| (name, value.to_string()))
-                .ok_or_else(|| PyValueError::new_err("header values must be strings"))
-        })
-        .collect()
-}
+use crate::errors::core_error_to_pyerr;
+use crate::marshal::{marshal_headers, optional_timeout};
 
 #[pyclass]
 struct ResponsesWebSocketConnection {
@@ -155,16 +27,16 @@ impl ResponsesWebSocketConnection {
         _cls: &Bound<'py, pyo3::types::PyType>,
         py: Python<'py>,
         url: String,
-        headers: Option<Py<PyAny>>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)] headers: Option<Value>,
         timeout_seconds: Option<f64>,
     ) -> PyResult<Bound<'py, PyAny>> {
-        let headers = marshal_headers(py, headers)?;
+        let headers = marshal_headers(headers)?;
         let timeout = optional_timeout(timeout_seconds);
         pyo3_async_runtimes::tokio::future_into_py(py, async move {
             let inner = RustResponsesWebSocketConnection::connect_url(&url, &headers, timeout)
                 .await
                 .map_err(core_error_to_pyerr)?;
-            Python::attach(|py| Py::new(py, ResponsesWebSocketConnection { inner }))
+            Ok(ResponsesWebSocketConnection { inner })
         })
     }
 
@@ -190,445 +62,160 @@ impl ResponsesWebSocketConnection {
     }
 }
 
-fn marshal_inputs(
-    py: Python<'_>,
-    document: Py<PyAny>,
-    extra_headers: Option<Py<PyAny>>,
-    optional_params: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<MarshaledOcrInputs> {
-    let document = from_py(document.bind(py))?;
-    let extra_headers = match extra_headers {
-        Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
-        None => None,
-    };
-    let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
-    let timeout = optional_timeout(timeout_seconds);
+#[pymodule(gil_used = false)]
+mod _native {
+    use pyo3::prelude::*;
 
-    Ok((document, extra_headers, optional_params, timeout))
-}
-
-#[pyfunction]
-#[pyo3(signature = (model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn ocr(
-    py: Python<'_>,
-    model: String,
-    document: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    optional_params: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Py<PyAny>> {
-    let (document, extra_headers, optional_params, timeout) = marshal_inputs(
-        py,
-        document,
-        extra_headers,
-        optional_params,
-        timeout_seconds,
-    )?;
-
-    let result = gil::release_gil(py, || {
-        pyo3_async_runtimes::tokio::get_runtime().block_on(run_ocr(OcrRequest {
-            model: &model,
-            document,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            optional_params,
-            timeout,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: Default::default(),
-            litellm_call_id: None,
-        }))
-    });
-
-    match result {
-        Ok(value) => to_py(py, &value),
-        Err(err) => Err(core_error_to_pyerr(err)),
+    #[pymodule_init]
+    fn init(module: &Bound<'_, PyModule>) -> PyResult<()> {
+        super::errors::register(module)?;
+        super::routes::register(module)?;
+        module.add_class::<super::ResponsesWebSocketConnection>()?;
+        super::diagnostics::register(module)
     }
 }
 
-#[pyfunction]
-#[pyo3(signature = (model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn aocr(
-    py: Python<'_>,
-    model: String,
-    document: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    optional_params: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Bound<'_, PyAny>> {
-    let (document, extra_headers, optional_params, timeout) = marshal_inputs(
-        py,
-        document,
-        extra_headers,
-        optional_params,
-        timeout_seconds,
-    )?;
+#[cfg(test)]
+mod tests {
+    use std::ffi::CString;
+    use std::time::Duration;
 
-    pyo3_async_runtimes::tokio::future_into_py(py, async move {
-        let value = run_ocr(OcrRequest {
-            model: &model,
-            document,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            optional_params,
-            timeout,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: Default::default(),
-            litellm_call_id: None,
-        })
-        .await
-        .map_err(core_error_to_pyerr)?;
+    use futures_util::{SinkExt, StreamExt};
+    use pyo3::types::PyDict;
+    use tokio::net::TcpListener;
+    use tokio_tungstenite::{accept_async, tungstenite::Message};
 
-        Python::attach(|py| to_py(py, &value))
-    })
-}
+    use super::*;
 
-#[pyfunction]
-#[pyo3(signature = (model, audio, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn transcription(
-    py: Python<'_>,
-    model: String,
-    audio: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    optional_params: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Py<PyAny>> {
-    let audio = from_py(audio.bind(py))?;
-    let extra_headers = match extra_headers {
-        Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
-        None => None,
-    };
-    let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
-    let timeout = optional_timeout(timeout_seconds);
-    let result = gil::release_gil(py, || {
-        pyo3_async_runtimes::tokio::get_runtime().block_on(run_audio_transcription(
-            AudioTranscriptionRequest {
-                model: &model,
-                audio,
-                api_key: api_key.as_deref(),
-                api_base: api_base.as_deref(),
-                custom_llm_provider: custom_llm_provider.as_deref(),
-                extra_headers,
-                optional_params,
-                timeout,
-                callbacks: Vec::new(),
-                guardrails: Vec::new(),
-                request_metadata: Default::default(),
-                litellm_call_id: None,
-            },
-        ))
-    });
-    match result {
-        Ok(value) => to_py(py, &value),
-        Err(err) => Err(core_error_to_pyerr(err)),
+    #[test]
+    fn module_registration_preserves_the_public_surface() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = pyo3::wrap_pymodule!(_native)(py).into_bound(py);
+
+            let expected = [
+                "RustBridgeDeclined",
+                "RustUpstreamError",
+                "ocr",
+                "aocr",
+                "transcription",
+                "atranscription",
+                "messages",
+                "amessages",
+                "chat_completions_decline",
+                "chat_completions",
+                "achat_completions",
+                "ResponsesWebSocketConnection",
+                "gil_stats",
+            ];
+
+            let public_names: Vec<String> = module
+                .dict()
+                .keys()
+                .extract::<Vec<String>>()
+                .expect("module names should be strings")
+                .into_iter()
+                .filter(|name| !name.starts_with('_'))
+                .collect();
+            assert_eq!(public_names, expected);
+
+            #[cfg(not(feature = "trace-parity"))]
+            assert!(!module.hasattr("_trace").expect("module lookup should work"));
+
+            #[cfg(feature = "trace-parity")]
+            {
+                let trace = module
+                    .getattr("_trace")
+                    .expect("trace build should expose its diagnostic namespace");
+                let trace_names: Vec<String> = trace
+                    .cast::<PyModule>()
+                    .expect("trace namespace should be a module")
+                    .dict()
+                    .keys()
+                    .extract::<Vec<String>>()
+                    .expect("trace names should be strings")
+                    .into_iter()
+                    .filter(|name| !name.starts_with("__"))
+                    .collect();
+                assert_eq!(
+                    trace_names,
+                    [
+                        "ocr",
+                        "aocr",
+                        "transcription",
+                        "atranscription",
+                        "messages",
+                        "amessages",
+                        "chat_completions",
+                        "achat_completions",
+                        "gateway_messages",
+                    ]
+                );
+            }
+        });
+    }
+
+    #[test]
+    fn responses_websocket_connection_round_trips_through_python() {
+        Python::initialize();
+        let runtime = pyo3_async_runtimes::tokio::get_runtime();
+        let listener = runtime
+            .block_on(TcpListener::bind("127.0.0.1:0"))
+            .expect("listener should bind");
+        let address = listener
+            .local_addr()
+            .expect("listener should have an address");
+        let server = runtime.spawn(async move {
+            let (stream, _) = listener.accept().await.expect("server should accept");
+            let mut socket = accept_async(stream)
+                .await
+                .expect("handshake should succeed");
+
+            let message = socket
+                .next()
+                .await
+                .expect("client should send a frame")
+                .expect("client frame should be valid");
+            assert_eq!(message, Message::Text("from-python".into()));
+            socket
+                .send(Message::Text("from-server".into()))
+                .await
+                .expect("server should reply");
+            assert!(matches!(socket.next().await, Some(Ok(Message::Close(_)))));
+        });
+
+        Python::attach(|py| {
+            let module = pyo3::wrap_pymodule!(_native)(py).into_bound(py);
+            let locals = PyDict::new(py);
+            locals
+                .set_item("native", &module)
+                .expect("module should enter Python locals");
+            locals
+                .set_item("url", format!("ws://{address}"))
+                .expect("URL should enter Python locals");
+            let code = CString::new(
+                r#"
+import asyncio
+
+async def exercise():
+    connection = await native.ResponsesWebSocketConnection.connect(url)
+    assert type(connection) is native.ResponsesWebSocketConnection
+    await connection.send_text("from-python")
+    assert await connection.recv_text() == "from-server"
+    await connection.close()
+    assert await connection.recv_text() is None
+
+asyncio.run(asyncio.wait_for(exercise(), timeout=5))
+"#,
+            )
+            .expect("Python source should not contain null bytes");
+            py.run(&code, Some(&locals), Some(&locals))
+                .expect("Python WebSocket methods should round trip");
+        });
+
+        runtime
+            .block_on(async { tokio::time::timeout(Duration::from_secs(5), server).await })
+            .expect("server should finish")
+            .expect("server task should not panic");
     }
 }
-
-#[pyfunction]
-#[pyo3(signature = (model, audio, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn atranscription(
-    py: Python<'_>,
-    model: String,
-    audio: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    optional_params: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Bound<'_, PyAny>> {
-    let audio = from_py(audio.bind(py))?;
-    let extra_headers = match extra_headers {
-        Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
-        None => None,
-    };
-    let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
-    let timeout = optional_timeout(timeout_seconds);
-    pyo3_async_runtimes::tokio::future_into_py(py, async move {
-        let value = run_audio_transcription(AudioTranscriptionRequest {
-            model: &model,
-            audio,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            optional_params,
-            timeout,
-            callbacks: Vec::new(),
-            guardrails: Vec::new(),
-            request_metadata: Default::default(),
-            litellm_call_id: None,
-        })
-        .await
-        .map_err(core_error_to_pyerr)?;
-        Python::attach(|py| to_py(py, &value))
-    })
-}
-
-type MarshaledMessagesInputs = (Value, Option<Map<String, Value>>, Option<Duration>);
-
-fn marshal_messages_inputs(
-    py: Python<'_>,
-    body: Py<PyAny>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<MarshaledMessagesInputs> {
-    let body: Value = from_py(body.bind(py))?;
-    if !body.is_object() {
-        return Err(PyValueError::new_err("body must be a dict"));
-    }
-    let extra_headers = match extra_headers {
-        Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
-        None => None,
-    };
-    Ok((body, extra_headers, optional_timeout(timeout_seconds)))
-}
-
-#[pyfunction]
-#[pyo3(signature = (model, body, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn messages(
-    py: Python<'_>,
-    model: String,
-    body: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Py<PyAny>> {
-    let (body, extra_headers, timeout) =
-        marshal_messages_inputs(py, body, extra_headers, timeout_seconds)?;
-
-    let result = gil::release_gil(py, || {
-        pyo3_async_runtimes::tokio::get_runtime().block_on(run_messages(MessagesRequest {
-            model: &model,
-            body,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            timeout,
-        }))
-    });
-
-    match result {
-        Ok(response) => messages_response_to_py(py, response),
-        Err(err) => Err(core_error_to_pyerr(err)),
-    }
-}
-
-#[pyfunction]
-#[pyo3(signature = (model, body, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn amessages(
-    py: Python<'_>,
-    model: String,
-    body: Py<PyAny>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Bound<'_, PyAny>> {
-    let (body, extra_headers, timeout) =
-        marshal_messages_inputs(py, body, extra_headers, timeout_seconds)?;
-
-    pyo3_async_runtimes::tokio::future_into_py(py, async move {
-        let response = run_messages(MessagesRequest {
-            model: &model,
-            body,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            timeout,
-        })
-        .await
-        .map_err(core_error_to_pyerr)?;
-
-        Python::attach(|py| messages_response_to_py(py, response))
-    })
-}
-
-type MarshaledChatCompletionsInputs = (
-    Value,
-    Map<String, Value>,
-    Option<Map<String, Value>>,
-    Option<Duration>,
-);
-
-fn marshal_chat_completions_inputs(
-    py: Python<'_>,
-    messages: Py<PyAny>,
-    optional_params: Option<Py<PyAny>>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<MarshaledChatCompletionsInputs> {
-    let messages: Value = from_py(messages.bind(py))?;
-    if !messages.is_array() {
-        return Err(PyValueError::new_err("messages must be a list"));
-    }
-    let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
-    let extra_headers = match extra_headers {
-        Some(headers) => Some(optional_object_to_map(py, "extra_headers", Some(headers))?),
-        None => None,
-    };
-    Ok((
-        messages,
-        optional_params,
-        extra_headers,
-        optional_timeout(timeout_seconds),
-    ))
-}
-
-/// The decline reason for this request, or `None` when the Rust path accepts
-/// it. Resolves no credentials and performs no I/O, so a host can ask before
-/// committing to either path.
-#[pyfunction]
-#[pyo3(signature = (model, messages, optional_params=None, custom_llm_provider=None))]
-fn chat_completions_decline(
-    py: Python<'_>,
-    model: String,
-    messages: Py<PyAny>,
-    optional_params: Option<Py<PyAny>>,
-    custom_llm_provider: Option<String>,
-) -> PyResult<Option<String>> {
-    let messages = from_py(messages.bind(py))?;
-    let optional_params = optional_object_to_map(py, "optional_params", optional_params)?;
-    Ok(chat_completions_decline_reason(
-        &model,
-        custom_llm_provider.as_deref(),
-        messages,
-        &optional_params,
-    )
-    .map(str::to_string))
-}
-
-#[pyfunction]
-#[pyo3(signature = (model, messages, optional_params=None, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn chat_completions(
-    py: Python<'_>,
-    model: String,
-    messages: Py<PyAny>,
-    optional_params: Option<Py<PyAny>>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Py<PyAny>> {
-    let (messages, optional_params, extra_headers, timeout) = marshal_chat_completions_inputs(
-        py,
-        messages,
-        optional_params,
-        extra_headers,
-        timeout_seconds,
-    )?;
-
-    let result = gil::release_gil(py, || {
-        pyo3_async_runtimes::tokio::get_runtime().block_on(run_chat_completions(
-            ChatCompletionsRequest {
-                model: &model,
-                messages,
-                optional_params,
-                api_key: api_key.as_deref(),
-                api_base: api_base.as_deref(),
-                custom_llm_provider: custom_llm_provider.as_deref(),
-                extra_headers,
-                timeout,
-            },
-        ))
-    });
-
-    match result {
-        Ok(response) => chat_completions_response_to_py(py, response),
-        Err(err) => Err(chat_completions_error_to_pyerr(err)),
-    }
-}
-
-#[pyfunction]
-#[pyo3(signature = (model, messages, optional_params=None, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None))]
-#[allow(clippy::too_many_arguments)]
-fn achat_completions(
-    py: Python<'_>,
-    model: String,
-    messages: Py<PyAny>,
-    optional_params: Option<Py<PyAny>>,
-    api_key: Option<String>,
-    api_base: Option<String>,
-    custom_llm_provider: Option<String>,
-    extra_headers: Option<Py<PyAny>>,
-    timeout_seconds: Option<f64>,
-) -> PyResult<Bound<'_, PyAny>> {
-    let (messages, optional_params, extra_headers, timeout) = marshal_chat_completions_inputs(
-        py,
-        messages,
-        optional_params,
-        extra_headers,
-        timeout_seconds,
-    )?;
-
-    pyo3_async_runtimes::tokio::future_into_py(py, async move {
-        let response = run_chat_completions(ChatCompletionsRequest {
-            model: &model,
-            messages,
-            optional_params,
-            api_key: api_key.as_deref(),
-            api_base: api_base.as_deref(),
-            custom_llm_provider: custom_llm_provider.as_deref(),
-            extra_headers,
-            timeout,
-        })
-        .await
-        .map_err(chat_completions_error_to_pyerr)?;
-
-        Python::attach(|py| chat_completions_response_to_py(py, response))
-    })
-}
-
-#[pyfunction]
-fn gil_stats(py: Python<'_>) -> PyResult<Py<PyAny>> {
-    let stats = PyDict::new(py);
-    stats.set_item("releases", gil::release_count())?;
-    Ok(stats.into_any().unbind())
-}
-
-#[pymodule]
-fn _native(module: &Bound<'_, PyModule>) -> PyResult<()> {
-    let py = module.py();
-    module.add_function(wrap_pyfunction!(ocr, module)?)?;
-    module.add_function(wrap_pyfunction!(aocr, module)?)?;
-    module.add_function(wrap_pyfunction!(transcription, module)?)?;
-    module.add_function(wrap_pyfunction!(atranscription, module)?)?;
-    module.add_function(wrap_pyfunction!(messages, module)?)?;
-    module.add_function(wrap_pyfunction!(amessages, module)?)?;
-    module.add("RustBridgeDeclined", py.get_type::<RustBridgeDeclined>())?;
-    module.add("RustUpstreamError", py.get_type::<RustUpstreamError>())?;
-    module.add_function(wrap_pyfunction!(chat_completions_decline, module)?)?;
-    module.add_function(wrap_pyfunction!(chat_completions, module)?)?;
-    module.add_function(wrap_pyfunction!(achat_completions, module)?)?;
-    module.add_class::<ResponsesWebSocketConnection>()?;
-    module.add_function(wrap_pyfunction!(gil_stats, module)?)?;
-    Ok(())
-}
diff --git a/litellm-rust/crates/python-bridge/src/marshal.rs b/litellm-rust/crates/python-bridge/src/marshal.rs
index c3d0638427c..a14e4b55d82 100644
--- a/litellm-rust/crates/python-bridge/src/marshal.rs
+++ b/litellm-rust/crates/python-bridge/src/marshal.rs
@@ -1,20 +1,104 @@
+use std::collections::HashMap;
+use std::time::Duration;
+
 use pyo3::exceptions::PyValueError;
 use pyo3::prelude::*;
-use serde::Serialize;
-use serde::de::DeserializeOwned;
+use serde_json::{Map, Value};
 
-pub fn from_py<T>(value: &Bound<'_, PyAny>) -> PyResult<T>
-where
-    T: DeserializeOwned,
-{
-    pythonize::depythonize(value).map_err(|error| PyValueError::new_err(error.to_string()))
+pub(crate) struct RouteOptions {
+    pub(crate) model: String,
+    pub(crate) api_key: Option<String>,
+    pub(crate) api_base: Option<String>,
+    pub(crate) custom_llm_provider: Option<String>,
+    pub(crate) extra_headers: Option<Map<String, Value>>,
+    pub(crate) timeout: Option<Duration>,
 }
 
-pub fn to_py<T>(py: Python<'_>, value: &T) -> PyResult<Py<PyAny>>
-where
-    T: Serialize + ?Sized,
-{
-    pythonize::pythonize(py, value)
-        .map(Bound::unbind)
-        .map_err(|error| PyValueError::new_err(error.to_string()))
+pub(crate) struct RouteOptionsInputs {
+    pub(crate) model: String,
+    pub(crate) api_key: Option<String>,
+    pub(crate) api_base: Option<String>,
+    pub(crate) custom_llm_provider: Option<String>,
+    pub(crate) extra_headers: Option<Value>,
+    pub(crate) timeout_seconds: Option<f64>,
+}
+
+impl RouteOptions {
+    pub(crate) fn from_python(inputs: RouteOptionsInputs) -> PyResult<Self> {
+        Ok(Self {
+            model: inputs.model,
+            api_key: inputs.api_key,
+            api_base: inputs.api_base,
+            custom_llm_provider: inputs.custom_llm_provider,
+            extra_headers: optional_object("extra_headers", inputs.extra_headers)?,
+            timeout: optional_timeout(inputs.timeout_seconds),
+        })
+    }
+}
+
+pub(crate) fn required_value(
+    name: &'static str,
+    value: Value,
+    expected: fn(&Value) -> bool,
+    expected_name: &'static str,
+) -> PyResult<Value> {
+    if expected(&value) {
+        return Ok(value);
+    }
+    Err(PyValueError::new_err(format!(
+        "{name} must be a {expected_name}"
+    )))
+}
+
+pub(crate) fn object_or_empty(
+    name: &'static str,
+    value: Option<Value>,
+) -> PyResult<Map<String, Value>> {
+    match value {
+        Some(value) => object(name, value),
+        None => Ok(Map::new()),
+    }
+}
+
+fn optional_object(
+    name: &'static str,
+    value: Option<Value>,
+) -> PyResult<Option<Map<String, Value>>> {
+    value.map(|value| object(name, value)).transpose()
+}
+
+fn object(name: &'static str, value: Value) -> PyResult<Map<String, Value>> {
+    match value {
+        Value::Object(map) => Ok(map),
+        _ => Err(PyValueError::new_err(format!("{name} must be a dict"))),
+    }
+}
+
+pub(crate) fn optional_timeout(timeout_seconds: Option<f64>) -> Option<Duration> {
+    timeout_seconds.and_then(|secs| {
+        if secs.is_finite() && secs > 0.0 {
+            Some(Duration::from_secs_f64(secs))
+        } else {
+            None
+        }
+    })
+}
+
+pub(crate) fn marshal_headers(headers: Option<Value>) -> PyResult<HashMap<String, String>> {
+    let value = match headers {
+        Some(headers) => headers,
+        None => Value::Object(Map::new()),
+    };
+    let Value::Object(headers) = value else {
+        return Err(PyValueError::new_err("headers must be a dict"));
+    };
+    headers
+        .into_iter()
+        .map(|(name, value)| {
+            value
+                .as_str()
+                .map(|value| (name, value.to_string()))
+                .ok_or_else(|| PyValueError::new_err("header values must be strings"))
+        })
+        .collect()
 }
diff --git a/litellm-rust/crates/python-bridge/src/routes/audio_transcription.rs b/litellm-rust/crates/python-bridge/src/routes/audio_transcription.rs
new file mode 100644
index 00000000000..af60515b0e2
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/audio_transcription.rs
@@ -0,0 +1,71 @@
+use litellm_core::Error;
+use std::future::Future;
+
+use litellm_core::audio_transcription::{
+    AudioTranscriptionRequest, audio_transcription as run_audio_transcription,
+};
+use pyo3::prelude::*;
+use serde_json::Value;
+
+use crate::errors::core_error_to_pyerr;
+use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty};
+
+fn prepare_transcription(
+    inputs: AudioTranscriptionInputs,
+) -> PyResult<impl Future<Output = Result<Value, Error>> + Send + 'static> {
+    let audio = inputs.audio;
+    let options = RouteOptions::from_python(RouteOptionsInputs {
+        model: inputs.model,
+        api_key: inputs.api_key,
+        api_base: inputs.api_base,
+        custom_llm_provider: inputs.custom_llm_provider,
+        extra_headers: inputs.extra_headers,
+        timeout_seconds: inputs.timeout_seconds,
+    })?;
+    let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
+
+    Ok(async move {
+        let RouteOptions {
+            model,
+            api_key,
+            api_base,
+            custom_llm_provider,
+            extra_headers,
+            timeout,
+        } = options;
+        run_audio_transcription(AudioTranscriptionRequest {
+            model: &model,
+            audio,
+            api_key: api_key.as_deref(),
+            api_base: api_base.as_deref(),
+            custom_llm_provider: custom_llm_provider.as_deref(),
+            extra_headers,
+            optional_params,
+            timeout,
+        })
+        .await
+    })
+}
+
+bridge_route! {
+    sync = transcription,
+    asynchronous = atranscription,
+    inputs = AudioTranscriptionInputs,
+    required = {
+        model: String,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        audio: serde_json::Value,
+    },
+    optional = {
+        api_key: Option<String>,
+        api_base: Option<String>,
+        custom_llm_provider: Option<String>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        extra_headers: Option<serde_json::Value>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        optional_params: Option<serde_json::Value>,
+        timeout_seconds: Option<f64>,
+    },
+    prepare = prepare_transcription,
+    errors = core_error_to_pyerr,
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/chat_completions.rs b/litellm-rust/crates/python-bridge/src/routes/chat_completions.rs
new file mode 100644
index 00000000000..08ab476005c
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/chat_completions.rs
@@ -0,0 +1,91 @@
+use litellm_core::Error;
+use std::future::Future;
+
+use litellm_core::chat_completions::types::{ChatCompletionsRequest, ChatCompletionsResponse};
+use litellm_core::chat_completions::{
+    chat_completions as run_chat_completions, chat_completions_decline_reason,
+};
+use pyo3::prelude::*;
+use serde_json::Value;
+
+use crate::errors::chat_completions_error_to_pyerr;
+use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty, required_value};
+
+fn prepare_chat_completions(
+    inputs: ChatCompletionsInputs,
+) -> PyResult<impl Future<Output = Result<ChatCompletionsResponse, Error>> + Send + 'static> {
+    let messages = required_value("messages", inputs.messages, Value::is_array, "list")?;
+    let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
+    let options = RouteOptions::from_python(RouteOptionsInputs {
+        model: inputs.model,
+        api_key: inputs.api_key,
+        api_base: inputs.api_base,
+        custom_llm_provider: inputs.custom_llm_provider,
+        extra_headers: inputs.extra_headers,
+        timeout_seconds: inputs.timeout_seconds,
+    })?;
+
+    Ok(async move {
+        let RouteOptions {
+            model,
+            api_key,
+            api_base,
+            custom_llm_provider,
+            extra_headers,
+            timeout,
+        } = options;
+        run_chat_completions(ChatCompletionsRequest {
+            model: &model,
+            messages,
+            optional_params,
+            api_key: api_key.as_deref(),
+            api_base: api_base.as_deref(),
+            custom_llm_provider: custom_llm_provider.as_deref(),
+            extra_headers,
+            timeout,
+        })
+        .await
+    })
+}
+
+#[pyfunction]
+#[pyo3(signature = (model, messages, optional_params=None, custom_llm_provider=None))]
+fn chat_completions_decline(
+    model: String,
+    #[pyo3(from_py_with = litellm_python_interop::from_py)] messages: Value,
+    #[pyo3(from_py_with = litellm_python_interop::from_py)] optional_params: Option<Value>,
+    custom_llm_provider: Option<String>,
+) -> PyResult<Option<String>> {
+    let optional_params = object_or_empty("optional_params", optional_params)?;
+    Ok(chat_completions_decline_reason(
+        &model,
+        custom_llm_provider.as_deref(),
+        messages,
+        &optional_params,
+    )
+    .map(str::to_string))
+}
+
+bridge_route! {
+    sync = chat_completions,
+    asynchronous = achat_completions,
+    inputs = ChatCompletionsInputs,
+    required = {
+        model: String,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        messages: serde_json::Value,
+    },
+    optional = {
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        optional_params: Option<serde_json::Value>,
+        api_key: Option<String>,
+        api_base: Option<String>,
+        custom_llm_provider: Option<String>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        extra_headers: Option<serde_json::Value>,
+        timeout_seconds: Option<f64>,
+    },
+    prepare = prepare_chat_completions,
+    errors = chat_completions_error_to_pyerr,
+    extra = [chat_completions_decline],
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/definition.rs b/litellm-rust/crates/python-bridge/src/routes/definition.rs
new file mode 100644
index 00000000000..3285da14d5f
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/definition.rs
@@ -0,0 +1,516 @@
+use pyo3::exceptions::PyRuntimeError;
+use pyo3::prelude::*;
+use pyo3::types::PyCFunction;
+
+macro_rules! bridge_route {
+    (
+        sync = $sync_name:ident,
+        asynchronous = $async_name:ident,
+        inputs = $inputs:ident,
+        required = { $($(#[$required_attr:meta])* $required_name:ident: $required_type:ty),+ $(,)? },
+        optional = { $($(#[$optional_attr:meta])* $optional_name:ident: $optional_type:ty),* $(,)? },
+        prepare = $prepare:path,
+        errors = $map_error:path
+        $(, extra = [$($extra:ident),* $(,)?])?
+        $(,)?
+    ) => {
+        struct $inputs {
+            $($required_name: $required_type,)*
+            $($optional_name: $optional_type),*
+        }
+
+        #[pyfunction]
+        #[pyo3(signature = ($($required_name),*, $($optional_name=None),*))]
+        #[allow(clippy::too_many_arguments)]
+        fn $sync_name(
+            py: pyo3::Python<'_>,
+            $($(#[$required_attr])* $required_name: $required_type,)*
+            $($(#[$optional_attr])* $optional_name: $optional_type,)*
+        ) -> pyo3::PyResult<pyo3::Py<pyo3::PyAny>> {
+            let future = $prepare($inputs {
+                $($required_name,)*
+                $($optional_name),*
+            })?;
+            $crate::execution::run_sync(py, future, $map_error)
+        }
+
+        #[pyfunction]
+        #[pyo3(signature = ($($required_name),*, $($optional_name=None),*))]
+        #[allow(clippy::too_many_arguments)]
+        fn $async_name(
+            py: pyo3::Python<'_>,
+            $($(#[$required_attr])* $required_name: $required_type,)*
+            $($(#[$optional_attr])* $optional_name: $optional_type,)*
+        ) -> pyo3::PyResult<pyo3::Bound<'_, pyo3::PyAny>> {
+            let future = $prepare($inputs {
+                $($required_name,)*
+                $($optional_name),*
+            })?;
+            $crate::execution::run_async(py, future, $map_error)
+        }
+
+        pub(super) fn register(
+            module: &pyo3::Bound<'_, pyo3::types::PyModule>,
+        ) -> pyo3::PyResult<()> {
+            $($($crate::routes::definition::add_function(module, pyo3::wrap_pyfunction!($extra, module)?)?;)*)?
+            $crate::routes::definition::add_function(module, pyo3::wrap_pyfunction!($sync_name, module)?)?;
+            $crate::routes::definition::add_function(module, pyo3::wrap_pyfunction!($async_name, module)?)?;
+            Ok(())
+        }
+
+        #[cfg(feature = "trace-parity")]
+        mod trace {
+            use pyo3::prelude::*;
+            use super::{$inputs, $map_error, $prepare};
+
+            #[pyfunction]
+            #[pyo3(signature = ($($required_name),*, $($optional_name=None),*))]
+            #[allow(clippy::too_many_arguments)]
+            fn $sync_name(
+                py: pyo3::Python<'_>,
+                $($(#[$required_attr])* $required_name: $required_type,)*
+                $($(#[$optional_attr])* $optional_name: $optional_type,)*
+            ) -> pyo3::PyResult<pyo3::Py<pyo3::PyAny>> {
+                let future = $prepare($inputs {
+                    $($required_name,)*
+                    $($optional_name),*
+                })?;
+                $crate::execution::run_sync(
+                    py,
+                    $crate::function_trace::capture(future),
+                    $map_error,
+                )
+            }
+
+            #[pyfunction]
+            #[pyo3(signature = ($($required_name),*, $($optional_name=None),*))]
+            #[allow(clippy::too_many_arguments)]
+            fn $async_name(
+                py: pyo3::Python<'_>,
+                $($(#[$required_attr])* $required_name: $required_type,)*
+                $($(#[$optional_attr])* $optional_name: $optional_type,)*
+            ) -> pyo3::PyResult<pyo3::Bound<'_, pyo3::PyAny>> {
+                let future = $prepare($inputs {
+                    $($required_name,)*
+                    $($optional_name),*
+                })?;
+                $crate::execution::run_async(
+                    py,
+                    $crate::function_trace::capture(future),
+                    $map_error,
+                )
+            }
+
+            pub(super) fn register(
+                module: &pyo3::Bound<'_, pyo3::types::PyModule>,
+            ) -> pyo3::PyResult<()> {
+                $crate::routes::definition::add_function(
+                    module,
+                    pyo3::wrap_pyfunction!($sync_name, module)?,
+                )?;
+                $crate::routes::definition::add_function(
+                    module,
+                    pyo3::wrap_pyfunction!($async_name, module)?,
+                )?;
+                Ok(())
+            }
+        }
+
+        #[cfg(feature = "trace-parity")]
+        pub(super) fn register_trace(
+            module: &pyo3::Bound<'_, pyo3::types::PyModule>,
+        ) -> pyo3::PyResult<()> {
+            trace::register(module)
+        }
+    };
+}
+
+pub(super) fn add_function(
+    module: &Bound<'_, PyModule>,
+    function: Bound<'_, PyCFunction>,
+) -> PyResult<()> {
+    let name: String = function.getattr("__name__")?.extract()?;
+    if module.hasattr(&name)? {
+        return Err(PyRuntimeError::new_err(format!(
+            "duplicate native route: {name}"
+        )));
+    }
+    module.add_function(function)
+}
+
+#[cfg(test)]
+mod tests {
+    use std::ffi::CString;
+    use std::sync::atomic::{AtomicBool, Ordering};
+
+    use litellm_core::error::Error;
+    use pyo3::exceptions::PyLookupError;
+    use pyo3::types::{PyDict, PyList};
+
+    use super::*;
+
+    mod synthetic {
+        use std::future::{Future, pending};
+
+        use super::*;
+
+        static FUTURE_DROPPED: AtomicBool = AtomicBool::new(false);
+
+        struct DropGuard;
+
+        impl Drop for DropGuard {
+            fn drop(&mut self) {
+                FUTURE_DROPPED.store(true, Ordering::SeqCst);
+            }
+        }
+
+        #[pyfunction]
+        fn future_dropped() -> bool {
+            FUTURE_DROPPED.load(Ordering::SeqCst)
+        }
+
+        bridge_route! {
+            sync = echo,
+            asynchronous = aecho,
+            inputs = EchoInputs,
+            required = { value: String },
+            optional = {},
+            prepare = prepare_echo,
+            errors = map_error,
+            extra = [future_dropped],
+        }
+
+        fn prepare_echo(
+            inputs: EchoInputs,
+        ) -> PyResult<impl Future<Output = Result<String, Error>> + Send + 'static> {
+            FUTURE_DROPPED.store(false, Ordering::SeqCst);
+            let drop_guard = (inputs.value == "pending").then_some(DropGuard);
+            Ok(execute_echo(inputs, drop_guard))
+        }
+
+        #[tracing::instrument(target = "litellm::function_trace", level = "trace", skip_all)]
+        async fn execute_echo(
+            inputs: EchoInputs,
+            drop_guard: Option<DropGuard>,
+        ) -> Result<String, Error> {
+            let _drop_guard = drop_guard;
+            tokio::task::yield_now().await;
+            match inputs.value.as_str() {
+                "error" => Err(Error::InvalidRequest("synthetic error".to_string())),
+                "map_panic" => Err(Error::InvalidRequest("panic in mapper".to_string())),
+                "panic" => panic!("synthetic panic"),
+                "pending" => {
+                    pending::<()>().await;
+                    unreachable!()
+                }
+                _ => Ok(inputs.value),
+            }
+        }
+
+        fn map_error(error: Error) -> PyErr {
+            if matches!(&error, Error::InvalidRequest(message) if message == "panic in mapper") {
+                panic!("synthetic mapper panic")
+            }
+            PyLookupError::new_err(error.to_string())
+        }
+    }
+
+    #[test]
+    fn sync_and_async_route_signatures_match_the_python_contract() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "routes").expect("module should be created");
+            crate::routes::register(&module).expect("routes should register");
+            let routes = [
+                (
+                    "ocr",
+                    "aocr",
+                    "(model, document, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None)",
+                ),
+                (
+                    "transcription",
+                    "atranscription",
+                    "(model, audio, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, optional_params=None, timeout_seconds=None)",
+                ),
+                (
+                    "messages",
+                    "amessages",
+                    "(model, body, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None)",
+                ),
+                (
+                    "chat_completions",
+                    "achat_completions",
+                    "(model, messages, optional_params=None, api_key=None, api_base=None, custom_llm_provider=None, extra_headers=None, timeout_seconds=None)",
+                ),
+            ];
+
+            for (sync_name, async_name, expected) in routes {
+                let sync_signature: String = module
+                    .getattr(sync_name)
+                    .and_then(|function| function.getattr("__text_signature__"))
+                    .and_then(|signature| signature.extract())
+                    .expect("sync signature should be available");
+                let async_signature: String = module
+                    .getattr(async_name)
+                    .and_then(|function| function.getattr("__text_signature__"))
+                    .and_then(|signature| signature.extract())
+                    .expect("async signature should be available");
+
+                assert_eq!(sync_signature, expected);
+                assert_eq!(async_signature, expected);
+            }
+        });
+    }
+
+    #[test]
+    fn sync_and_async_routes_apply_the_same_input_validation() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "routes").expect("module should be created");
+            crate::routes::register(&module).expect("routes should register");
+
+            let invalid_messages = PyDict::new(py);
+            let sync_chat_error = module
+                .getattr("chat_completions")
+                .and_then(|function| function.call1(("model", &invalid_messages)))
+                .expect_err("sync chat should reject a non-list messages value");
+            let async_chat_error = module
+                .getattr("achat_completions")
+                .and_then(|function| function.call1(("model", &invalid_messages)))
+                .expect_err("async chat should reject a non-list messages value");
+
+            assert_eq!(
+                sync_chat_error.to_string(),
+                "ValueError: messages must be a list"
+            );
+            assert_eq!(async_chat_error.to_string(), sync_chat_error.to_string());
+
+            let invalid_body = PyList::empty(py);
+            let sync_messages_error = module
+                .getattr("messages")
+                .and_then(|function| function.call1(("model", &invalid_body)))
+                .expect_err("sync Messages should reject a non-dict body");
+            let async_messages_error = module
+                .getattr("amessages")
+                .and_then(|function| function.call1(("model", &invalid_body)))
+                .expect_err("async Messages should reject a non-dict body");
+
+            assert_eq!(
+                sync_messages_error.to_string(),
+                "ValueError: body must be a dict"
+            );
+            assert_eq!(
+                async_messages_error.to_string(),
+                sync_messages_error.to_string()
+            );
+
+            let invalid_headers = PyList::empty(py);
+            let kwargs = PyDict::new(py);
+            kwargs
+                .set_item("extra_headers", &invalid_headers)
+                .expect("kwargs should accept extra_headers");
+            let document = PyDict::new(py);
+
+            for (sync_name, async_name) in [("ocr", "aocr"), ("transcription", "atranscription")] {
+                let sync_error = module
+                    .getattr(sync_name)
+                    .and_then(|function| function.call(("model", &document), Some(&kwargs)))
+                    .expect_err("sync route should reject non-dict extra_headers");
+                let async_error = module
+                    .getattr(async_name)
+                    .and_then(|function| function.call(("model", &document), Some(&kwargs)))
+                    .expect_err("async route should reject non-dict extra_headers");
+
+                assert_eq!(
+                    sync_error.to_string(),
+                    "ValueError: extra_headers must be a dict"
+                );
+                assert_eq!(async_error.to_string(), sync_error.to_string());
+            }
+        });
+    }
+
+    #[test]
+    fn route_input_validation_preserves_left_to_right_order() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "routes").expect("module should be created");
+            crate::routes::register(&module).expect("routes should register");
+            let invalid = PyList::empty(py);
+
+            let chat_kwargs = PyDict::new(py);
+            chat_kwargs
+                .set_item("optional_params", &invalid)
+                .expect("kwargs should accept optional_params");
+            chat_kwargs
+                .set_item("extra_headers", &invalid)
+                .expect("kwargs should accept extra_headers");
+            let invalid_messages = PyDict::new(py);
+            let error = module
+                .getattr("chat_completions")
+                .and_then(|function| {
+                    function.call(("model", &invalid_messages), Some(&chat_kwargs))
+                })
+                .expect_err("messages should be validated first");
+            assert_eq!(error.to_string(), "ValueError: messages must be a list");
+
+            let valid_messages = PyList::empty(py);
+            let error = module
+                .getattr("chat_completions")
+                .and_then(|function| function.call(("model", &valid_messages), Some(&chat_kwargs)))
+                .expect_err("optional_params should be validated before headers");
+            assert_eq!(
+                error.to_string(),
+                "ValueError: optional_params must be a dict"
+            );
+
+            let headers_kwargs = PyDict::new(py);
+            headers_kwargs
+                .set_item("extra_headers", &invalid)
+                .expect("kwargs should accept extra_headers");
+            let invalid_body = PyList::empty(py);
+            let error = module
+                .getattr("messages")
+                .and_then(|function| function.call(("model", &invalid_body), Some(&headers_kwargs)))
+                .expect_err("body should be validated before headers");
+            assert_eq!(error.to_string(), "ValueError: body must be a dict");
+
+            let invalid_payload =
+                PyModule::new(py, "invalid_payload").expect("invalid payload should be created");
+            for name in ["ocr", "transcription"] {
+                let error = module
+                    .getattr(name)
+                    .and_then(|function| {
+                        function.call(("model", &invalid_payload), Some(&headers_kwargs))
+                    })
+                    .expect_err("payload should be validated before headers");
+                assert!(!error.to_string().contains("extra_headers"));
+            }
+        });
+    }
+
+    #[test]
+    fn generated_routes_execute_sync_and_async_contracts() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "synthetic").expect("module should be created");
+            synthetic::register(&module).expect("routes should register");
+
+            let sync_value: String = module
+                .getattr("echo")
+                .and_then(|function| function.call1(("sync",)))
+                .and_then(|value| value.extract())
+                .expect("sync route should return its value");
+            assert_eq!(sync_value, "sync");
+
+            let sync_error = module
+                .getattr("echo")
+                .and_then(|function| function.call1(("error",)))
+                .expect_err("sync route should map its error");
+            assert!(sync_error.is_instance_of::<PyLookupError>(py));
+            assert_eq!(
+                sync_error.to_string(),
+                "LookupError: invalid request: synthetic error"
+            );
+
+            let locals = PyDict::new(py);
+            locals
+                .set_item("routes", &module)
+                .expect("module should enter Python locals");
+            let code = CString::new(
+                r#"
+import asyncio
+
+async def exercise():
+    assert await routes.aecho("async") == "async"
+
+    try:
+        await routes.aecho("error")
+    except LookupError as error:
+        assert str(error) == "invalid request: synthetic error"
+    else:
+        raise AssertionError("mapped error was not raised")
+
+    try:
+        await routes.aecho("panic")
+    except BaseException as error:
+        assert type(error).__name__ == "PanicException"
+        assert str(error) == "synthetic panic"
+    else:
+        raise AssertionError("panic was not raised")
+
+    try:
+        await routes.aecho("map_panic")
+    except BaseException as error:
+        assert type(error).__name__ == "PanicException"
+        assert str(error) == "synthetic mapper panic"
+    else:
+        raise AssertionError("mapper panic was not raised")
+
+    task = asyncio.ensure_future(routes.aecho("pending"))
+    await asyncio.sleep(0)
+    task.cancel()
+    try:
+        await task
+    except asyncio.CancelledError:
+        pass
+    else:
+        raise AssertionError("cancelled route completed")
+
+    for _ in range(100):
+        if routes.future_dropped():
+            break
+        await asyncio.sleep(0.001)
+    assert routes.future_dropped()
+
+asyncio.run(exercise())
+"#,
+            )
+            .expect("Python source should not contain null bytes");
+            py.run(&code, Some(&locals), Some(&locals))
+                .expect("async route contract should hold");
+        });
+    }
+
+    #[cfg(feature = "trace-parity")]
+    #[test]
+    fn diagnostic_route_returns_the_response_and_filtered_trace() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "synthetic").expect("module should be created");
+            synthetic::register_trace(&module).expect("trace routes should register");
+            let locals = PyDict::new(py);
+            locals
+                .set_item("routes", &module)
+                .expect("module should enter Python locals");
+            let code = CString::new(
+                r#"
+result = routes.echo("traced")
+assert result == {
+    "response": "traced",
+    "trace": [{"function": "execute_echo", "depth": 0}],
+}
+"#,
+            )
+            .expect("Python source should not contain null bytes");
+            py.run(&code, Some(&locals), Some(&locals))
+                .expect("diagnostic route should return its response and trace");
+        });
+    }
+
+    #[test]
+    fn route_registration_rejects_duplicate_python_names() {
+        Python::initialize();
+        Python::attach(|py| {
+            let module = PyModule::new(py, "synthetic").expect("module should be created");
+            synthetic::register(&module).expect("first registration should succeed");
+            let error = synthetic::register(&module)
+                .expect_err("duplicate registration should be rejected");
+
+            assert_eq!(
+                error.to_string(),
+                "RuntimeError: duplicate native route: future_dropped"
+            );
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs b/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs
new file mode 100644
index 00000000000..97ff93f299a
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/gateway_messages.rs
@@ -0,0 +1,29 @@
+use pyo3::prelude::*;
+use serde_json::Value;
+
+use crate::errors::core_error_to_pyerr;
+
+#[pyfunction]
+fn gateway_messages<'py>(
+    py: Python<'py>,
+    model_alias: String,
+    provider_model: String,
+    api_base: String,
+    #[pyo3(from_py_with = litellm_python_interop::from_py)] body: Value,
+) -> PyResult<Bound<'py, PyAny>> {
+    let future = litellm_ai_gateway::trace_parity::messages_request(
+        model_alias,
+        provider_model,
+        api_base,
+        body,
+    );
+    crate::execution::run_async(
+        py,
+        crate::function_trace::capture(future),
+        core_error_to_pyerr,
+    )
+}
+
+pub(super) fn register_trace(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    super::definition::add_function(module, wrap_pyfunction!(gateway_messages, module)?)
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/messages.rs b/litellm-rust/crates/python-bridge/src/routes/messages.rs
new file mode 100644
index 00000000000..f69b5e9251d
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/messages.rs
@@ -0,0 +1,65 @@
+use litellm_core::Error;
+use litellm_core::messages::messages as run_messages;
+use litellm_core::messages::types::{AnthropicMessagesResponse, MessagesRequest};
+use pyo3::prelude::*;
+use serde_json::Value;
+use std::future::Future;
+
+use crate::errors::core_error_to_pyerr;
+use crate::marshal::{RouteOptions, RouteOptionsInputs, required_value};
+
+fn prepare_messages(
+    inputs: MessagesInputs,
+) -> PyResult<impl Future<Output = Result<AnthropicMessagesResponse, Error>> + Send + 'static> {
+    let body = required_value("body", inputs.body, Value::is_object, "dict")?;
+    let options = RouteOptions::from_python(RouteOptionsInputs {
+        model: inputs.model,
+        api_key: inputs.api_key,
+        api_base: inputs.api_base,
+        custom_llm_provider: inputs.custom_llm_provider,
+        extra_headers: inputs.extra_headers,
+        timeout_seconds: inputs.timeout_seconds,
+    })?;
+
+    Ok(async move {
+        let RouteOptions {
+            model,
+            api_key,
+            api_base,
+            custom_llm_provider,
+            extra_headers,
+            timeout,
+        } = options;
+        run_messages(MessagesRequest {
+            model: &model,
+            body,
+            api_key: api_key.as_deref(),
+            api_base: api_base.as_deref(),
+            custom_llm_provider: custom_llm_provider.as_deref(),
+            extra_headers,
+            timeout,
+        })
+        .await
+    })
+}
+
+bridge_route! {
+    sync = messages,
+    asynchronous = amessages,
+    inputs = MessagesInputs,
+    required = {
+        model: String,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        body: serde_json::Value,
+    },
+    optional = {
+        api_key: Option<String>,
+        api_base: Option<String>,
+        custom_llm_provider: Option<String>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        extra_headers: Option<serde_json::Value>,
+        timeout_seconds: Option<f64>,
+    },
+    prepare = prepare_messages,
+    errors = core_error_to_pyerr,
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/mod.rs b/litellm-rust/crates/python-bridge/src/routes/mod.rs
new file mode 100644
index 00000000000..7e81f2ffe9b
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/mod.rs
@@ -0,0 +1,30 @@
+use pyo3::prelude::*;
+
+#[macro_use]
+mod definition;
+
+#[cfg(feature = "trace-parity")]
+mod gateway_messages;
+
+mod audio_transcription;
+mod chat_completions;
+mod messages;
+mod ocr;
+
+pub(crate) fn register(module: &Bound<'_, PyModule>) -> PyResult<()> {
+    ocr::register(module)?;
+    audio_transcription::register(module)?;
+    messages::register(module)?;
+    chat_completions::register(module)?;
+    #[cfg(feature = "trace-parity")]
+    {
+        let trace = PyModule::new(module.py(), "_trace")?;
+        ocr::register_trace(&trace)?;
+        audio_transcription::register_trace(&trace)?;
+        messages::register_trace(&trace)?;
+        chat_completions::register_trace(&trace)?;
+        gateway_messages::register_trace(&trace)?;
+        module.add_submodule(&trace)?;
+    }
+    Ok(())
+}
diff --git a/litellm-rust/crates/python-bridge/src/routes/ocr.rs b/litellm-rust/crates/python-bridge/src/routes/ocr.rs
new file mode 100644
index 00000000000..cc2f8e43cea
--- /dev/null
+++ b/litellm-rust/crates/python-bridge/src/routes/ocr.rs
@@ -0,0 +1,73 @@
+use litellm_core::Error;
+use std::future::Future;
+
+use litellm_ai_gateway::io::ocr::{OcrRequest, ocr as run_ocr};
+use pyo3::prelude::*;
+use serde_json::Value;
+
+use crate::errors::ocr_error_to_pyerr;
+use crate::marshal::{RouteOptions, RouteOptionsInputs, object_or_empty};
+
+fn prepare_ocr(
+    inputs: OcrInputs,
+) -> PyResult<impl Future<Output = Result<Value, Error>> + Send + 'static> {
+    let document = inputs.document;
+    let options = RouteOptions::from_python(RouteOptionsInputs {
+        model: inputs.model,
+        api_key: inputs.api_key,
+        api_base: inputs.api_base,
+        custom_llm_provider: inputs.custom_llm_provider,
+        extra_headers: inputs.extra_headers,
+        timeout_seconds: inputs.timeout_seconds,
+    })?;
+    let optional_params = object_or_empty("optional_params", inputs.optional_params)?;
+
+    Ok(async move {
+        let RouteOptions {
+            model,
+            api_key,
+            api_base,
+            custom_llm_provider,
+            extra_headers,
+            timeout,
+        } = options;
+        run_ocr(OcrRequest {
+            model: &model,
+            document,
+            api_key: api_key.as_deref(),
+            api_base: api_base.as_deref(),
+            custom_llm_provider: custom_llm_provider.as_deref(),
+            extra_headers,
+            optional_params,
+            timeout,
+            callbacks: Vec::new(),
+            guardrails: Vec::new(),
+            request_metadata: Default::default(),
+            litellm_call_id: None,
+        })
+        .await
+    })
+}
+
+bridge_route! {
+    sync = ocr,
+    asynchronous = aocr,
+    inputs = OcrInputs,
+    required = {
+        model: String,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        document: serde_json::Value,
+    },
+    optional = {
+        api_key: Option<String>,
+        api_base: Option<String>,
+        custom_llm_provider: Option<String>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        extra_headers: Option<serde_json::Value>,
+        #[pyo3(from_py_with = litellm_python_interop::from_py)]
+        optional_params: Option<serde_json::Value>,
+        timeout_seconds: Option<f64>,
+    },
+    prepare = prepare_ocr,
+    errors = ocr_error_to_pyerr,
+}
diff --git a/litellm-rust/crates/python-bridge/tests/marshal_boundary.rs b/litellm-rust/crates/python-bridge/tests/marshal_boundary.rs
index 6a6ede22e85..d397d20b9fd 100644
--- a/litellm-rust/crates/python-bridge/tests/marshal_boundary.rs
+++ b/litellm-rust/crates/python-bridge/tests/marshal_boundary.rs
@@ -1,7 +1,7 @@
 use std::fs;
 use std::path::{Path, PathBuf};
 
-const DISALLOWED_OUTSIDE_MARSHAL: &[&str] = &[
+const DISALLOWED_OUTSIDE_INTEROP: &[&str] = &[
     "py.import(\"json\")",
     "pythonize::",
     "serde_json::to_string",
@@ -33,18 +33,15 @@ fn rust_sources(directory: &Path) -> Vec<PathBuf> {
 }
 
 #[test]
-fn serialization_is_centralized_in_marshal_module() {
+fn serialization_uses_the_interop_boundary() {
     let root = source_root();
 
     for path in rust_sources(&root) {
-        if path == root.join("marshal.rs") {
-            continue;
-        }
         let source = fs::read_to_string(&path).expect("bridge source should be readable");
-        for disallowed in DISALLOWED_OUTSIDE_MARSHAL {
+        for disallowed in DISALLOWED_OUTSIDE_INTEROP {
             assert!(
                 !source.contains(disallowed),
-                "{} bypasses the typed marshal module with `{disallowed}`",
+                "{} bypasses litellm-python-interop with `{disallowed}`",
                 path.display()
             );
         }
diff --git a/litellm-rust/crates/python-interop/AGENTS.md b/litellm-rust/crates/python-interop/AGENTS.md
new file mode 100644
index 00000000000..d1d61e5dfa0
--- /dev/null
+++ b/litellm-rust/crates/python-interop/AGENTS.md
@@ -0,0 +1 @@
+litellm-python-interop is the domain-neutral PyO3 foundation. Keep generic Python/Serde conversion and interpreter primitives here. Do not add LiteLLM domain crates, route types, API registration, or cdylib build features.
diff --git a/litellm-rust/crates/python-interop/Cargo.toml b/litellm-rust/crates/python-interop/Cargo.toml
new file mode 100644
index 00000000000..9da6af6e2e2
--- /dev/null
+++ b/litellm-rust/crates/python-interop/Cargo.toml
@@ -0,0 +1,15 @@
+[package]
+name = "litellm-python-interop"
+version = "0.1.0"
+edition.workspace = true
+license.workspace = true
+repository.workspace = true
+
+[dependencies]
+pyo3.workspace = true
+pythonize.workspace = true
+serde.workspace = true
+
+[dev-dependencies]
+rstest.workspace = true
+serde_json.workspace = true
diff --git a/litellm-rust/crates/python-interop/src/gil.rs b/litellm-rust/crates/python-interop/src/gil.rs
new file mode 100644
index 00000000000..04b966a6002
--- /dev/null
+++ b/litellm-rust/crates/python-interop/src/gil.rs
@@ -0,0 +1,21 @@
+use std::sync::atomic::{AtomicU64, Ordering};
+
+use pyo3::prelude::*;
+
+static GIL_RELEASES: AtomicU64 = AtomicU64::new(0);
+
+/// Runs work detached from the interpreter and records the release.
+///
+/// `f` must not access Python state while the interpreter is detached.
+pub fn release_gil<T, F>(py: Python<'_>, f: F) -> T
+where
+    F: FnOnce() -> T + Send,
+    T: Send,
+{
+    GIL_RELEASES.fetch_add(1, Ordering::Relaxed);
+    py.detach(f)
+}
+
+pub fn release_count() -> u64 {
+    GIL_RELEASES.load(Ordering::Relaxed)
+}
diff --git a/litellm-rust/crates/python-interop/src/lib.rs b/litellm-rust/crates/python-interop/src/lib.rs
new file mode 100644
index 00000000000..2e562bdae70
--- /dev/null
+++ b/litellm-rust/crates/python-interop/src/lib.rs
@@ -0,0 +1,5 @@
+mod gil;
+mod marshal;
+
+pub use gil::{release_count, release_gil};
+pub use marshal::{Pythonized, from_py, panic_to_pyerr, to_py};
diff --git a/litellm-rust/crates/python-interop/src/marshal.rs b/litellm-rust/crates/python-interop/src/marshal.rs
new file mode 100644
index 00000000000..a16d1e0ae13
--- /dev/null
+++ b/litellm-rust/crates/python-interop/src/marshal.rs
@@ -0,0 +1,92 @@
+use std::any::Any;
+use std::panic::{AssertUnwindSafe, catch_unwind};
+
+use pyo3::exceptions::PyValueError;
+use pyo3::panic::PanicException;
+use pyo3::prelude::*;
+use serde::Serialize;
+use serde::de::DeserializeOwned;
+
+pub fn from_py<T>(value: &Bound<'_, PyAny>) -> PyResult<T>
+where
+    T: DeserializeOwned,
+{
+    pythonize::depythonize(value).map_err(|error| PyValueError::new_err(error.to_string()))
+}
+
+pub fn to_py<T>(py: Python<'_>, value: &T) -> PyResult<Py<PyAny>>
+where
+    T: Serialize + ?Sized,
+{
+    pythonize::pythonize(py, value)
+        .map(Bound::unbind)
+        .map_err(|error| PyValueError::new_err(error.to_string()))
+}
+
+pub struct Pythonized<T>(pub T);
+
+impl<'py, T> IntoPyObject<'py> for Pythonized<T>
+where
+    T: Serialize,
+{
+    type Target = PyAny;
+    type Output = Bound<'py, PyAny>;
+    type Error = PyErr;
+
+    fn into_pyobject(self, py: Python<'py>) -> PyResult<Self::Output> {
+        catch_unwind(AssertUnwindSafe(|| pythonize::pythonize(py, &self.0)))
+            .map_err(panic_to_pyerr)?
+            .map_err(|error| PyValueError::new_err(error.to_string()))
+    }
+}
+
+pub fn panic_to_pyerr(payload: Box<dyn Any + Send>) -> PyErr {
+    let message = payload
+        .downcast_ref::<String>()
+        .map(String::as_str)
+        .or_else(|| payload.downcast_ref::<&str>().copied())
+        .unwrap_or("panic from Rust code");
+    PanicException::new_err(message.to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use serde::Serializer;
+
+    use super::*;
+
+    struct PanickingSerializer;
+
+    impl Serialize for PanickingSerializer {
+        fn serialize<S>(&self, _serializer: S) -> Result<S::Ok, S::Error>
+        where
+            S: Serializer,
+        {
+            panic!("serializer panicked")
+        }
+    }
+
+    #[test]
+    fn pythonized_converts_on_the_attached_thread() {
+        Python::initialize();
+        Python::attach(|py| {
+            let value: Vec<i32> = Pythonized(vec![1, 2, 3])
+                .into_pyobject(py)
+                .and_then(|value| value.extract())
+                .expect("value should convert");
+            assert_eq!(value, vec![1, 2, 3]);
+        });
+    }
+
+    #[test]
+    fn pythonized_maps_serializer_panics_to_a_base_exception() {
+        Python::initialize();
+        Python::attach(|py| {
+            let error = Pythonized(PanickingSerializer)
+                .into_pyobject(py)
+                .expect_err("serializer panic should become a Python exception");
+            assert!(error.is_instance_of::<PanicException>(py));
+            assert_eq!(error.to_string(), "PanicException: serializer panicked");
+        });
+    }
+}
diff --git a/litellm-rust/crates/python-interop/tests/interop.rs b/litellm-rust/crates/python-interop/tests/interop.rs
new file mode 100644
index 00000000000..9c456dcb938
--- /dev/null
+++ b/litellm-rust/crates/python-interop/tests/interop.rs
@@ -0,0 +1,44 @@
+use pyo3::Python;
+use rstest::{fixture, rstest};
+use serde_json::{Value, json};
+
+use litellm_python_interop::{from_py, release_count, release_gil, to_py};
+
+struct InitializedPython;
+
+impl InitializedPython {
+    fn attach<F, R>(&self, f: F) -> R
+    where
+        F: for<'py> FnOnce(Python<'py>) -> R,
+    {
+        Python::attach(f)
+    }
+}
+
+#[fixture]
+#[once]
+fn initialized_python() -> InitializedPython {
+    Python::initialize();
+    InitializedPython
+}
+
+#[rstest]
+fn serde_values_round_trip_through_python(#[from(initialized_python)] python: &InitializedPython) {
+    python.attach(|py| {
+        let expected = json!({"model": "test", "items": [1, true, null]});
+        let python_value = to_py(py, &expected).expect("value should convert to Python");
+        let actual: Value =
+            from_py(python_value.bind(py)).expect("Python value should convert to serde");
+
+        assert_eq!(actual, expected);
+    });
+}
+
+#[rstest]
+fn release_gil_runs_work_and_records_it(#[from(initialized_python)] python: &InitializedPython) {
+    let before = release_count();
+    let result = python.attach(|py| release_gil(py, || 42));
+
+    assert_eq!(result, 42);
+    assert_eq!(release_count(), before + 1);
+}
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 4eeececdb7e..42c0ea881fd 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -29,7 +29,7 @@ def _dev_env_hot_reload_enabled() -> bool:
 if os.getenv("LITELLM_MODE", "DEV") == "DEV":
     _dotenv.load_dotenv(override=_dev_env_hot_reload_enabled())
 
-from collections.abc import Sequence
+from collections.abc import Mapping, Sequence
 from typing import (
     Any,
     Callable,
@@ -424,6 +424,10 @@ anthropic_beta_headers_url: str = os.getenv(
     "LITELLM_ANTHROPIC_BETA_HEADERS_URL",
     "https://raw.githubusercontent.com/BerriAI/litellm/main/litellm/anthropic_beta_headers_config.json",
 )
+autorouter_presets_url: str = os.getenv(
+    "LITELLM_AUTOROUTER_PRESETS_URL",
+    "https://raw.githubusercontent.com/BerriAI/litellm/main/litellm/proxy/public_endpoints/autorouter_presets.json",
+)
 suppress_debug_info: bool = False
 dynamodb_table_name: Optional[str] = None
 s3_callback_params: Optional[Dict] = None
@@ -490,6 +494,7 @@ public_mcp_hub_strict_whitelist: bool = True
 public_model_groups: Optional[List[str]] = None
 public_agent_groups: Optional[List[str]] = None
 agent_search_embedding_model: Optional[str] = None
+mcp_tool_search: Optional[Mapping[str, object]] = None
 # Supports both old format (Dict[str, str]) and new format (Dict[str, Dict[str, Any]])
 # New format: { "displayName": { "url": "...", "index": 0 } }
 # Old format: { "displayName": "url" } (for backward compatibility)
@@ -1416,7 +1421,7 @@ from .skills.main import (
 )
 from .containers.main import *
 from .ocr.main import *
-from .rust_bridge.ocr import use_litellm_rust
+from .rust_bridge import rust
 from .rag.main import *
 from .sandbox.main import *
 from .search.main import *
diff --git a/litellm/_logging.py b/litellm/_logging.py
index 9435562f890..c73b5175a31 100644
--- a/litellm/_logging.py
+++ b/litellm/_logging.py
@@ -6,6 +6,7 @@ import sys
 from datetime import datetime
 from logging import Formatter
 from typing import Any, Final, TextIO
+from urllib.parse import unquote
 
 import litellm
 from litellm.constants import (
@@ -16,7 +17,11 @@ from litellm.constants import (
 from litellm.litellm_core_utils.env_utils import get_env_int
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
-from litellm.litellm_core_utils.secret_redaction import redact_string, redact_structured_value
+from litellm.litellm_core_utils.secret_redaction import (
+    redact_internal_details,
+    redact_string,
+    redact_structured_value,
+)
 
 set_verbose = False
 
@@ -88,6 +93,14 @@ def redact_secrets(value: str) -> str:
     return _redact_string(value)
 
 
+def redact_internal_details_from_client_message(value: str) -> str:
+    """Public API: redact_secrets() plus filesystem paths, internal hostnames, and an
+    embedded traceback, for a string about to leave the process in an HTTP response."""
+    if not _ENABLE_SECRET_REDACTION:
+        return value
+    return redact_internal_details(value)
+
+
 def _substituted_color_message(record: logging.LogRecord) -> str | None:
     """Render a record's ``color_message`` against its args, or None if absent.
 
@@ -146,6 +159,72 @@ class SecretRedactionFilter(logging.Filter):
 _secret_filter: Final = SecretRedactionFilter()
 
 
+_MAX_SCRUBBED_ACCESS_ARG: Final = 512
+
+_REDACTION_PLACEHOLDER: Final = "REDACTED"
+
+
+def _hides_a_credential(value: str) -> bool:
+    """Whether *value* only looks clean until it is percent-decoded."""
+    decoded: Final = unquote(value)
+    return _redact_string(decoded) != decoded
+
+
+def _drop_encoded_credential(scrubbed: str) -> str:
+    """Drop the part of a request target that only decoding shows to be a secret.
+
+    The request parser decodes query names and values, so `?k%65y=sk%2D...` is a
+    working credential that the patterns, which match literal text, do not see.
+    The decoded text is never logged back: it can carry a newline, and forging
+    log lines is not a trade worth making for a readable request target.
+    """
+    path, separator, _query = scrubbed.partition("?")
+    if _hides_a_credential(path):
+        return _REDACTION_PLACEHOLDER
+    if separator and _hides_a_credential(scrubbed):
+        return f"{path}?{_REDACTION_PLACEHOLDER}"
+    return scrubbed
+
+
+def _scrub_access_arg(value: str) -> str:
+    """Redact one access-log positional arg, bounding the scanned length.
+
+    The request target is the only input to the secret regex an unauthenticated
+    caller controls end to end, so it is cut back to a whole query parameter
+    before it is scanned; a half-parameter would be too short to match its
+    pattern and would then be logged raw.
+    """
+    if len(value) <= _MAX_SCRUBBED_ACCESS_ARG:
+        return _drop_encoded_credential(_redact_string(value))
+    head: Final = value[:_MAX_SCRUBBED_ACCESS_ARG]
+    kept: Final = head[: max(head.rfind("?"), head.rfind("&"))] if "?" in head else head
+    scrubbed: Final = _drop_encoded_credential(_redact_string(kept))
+    return f"{scrubbed}... ({len(value) - len(kept)} more chars truncated) ..."
+
+
+class AccessLogRedactionFilter(logging.Filter):
+    """Scrubs known secret/credential patterns from HTTP access-log records.
+
+    uvicorn's AccessFormatter unpacks ``record.args`` as a five-element tuple at
+    emit time, so SecretRedactionFilter cannot be reused here: it collapses the
+    record into ``record.msg`` and clears the args, and the formatter then raises.
+    """
+
+    def filter(self, record: logging.LogRecord) -> bool:
+        if not _ENABLE_SECRET_REDACTION:
+            return True
+        if isinstance(record.args, tuple) and record.args:
+            record.args = tuple(  # rebind-ok: a Filter scrubs records in place
+                _scrub_access_arg(arg) if isinstance(arg, str) else arg for arg in record.args
+            )
+            return True
+        # No positional args means everything is in msg, where collapsing is correct.
+        return _secret_filter.filter(record)
+
+
+_access_log_filter: Final = AccessLogRedactionFilter()
+
+
 def _get_max_string_length_stdout_log() -> int:
     """Read the limit per record so a value loaded later via proxy config
     environment_variables is honored."""
@@ -553,6 +632,14 @@ _REDACTED_THIRD_PARTY_LOGGERS: Final[tuple[str, ...]] = (
     "uvicorn.error",
 )
 
+# Access loggers, which emit the full request target, so a credential passed as a
+# query parameter (e.g. `/key/info?key=`) lands on stdout verbatim. uvicorn.access
+# covers uvicorn.run, --run_gunicorn (its worker_class is UvicornWorker, so the
+# access line is still uvicorn's) and an embedding host app. --run_hypercorn and
+# --run_granian log through their own loggers in their own record shapes, and
+# both ship with access logging off.
+_REDACTED_ACCESS_LOGGERS: Final[tuple[str, ...]] = ("uvicorn.access",)
+
 
 def _redact_third_party_loggers() -> None:
     """Extend secret redaction to records litellm does not emit directly.
@@ -575,6 +662,8 @@ def _redact_third_party_loggers() -> None:
     """
     for name in _REDACTED_THIRD_PARTY_LOGGERS:
         logging.getLogger(name).addFilter(_secret_filter)
+    for name in _REDACTED_ACCESS_LOGGERS:
+        logging.getLogger(name).addFilter(_access_log_filter)
 
 
 # Call the suppression function
diff --git a/litellm/_service_logger.py b/litellm/_service_logger.py
index 42a86763b6d..fc27d3a118a 100644
--- a/litellm/_service_logger.py
+++ b/litellm/_service_logger.py
@@ -1,4 +1,5 @@
 import asyncio
+from collections.abc import Callable, Coroutine
 from datetime import datetime, timedelta
 from typing import TYPE_CHECKING, Any, Final
 
@@ -83,6 +84,47 @@ class ServiceLogging(CustomLogger):
                 return open_telemetry_logger
         return None
 
+    @staticmethod
+    def _sync_dispatch_loop() -> asyncio.AbstractEventLoop | None:
+        """The event loop a blocking caller can dispatch on, or ``None`` if it has none."""
+        try:
+            loop: Final = asyncio.get_event_loop()
+        except RuntimeError:
+            return None
+        return None if loop.is_closed() else loop
+
+    @staticmethod
+    async def _emit_guarded(hook: Callable[[], Coroutine[object, object, None]]) -> None:
+        """Emit one service event, absorbing anything the callbacks raise.
+
+        Monitoring must not break the call it monitors. Sync callers are the ones that
+        swallow their own service failures (a Redis batch read returns an empty dict),
+        so an exception from a misconfigured callback would replace a Redis outage with
+        a callback error and skip the caller's fallback handling.
+        """
+        try:
+            await hook()
+        except Exception as e:
+            verbose_logger.exception("Error emitting service event - %s", e)
+
+    @staticmethod
+    def _dispatch_from_sync(hook: Callable[[], Coroutine[object, object, None]]) -> None:
+        """Run an async service hook from a blocking caller, whatever event loop it holds.
+
+        Takes a factory rather than a coroutine so the hook is built on the path that
+        runs it, and only ever once.
+        """
+        loop: Final = ServiceLogging._sync_dispatch_loop()
+        try:
+            if loop is None:
+                asyncio.run(ServiceLogging._emit_guarded(hook))
+            elif loop.is_running():
+                loop.create_task(ServiceLogging._emit_guarded(hook))
+            else:
+                loop.run_until_complete(ServiceLogging._emit_guarded(hook))
+        except Exception as e:
+            verbose_logger.exception("Error dispatching service event - %s", e)
+
     def service_success_hook(
         self,
         service: ServiceTypes,
@@ -99,54 +141,45 @@ class ServiceLogging(CustomLogger):
         if self.mock_testing:
             self.mock_testing_sync_success_hook += 1
 
-        try:
-            # Try to get the current event loop
-            loop: Final = asyncio.get_event_loop()
-            # Check if the loop is running
-            if loop.is_running():
-                # If we're in a running loop, create a task
-                loop.create_task(
-                    self.async_service_success_hook(
-                        service=service,
-                        duration=duration,
-                        call_type=call_type,
-                        parent_otel_span=parent_otel_span,
-                        start_time=start_time,
-                        end_time=end_time,
-                    )
-                )
-            else:
-                # Loop exists but not running, we can use run_until_complete
-                loop.run_until_complete(
-                    self.async_service_success_hook(
-                        service=service,
-                        duration=duration,
-                        call_type=call_type,
-                        parent_otel_span=parent_otel_span,
-                        start_time=start_time,
-                        end_time=end_time,
-                    )
-                )
-        except RuntimeError:
-            # No event loop exists, create a new one and run
-            asyncio.run(
-                self.async_service_success_hook(
-                    service=service,
-                    duration=duration,
-                    call_type=call_type,
-                    parent_otel_span=parent_otel_span,
-                    start_time=start_time,
-                    end_time=end_time,
-                )
+        self._dispatch_from_sync(
+            lambda: self.async_service_success_hook(
+                service=service,
+                duration=duration,
+                call_type=call_type,
+                parent_otel_span=parent_otel_span,
+                start_time=start_time,
+                end_time=end_time,
             )
+        )
 
-    def service_failure_hook(self, service: ServiceTypes, duration: float, error: Exception, call_type: str):
+    def service_failure_hook(
+        self,
+        service: ServiceTypes,
+        duration: float,
+        error: Exception,
+        call_type: str,
+        parent_otel_span: Span | None = None,
+        start_time: datetime | float | None = None,
+        end_time: float | datetime | None = None,
+    ):
         """
-        [TODO] Not implemented for sync calls yet. V0 is focused on async monitoring (used by proxy).
+        Handles both sync and async monitoring by checking for existing event loop.
         """
         if self.mock_testing:
             self.mock_testing_sync_failure_hook += 1
 
+        self._dispatch_from_sync(
+            lambda: self.async_service_failure_hook(
+                service=service,
+                duration=duration,
+                error=error,
+                call_type=call_type,
+                parent_otel_span=parent_otel_span,
+                start_time=start_time,
+                end_time=end_time,
+            )
+        )
+
     async def async_service_success_hook(
         self,
         service: ServiceTypes,
diff --git a/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py b/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
index 32252711997..1e8cc4ff90e 100644
--- a/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
+++ b/litellm/a2a_protocol/providers/bedrock_agentcore/transformation.py
@@ -10,8 +10,19 @@ from collections.abc import AsyncIterator, Mapping
 from typing import Any, Final
 
 from litellm._logging import verbose_logger
+from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+    A2A_USER_API_KEY_HASH_PARAM,
+)
+from litellm.a2a_protocol.utils import (
+    get_session_id_from_a2a_params,
+    scope_session_to_principal,
+)
+from litellm.exceptions import BadRequestError
 from litellm.llms.bedrock.chat.agentcore.transformation import AmazonAgentCoreConfig
 
+RUNTIME_SESSION_ID_MIN_LENGTH: Final = 33
+RUNTIME_SESSION_ID_MAX_LENGTH: Final = 256
+
 # Reserved outbound header names that must never be sourced from per-request
 # ``agent_extra_headers`` for AgentCore requests. ``agent_extra_headers`` carries
 # values rewritten from the client-controlled ``x-a2a-{agent}-*`` convention, so
@@ -19,8 +30,9 @@ from litellm.llms.bedrock.chat.agentcore.transformation import AmazonAgentCoreCo
 # request identity / SigV4 metadata by overwriting headers the proxy sets from
 # trusted server-side config.
 #
-# The runtime headers (session / user id) are derived server-side from
-# ``runtimeSessionId`` / ``runtimeUserId`` in the agent's ``litellm_params``;
+# The runtime headers (session / user id) are derived server-side from the A2A
+# ``message.contextId`` and ``runtimeSessionId`` / ``runtimeUserId`` in the
+# agent's ``litellm_params``;
 # ``authorization`` is set by the AgentCore signer (JWT or SigV4); ``host`` and
 # the ``x-amz-*`` family are owned by SigV4 itself.
 _RESERVED_EXACT_HEADERS: Final = frozenset(
@@ -66,6 +78,31 @@ def _filter_reserved_headers(
     return filtered or None
 
 
+def _request_scoped_runtime_session_id(
+    params: Mapping[str, Any],
+    litellm_params: Mapping[str, Any],
+) -> str | None:
+    context_id: Final = get_session_id_from_a2a_params(params)
+    if not isinstance(context_id, str) or not context_id:
+        return None
+    return scope_session_to_principal(context_id, litellm_params.get(A2A_USER_API_KEY_HASH_PARAM))
+
+
+def _validate_runtime_session_id(session_id: str, model: str) -> str:
+    if RUNTIME_SESSION_ID_MIN_LENGTH <= len(session_id) <= RUNTIME_SESSION_ID_MAX_LENGTH:
+        return session_id
+    raise BadRequestError(
+        message=(
+            f"Invalid AgentCore runtime session id {session_id!r}: AWS requires "
+            f"{RUNTIME_SESSION_ID_MIN_LENGTH}-{RUNTIME_SESSION_ID_MAX_LENGTH} characters. It is built from the A2A "
+            "message.contextId (prefixed with a 16-hex-char hash of the calling key and '-') when set, "
+            "otherwise from the agent's configured runtimeSessionId."
+        ),
+        model=model,
+        llm_provider="bedrock",
+    )
+
+
 class BedrockAgentCoreA2ATransformation:
     """
     Request/response transformation for Bedrock AgentCore A2A agents.
@@ -100,7 +137,9 @@ class BedrockAgentCoreA2ATransformation:
                 here to prevent a caller-controlled ``x-a2a-{agent}-*`` header from
                 spoofing the AgentCore runtime user id or other SigV4 metadata. Use
                 ``api_key`` / ``runtimeUserId`` / ``runtimeSessionId`` in litellm_params
-                (not ``agent_extra_headers``) to override those values.
+                (not ``agent_extra_headers``) to override those values. The runtime
+                session id is taken from ``params["message"]["contextId"]`` (scoped to
+                the calling key) when present, then ``runtimeSessionId``, else generated.
 
         Returns:
             Tuple of (url, signed_headers, signed_body_bytes)
@@ -139,7 +178,11 @@ class BedrockAgentCoreA2ATransformation:
         # Set required AgentCore session headers (normally set by transform_request,
         # which we skip because it also builds {"prompt": "..."})
         headers: Final[dict] = {}
-        session_id: Final = agentcore_config._get_runtime_session_id(optional_params)
+        session_id: Final = _validate_runtime_session_id(
+            _request_scoped_runtime_session_id(params, litellm_params)
+            or agentcore_config._get_runtime_session_id(optional_params),
+            model=model,
+        )
         headers["X-Amzn-Bedrock-AgentCore-Runtime-Session-Id"] = session_id
         runtime_user_id: Final = agentcore_config._get_runtime_user_id(optional_params)
         if runtime_user_id:
diff --git a/litellm/a2a_protocol/utils.py b/litellm/a2a_protocol/utils.py
index f2e61f66105..7c459daf720 100644
--- a/litellm/a2a_protocol/utils.py
+++ b/litellm/a2a_protocol/utils.py
@@ -2,6 +2,8 @@
 Utility functions for A2A protocol.
 """
 
+import hashlib
+from collections.abc import Mapping
 from typing import TYPE_CHECKING, Any, Final
 
 import litellm
@@ -140,6 +142,29 @@ class A2ARequestUtils:
         return prompt_tokens, completion_tokens, total_tokens
 
 
+def get_session_id_from_a2a_params(params: Mapping[str, Any]) -> str | None:
+    message: Final = params.get("message", {})
+    if isinstance(message, dict):
+        return message.get("contextId")
+    return getattr(message, "contextId", None)
+
+
+def scope_session_to_principal(session_id: str, principal: str | None) -> str:
+    """
+    Bind a client-supplied A2A contextId to the authenticated principal.
+
+    Without this, two distinct keys authorized for the same agent could set the
+    same contextId and read/append to each other's backend memory. The
+    principal is hashed (it is already a hashed token) so the raw value is never
+    sent to the agent backend, while the original contextId is kept as a suffix
+    for operator-side correlation.
+    """
+    if not principal:
+        return session_id
+    principal_prefix: Final = hashlib.sha256(principal.encode("utf-8")).hexdigest()[:16]
+    return f"{principal_prefix}-{session_id}"
+
+
 # Backwards compatibility aliases
 def extract_text_from_a2a_message(message: Any) -> str:
     return A2ARequestUtils.extract_text_from_message(message)
diff --git a/litellm/anthropic_interface/exceptions/exceptions.py b/litellm/anthropic_interface/exceptions/exceptions.py
index ae333d1f4ad..91bcf82f455 100644
--- a/litellm/anthropic_interface/exceptions/exceptions.py
+++ b/litellm/anthropic_interface/exceptions/exceptions.py
@@ -1,8 +1,9 @@
 """Anthropic error format type definitions."""
 
+from collections.abc import Mapping
 from typing import Literal
 
-from typing_extensions import Required, TypedDict
+from typing_extensions import NotRequired, ReadOnly, Required, TypedDict
 
 # Known Anthropic error types
 # Source: https://docs.anthropic.com/en/api/errors
@@ -23,6 +24,7 @@ class AnthropicErrorDetail(TypedDict):
 
     type: AnthropicErrorType
     message: str
+    provider_specific_fields: NotRequired[ReadOnly[Mapping[str, object]]]
 
 
 class AnthropicErrorResponse(TypedDict, total=False):
diff --git a/litellm/caching/caching.py b/litellm/caching/caching.py
index 754815fce47..884d095793c 100644
--- a/litellm/caching/caching.py
+++ b/litellm/caching/caching.py
@@ -100,6 +100,7 @@ class Cache:
         qdrant_semantic_cache_vector_size: int | None = None,
         semantic_cache_embedding_max_input_tokens: int | None = None,
         semantic_cache_embedding_timeout: float | None = None,
+        semantic_cache_scope: str = SemanticCacheScope.KEY.value,
         # GCP IAM authentication parameters
         gcp_service_account: str | None = None,
         gcp_ssl_ca_certs: str | None = None,
@@ -127,6 +128,7 @@ class Cache:
             similarity_threshold (float, optional): The similarity threshold for semantic-caching, Required if type is "redis-semantic" or "qdrant-semantic".
             semantic_cache_embedding_max_input_tokens (int, optional): Truncate prompts to this many tokens before embedding them for semantic caching. Defaults to the embedding deployment's configured max_input_tokens.
             semantic_cache_embedding_timeout (float, optional): Seconds a semantic-cache lookup may spend embedding the prompt before it gives up and lets the request continue to the LLM. Defaults to SEMANTIC_CACHE_EMBEDDING_TIMEOUT_SECONDS.
+            semantic_cache_scope (str, optional): "key" isolates semantic-cache buckets per key/team/org. "end_user" additionally isolates per end user (falls back to the key scope when the request carries no end-user id). Defaults to "key".
 
             # Disk Cache Args
             disk_cache_dir (str, optional): The directory for the disk cache. Defaults to None.
@@ -274,6 +276,7 @@ class Cache:
         self.redis_flush_size = redis_flush_size
         self.ttl = ttl
         self.mode: CacheMode = mode or CacheMode.default_on
+        self.semantic_cache_scope: str = SemanticCacheScope(semantic_cache_scope).value
 
         if self.type == LiteLLMCacheType.LOCAL and default_in_memory_ttl is not None:
             self.ttl = default_in_memory_ttl
@@ -301,6 +304,7 @@ class Cache:
         "user_api_key_team_id",
         "user_api_key_org_id",
     )
+    _SEMANTIC_CACHE_END_USER_SCOPE_FIELD: Final = "user_api_key_end_user_id"
 
     def _is_semantic_cache(self) -> bool:
         return self.type in (
@@ -309,19 +313,21 @@ class Cache:
             LiteLLMCacheType.VALKEY_SEMANTIC,
         )
 
-    def _get_semantic_cache_tenant_scope(self, kwargs: dict) -> str:
-        metadata: Final[dict] = kwargs.get("metadata") or {}
-        litellm_params: Final[dict] = kwargs.get("litellm_params") or {}
-        metadata_in_litellm_params: Final[dict] = litellm_params.get("metadata") or {}
+    def _semantic_cache_scope_fields(self) -> tuple[str, ...]:
+        if self.semantic_cache_scope == SemanticCacheScope.END_USER:
+            return (*self._SEMANTIC_CACHE_TENANT_SCOPE_FIELDS, self._SEMANTIC_CACHE_END_USER_SCOPE_FIELD)
+        return self._SEMANTIC_CACHE_TENANT_SCOPE_FIELDS
 
-        scope = ""
-        for field in self._SEMANTIC_CACHE_TENANT_SCOPE_FIELDS:
-            value = metadata.get(field)
-            if value is None:
-                value = metadata_in_litellm_params.get(field)
-            if value is not None:
-                scope += f"{field}: {value}"
-        return scope
+    def _get_semantic_cache_tenant_scope(self, kwargs: dict) -> str:
+        litellm_params: Final[dict] = kwargs.get("litellm_params") or {}
+        metadata_sources: Final[tuple[dict, ...]] = tuple(
+            source.get(key) or {} for source in (kwargs, litellm_params) for key in ("metadata", "litellm_metadata")
+        )
+        scope_values: Final = (
+            (field, next((source[field] for source in metadata_sources if source.get(field) is not None), None))
+            for field in self._semantic_cache_scope_fields()
+        )
+        return "".join(f"{field}: {value}" for field, value in scope_values if value is not None)
 
     def get_cache_key(self, **kwargs) -> str:
         """
diff --git a/litellm/caching/dual_cache.py b/litellm/caching/dual_cache.py
index 598c9e67faf..df67ba08416 100644
--- a/litellm/caching/dual_cache.py
+++ b/litellm/caching/dual_cache.py
@@ -8,10 +8,9 @@ Has 4 primary methods:
     - async_get_cache
 """
 
-import asyncio
 import time
 import traceback
-from concurrent.futures import ThreadPoolExecutor
+from collections.abc import Sequence
 from threading import Lock
 from typing import TYPE_CHECKING, Any, Final
 
@@ -188,31 +187,38 @@ class DualCache(BaseCache):
         local_only: bool = False,
         **kwargs,
     ):
-        received_args: Final = locals()
-        received_args.pop("self")
-
-        def run_in_new_loop():
-            """Run the coroutine in a new event loop within this thread."""
-            new_loop: Final = asyncio.new_event_loop()
-            try:
-                asyncio.set_event_loop(new_loop)
-                return new_loop.run_until_complete(self.async_batch_get_cache(**received_args))
-            finally:
-                new_loop.close()
-                asyncio.set_event_loop(None)
-
         try:
-            # First, try to get the current event loop
-            _ = asyncio.get_running_loop()
-            # If we're already in an event loop, run in a separate thread
-            # to avoid nested event loop issues
-            with ThreadPoolExecutor(max_workers=1) as executor:
-                future: Final = executor.submit(run_in_new_loop)
-                return future.result()
+            in_memory_result: Final = (
+                self.in_memory_cache.batch_get_cache(keys, **kwargs) if self.in_memory_cache is not None else None
+            )
+            result: Final = in_memory_result if in_memory_result is not None else tuple(None for _ in keys)
 
-        except RuntimeError:
-            # No running event loop, we can safely run in this thread
-            return run_in_new_loop()
+            if None not in result or self.redis_cache is None or local_only:
+                return result
+
+            sublist_keys, previous_access_times = self._reserve_redis_batch_keys(time.time(), keys, result)
+            if len(sublist_keys) == 0:
+                return result
+
+            try:
+                redis_result: Final = self.redis_cache.batch_get_cache(
+                    key_list=sublist_keys, parent_otel_span=parent_otel_span
+                )
+            except Exception:
+                # Do not throttle subsequent callers if the Redis read fails.
+                self._rollback_redis_batch_key_reservations(previous_access_times)
+                raise
+
+            if self.in_memory_cache is not None:
+                for key, value in redis_result.items():
+                    if value is not None:
+                        self.in_memory_cache.set_cache(key, value, **self._backfill_kwargs(kwargs))
+
+            return list(  # mutable-ok: public list contract
+                redis_result.get(key) if value is None else value for key, value in zip(keys, result)
+            )
+        except Exception:
+            verbose_logger.error(traceback.format_exc())
 
     async def async_get_cache(
         self,
@@ -251,7 +257,7 @@ class DualCache(BaseCache):
         self,
         current_time: float,
         keys: list[str],
-        result: list[Any],
+        result: Sequence[Any],
     ) -> tuple[list[str], dict[str, float | None]]:
         """
         Atomically choose keys to fetch from Redis and reserve their access time.
diff --git a/litellm/caching/redis_cache.py b/litellm/caching/redis_cache.py
index 2b04a075114..aaee7188d86 100644
--- a/litellm/caching/redis_cache.py
+++ b/litellm/caching/redis_cache.py
@@ -27,6 +27,7 @@ from litellm.constants import (
     REDIS_CIRCUIT_BREAKER_ENABLED,
     REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD,
     REDIS_CIRCUIT_BREAKER_RECOVERY_TIMEOUT,
+    REDIS_CIRCUIT_BREAKER_TIMEOUT_MIN_DURATION,
 )
 from litellm.litellm_core_utils.core_helpers import _get_parent_otel_span_from_kwargs
 from litellm.litellm_core_utils.coroutine_checker import coroutine_checker
@@ -41,6 +42,8 @@ from .base_cache import BaseCache
 
 if TYPE_CHECKING:
     from opentelemetry.trace import Span as _Span
+    from prometheus_client import Counter as _PromCounter
+    from prometheus_client import Gauge as _PromGauge
     from redis.asyncio import Redis, RedisCluster
     from redis.asyncio.client import Pipeline
     from redis.asyncio.cluster import ClusterPipeline
@@ -78,10 +81,18 @@ class _AsyncRedisCommands(Protocol):
     def pipeline(self, transaction: bool = True) -> "Pipeline[bytes]": ...
 
 
+_BREAKER_GUARD_FRAME_NAMES: Final = frozenset(
+    {"<lambda>", "wrapper", "_run_under_circuit_breaker", "_run_under_circuit_breaker_sync"}
+)
+
+
 def _get_call_stack_info(num_frames: int = 2) -> str:
     """
     Get the function names from the previous 1-2 functions in the call stack.
 
+    Frames belonging to this module's circuit-breaker guards are skipped so the
+    reported callers stay the real ones even on guarded methods.
+
     Args:
         num_frames: Number of previous frames to include (default: 2)
 
@@ -102,11 +113,11 @@ def _get_call_stack_info(num_frames: int = 2) -> str:
             return "unknown"
         function_names: Final = []
 
-        for _ in range(num_frames):
-            if frame is None:
-                break
-            func_name = frame.f_code.co_name
-            function_names.append(func_name)
+        while frame is not None and len(function_names) < num_frames:
+            if frame.f_code.co_name in _BREAKER_GUARD_FRAME_NAMES and frame.f_globals.get("__name__") == __name__:
+                frame = frame.f_back
+                continue
+            function_names.append(frame.f_code.co_name)
             frame = frame.f_back
 
         if not function_names:
@@ -127,10 +138,20 @@ class RedisCircuitBreaker:
       HALF_OPEN - recovery probe: allow one request through
 
     Transitions:
-      CLOSED    -> OPEN      after failure_threshold consecutive failures
+      CLOSED    -> OPEN      after failure_threshold consecutive hard connectivity
+                             failures, or after an unbroken run of timeout failures
+                             (no success or hard failure in between) that reaches
+                             failure_threshold and spans timeout_min_duration seconds
       OPEN      -> HALF_OPEN after recovery_timeout seconds
       HALF_OPEN -> CLOSED    on success
       HALF_OPEN -> OPEN      on failure (resets timer)
+
+    Timeouts are accounted separately from hard connectivity failures because the async
+    Redis timeout includes time waiting for the worker event loop to resume: one loop
+    stall makes every in-flight operation time out together, which satisfies a purely
+    consecutive threshold instantly even though Redis is healthy. Requiring a
+    timeout-only streak to also span timeout_min_duration filters such bursts while a
+    real outage that surfaces as timeouts still opens the breaker after that duration.
     """
 
     CLOSED = "closed"
@@ -142,13 +163,19 @@ class RedisCircuitBreaker:
         failure_threshold: int,
         recovery_timeout: int,
         enabled: bool = True,
+        timeout_min_duration: float = REDIS_CIRCUIT_BREAKER_TIMEOUT_MIN_DURATION,
     ) -> None:
         self.failure_threshold = failure_threshold
         self.recovery_timeout = recovery_timeout
         self.enabled = enabled
+        self.timeout_min_duration = timeout_min_duration
         self._failure_count = 0
+        self._hard_failure_count = 0
+        self._timeout_count = 0
+        self._timeout_streak_started_at: float | None = None
         self._opened_at: float | None = None
         self._state = self.CLOSED
+        _breaker_metrics().record_state_change(None, self._state)
 
     def is_open(self) -> bool:
         """Returns True if Redis calls should be skipped."""
@@ -161,24 +188,45 @@ class RedisCircuitBreaker:
             return True
         if self._state == self.OPEN:
             if time.time() - (self._opened_at or 0) > self.recovery_timeout:
-                self._state = self.HALF_OPEN
+                self._set_state(self.HALF_OPEN)
                 return False  # this caller is the designated probe
             return True
         return False
 
-    def record_failure(self) -> None:
+    def _should_open(self, now: float) -> bool:
+        if self._state == self.HALF_OPEN:
+            return True
+        if self._hard_failure_count >= self.failure_threshold:
+            return True
+        if self._timeout_count < self.failure_threshold:
+            return False
+        return now - (self._timeout_streak_started_at or now) >= self.timeout_min_duration
+
+    def record_failure(self, is_timeout: bool = False) -> None:
         if not self.enabled:
             return
+        now: Final = time.time()
         self._failure_count += 1
-        self._opened_at = time.time()
-        if self._failure_count >= self.failure_threshold:
+        if is_timeout:
+            self._timeout_count += 1
+            if self._timeout_streak_started_at is None:
+                self._timeout_streak_started_at = now
+        else:
+            self._hard_failure_count += 1
+            self._timeout_count = 0
+            self._timeout_streak_started_at = None
+        self._opened_at = now
+        _breaker_metrics().record_failure("timeout" if is_timeout else "connectivity")
+        if self._should_open(now):
             if self._state != self.OPEN:
                 verbose_logger.warning(
-                    "Redis circuit breaker OPENED after %d consecutive failures — fast-failing Redis calls for %ds",
+                    "Redis circuit breaker OPENED after %d consecutive failures"
+                    " (%d hard connectivity) — fast-failing Redis calls for %ds",
                     self._failure_count,
+                    self._hard_failure_count,
                     self.recovery_timeout,
                 )
-            self._state = self.OPEN
+            self._set_state(self.OPEN)
 
     def record_success(self) -> None:
         if not self.enabled:
@@ -186,7 +234,17 @@ class RedisCircuitBreaker:
         if self._state == self.HALF_OPEN:
             verbose_logger.info("Redis circuit breaker CLOSED — Redis recovered")
         self._failure_count = 0
-        self._state = self.CLOSED
+        self._hard_failure_count = 0
+        self._timeout_count = 0
+        self._timeout_streak_started_at = None
+        self._set_state(self.CLOSED)
+
+    def _set_state(self, state: str) -> None:
+        if state == self._state:
+            return
+        _breaker_metrics().record_transition(state)
+        _breaker_metrics().record_state_change(self._state, state)
+        self._state = state
 
 
 _RedisCallResult = TypeVar("_RedisCallResult")
@@ -226,6 +284,78 @@ def _is_redis_health_failure(exc: BaseException) -> bool:
         return True
 
 
+@functools.lru_cache(maxsize=1)
+def _redis_timeout_error_types() -> tuple[type, ...]:
+    """Health failures that are timeouts rather than unambiguous connectivity errors.
+
+    ``builtins.TimeoutError`` covers ``asyncio.TimeoutError`` and ``socket.timeout``
+    (aliases since py3.11 / py3.10). ``redis.exceptions.TimeoutError`` does not subclass
+    either, so it is listed explicitly.
+    """
+    try:
+        from redis.exceptions import TimeoutError as RedisTimeoutError
+    except ImportError:
+        return (TimeoutError,)
+    return (RedisTimeoutError, TimeoutError)
+
+
+def _is_redis_timeout_failure(exc: BaseException) -> bool:
+    return isinstance(exc, _redis_timeout_error_types())
+
+
+class _BreakerMetrics:
+    """Prometheus metrics for the Redis circuit breaker; no-ops when the client is absent.
+
+    Registered lazily on the default registry (which /metrics serves) via the module-level
+    ``_breaker_metrics`` singleton so repeated RedisCache construction never re-registers.
+    """
+
+    def __init__(self) -> None:
+        self._state_gauge: _PromGauge | None = None
+        self._transitions: _PromCounter | None = None
+        self._failures: _PromCounter | None = None
+        try:
+            from prometheus_client import Counter as PromCounter
+            from prometheus_client import Gauge
+        except ImportError:
+            return
+        self._state_gauge = Gauge(
+            "litellm_redis_circuit_breaker_state",
+            "Number of Redis circuit breakers currently in each state",
+            labelnames=("state",),
+        )
+        self._transitions = PromCounter(
+            "litellm_redis_circuit_breaker_transitions",
+            "Redis circuit breaker state transitions",
+            labelnames=("state",),
+        )
+        self._failures = PromCounter(
+            "litellm_redis_circuit_breaker_failures",
+            "Redis health failures counted by the circuit breaker",
+            labelnames=("failure_class",),
+        )
+
+    def record_state_change(self, old_state: str | None, new_state: str) -> None:
+        if self._state_gauge is None:
+            return
+        if old_state is not None:
+            self._state_gauge.labels(old_state).dec()
+        self._state_gauge.labels(new_state).inc()
+
+    def record_transition(self, state: str) -> None:
+        if self._transitions is not None:
+            self._transitions.labels(state).inc()
+
+    def record_failure(self, failure_class: str) -> None:
+        if self._failures is not None:
+            self._failures.labels(failure_class).inc()
+
+
+@functools.lru_cache(maxsize=1)
+def _breaker_metrics() -> _BreakerMetrics:
+    return _BreakerMetrics()
+
+
 def _record_swallowed_redis_failure(breaker: RedisCircuitBreaker, exc: BaseException) -> None:
     """Record a Redis failure that the calling method is about to swallow.
 
@@ -237,10 +367,27 @@ def _record_swallowed_redis_failure(breaker: RedisCircuitBreaker, exc: BaseExcep
     """
     if not _is_redis_health_failure(exc):
         return
-    breaker.record_failure()
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(exc))
     _swallowed_redis_failures.set(_swallowed_redis_failures.get() + 1)
 
 
+def _enter_circuit_breaker(breaker: RedisCircuitBreaker, name: str) -> int:
+    """Reject the call if the breaker is open, else return the swallowed-failure count to compare against."""
+    if breaker.is_open():
+        raise Exception(f"Redis circuit breaker is open — skipping {name}")
+    return _swallowed_redis_failures.get()
+
+
+def _exit_circuit_breaker(breaker: RedisCircuitBreaker, swallowed_before: int) -> None:
+    """Record success only when nothing failed while the call ran.
+
+    Several Redis methods catch their own connection errors and return a default, so a
+    method that returned is not on its own proof of a healthy Redis.
+    """
+    if _swallowed_redis_failures.get() == swallowed_before:
+        breaker.record_success()
+
+
 async def _run_under_circuit_breaker(
     breaker: RedisCircuitBreaker,
     name: str,
@@ -249,20 +396,33 @@ async def _run_under_circuit_breaker(
     """Run one Redis coroutine under a circuit breaker.
 
     Shared by the method decorator and the Lua script executor so both feed the same
-    health signal. Success is recorded only when nothing failed while ``call`` ran,
-    because several Redis methods catch their own connection errors and return a default.
+    health signal.
     """
-    if breaker.is_open():
-        raise Exception(f"Redis circuit breaker is open — skipping {name}")
-    swallowed_before: Final = _swallowed_redis_failures.get()
+    swallowed_before: Final = _enter_circuit_breaker(breaker, name)
     try:
         result: Final = await call()
+    except Exception as e:
+        if _is_redis_health_failure(e):
+            breaker.record_failure(is_timeout=_is_redis_timeout_failure(e))
+        raise
+    _exit_circuit_breaker(breaker, swallowed_before)
+    return result
+
+
+def _run_under_circuit_breaker_sync(
+    breaker: RedisCircuitBreaker,
+    name: str,
+    call: Callable[[], _RedisCallResult],
+) -> _RedisCallResult:
+    """Run one blocking Redis call under a circuit breaker, feeding the same health signal as the async path."""
+    swallowed_before: Final = _enter_circuit_breaker(breaker, name)
+    try:
+        result: Final = call()
     except Exception as e:
         if _is_redis_health_failure(e):
             breaker.record_failure()
         raise
-    if _swallowed_redis_failures.get() == swallowed_before:
-        breaker.record_success()
+    _exit_circuit_breaker(breaker, swallowed_before)
     return result
 
 
@@ -288,6 +448,14 @@ def _redis_circuit_breaker_guard(method):
     return wrapper
 
 
+def _redis_circuit_breaker_guard_sync(method: Callable[..., _RedisCallResult]) -> Callable[..., _RedisCallResult]:
+    return functools.wraps(method)(
+        lambda self, *args, **kwargs: _run_under_circuit_breaker_sync(
+            self._circuit_breaker, method.__name__, lambda: method(self, *args, **kwargs)
+        )
+    )
+
+
 class RedisCache(BaseCache):
     # if users don't provider one, use the default litellm cache
 
@@ -1146,14 +1314,13 @@ class RedisCache(BaseCache):
         """
         key_value_dict = {}
         _key_list: Final = [key for key in key_list if key is not None]
+        start_time: Final = time.time()
 
         try:
-            _keys: Final = []
-            for cache_key in _key_list:
-                cache_key = self.check_and_fix_namespace(key=cache_key or "")
-                _keys.append(cache_key)
-            start_time: Final = time.time()
+            swallowed_before: Final = _enter_circuit_breaker(self._circuit_breaker, "batch_get_cache")
+            _keys: Final = [self.check_and_fix_namespace(key=cache_key or "") for cache_key in _key_list]
             results: Final = self._run_redis_mget_operation(keys=_keys)
+            _exit_circuit_breaker(self._circuit_breaker, swallowed_before)
             end_time: Final = time.time()
             _duration: Final = end_time - start_time
             self.service_logger_obj.service_success_hook(
@@ -1178,7 +1345,18 @@ class RedisCache(BaseCache):
 
             return decoded_results
         except Exception as e:
+            failed_at: Final = time.time()
+            self.service_logger_obj.service_failure_hook(
+                service=ServiceTypes.REDIS,
+                duration=failed_at - start_time,
+                error=e,
+                call_type=f"batch_get_cache <- {_get_call_stack_info()}",
+                start_time=start_time,
+                end_time=failed_at,
+                parent_otel_span=parent_otel_span,
+            )
             verbose_logger.error("Error occurred in batch get cache - %s", e)
+            _record_swallowed_redis_failure(self._circuit_breaker, e)
             return key_value_dict
 
     @_redis_circuit_breaker_guard
diff --git a/litellm/caching/redis_cluster_node_isolation.py b/litellm/caching/redis_cluster_node_isolation.py
index ae8c78709d9..0035801018b 100644
--- a/litellm/caching/redis_cluster_node_isolation.py
+++ b/litellm/caching/redis_cluster_node_isolation.py
@@ -19,13 +19,13 @@ connections untouched. Every other branch (MOVED, ASK, CLUSTERDOWN, slot-not-cov
 retry-exhaustion) is unchanged from upstream, since those already carry real evidence the
 topology changed.
 
-redis-py 8.x fixed this upstream with gentler machinery than this override's
-``node.disconnect()`` (which also kills connections other coroutines are mid-operation
-on, so one timeout cascades into a reconnect storm and, with TLS, a fresh handshake per
-killed connection): it marks in-use connections for reconnect only after their current
-operation completes, disconnects only the idle pooled ones, and defers reinitialization
-to the outer retry loop. When the installed ``ClusterNode`` has that per-connection
-recovery API, the factory returns the base ``RedisCluster`` unmodified.
+redis-py 8.x recovers connections per-connection, so the copied override is not used. Upstream
+still flips the shared ``_initialize`` flag on any node's timeout, funneling every concurrent
+caller through the reinit lock and, if ``CLUSTER SLOTS`` lands on the slow node, into a full
+teardown. For those versions the factory returns a thin wrapper around upstream's
+``_execute_command`` that clears the flag again after an isolated timeout (a ConnectionError,
+a third consecutive timeout on the same node, or a concurrent request from any other command
+or ``aclose()`` still reinits).
 """
 
 import asyncio
@@ -44,6 +44,8 @@ class _ClusterNodeAttrs(Protocol):
     mode; typing ``target_node`` as this Protocol at the one boundary keeps the override's
     own logic fully typed without a banned ``typing.cast``."""
 
+    name: str
+
     async def execute_command(
         self,
         *args: object,
@@ -78,18 +80,20 @@ class _ClusterAttrs(Protocol):
 #: this override can't see (Python won't error -- it'll just run our now-stale copy), so
 #: construction logs a loud warning rather than silently trusting an unverified copy.
 _VERIFIED_REDIS_VERSIONS: Final = frozenset({"5.3.1"})
+_CONSECUTIVE_TIMEOUTS_BEFORE_REINIT: Final = 3
 
 
-def get_litellm_async_redis_cluster_class(
+def get_litellm_async_redis_cluster_class(  # noqa: C901  # supports redis-py version-specific cluster implementations
     cluster_node_class: type | None = None,
+    base_cluster_class: type | None = None,
 ) -> type["_AsyncRedisClusterType"]:
-    """Returns the base ``RedisCluster`` when the installed redis-py already recovers a
-    node-level connection error per-connection (8.x+), else builds the ``RedisCluster``
-    subclass with the per-node isolation fix for older versions whose upstream branch
-    tears down the whole cluster client.
+    """Returns a timeout-tolerant ``RedisCluster`` subclass when installed redis-py already
+    recovers node-level connections per-connection (8.x+), else builds the ``RedisCluster``
+    subclass with the per-node isolation fix for older versions whose upstream branch tears
+    down the whole cluster client.
 
-    ``cluster_node_class`` exists for dependency injection in tests; production callers
-    leave it unset and the installed ``ClusterNode`` is used.
+    ``cluster_node_class`` and ``base_cluster_class`` exist for dependency injection in tests;
+    production callers leave them unset and the installed redis-py classes are used.
 
     Imported lazily because this module is reachable from a base ``import litellm`` while
     redis is not a base dependency. Cheap to call repeatedly: the underlying redis
@@ -118,13 +122,68 @@ def get_litellm_async_redis_cluster_class(
     from redis.exceptions import TimeoutError as _RedisTimeoutError
 
     node_class: Final = cluster_node_class if cluster_node_class is not None else _AsyncClusterNode
+    base_class: Final = base_cluster_class if base_cluster_class is not None else _BaseAsyncRedisCluster
     if hasattr(node_class, "update_active_connections_for_reconnect"):
         verbose_logger.debug(
-            "redis-py %s recovers a node-level connection error per-connection upstream; "
-            "using the base RedisCluster without litellm's node-isolation override.",
+            "redis-py %s recovers node connections per-connection upstream; using "
+            "LiteLLM's timeout-tolerant RedisCluster wrapper.",
             redis.__version__,
         )
-        return _BaseAsyncRedisCluster
+
+        class LiteLLMAsyncRedisClusterTimeoutTolerant(
+            base_class  # pyright: ignore[reportGeneralTypeIssues, reportUntypedBaseClass]  # the injected base class is selected at runtime
+        ):
+            def __init__(
+                self,
+                *args: object,
+                **kwargs: object,  # kwargs-ok: passes redis-py's constructor kwargs through untouched
+            ) -> None:
+                self._litellm_initialize = False
+                self._litellm_reinit_requests = 0
+                self._litellm_tolerated_timeouts = 0
+                super().__init__(*args, **kwargs)
+                self._litellm_consecutive_timeouts: dict[  # mutable-ok: per-node counter updated on the command hot path
+                    str, int
+                ] = {}
+
+            @property
+            def _initialize(self) -> bool:
+                return self._litellm_initialize
+
+            @_initialize.setter
+            def _initialize(self, value: bool) -> None:
+                if value:
+                    self._litellm_reinit_requests += 1
+                self._litellm_initialize = value
+
+            async def _execute_command(
+                self,
+                target_node: _ClusterNodeAttrs,
+                *args: object,
+                **kwargs: object,  # kwargs-ok: matches redis-py's own command dispatch signature
+            ) -> object:
+                outstanding_before: Final = self._litellm_reinit_requests - self._litellm_tolerated_timeouts
+                pending_before: Final = self._litellm_initialize
+                try:
+                    result: Final = await super()._execute_command(target_node, *args, **kwargs)
+                except _RedisTimeoutError:
+                    timeouts: Final = self._litellm_consecutive_timeouts.get(target_node.name, 0) + 1
+                    if timeouts >= _CONSECUTIVE_TIMEOUTS_BEFORE_REINIT:
+                        self._litellm_consecutive_timeouts.pop(target_node.name, None)
+                        raise
+                    self._litellm_consecutive_timeouts[target_node.name] = timeouts
+                    self._litellm_tolerated_timeouts += 1
+                    if (
+                        not pending_before
+                        and self._litellm_reinit_requests - self._litellm_tolerated_timeouts == outstanding_before
+                    ):
+                        self._initialize = False
+                    raise
+                if self._litellm_consecutive_timeouts:
+                    self._litellm_consecutive_timeouts.pop(target_node.name, None)
+                return result
+
+        return LiteLLMAsyncRedisClusterTimeoutTolerant
 
     if redis.__version__ not in _VERIFIED_REDIS_VERSIONS:
         verbose_logger.warning(
diff --git a/litellm/completion_extras/litellm_responses_transformation/transformation.py b/litellm/completion_extras/litellm_responses_transformation/transformation.py
index 7368de1e968..d70f947469a 100644
--- a/litellm/completion_extras/litellm_responses_transformation/transformation.py
+++ b/litellm/completion_extras/litellm_responses_transformation/transformation.py
@@ -932,7 +932,7 @@ class LiteLLMResponsesTransformationHandler(CompletionTransformationBridge):
         return OpenAiResponsesToChatCompletionStreamIterator(streaming_response, sync_stream, json_mode)
 
     def _convert_content_str_to_input_text(self, content: str, role: str) -> dict[str, object]:
-        if role == "user" or role == "system" or role == "tool":
+        if role in ("user", "system", "developer", "tool"):
             return {"type": "input_text", "text": content}
         else:
             return {"type": "output_text", "text": content}
diff --git a/litellm/constants.py b/litellm/constants.py
index 9a50797f517..da731cb5eb2 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -7,8 +7,42 @@ from litellm.litellm_core_utils.env_utils import get_env_int, get_env_int_in_ran
 
 DEFAULT_HEALTH_CHECK_PROMPT: Final = str(os.getenv("DEFAULT_HEALTH_CHECK_PROMPT", "test from litellm"))
 AZURE_DEFAULT_RESPONSES_API_VERSION: Final = str(os.getenv("AZURE_DEFAULT_RESPONSES_API_VERSION", "preview"))
+AZURE_OPENAI_AUDIO_PROVIDERS: Final = frozenset({"azure", "azure_ai"})
 ROUTER_MAX_FALLBACKS: Final = int(os.getenv("ROUTER_MAX_FALLBACKS", 5))
 ROUTER_FALLBACK_ERROR_DETAIL_MAX_CHARS: Final = 2000
+RUNTIME_UPDATABLE_ROUTER_SETTINGS: Final[frozenset[str]] = frozenset(
+    {
+        "routing_strategy_args",
+        "routing_strategy",
+        "routing_groups",
+        "allowed_fails",
+        "cooldown_time",
+        "num_retries",
+        "timeout",
+        "max_retries",
+        "retry_after",
+        "fallbacks",
+        "context_window_fallbacks",
+        "retry_policy",
+        "model_group_retry_policy",
+        "model_group_alias",
+        "enable_weighted_failover",
+        "enable_tag_filtering",
+        "tag_routing_prefix",
+        "optional_pre_call_checks",
+    }
+)
+ROUTER_SETTINGS_MANAGED_OUTSIDE_CONFIG: Final[frozenset[str]] = frozenset(
+    {
+        "model_list",
+        "search_tools",
+        "assistants_config",
+        "router_general_settings",
+        "ignore_invalid_deployments",
+        "fallback_access_check",
+        "heuristic_v2_router_limit",
+    }
+)
 DEFAULT_BATCH_SIZE: Final = int(os.getenv("DEFAULT_BATCH_SIZE", 512))
 DEFAULT_FLUSH_INTERVAL_SECONDS: Final = int(os.getenv("DEFAULT_FLUSH_INTERVAL_SECONDS", 5))
 DEFAULT_S3_FLUSH_INTERVAL_SECONDS: Final = int(os.getenv("DEFAULT_S3_FLUSH_INTERVAL_SECONDS", 10))
@@ -117,6 +151,7 @@ DEFAULT_SEMANTIC_GUARD_SIMILARITY_THRESHOLD = float(os.getenv("DEFAULT_SEMANTIC_
 MCP_OAUTH2_TOKEN_EXPIRY_BUFFER_SECONDS: Final = int(os.getenv("MCP_OAUTH2_TOKEN_EXPIRY_BUFFER_SECONDS", "60"))
 MCP_OAUTH2_TOKEN_CACHE_MAX_SIZE: Final = int(os.getenv("MCP_OAUTH2_TOKEN_CACHE_MAX_SIZE", "200"))
 MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL: Final = int(os.getenv("MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL", "3600"))
+MCP_SSO_ASSERTION_CACHE_TTL_SECONDS: Final = int(os.getenv("MCP_SSO_ASSERTION_CACHE_TTL_SECONDS", "60"))
 
 # Default npm cache directory for STDIO MCP servers.
 # npm/npx needs a writable cache dir; in containers the default (~/.npm)
@@ -136,6 +171,7 @@ MCP_CLIENT_TIMEOUT: Final = float(os.getenv("LITELLM_MCP_CLIENT_TIMEOUT", "60.0"
 MCP_TOOL_LISTING_TIMEOUT: Final = float(os.getenv("LITELLM_MCP_TOOL_LISTING_TIMEOUT", "30.0"))
 MCP_METADATA_TIMEOUT: Final = float(os.getenv("LITELLM_MCP_METADATA_TIMEOUT", "10.0"))
 MCP_HEALTH_CHECK_TIMEOUT: Final = float(os.getenv("LITELLM_MCP_HEALTH_CHECK_TIMEOUT", "10.0"))
+MCP_TOOL_LISTING_MAX_PAGES: Final = 1000
 
 # Allowlist of commands permitted for MCP stdio transport.
 # Prevents arbitrary command execution via /mcp-rest/test/* endpoints or server creation.
@@ -397,6 +433,9 @@ REDIS_CONNECTION_POOL_TIMEOUT: Final = int(os.getenv("REDIS_CONNECTION_POOL_TIME
 REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD: Final = int(os.getenv("REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD", 5))
 REDIS_CIRCUIT_BREAKER_RECOVERY_TIMEOUT: Final = int(os.getenv("REDIS_CIRCUIT_BREAKER_RECOVERY_TIMEOUT", 60))
 REDIS_CIRCUIT_BREAKER_ENABLED: Final = os.getenv("REDIS_CIRCUIT_BREAKER_ENABLED", "true").lower() == "true"
+# minimum seconds a timeout-only failure streak must span before it can open the breaker,
+# so one event-loop stall timing out many queued calls at once does not trip it
+REDIS_CIRCUIT_BREAKER_TIMEOUT_MIN_DURATION: Final = float(os.getenv("REDIS_CIRCUIT_BREAKER_TIMEOUT_MIN_DURATION", 5.0))
 # Seconds of idle before a Redis cluster connection is validated with a PING and
 # reconnected if dead, so a connection silently dropped by a cluster restart
 # (e.g. ElastiCache Serverless maintenance) is not reused while broken
@@ -1416,6 +1455,8 @@ RETURN_RAW_MODEL_NAME_METADATA_KEY: Final = "_complexity_router_return_raw_model
 SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY: Final = "_session_deployment_affinity_ttl"
 CONSUMED_REQUEST_TAGS_METADATA_KEY: Final = "_consumed_request_tags"
 INTERNAL_CALL_ORIGIN_METADATA_KEY: Final = "internal_call_origin"
+SESSION_ID_GENERATED_METADATA_KEY: Final = "litellm_session_id_generated"
+SESSION_ID_OMITTED_METADATA_KEY: Final = "litellm_session_id_omitted"
 LITELLM_TRUNCATED_PAYLOAD_FIELD: Final = "litellm_truncated"
 LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE: Final = (
     "Truncation is a DB storage safeguard. "
@@ -1589,6 +1630,7 @@ KEY_ROTATION_JOB_NAME: Final = "litellm_key_rotation_job"
 EXPIRED_UI_SESSION_KEY_CLEANUP_JOB_NAME: Final = "litellm_expired_ui_session_key_cleanup_job"
 WEEKLY_SPEND_REPORT_JOB_ID: Final = "weekly_spend_report_job"
 MONTHLY_SPEND_REPORT_JOB_ID: Final = "monthly_spend_report_job"
+USER_SPEND_ALERTS_JOB_ID: Final = "user_spend_alerts_job"
 PROMETHEUS_FALLBACK_STATS_JOB_ID: Final = "prometheus_fallback_stats_job"
 SLACK_DAILY_REPORT_LOCK_ID: Final = "slack_daily_report"
 SLACK_MODEL_DEPRECATION_LOCK_ID: Final = "slack_model_deprecation_warning"
@@ -1708,6 +1750,7 @@ LITELLM_SETTINGS_SAFE_DB_OVERRIDES: Final = [
     "anthropic_prompt_caching_ttl",
     "max_ui_session_budget",
     "budget_rollover",
+    "mcp_tool_search",
 ]
 SPECIAL_LITELLM_AUTH_TOKEN: Final = ["ui-token"]
 DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL = int(os.getenv("DEFAULT_MANAGEMENT_OBJECT_IN_MEMORY_CACHE_TTL", 60))
diff --git a/litellm/containers/main.py b/litellm/containers/main.py
index 97ca11872c1..90d59af009f 100644
--- a/litellm/containers/main.py
+++ b/litellm/containers/main.py
@@ -1,7 +1,7 @@
 import asyncio
 import contextvars
 import json
-from collections.abc import Coroutine, Mapping
+from collections.abc import Callable, Coroutine, Mapping
 from functools import partial
 from typing import Final, Literal, overload
 
@@ -47,6 +47,13 @@ __all__ = [
 
 
 ##### Container Create #######################
+async def _encode_created_container_id(
+    pending: Coroutine[object, object, ContainerObject],
+    encode: Callable[[ContainerObject], ContainerObject],
+) -> ContainerObject:
+    return encode(await pending)
+
+
 @client
 async def acreate_container(
     name: str,
@@ -256,16 +263,16 @@ def create_container(
             _is_async=_is_async,
         )
 
-        # Encode container_id with provider/model metadata for routing
+        encode: Final = partial(
+            ContainerRequestUtils.encode_container_id_in_response,
+            custom_llm_provider=custom_llm_provider,
+            litellm_metadata=kwargs.get("litellm_metadata"),
+            extra_body=extra_body,
+        )
         if isinstance(container_obj, ContainerObject):
-            container_obj = ContainerRequestUtils.encode_container_id_in_response(
-                response_obj=container_obj,
-                custom_llm_provider=custom_llm_provider,
-                litellm_metadata=kwargs.get("litellm_metadata"),
-                extra_body=extra_body,
-            )
+            return encode(container_obj)
 
-        return container_obj
+        return _encode_created_container_id(pending=container_obj, encode=encode)
 
     except Exception as e:
         raise litellm.exception_type(
diff --git a/litellm/cost_calculator.py b/litellm/cost_calculator.py
index b83e9b395a8..cb7da32f857 100644
--- a/litellm/cost_calculator.py
+++ b/litellm/cost_calculator.py
@@ -4,6 +4,7 @@ import logging
 import time
 from collections.abc import Mapping, Sequence
 from functools import lru_cache
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, cast
 
 from httpx import Response
@@ -1164,6 +1165,12 @@ def _store_cost_breakdown_in_logging_obj(
         # Don't fail the main cost calculation if breakdown storage fails
 
 
+def _without_provider_stated_cost(usage: Usage | None) -> Usage | None:
+    if usage is None or getattr(usage, "cost", None) is None:
+        return usage
+    return usage.model_copy(update=MappingProxyType({"cost": None}))
+
+
 def completion_cost(
     completion_response: object | None = None,
     model: str | None = None,
@@ -1243,7 +1250,10 @@ def completion_cost(
         cache_creation_input_tokens: int | None = None
         cache_read_input_tokens: int | None = None
         audio_transcription_file_duration: float = 0.0
-        cost_per_token_usage_object: Final[Usage | None] = _get_usage_object(completion_response=completion_response)
+        provider_usage_object: Final = _get_usage_object(completion_response=completion_response)
+        cost_per_token_usage_object: Final[Usage | None] = (
+            _without_provider_stated_cost(provider_usage_object) if custom_pricing else provider_usage_object
+        )
         rerank_billed_units: RerankBilledUnits | None = None
 
         # Extract service_tier from optional_params if not provided directly
diff --git a/litellm/experimental_mcp_client/client.py b/litellm/experimental_mcp_client/client.py
index f0a1bff8fdc..6dff3976231 100644
--- a/litellm/experimental_mcp_client/client.py
+++ b/litellm/experimental_mcp_client/client.py
@@ -7,6 +7,7 @@ import base64
 import os
 from collections.abc import Awaitable, Callable, Generator
 from datetime import timedelta
+from functools import partial
 from importlib import metadata
 from typing import Any, Final, TypeVar
 
@@ -47,7 +48,8 @@ from mcp.types import Tool as MCPTool
 from pydantic import AnyUrl
 
 from litellm._logging import verbose_logger
-from litellm.constants import MCP_CLIENT_TIMEOUT, MCP_NPM_CACHE_DIR
+from litellm.constants import MCP_CLIENT_TIMEOUT, MCP_NPM_CACHE_DIR, MCP_TOOL_LISTING_TIMEOUT
+from litellm.experimental_mcp_client.tools import list_tools_with_pagination
 from litellm.llms.custom_httpx.http_handler import get_ssl_configuration
 from litellm.types.llms.custom_http import VerifyTypes
 from litellm.types.mcp import (
@@ -68,7 +70,7 @@ def to_basic_auth(auth_value: str) -> str:
 
 
 def strip_auth_scheme(auth_value: str, scheme: str) -> str:
-    """Return ``auth_value`` with a leading ``<scheme> `` removed, or unchanged when absent.
+    """Return ``auth_value`` with a leading ``<scheme>`` and separator removed, or unchanged when absent.
 
     Callers supply both a bare credential and a complete header value, so prefixing
     unconditionally yields ``Bearer Bearer <jwt>``. Scheme names are case-insensitive per
@@ -76,10 +78,9 @@ def strip_auth_scheme(auth_value: str, scheme: str) -> str:
     with the scheme text and a scheme with nothing behind it are returned untouched.
     Surrounding whitespace is left to ``_strip_header_whitespace`` at header-build time.
     """
-    scheme_name, _, remainder = auth_value.lstrip().partition(" ")
-    credential: Final = remainder.lstrip()
-    if credential and scheme_name.lower() == scheme.lower():
-        return credential
+    parts: Final = auth_value.split(None, 1)
+    if len(parts) == 2 and parts[0].lower() == scheme.lower():
+        return parts[1]
     return auth_value
 
 
@@ -603,17 +604,19 @@ class MCPClient:
         """
         verbose_logger.debug("MCP client listing tools from %s", self.server_url or "stdio")
 
-        async def _list_tools_operation(session: ClientSession):
-            return await session.list_tools()
-
         try:
-            result: Final = await self.run_with_session(_list_tools_operation, quiet_on_error=raise_on_error)
-            tool_count: Final = len(result.tools)
-            tool_names: Final = [tool.name for tool in result.tools]
+            # A per-server timeout above the global default extends the whole-walk deadline
+            listing_deadline: Final = max(self.timeout, MCP_TOOL_LISTING_TIMEOUT)
+            tools: Final = await self.run_with_session(
+                partial(list_tools_with_pagination, listing_deadline=listing_deadline),
+                quiet_on_error=raise_on_error,
+            )
+            tool_count: Final = len(tools)
+            tool_names: Final = tuple(tool.name for tool in tools)
             verbose_logger.info(
                 "MCP client listed %s tools from %s: %s", tool_count, self.server_url or "stdio", tool_names
             )
-            return result.tools
+            return tools
         except asyncio.CancelledError:
             verbose_logger.warning("MCP client list_tools was cancelled")
             raise
diff --git a/litellm/experimental_mcp_client/tools.py b/litellm/experimental_mcp_client/tools.py
index 30d50e2a74b..51d2139ef3b 100644
--- a/litellm/experimental_mcp_client/tools.py
+++ b/litellm/experimental_mcp_client/tools.py
@@ -1,14 +1,22 @@
 import json
 from typing import Final, Literal
 
+import anyio
 from mcp import ClientSession
 from mcp.types import CallToolRequestParams as MCPCallToolRequestParams
 from mcp.types import CallToolResult as MCPCallToolResult
+from mcp.types import PaginatedRequestParams
 from mcp.types import Tool as MCPTool
 from openai.types.chat import ChatCompletionToolParam
 from openai.types.responses.function_tool_param import FunctionToolParam
 from openai.types.shared_params.function_definition import FunctionDefinition
 
+from litellm._logging import verbose_logger
+from litellm.constants import (
+    MCP_CLIENT_TIMEOUT,
+    MCP_TOOL_LISTING_MAX_PAGES,
+    MCP_TOOL_LISTING_TIMEOUT,
+)
 from litellm.types.llms.anthropic import AnthropicMessagesTool
 from litellm.types.utils import ChatCompletionMessageToolCall
 
@@ -90,6 +98,64 @@ def transform_mcp_tool_to_anthropic_tool(mcp_tool: MCPTool) -> AnthropicMessages
     )
 
 
+async def list_tools_with_pagination(
+    session: ClientSession, listing_deadline: float | None = None
+) -> list[MCPTool]:  # mutable-ok: list return contract
+    """Collect tools from every tools/list page by following nextCursor.
+
+    Stops and returns the tools collected so far when the upstream repeats a
+    cursor, the page cap is reached, or the whole-walk deadline expires, so a
+    buggy or slow upstream yields a partial catalog instead of an error.
+    listing_deadline overrides the default whole-walk deadline; callers with a
+    per-server timeout above the global default pass it through here.
+    """
+    tools: Final[list[MCPTool]] = []  # mutable-ok: accumulates each page's tools
+    seen_cursors: Final[set[str]] = set()  # mutable-ok: guards against cursor loops
+    cursor: str | None = None  # rebind-ok: advances to each page's nextCursor
+    # The per-request session read timeout restarts on every page, so a multi-page
+    # walk needs its own overall deadline. max() keeps the pre-pagination guarantee
+    # that a single page slower than the listing timeout but within the client
+    # timeout still succeeds.
+    effective_deadline: Final = (
+        listing_deadline if listing_deadline is not None else max(MCP_CLIENT_TIMEOUT, MCP_TOOL_LISTING_TIMEOUT)
+    )
+
+    with anyio.move_on_after(effective_deadline):
+        for _ in range(MCP_TOOL_LISTING_MAX_PAGES):
+            result = (
+                await session.list_tools()
+                if cursor is None
+                else await session.list_tools(params=PaginatedRequestParams(cursor=cursor))
+            )
+            tools.extend(result.tools)
+
+            next_cursor = getattr(result, "nextCursor", None)
+            if not isinstance(next_cursor, str) or not next_cursor:
+                return tools
+            if next_cursor in seen_cursors:
+                verbose_logger.warning(
+                    "MCP server repeated a tools/list cursor while listing tools; returning %s tools collected so far",
+                    len(tools),
+                )
+                return tools
+            seen_cursors.add(next_cursor)
+            cursor = next_cursor
+
+        verbose_logger.warning(
+            "MCP server tools/list pagination exceeded the maximum of %s pages; returning %s tools collected so far",
+            MCP_TOOL_LISTING_MAX_PAGES,
+            len(tools),
+        )
+        return tools
+
+    verbose_logger.warning(
+        "MCP server tools/list pagination exceeded the %s second listing deadline; returning %s tools collected so far",
+        effective_deadline,
+        len(tools),
+    )
+    return tools
+
+
 async def load_mcp_tools(
     session: ClientSession, format: Literal["mcp", "openai"] = "mcp"
 ) -> list[MCPTool] | list[ChatCompletionToolParam]:
@@ -103,10 +169,12 @@ async def load_mcp_tools(
 
     If format is set to "openai", the tools are converted to OpenAI API compatible tools.
     """
-    tools: Final = await session.list_tools()
+    tools: Final = await list_tools_with_pagination(session)
     if format == "openai":
-        return [transform_mcp_tool_to_openai_tool(mcp_tool=tool) for tool in tools.tools]
-    return tools.tools
+        return [  # mutable-ok: public API returns a list
+            transform_mcp_tool_to_openai_tool(mcp_tool=tool) for tool in tools
+        ]
+    return tools
 
 
 ########################################################
diff --git a/litellm/integrations/SlackAlerting/slack_alerting.py b/litellm/integrations/SlackAlerting/slack_alerting.py
index c137164ecdb..dc41c7dadc8 100644
--- a/litellm/integrations/SlackAlerting/slack_alerting.py
+++ b/litellm/integrations/SlackAlerting/slack_alerting.py
@@ -68,6 +68,7 @@ from .utils import process_slack_alerting_variables
 
 if TYPE_CHECKING:
     from litellm.proxy.db.db_transaction_queue.pod_lock_manager import PodLockManager
+    from litellm.proxy.utils import PrismaClient
     from litellm.router import Router as _Router
 
     Router = _Router
@@ -1944,6 +1945,68 @@ Model Info:
         except Exception as e:
             verbose_proxy_logger.exception("Error sending weekly spend report %s", e)
 
+    async def send_user_spend_alerts(self, prisma_client: "PrismaClient | None" = None) -> None:
+        """Check per-user daily/monthly spend thresholds and spend anomalies, alerting once per user per period."""
+        if self.alerting is None or "slack" not in self.alerting:
+            return
+
+        thresholds_enabled: Final = AlertType.user_spend_thresholds in self.alert_types
+        anomalies_enabled: Final = AlertType.user_spend_anomalies in self.alert_types
+        if not thresholds_enabled and not anomalies_enabled:
+            return
+
+        from litellm.proxy.proxy_server import prisma_client as global_prisma_client
+
+        client: Final = prisma_client if prisma_client is not None else global_prisma_client
+        if client is None:
+            return
+
+        from litellm.integrations.SlackAlerting.user_spend_alerts import (
+            evaluate_user_spend,
+            fetch_user_spend_rows,
+        )
+
+        try:
+            today: Final = datetime.datetime.now(datetime.timezone.utc).date()
+            rows: Final = await fetch_user_spend_rows(
+                prisma_client=client,
+                today=today,
+                baseline_days=self.alerting_args.spend_anomaly_baseline_days,
+            )
+            all_events: Final = tuple(
+                event
+                for row in rows
+                for event in evaluate_user_spend(
+                    row=row,
+                    args=self.alerting_args,
+                    today=today,
+                    thresholds_enabled=thresholds_enabled,
+                    anomalies_enabled=anomalies_enabled,
+                )
+            )
+            cached_flags: Final = await asyncio.gather(
+                *(self.internal_usage_cache.async_get_cache(key=event.cache_key) for event in all_events)
+            )
+            new_events: Final = tuple(event for event, cached in zip(all_events, cached_flags) if not cached)
+            for alert_type in (AlertType.user_spend_thresholds, AlertType.user_spend_anomalies):
+                typed_events = tuple(event for event in new_events if event.alert_type == alert_type)
+                if not typed_events:
+                    continue
+                await self.send_alert(
+                    message="\n\n".join(event.message for event in typed_events),
+                    level="High",
+                    alert_type=alert_type,
+                    alerting_metadata={},  # mutable-ok: send_alert takes a dict payload
+                )
+                for event in typed_events:
+                    await self.internal_usage_cache.async_set_cache(
+                        key=event.cache_key,
+                        value="SENT",
+                        ttl=event.cache_ttl,
+                    )
+        except Exception as e:  # noqa: BLE001  # background job must not crash the scheduler
+            verbose_proxy_logger.exception("Error sending user spend alerts: %s", e)
+
     async def send_fallback_stats_from_prometheus(self):
         """
         Helper to send fallback statistics from prometheus server -> to slack
diff --git a/litellm/integrations/SlackAlerting/user_spend_alerts.py b/litellm/integrations/SlackAlerting/user_spend_alerts.py
new file mode 100644
index 00000000000..38794735c1b
--- /dev/null
+++ b/litellm/integrations/SlackAlerting/user_spend_alerts.py
@@ -0,0 +1,139 @@
+"""Per-user daily/monthly spend threshold alerts and spend anomaly detection."""
+
+import datetime
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, Final, Literal
+
+from pydantic import TypeAdapter
+
+from litellm.constants import HOURS_IN_A_DAY
+from litellm.types.integrations.slack_alerting import AlertType, SlackAlertingArgs
+
+if TYPE_CHECKING:
+    from litellm.proxy.utils import PrismaClient
+
+DAY_SECONDS: Final = HOURS_IN_A_DAY * 60 * 60
+MONTHLY_ALERT_TTL_SECONDS: Final = 32 * DAY_SECONDS
+
+USER_SPEND_QUERY: Final = """
+SELECT
+    user_id,
+    COALESCE(SUM(spend) FILTER (WHERE date = $1), 0)::float AS daily_spend,
+    COALESCE(SUM(spend) FILTER (WHERE date >= $2), 0)::float AS monthly_spend,
+    COALESCE(SUM(spend) FILTER (WHERE date >= $3 AND date < $1), 0)::float AS baseline_spend
+FROM "LiteLLM_DailyUserSpend"
+WHERE date >= LEAST($2, $3) AND user_id IS NOT NULL
+GROUP BY user_id
+HAVING COALESCE(SUM(spend) FILTER (WHERE date >= $2), 0) > 0
+"""
+
+
+@dataclass(frozen=True, slots=True)
+class UserSpendRow:
+    user_id: str
+    daily_spend: float
+    monthly_spend: float
+    baseline_spend: float
+
+
+@dataclass(frozen=True, slots=True)
+class UserSpendAlertEvent:
+    kind: Literal["daily_threshold", "monthly_threshold", "anomaly"]
+    alert_type: AlertType
+    message: str
+    cache_key: str
+    cache_ttl: int
+
+
+USER_SPEND_ROWS_ADAPTER: Final = TypeAdapter(tuple[UserSpendRow, ...])
+
+
+async def fetch_user_spend_rows(
+    prisma_client: "PrismaClient",
+    today: datetime.date,
+    baseline_days: int,
+) -> tuple[UserSpendRow, ...]:
+    today_str: Final = today.strftime("%Y-%m-%d")
+    month_start_str: Final = today.replace(day=1).strftime("%Y-%m-%d")
+    baseline_start_str: Final = (today - datetime.timedelta(days=max(baseline_days, 1))).strftime("%Y-%m-%d")
+    raw: Final = await prisma_client.db.query_raw(USER_SPEND_QUERY, today_str, month_start_str, baseline_start_str)
+    return USER_SPEND_ROWS_ADAPTER.validate_python(raw)
+
+
+def _daily_threshold_event(row: UserSpendRow, args: SlackAlertingArgs, today_str: str) -> UserSpendAlertEvent | None:
+    threshold: Final = args.daily_spend_per_user_threshold
+    if threshold is None or row.daily_spend < threshold:
+        return None
+    return UserSpendAlertEvent(
+        kind="daily_threshold",
+        alert_type=AlertType.user_spend_thresholds,
+        message=(
+            f"User Daily Spend Threshold Crossed:\n"
+            f"User: `{row.user_id}`\n"
+            f"Spend Today: `${row.daily_spend:.2f}`\n"
+            f"Daily Threshold: `${threshold:.2f}`"
+        ),
+        cache_key=f"user_spend_alert_daily_{row.user_id}_{today_str}",
+        cache_ttl=DAY_SECONDS,
+    )
+
+
+def _monthly_threshold_event(row: UserSpendRow, args: SlackAlertingArgs, month_str: str) -> UserSpendAlertEvent | None:
+    threshold: Final = args.monthly_spend_per_user_threshold
+    if threshold is None or row.monthly_spend < threshold:
+        return None
+    return UserSpendAlertEvent(
+        kind="monthly_threshold",
+        alert_type=AlertType.user_spend_thresholds,
+        message=(
+            f"User Monthly Spend Threshold Crossed:\n"
+            f"User: `{row.user_id}`\n"
+            f"Spend This Month: `${row.monthly_spend:.2f}`\n"
+            f"Monthly Threshold: `${threshold:.2f}`"
+        ),
+        cache_key=f"user_spend_alert_monthly_{row.user_id}_{month_str}",
+        cache_ttl=MONTHLY_ALERT_TTL_SECONDS,
+    )
+
+
+def _anomaly_event(row: UserSpendRow, args: SlackAlertingArgs, today_str: str) -> UserSpendAlertEvent | None:
+    if row.daily_spend < args.spend_anomaly_min_spend:
+        return None
+    baseline_daily_avg: Final = row.baseline_spend / args.spend_anomaly_baseline_days
+    if row.baseline_spend > 0 and row.daily_spend <= args.spend_anomaly_multiplier * baseline_daily_avg:
+        return None
+    return UserSpendAlertEvent(
+        kind="anomaly",
+        alert_type=AlertType.user_spend_anomalies,
+        message=(
+            f"User Spend Anomaly Detected:\n"
+            f"User: `{row.user_id}`\n"
+            f"Spend Today: `${row.daily_spend:.2f}`\n"
+            f"Daily Average (last {args.spend_anomaly_baseline_days} days): `${baseline_daily_avg:.2f}`\n"
+            f"Trigger: spend above `{args.spend_anomaly_multiplier}x` the daily average "
+            f"(minimum `${args.spend_anomaly_min_spend:.2f}`)"
+        ),
+        cache_key=f"user_spend_alert_anomaly_{row.user_id}_{today_str}",
+        cache_ttl=DAY_SECONDS,
+    )
+
+
+def evaluate_user_spend(
+    row: UserSpendRow,
+    args: SlackAlertingArgs,
+    today: datetime.date,
+    thresholds_enabled: bool,
+    anomalies_enabled: bool,
+) -> tuple[UserSpendAlertEvent, ...]:
+    today_str: Final = today.strftime("%Y-%m-%d")
+    month_str: Final = today.strftime("%Y-%m")
+    threshold_events: Final = (
+        (
+            _daily_threshold_event(row=row, args=args, today_str=today_str),
+            _monthly_threshold_event(row=row, args=args, month_str=month_str),
+        )
+        if thresholds_enabled
+        else ()
+    )
+    anomaly_events: Final = (_anomaly_event(row=row, args=args, today_str=today_str),) if anomalies_enabled else ()
+    return tuple(event for event in (*threshold_events, *anomaly_events) if event is not None)
diff --git a/litellm/integrations/anthropic_cache_control_hook.py b/litellm/integrations/anthropic_cache_control_hook.py
index 545b0f40018..3519240dda9 100644
--- a/litellm/integrations/anthropic_cache_control_hook.py
+++ b/litellm/integrations/anthropic_cache_control_hook.py
@@ -755,6 +755,7 @@ class AnthropicCacheControlHook(CustomPromptManagement):
     def record_gateway_injection(
         request_kwargs: Mapping[str, object],
         added: int,
+        injected_for_every_deployment: bool = False,
     ) -> None:
         """Name the deployment whose payload the gateway, not the client, put breakpoints on.
 
@@ -771,7 +772,16 @@ class AnthropicCacheControlHook(CustomPromptManagement):
 
         A pass that runs before a deployment is chosen, which is what the proxy does for
         prompt templates, injects into the payload every leg goes on to send, so it marks
-        the request for all of them rather than for one.
+        the request for all of them rather than for one. Such a pass says so with
+        ``injected_for_every_deployment`` instead of relying on the shape of
+        ``request_kwargs``: the router's prompt-management factory stamps a provisional
+        deployment's ``model_info`` into kwargs before the prompt pass runs, and billing
+        the request through any other deployment would silently drop the credit. An
+        every-deployment mark, once written, also never narrows: a later per-leg stamp
+        (the Bedrock converse tool_config one included) describes one leg of a payload
+        every leg sends, so narrowing to it would uncredit whichever leg gets billed
+        after a failover. Both losses are fail-closed under-crediting, which is why the
+        guard only protects the sentinel and per-leg marks still overwrite each other.
 
         Only what this pass actually placed counts. A ``tool_config`` point is placed by
         the Bedrock converse transform, and only when the request carries tools, so the
@@ -801,13 +811,19 @@ class AnthropicCacheControlHook(CustomPromptManagement):
             ),
             None,
         )
-        if bucket is not None:
-            model_info: Final = request_kwargs.get("model_info")
-            bucket[GATEWAY_INJECTED_CACHE_METADATA_KEY] = (
-                model_info.get("id", GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT)
-                if isinstance(model_info, dict)
-                else GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT
-            )
+        if bucket is None:
+            return
+        if bucket.get(GATEWAY_INJECTED_CACHE_METADATA_KEY) == GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT:
+            return
+        if injected_for_every_deployment:
+            bucket[GATEWAY_INJECTED_CACHE_METADATA_KEY] = GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT
+            return
+        model_info: Final = request_kwargs.get("model_info")
+        bucket[GATEWAY_INJECTED_CACHE_METADATA_KEY] = (
+            model_info.get("id", GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT)
+            if isinstance(model_info, dict)
+            else GATEWAY_INJECTED_FOR_EVERY_DEPLOYMENT
+        )
 
     @staticmethod
     def maybe_inject_cache_control(
diff --git a/litellm/integrations/azure_storage/azure_storage.py b/litellm/integrations/azure_storage/azure_storage.py
index cb7175691df..13058bf4f22 100644
--- a/litellm/integrations/azure_storage/azure_storage.py
+++ b/litellm/integrations/azure_storage/azure_storage.py
@@ -1,7 +1,9 @@
 import asyncio
 import os
 import time
+from collections.abc import Callable
 from datetime import datetime, timedelta
+from functools import cache
 from typing import Final
 
 from litellm._logging import verbose_logger
@@ -19,21 +21,40 @@ from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.secret_managers.get_azure_ad_token_provider import (
+    get_azure_ad_token_provider,
+)
+from litellm.types.secret_managers.get_azure_ad_token_provider import (
+    AzureCredentialType,
+)
 from litellm.types.utils import StandardLoggingPayload
 
+AZURE_STORAGE_TOKEN_SCOPE: Final = "https://storage.azure.com/.default"
+
+
+@cache
+def _cached_credential_chain_token_provider() -> Callable[[], str]:
+    return get_azure_ad_token_provider(
+        azure_scope=AZURE_STORAGE_TOKEN_SCOPE,
+        azure_credential=AzureCredentialType.DeploymentIdentityCredential,
+    )
+
 
 class AzureBlobStorageLogger(CustomBatchLogger):
     def __init__(
         self,
+        build_credential_chain_token_provider: Callable[
+            [], Callable[[], str]
+        ] = _cached_credential_chain_token_provider,
         **kwargs,
     ):
         try:
             verbose_logger.debug("AzureBlobStorageLogger: in init azure blob storage logger")
 
             # Env Variables used for Azure Storage Authentication
-            self.tenant_id = os.getenv("AZURE_STORAGE_TENANT_ID")
-            self.client_id = os.getenv("AZURE_STORAGE_CLIENT_ID")
-            self.client_secret = os.getenv("AZURE_STORAGE_CLIENT_SECRET")
+            self.tenant_id = os.getenv("AZURE_STORAGE_TENANT_ID") or None
+            self.client_id = os.getenv("AZURE_STORAGE_CLIENT_ID") or None
+            self.client_secret = os.getenv("AZURE_STORAGE_CLIENT_SECRET") or None
             self.azure_storage_account_key: str | None = os.getenv("AZURE_STORAGE_ACCOUNT_KEY")
 
             # Required Env Variables for Azure Storage
@@ -55,6 +76,9 @@ class AzureBlobStorageLogger(CustomBatchLogger):
             # Internal variables used for Token based authentication
             self.azure_auth_token: str | None = None  # the Azure AD token to use for Azure Storage API requests
             self.token_expiry: datetime | None = None  # the expiry time of the currentAzure AD token
+            self._build_credential_chain_token_provider: Callable[[], Callable[[], str]] = (
+                build_credential_chain_token_provider
+            )
 
             asyncio.create_task(self.periodic_flush())
             self.flush_lock = asyncio.Lock()
@@ -231,10 +255,15 @@ class AzureBlobStorageLogger(CustomBatchLogger):
         """
         Wrapper to set self.azure_auth_token to a valid Azure AD token, refreshing if necessary
 
-        Refreshes the token when:
-        - Token is expired
-        - Token is not set
+        Without a service principal configured, the credential chain provider is read every
+        time; it caches internally and refreshes against the token's real expiry. The read runs
+        in a worker thread because the chain walk (IMDS probe, CLI subprocess) is blocking
         """
+        if self.tenant_id is None and self.client_id is None and self.client_secret is None:
+            token_provider: Final = self._build_credential_chain_token_provider()
+            self.azure_auth_token = await asyncio.to_thread(token_provider)
+            return
+
         # Check if token needs refresh
         if self._azure_ad_token_is_expired() or self.azure_auth_token is None:
             verbose_logger.debug("Azure AD token needs refresh")
@@ -273,13 +302,9 @@ class AzureBlobStorageLogger(CustomBatchLogger):
             tenant_id=tenant_id,
             client_id=client_id,
             client_secret=client_secret,
-            scope="https://storage.azure.com/.default",
+            scope=AZURE_STORAGE_TOKEN_SCOPE,
         )
-        token: Final = token_provider()
-
-        verbose_logger.debug("azure auth token %s", token)
-
-        return token
+        return token_provider()
 
     def _azure_ad_token_is_expired(self):
         """
diff --git a/litellm/integrations/cloudzero/database.py b/litellm/integrations/cloudzero/database.py
index b050ee8e1ed..2fb10ad8a96 100644
--- a/litellm/integrations/cloudzero/database.py
+++ b/litellm/integrations/cloudzero/database.py
@@ -94,8 +94,18 @@ class LiteLLMDatabase:
 
         try:
             db_response: Final = await client.db.query_raw(query, *params)
-            # Convert the response to polars DataFrame with full schema inference
-            # This prevents schema mismatch errors when data types vary across rows
-            return pl.DataFrame(db_response, infer_schema_length=None)
+            from litellm.proxy.spend_tracking.key_metadata_recovery import (
+                fill_missing_api_key_aliases,
+            )
+
+            usage_rows: Final = (
+                db_response.to_dicts()
+                if isinstance(db_response, pl.DataFrame)
+                else db_response
+                if isinstance(db_response, list)
+                else []
+            )
+            recovered_rows: Final = await fill_missing_api_key_aliases(client, usage_rows)
+            return pl.DataFrame([dict(row) for row in recovered_rows], infer_schema_length=None)
         except Exception as e:
             raise Exception(f"Error retrieving usage data: {e}")
diff --git a/litellm/integrations/custom_guardrail.py b/litellm/integrations/custom_guardrail.py
index e87ac9521ae..9bb613654e4 100644
--- a/litellm/integrations/custom_guardrail.py
+++ b/litellm/integrations/custom_guardrail.py
@@ -1,4 +1,5 @@
 import contextvars
+import copy
 import hashlib
 import os
 import secrets
@@ -39,6 +40,7 @@ except ImportError:
 
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
 dc: Final = DualCache()
 
 
@@ -829,10 +831,10 @@ class CustomGuardrail(CustomLogger):
         # should run guardrail
         litellm_guardrails: Final = request_data.get("guardrails")
         if litellm_guardrails is None or not isinstance(litellm_guardrails, list):
-            return response
+            return None
 
         if self.should_run_guardrail(data=request_data, event_type=GuardrailEventHooks.post_call) is not True:
-            return response
+            return None
 
         # CHECK IF GUARDRAIL REJECTS THE REQUEST
         result: Final = await self.async_post_call_success_hook(
@@ -848,10 +850,73 @@ class CustomGuardrail(CustomLogger):
         )
 
         if not self._is_valid_response_type(result):
-            return response
+            return None
 
         return result
 
+    async def async_logging_hook(
+        self,
+        kwargs: dict,  # mutable-ok: CustomLogger.async_logging_hook contract
+        result: object,
+        call_type: str,
+    ) -> tuple[dict, object]:  # mutable-ok: CustomLogger.async_logging_hook contract
+        """logging_only: run apply_guardrail on copies of the logged request/response and record the verdict."""
+        from litellm.llms import get_guardrail_translation_mapping
+
+        if not self.uses_apply_guardrail_interface() or self.use_native_lifecycle_hooks:
+            return kwargs, result
+        try:
+            translation: Final = get_guardrail_translation_mapping(CallTypes(call_type))()
+        except ValueError:
+            verbose_logger.debug(
+                "Guardrail %s: no guardrail translation for call_type=%s, skipping logging_only scan",
+                self.guardrail_name,
+                call_type,
+            )
+            return kwargs, result
+        litellm_params: Final = kwargs.get("litellm_params") or {}
+        scratch_metadata: Final = {
+            key: value
+            for key, value in (litellm_params.get("metadata") or {}).items()
+            if key != "standard_logging_guardrail_information"
+        }
+        try:
+            await self._scan_logged_call(kwargs, result, translation, scratch_metadata)
+        except Exception as e:
+            verbose_logger.warning("Guardrail %s: logging_only scan raised: %s", self.guardrail_name, e)
+        recorded: Final = scratch_metadata.get("standard_logging_guardrail_information")
+        standard_logging_object: Final = kwargs.get("standard_logging_object")
+        if not recorded or not isinstance(standard_logging_object, dict):
+            return kwargs, result
+        entries: Final = recorded if isinstance(recorded, list) else [recorded]
+        existing: Final = standard_logging_object.get("guardrail_information") or []
+        return {
+            **kwargs,
+            "standard_logging_object": {**standard_logging_object, "guardrail_information": [*existing, *entries]},
+        }, result
+
+    async def _scan_logged_call(
+        self,
+        kwargs: dict,  # mutable-ok: CustomLogger.async_logging_hook contract
+        result: object,
+        translation: "BaseTranslation",
+        scratch_metadata: dict,  # mutable-ok: apply_guardrail records its verdict into request metadata
+    ) -> None:
+        optional_params: Final = kwargs.get("optional_params") or {}
+        scratch_input: Final = copy.deepcopy(kwargs.get("messages") or kwargs.get("input"))
+        scratch_request: Final = {
+            "model": kwargs.get("model"),
+            "messages": scratch_input,
+            "input": scratch_input,
+            "tools": copy.deepcopy(optional_params.get("tools")),
+            "litellm_call_id": kwargs.get("litellm_call_id"),
+            "metadata": scratch_metadata,
+        }
+        await translation.process_input_messages(data=scratch_request, guardrail_to_apply=self)
+        await translation.process_output_response(
+            response=copy.deepcopy(result), guardrail_to_apply=self, request_data=scratch_request
+        )
+
     def supports_scan_only_tool_results(self) -> bool:
         """Whether this guardrail can scan tool-result content.
 
@@ -1420,7 +1485,7 @@ def log_guardrail_information(func):
         if func.__name__ == "apply_guardrail" and "inputs" in kwargs:
             original_inputs = kwargs.get("inputs")
 
-        logging_obj: Final = kwargs.get("logging_obj")
+        logging_obj: Final = kwargs.get("logging_obj") or request_data.get("litellm_logging_obj")
         self_recorded_token: Final = _guardrail_self_recorded.set(False)
         try:
             response: Final = await func(*args, **kwargs)
@@ -1462,7 +1527,7 @@ def log_guardrail_information(func):
         if func.__name__ == "apply_guardrail" and "inputs" in kwargs:
             original_inputs = kwargs.get("inputs")
 
-        logging_obj: Final = kwargs.get("logging_obj")
+        logging_obj: Final = kwargs.get("logging_obj") or request_data.get("litellm_logging_obj")
         self_recorded_token: Final = _guardrail_self_recorded.set(False)
         try:
             response: Final = func(*args, **kwargs)
diff --git a/litellm/integrations/datadog/datadog_llm_obs.py b/litellm/integrations/datadog/datadog_llm_obs.py
index e5789965c6e..ec86c0ae1d9 100644
--- a/litellm/integrations/datadog/datadog_llm_obs.py
+++ b/litellm/integrations/datadog/datadog_llm_obs.py
@@ -11,6 +11,7 @@ import json
 import os
 from collections.abc import Mapping, Sequence
 from datetime import datetime
+from types import MappingProxyType
 from typing import Any, Final, Literal
 
 import httpx
@@ -18,11 +19,13 @@ import httpx
 import litellm
 from litellm._logging import verbose_logger
 from litellm._uuid import uuid
+from litellm.constants import REDACTED_BY_LITELLM
 from litellm.integrations.custom_batch_logger import CustomBatchLogger
 from litellm.integrations.datadog.datadog_handler import (
     get_datadog_base_url_from_env,
     get_datadog_service,
     get_datadog_tags,
+    normalize_datadog_tag_value,
 )
 from litellm.integrations.datadog.datadog_mock_client import (
     create_mock_datadog_client,
@@ -30,20 +33,323 @@ from litellm.integrations.datadog.datadog_mock_client import (
 )
 from litellm.litellm_core_utils.dd_tracing import tracer
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    convert_content_list_to_str,
     handle_any_messages_to_chat_completion_str_messages_conversion,
 )
+from litellm.litellm_core_utils.redact_messages import should_redact_message_logging
+from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+from litellm.litellm_core_utils.safe_json_loads import safe_json_loads
 from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
 )
+from litellm.proxy.spend_tracking.savings import extract_cache_creation_tokens, extract_cache_read_tokens
 from litellm.types.integrations.datadog_llm_obs import *
 from litellm.types.utils import (
+    PROMPT_QUOTING_ROUTING_DECISION_FIELDS,
     CallTypes,
     StandardLoggingGuardrailInformation,
     StandardLoggingPayload,
     StandardLoggingPayloadErrorInformation,
 )
 
+_EMPTY_MAPPING: Final[Mapping[str, Any]] = MappingProxyType({})
+_EMPTY_MESSAGE: Final[Message] = {"role": "", "content": ""}
+_MAX_PARSED_TOOL_ARGUMENT_CHARS: Final = 256 * 1024
+_SAFE_REDACTED_MESSAGE_ROLES: Final = frozenset(
+    {"agent", "assistant", "developer", "function", "model", "system", "tool", "user"}
+)
+
+_PROMPT_CARRYING_METADATA_FIELDS: Final = frozenset(
+    {
+        "routing_decision",
+        "requester_metadata",
+        "prompt_management_metadata",
+        "mcp_tool_call_metadata",
+        "vector_store_request_metadata",
+    }
+)
+
+_ROUTER_SPAN_FIELDS: Final[Mapping[str, str]] = MappingProxyType(
+    {
+        "tier": "router_tier",
+        "cause": "router_cause",
+        "score": "router_score",
+        "escalated": "router_escalated",
+        "signals": "router_signals",
+        "routed_model": "routed_model",
+    }
+)
+_ROUTER_DIMENSIONS: Final[tuple[str, ...]] = ("router_tier", "router_cause", "router_escalated", "routed_model")
+_COST_DIMENSIONS: Final[tuple[str, ...]] = ("team", "user", "key_alias", "model_group", *_ROUTER_DIMENSIONS)
+
+
+def _metadata_of(standard_logging_payload: StandardLoggingPayload) -> Mapping[str, Any]:
+    metadata: Final = standard_logging_payload.get("metadata")
+    return metadata or _EMPTY_MAPPING
+
+
+def _router_span_fields(
+    standard_logging_payload: StandardLoggingPayload, redact_prompt_text: bool
+) -> Mapping[str, object]:
+    """Flatten the auto-router decision, omitting prompt-quoting fields when redaction is enabled."""
+    routing_decision: Final = _mapping_field(_metadata_of(standard_logging_payload), "routing_decision")
+    if not routing_decision:
+        return _EMPTY_MAPPING
+    escalated: Final = bool(routing_decision.get("escalated") or routing_decision.get("context_escalated"))
+    return MappingProxyType(
+        {
+            _ROUTER_SPAN_FIELDS[record_field]: value
+            for record_field, value in (*routing_decision.items(), ("escalated", escalated))
+            if record_field in _ROUTER_SPAN_FIELDS
+            and value is not None
+            and not (redact_prompt_text and record_field in PROMPT_QUOTING_ROUTING_DECISION_FIELDS)
+        }
+    )
+
+
+def _metadata_without_prompt_carriers(standard_logging_metadata: Mapping[str, Any]) -> Mapping[str, Any]:
+    """The metadata minus the records that quote prompts, tool arguments, tool results, or retrieved text."""
+    return MappingProxyType(
+        {
+            field: value
+            for field, value in standard_logging_metadata.items()
+            if field not in _PROMPT_CARRYING_METADATA_FIELDS
+        }
+    )
+
+
+def _redact_messages(messages: Sequence[Message]) -> tuple[Message, ...]:
+    """Each message's shape with its content replaced and tool payloads dropped; no message is invented."""
+    return tuple(
+        {
+            "role": role if isinstance(role, str) and role in _SAFE_REDACTED_MESSAGE_ROLES else "",
+            "content": REDACTED_BY_LITELLM,
+        }
+        for message in messages
+        for role in (message.get("role", ""),)
+    )
+
+
+def _cost_dimension_tags(
+    standard_logging_payload: StandardLoggingPayload, router_fields: Mapping[str, object]
+) -> tuple[str, ...]:
+    """The dimensions LLM Obs breaks token and cost metrics down by, as span tags."""
+    metadata: Final = _metadata_of(standard_logging_payload)
+    dimensions: Final = (
+        ("user", metadata.get("user_api_key_user_id")),
+        ("key_alias", metadata.get("user_api_key_alias")),
+        ("model_group", standard_logging_payload.get("model_group")),
+        *((dimension, router_fields.get(dimension)) for dimension in _ROUTER_DIMENSIONS),
+    )
+    return tuple(
+        f"{key}:{normalized}"
+        for key, value in dimensions
+        if value is not None and (normalized := normalize_datadog_tag_value(value)) != ""
+    )
+
+
+def _declared_cost_tags(span_tags: Sequence[str]) -> tuple[str, ...]:
+    """Declare only cost dimensions carrying a value on this span."""
+    present: Final = frozenset(key for tag in span_tags if (key := tag.partition(":")[0]) and tag.partition(":")[2])
+    return tuple(dimension for dimension in _COST_DIMENSIONS if dimension in present)
+
+
+def _reasoning_output_tokens(usage_object: Mapping[str, Any] | None) -> float:
+    """The provider's reasoning-token count, from either the chat or the responses spelling."""
+    if usage_object is None:
+        return 0.0
+    return next(
+        (
+            float(reasoning_tokens)
+            for details_field in ("completion_tokens_details", "output_tokens_details")
+            if isinstance(
+                reasoning_tokens := _mapping_field(usage_object, details_field).get("reasoning_tokens"), (int, float)
+            )
+            and not isinstance(reasoning_tokens, bool)
+        ),
+        0.0,
+    )
+
+
+def _mapping_field(source: Mapping[str, Any], key: str) -> Mapping[str, Any]:
+    """The value at `key` when it is a mapping, else an empty one."""
+    value: Final = source.get(key)
+    return value if isinstance(value, dict) else _EMPTY_MAPPING
+
+
+def _content_blocks(message: Mapping[str, Any]) -> tuple[Mapping[str, Any], ...]:
+    content: Final = message.get("content")
+    if not isinstance(content, list):
+        return ()
+    return tuple(block for block in content if isinstance(block, dict))
+
+
+def _to_dd_arguments(raw_arguments: object) -> dict[str, Any] | str:
+    """
+    Arguments as the object LLM Obs types them as, or the raw string when they are not one.
+
+    Strings past the size bound ship unparsed: decoding multiplies memory on hostile compact
+    JSON, and the raw string is what the intake receives either way.
+    """
+    if not isinstance(raw_arguments, str):
+        return raw_arguments if isinstance(raw_arguments, dict) else str(raw_arguments)
+    if len(raw_arguments) > _MAX_PARSED_TOOL_ARGUMENT_CHARS:
+        return raw_arguments
+    parsed: Final = safe_json_loads(raw_arguments)
+    return parsed if isinstance(parsed, dict) else raw_arguments
+
+
+def _to_dd_tool_calls(message: Mapping[str, Any]) -> tuple[ToolCall, ...]:
+    """
+    The tool calls a message carries, in LLM Obs' ToolCall schema, from either dialect.
+
+    OpenAI puts them in `tool_calls` with the callee nested under `function` and `arguments`
+    serialized; Anthropic puts them in `content` as `tool_use` blocks with `input` already an
+    object. LLM Obs reads `name` / `arguments` / `tool_id` either way.
+    """
+    raw_tool_calls: Final = message.get("tool_calls")
+    openai_calls: Final = tuple(
+        ToolCall(
+            name=function.get("name", ""),
+            arguments=_to_dd_arguments(function.get("arguments", "")),
+            tool_id=tool_call.get("id", ""),
+            type=tool_call.get("type", "function"),
+        )
+        for tool_call in (raw_tool_calls if isinstance(raw_tool_calls, list) else ())
+        if isinstance(tool_call, dict)
+        for function in [_mapping_field(tool_call, "function")]
+    )
+    anthropic_calls: Final = tuple(
+        ToolCall(
+            name=block.get("name", ""),
+            arguments=_to_dd_arguments(block.get("input") or {}),
+            tool_id=block.get("id", ""),
+            type="tool_use",
+        )
+        for block in _content_blocks(message)
+        if block.get("type") == "tool_use"
+    )
+    return openai_calls + anthropic_calls
+
+
+def _to_dd_tool_results(message: Mapping[str, Any], tool_call_names: Mapping[str, str]) -> tuple[ToolResult, ...]:
+    """
+    The tool results a message carries, linked back to the call each answers.
+
+    OpenAI models a result as a whole `role: "tool"` message keyed by `tool_call_id`;
+    Anthropic nests `tool_result` blocks inside a user message, keyed by `tool_use_id`.
+    """
+
+    def to_result(tool_id: str, result: object) -> ToolResult:
+        return ToolResult(
+            name=tool_call_names.get(tool_id, ""),
+            result=result if isinstance(result, str) else safe_dumps(result),
+            tool_id=tool_id,
+            type="function",
+        )
+
+    if message.get("role") == "tool":
+        return (to_result(str(message.get("tool_call_id", "")), message.get("content") or ""),)
+    return tuple(
+        to_result(str(block.get("tool_use_id", "")), block.get("content") or "")
+        for block in _content_blocks(message)
+        if block.get("type") == "tool_result"
+    )
+
+
+def _tool_call_names_by_id(messages: Sequence[object]) -> Mapping[str, str]:
+    """Ids to tool names for result linking; reads names structurally and parses nothing."""
+    openai_pairs: Final = tuple(
+        (tool_call.get("id"), function.get("name", ""))
+        for message in messages
+        if isinstance(message, dict) and isinstance(message.get("tool_calls"), list)
+        for tool_call in message["tool_calls"]
+        if isinstance(tool_call, dict)
+        for function in [_mapping_field(tool_call, "function")]
+    )
+    anthropic_pairs: Final = tuple(
+        (block.get("id"), block.get("name", ""))
+        for message in messages
+        if isinstance(message, dict)
+        for block in _content_blocks(message)
+        if block.get("type") == "tool_use"
+    )
+    return MappingProxyType({str(tool_id): str(name) for tool_id, name in openai_pairs + anthropic_pairs if tool_id})
+
+
+def _to_dd_message(message: object, tool_call_names: Mapping[str, str]) -> Message:
+    """
+    Map one chat message onto LLM Obs' Message schema, adding fields and never destroying content.
+
+    Content collapses to its text only when it has text; a content list with none (tool blocks,
+    images) rides along unchanged so nothing the caller logged is lost. Tool calls and results
+    move into the fields the LLM Obs Tools panel reads, from both the OpenAI and Anthropic shapes.
+    """
+    if not isinstance(message, dict):
+        converted: Final = handle_any_messages_to_chat_completion_str_messages_conversion(message)
+        return converted[0] if converted else _EMPTY_MESSAGE
+
+    text: Final = convert_content_list_to_str(message)  # pyright: ignore[reportArgumentType]  # caller-supplied dict
+    original_content: Final = message.get("content")
+    content: Final = (
+        text if text or not isinstance(original_content, list) or not original_content else original_content
+    )
+    reasoning: Final = message.get("reasoning_content")
+    tool_calls: Final = _to_dd_tool_calls(message)
+    tool_results: Final = _to_dd_tool_results(message, tool_call_names)
+    dd_message: Final[Message] = {
+        "role": message.get("role", ""),
+        "content": content,
+        **({"reasoning_content": reasoning} if reasoning is not None else {}),
+        **({"tool_calls": tool_calls} if tool_calls else {}),
+        **({"tool_results": tool_results} if tool_results else {}),
+    }
+    return dd_message
+
+
+def _to_dd_messages(messages: object) -> tuple[Message, ...]:
+    """Map a whole conversation, resolving each tool result against the calls that precede it."""
+    if messages is None:
+        return ()
+    if not isinstance(messages, list):
+        return tuple(handle_any_messages_to_chat_completion_str_messages_conversion(messages))
+    tool_call_names: Final = _tool_call_names_by_id(messages)
+    return tuple(_to_dd_message(message, tool_call_names) for message in messages)
+
+
+def _to_dd_tool_definition(entry: Mapping[str, Any]) -> ToolDefinition | None:
+    function: Final = entry.get("function")
+    declared: Final[Mapping[str, Any]] = function if isinstance(function, dict) else entry
+    name: Final = declared.get("name")
+    if not name:
+        return None
+    schema: Final = declared.get("parameters") or declared.get("input_schema")
+    description: Final = declared.get("description", "")
+    if not isinstance(schema, dict):
+        return ToolDefinition(name=name, description=description)
+    return ToolDefinition(name=name, description=description, schema=schema)
+
+
+def _to_dd_tool_definitions(model_parameters: object) -> tuple[ToolDefinition, ...]:
+    """
+    Map the request's declared tools onto LLM Obs' ToolDefinition schema.
+
+    Handles the wrapped chat-completions shape and the bare shape the Anthropic and
+    Responses surfaces use, since both reach this logger through `model_parameters`.
+    """
+    if not isinstance(model_parameters, dict):
+        return ()
+    raw_tools: Final = model_parameters.get("tools") or model_parameters.get("functions")
+    if not isinstance(raw_tools, list):
+        return ()
+    return tuple(
+        definition
+        for entry in raw_tools
+        if isinstance(entry, dict)
+        if (definition := _to_dd_tool_definition(entry)) is not None
+    )
+
 
 class DataDogLLMObsLogger(CustomBatchLogger):
     def __init__(self, **kwargs):
@@ -128,12 +434,12 @@ class DataDogLLMObsLogger(CustomBatchLogger):
         dict_datadog_llm_obs_params: dict = {}
         if litellm.datadog_llm_observability_params is not None:
             if isinstance(litellm.datadog_llm_observability_params, DatadogLLMObsInitParams):
-                dict_datadog_llm_obs_params = litellm.datadog_llm_observability_params.model_dump()
+                dict_datadog_llm_obs_params = litellm.datadog_llm_observability_params.model_dump(exclude_unset=True)
             elif isinstance(litellm.datadog_llm_observability_params, dict):
                 # only allow params that are of DatadogLLMObsInitParams
                 dict_datadog_llm_obs_params = DatadogLLMObsInitParams(
                     **litellm.datadog_llm_observability_params
-                ).model_dump()
+                ).model_dump(exclude_unset=True)
         return dict_datadog_llm_obs_params
 
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
@@ -222,41 +528,51 @@ class DataDogLLMObsLogger(CustomBatchLogger):
         if standard_logging_payload is None:
             raise Exception("DataDogLLMObs: standard_logging_object is not set")
 
-        messages = standard_logging_payload["messages"]
-        messages = self._ensure_string_content(messages=messages)
+        raw_metadata: Final = kwargs.get("litellm_params", {}).get("metadata", {})
+        metadata: Final = raw_metadata if isinstance(raw_metadata, dict) else {}
+        redact_payload: Final = self._payload_logging_is_off(kwargs)
 
-        metadata: Final = kwargs.get("litellm_params", {}).get("metadata", {})
-
-        input_meta: Final = InputMeta(messages=handle_any_messages_to_chat_completion_str_messages_conversion(messages))
+        input_messages: Final = _to_dd_messages(standard_logging_payload.get("messages"))
+        output_messages: Final = self._get_response_messages(
+            standard_logging_payload=standard_logging_payload,
+            call_type=standard_logging_payload.get("call_type"),
+        )
+        input_meta: Final = InputMeta(messages=_redact_messages(input_messages) if redact_payload else input_messages)
         output_meta: Final = OutputMeta(
-            messages=self._get_response_messages(
-                standard_logging_payload=standard_logging_payload,
-                call_type=standard_logging_payload.get("call_type"),
-            )
+            messages=_redact_messages(output_messages) if redact_payload else output_messages
         )
 
         error_info: Final = self._assemble_error_info(standard_logging_payload)
 
-        metadata_parent_id: str | None = None
-        if isinstance(metadata, dict):
-            metadata_parent_id = metadata.get("parent_id")
+        raw_parent_id: Final = metadata.get("parent_id")
+        metadata_parent_id: Final[str | None] = str(raw_parent_id) if raw_parent_id else None
 
-        meta: Final = Meta(
-            kind=self._get_datadog_span_kind(standard_logging_payload.get("call_type"), metadata_parent_id),
-            input=input_meta,
-            output=output_meta,
-            metadata=self._get_dd_llm_obs_payload_metadata(standard_logging_payload),
-            error=error_info,
+        tool_definitions: Final = (
+            () if redact_payload else _to_dd_tool_definitions(standard_logging_payload.get("model_parameters"))
+        )
+        span_kind: Final = self._get_datadog_span_kind(standard_logging_payload.get("call_type"), metadata_parent_id)
+        router_fields: Final = _router_span_fields(standard_logging_payload, redact_prompt_text=redact_payload)
+        span_tags: Final = [
+            *get_datadog_tags(standard_logging_object=standard_logging_payload),
+            *_cost_dimension_tags(standard_logging_payload, router_fields),
+        ]
+        payload_metadata: Final = self._get_dd_llm_obs_payload_metadata(
+            standard_logging_payload,
+            router_fields=router_fields,
+            cost_tags=_declared_cost_tags(span_tags),
+            redact_prompt_text=redact_payload,
         )
 
-        # Calculate metrics (you may need to adjust these based on available data)
-        metrics: Final = LLMMetrics(
-            input_tokens=float(standard_logging_payload.get("prompt_tokens", 0)),
-            output_tokens=float(standard_logging_payload.get("completion_tokens", 0)),
-            total_tokens=float(standard_logging_payload.get("total_tokens", 0)),
-            total_cost=float(standard_logging_payload.get("response_cost", 0)),
-            time_to_first_token=self._get_time_to_first_token_seconds(standard_logging_payload),
-        )
+        meta: Final[Meta] = {
+            "kind": span_kind,
+            "input": input_meta,
+            "output": output_meta,
+            "metadata": payload_metadata,
+            "error": error_info,
+            **({"tool_definitions": tool_definitions} if tool_definitions else {}),
+        }
+
+        metrics: Final = self._assemble_metrics(standard_logging_payload)
 
         payload: Final[LLMObsPayload] = LLMObsPayload(
             parent_id=metadata_parent_id if metadata_parent_id else "undefined",
@@ -268,7 +584,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             duration=int((end_time - start_time).total_seconds() * 1e9),
             metrics=metrics,
             status="error" if error_info else "ok",
-            tags=get_datadog_tags(standard_logging_object=standard_logging_payload),
+            tags=span_tags,
         )
 
         apm_trace_id: Final = self._get_apm_trace_id()
@@ -314,6 +630,54 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                 )
         return error_info
 
+    def _payload_logging_is_off(self, kwargs: Mapping[str, Any]) -> bool:
+        return (
+            bool(self.turn_off_message_logging)
+            or self.message_logging is not True
+            or should_redact_message_logging(dict(kwargs))
+        )
+
+    def _assemble_metrics(self, standard_logging_payload: StandardLoggingPayload) -> LLMMetrics:
+        """
+        Build the span metrics, including the prompt-cache counts LLM Obs charts cache savings from.
+
+        Cache counts resolve through the same owners the savings dashboard uses, so every provider
+        spelling is covered, and `non_cached_input_tokens` subtracts BOTH cache categories because
+        litellm's normalized prompt count includes both (the invariant the cost calculator's custom
+        pricing helper documents). A zero residual on a fully cached request is real data and is
+        emitted; a zero read or write count is absence and is not.
+        """
+        prompt_tokens: Final = float(standard_logging_payload.get("prompt_tokens", 0))
+        completion_tokens: Final = float(standard_logging_payload.get("completion_tokens", 0))
+        total_tokens: Final = float(standard_logging_payload.get("total_tokens", 0))
+        total_cost: Final = float(standard_logging_payload.get("response_cost", 0))
+        time_to_first_token: Final = self._get_time_to_first_token_seconds(standard_logging_payload)
+
+        raw_usage: Final = _metadata_of(standard_logging_payload).get("usage_object")
+        usage_object: Final = raw_usage if isinstance(raw_usage, dict) else None
+        cache_read: Final = float(extract_cache_read_tokens(usage_object))
+        cache_write: Final = float(extract_cache_creation_tokens(usage_object))
+        reasoning_output_tokens: Final = _reasoning_output_tokens(usage_object)
+
+        metrics: Final[LLMMetrics] = {
+            "input_tokens": prompt_tokens,
+            "output_tokens": completion_tokens,
+            "total_tokens": total_tokens,
+            "total_cost": total_cost,
+            "time_to_first_token": time_to_first_token,
+            **(
+                {
+                    **({"cache_read_input_tokens": cache_read} if cache_read else {}),
+                    **({"cache_write_input_tokens": cache_write} if cache_write else {}),
+                    "non_cached_input_tokens": max(prompt_tokens - cache_read - cache_write, 0.0),
+                }
+                if cache_read or cache_write
+                else {}
+            ),
+            **({"reasoning_output_tokens": reasoning_output_tokens} if reasoning_output_tokens else {}),
+        }
+        return metrics
+
     def _get_time_to_first_token_seconds(self, standard_logging_payload: StandardLoggingPayload) -> float:
         """
         Get the time to first token in seconds
@@ -335,7 +699,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
 
     def _get_response_messages(
         self, standard_logging_payload: StandardLoggingPayload, call_type: str | None
-    ) -> list[object]:
+    ) -> tuple[Message, ...]:
         """
         Get the messages from the response object
 
@@ -344,7 +708,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
 
         response_obj = standard_logging_payload.get("response")
         if response_obj is None:
-            return []
+            return ()
 
         # edge case: handle response_obj is a string representation of a dict
         if isinstance(response_obj, str):
@@ -357,7 +721,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                     # fallback to json parsing
                     response_obj = json.loads(str(response_obj))
                 except json.JSONDecodeError:
-                    return []
+                    return ()
 
         if call_type in [
             CallTypes.completion.value,
@@ -375,12 +739,12 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                 if isinstance(response_obj, dict) and "choices" in response_obj:
                     choices: Final = response_obj["choices"]
                     if choices and len(choices) > 0 and "message" in choices[0]:
-                        return [choices[0]["message"]]
-                return []
+                        return _to_dd_messages([choices[0]["message"]])
+                return ()
             except (KeyError, IndexError, TypeError):
                 # In case of any error accessing the response structure, return empty list
-                return []
-        return []
+                return ()
+        return ()
 
     def _get_datadog_span_kind(
         self, call_type: str | None, parent_id: str | None = None
@@ -485,22 +849,21 @@ class DataDogLLMObsLogger(CustomBatchLogger):
         # Default fallback for unknown or passthrough operations
         return "llm"
 
-    def _ensure_string_content(self, messages: str | Sequence[object] | Mapping[object, object] | None) -> list[object]:
-        if messages is None:
-            return []
-        if isinstance(messages, str):
-            return [messages]
-        elif isinstance(messages, list):
-            return [message for message in messages]
-        elif isinstance(messages, dict):
-            return [str(messages.get("content", ""))]
-        return []
-
-    def _get_dd_llm_obs_payload_metadata(self, standard_logging_payload: StandardLoggingPayload) -> dict[str, object]:
+    def _get_dd_llm_obs_payload_metadata(
+        self,
+        standard_logging_payload: StandardLoggingPayload,
+        router_fields: Mapping[str, object] | None = None,
+        cost_tags: Sequence[str] = (),
+        redact_prompt_text: bool = False,
+    ) -> dict[str, object]:
         """
         Fields to track in DD LLM Observability metadata from litellm standard logging payload
         """
-        _metadata: Final[dict[str, object]] = {
+        raw_metadata: Final = _metadata_of(standard_logging_payload)
+        standard_logging_metadata: Final = (
+            _metadata_without_prompt_carriers(raw_metadata) if redact_prompt_text else raw_metadata
+        )
+        return {
             "model_name": standard_logging_payload.get("model", "unknown"),
             "model_provider": standard_logging_payload.get("custom_llm_provider", "unknown"),
             "id": standard_logging_payload.get("id", "unknown"),
@@ -508,30 +871,21 @@ class DataDogLLMObsLogger(CustomBatchLogger):
             "cache_hit": standard_logging_payload.get("cache_hit", "unknown"),
             "cache_key": standard_logging_payload.get("cache_key", "unknown"),
             "saved_cache_cost": standard_logging_payload.get("saved_cache_cost", 0),
-            "guardrail_information": standard_logging_payload.get("guardrail_information", None),
+            "guardrail_information": (
+                None if redact_prompt_text else standard_logging_payload.get("guardrail_information", None)
+            ),
             "is_streamed_request": self._get_stream_value_from_payload(standard_logging_payload),
+            "latency_metrics": dict(self._get_latency_metrics(standard_logging_payload)),
+            "spend_metrics": dict(self._get_spend_metrics(standard_logging_payload)),
+            **standard_logging_metadata,
+            **(router_fields or _EMPTY_MAPPING),
+            **(
+                {"_dd": {**_mapping_field(standard_logging_metadata, "_dd"), "cost_tags": list(cost_tags)}}
+                if cost_tags
+                else _EMPTY_MAPPING
+            ),
         }
 
-        #########################################################
-        # Add latency metrics to metadata
-        #########################################################
-        latency_metrics: Final = self._get_latency_metrics(standard_logging_payload)
-        _metadata.update({"latency_metrics": dict(latency_metrics)})
-
-        #########################################################
-        # Add spend metrics to metadata
-        #########################################################
-        spend_metrics: Final = self._get_spend_metrics(standard_logging_payload)
-        _metadata.update({"spend_metrics": dict(spend_metrics)})
-
-        ## extract tool calls and add to metadata
-        tool_call_metadata: Final = self._extract_tool_call_metadata(standard_logging_payload)
-        _metadata.update(tool_call_metadata)
-
-        _standard_logging_metadata: Final[dict] = dict(standard_logging_payload.get("metadata", {})) or {}
-        _metadata.update(_standard_logging_metadata)
-        return _metadata
-
     def _get_latency_metrics(self, standard_logging_payload: StandardLoggingPayload) -> DDLLMObsLatencyMetrics:
         """
         Get the latency metrics from the standard logging payload
@@ -601,7 +955,7 @@ class DataDogLLMObsLogger(CustomBatchLogger):
         spend_metrics["response_cost"] = standard_logging_payload.get("response_cost", 0.0)
 
         # Get budget information from metadata
-        metadata: Final = standard_logging_payload.get("metadata", {})
+        metadata: Final = _metadata_of(standard_logging_payload)
 
         # API key max budget
         user_api_key_max_budget: Final = metadata.get("user_api_key_max_budget")
@@ -647,107 +1001,3 @@ class DataDogLLMObsLogger(CustomBatchLogger):
                 verbose_logger.debug("Original value: %s", user_api_key_budget_reset_at)
 
         return spend_metrics
-
-    def _process_input_messages_preserving_tool_calls(self, messages: Sequence[object]) -> list[dict[str, object]]:
-        """
-        Process input messages while preserving tool_calls and tool message types.
-
-        This bypasses the lossy string conversion when tool calls are present,
-        allowing complex nested tool_calls objects to be preserved for Datadog.
-        """
-        processed: Final = []
-        for msg in messages:
-            if isinstance(msg, dict):
-                # Preserve messages with tool_calls or tool role as-is
-                if "tool_calls" in msg or msg.get("role") == "tool":
-                    processed.append(msg)
-                else:
-                    # For regular messages, still apply string conversion
-                    converted = handle_any_messages_to_chat_completion_str_messages_conversion([msg])
-                    processed.extend(converted)
-            else:
-                # For non-dict messages, apply string conversion
-                converted = handle_any_messages_to_chat_completion_str_messages_conversion([msg])
-                processed.extend(converted)
-        return processed
-
-    @staticmethod
-    def _tool_calls_kv_pair(tool_calls: list[dict[str, Any]]) -> dict[str, object]:
-        """
-        Extract tool call information into key-value pairs for Datadog metadata.
-
-        Similar to OpenTelemetry's implementation but adapted for Datadog's format.
-        """
-        kv_pairs: Final[dict[str, object]] = {}
-        for idx, tool_call in enumerate(tool_calls):
-            try:
-                # Extract tool call ID
-                tool_id = tool_call.get("id")
-                if tool_id:
-                    kv_pairs[f"tool_calls.{idx}.id"] = tool_id
-
-                # Extract tool call type
-                tool_type = tool_call.get("type")
-                if tool_type:
-                    kv_pairs[f"tool_calls.{idx}.type"] = tool_type
-
-                # Extract function information
-                function = tool_call.get("function")
-                if function:
-                    function_name = function.get("name")
-                    if function_name:
-                        kv_pairs[f"tool_calls.{idx}.function.name"] = function_name
-
-                    function_arguments = function.get("arguments")
-                    if function_arguments:
-                        # Store arguments as JSON string for Datadog
-                        if isinstance(function_arguments, str):
-                            kv_pairs[f"tool_calls.{idx}.function.arguments"] = function_arguments
-                        else:
-                            import json
-
-                            kv_pairs[f"tool_calls.{idx}.function.arguments"] = json.dumps(function_arguments)
-            except (KeyError, TypeError, ValueError) as e:
-                verbose_logger.debug("DataDogLLMObs: Error processing tool call %s: %s", idx, e)
-                continue
-
-        return kv_pairs
-
-    def _extract_tool_call_metadata(self, standard_logging_payload: StandardLoggingPayload) -> dict[str, object]:
-        """
-        Extract tool call information from both input messages and response for Datadog metadata.
-        """
-        tool_call_metadata: Final[dict[str, object]] = {}
-
-        try:
-            # Extract tool calls from input messages
-            messages: Final = standard_logging_payload.get("messages", [])
-            if messages and isinstance(messages, list):
-                for message in messages:
-                    if isinstance(message, dict) and "tool_calls" in message:
-                        tool_calls = message.get("tool_calls")
-                        if tool_calls:
-                            input_tool_calls_kv = self._tool_calls_kv_pair(tool_calls)
-                            # Prefix with "input_" to distinguish from response tool calls
-                            for key, value in input_tool_calls_kv.items():
-                                tool_call_metadata[f"input_{key}"] = value
-
-            # Extract tool calls from response
-            response_obj: Final = standard_logging_payload.get("response")
-            if response_obj and isinstance(response_obj, dict):
-                choices: Final = response_obj.get("choices", [])
-                for choice in choices:
-                    if isinstance(choice, dict):
-                        message = choice.get("message")
-                        if message and isinstance(message, dict):
-                            tool_calls = message.get("tool_calls")
-                            if tool_calls:
-                                response_tool_calls_kv = self._tool_calls_kv_pair(tool_calls)
-                                # Prefix with "output_" to distinguish from input tool calls
-                                for key, value in response_tool_calls_kv.items():
-                                    tool_call_metadata[f"output_{key}"] = value
-
-        except Exception as e:
-            verbose_logger.debug("DataDogLLMObs: Error extracting tool call metadata: %s", e)
-
-        return tool_call_metadata
diff --git a/litellm/integrations/focus/database.py b/litellm/integrations/focus/database.py
index 815c38b9e9c..657c7e0d264 100644
--- a/litellm/integrations/focus/database.py
+++ b/litellm/integrations/focus/database.py
@@ -96,7 +96,19 @@ class FocusLiteLLMDatabase:
 
         try:
             db_response: Final = await client.db.query_raw(query, *query_params)
-            return pl.DataFrame(db_response, infer_schema_length=None)
+            from litellm.proxy.spend_tracking.key_metadata_recovery import (
+                fill_missing_api_key_aliases,
+            )
+
+            usage_rows: Final = (
+                db_response.to_dicts()
+                if isinstance(db_response, pl.DataFrame)
+                else db_response
+                if isinstance(db_response, list)
+                else []
+            )
+            recovered_rows: Final = await fill_missing_api_key_aliases(client, usage_rows)
+            return pl.DataFrame([dict(row) for row in recovered_rows], infer_schema_length=None)
         except Exception as exc:
             raise RuntimeError(f"Error retrieving usage data: {exc}") from exc
 
diff --git a/litellm/integrations/otel/langfuse_logger.py b/litellm/integrations/otel/langfuse_logger.py
new file mode 100644
index 00000000000..ed47533e700
--- /dev/null
+++ b/litellm/integrations/otel/langfuse_logger.py
@@ -0,0 +1,60 @@
+from collections.abc import AsyncGenerator, AsyncIterator, Callable, Mapping
+from typing import TYPE_CHECKING, Final
+
+from litellm._logging import verbose_logger
+from litellm.integrations.otel.logger import OpenTelemetryV2
+from litellm.integrations.otel.mappers.langfuse import LANGFUSE_OBSERVATION_INPUT, LANGFUSE_OBSERVATION_OUTPUT
+from litellm.integrations.otel.model.request_io import request_input, response_output, stream_output
+from litellm.integrations.otel.plumbing.context import request_root_span
+
+if TYPE_CHECKING:
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.types.utils import ModelResponseStream
+
+
+class LangfuseOpenTelemetryV2(OpenTelemetryV2):
+    """Stamps the request's input and output on the root observation while it is still recording.
+
+    Langfuse shows a trace's input and output from its root observation. The proxy's root span ends
+    when the response is sent, before the success callback runs, so both stamps come from the
+    post-call hooks in the request task: the request as it stands after the pre-call chain and the
+    response as it is returned, for the call types whose response renders as a message.
+    """
+
+    async def async_post_call_success_hook(
+        self,
+        data: Mapping[str, object],
+        user_api_key_dict: "UserAPIKeyAuth",
+        response: object,
+    ) -> None:
+        self._stamp_root_io(data, lambda: response_output(response))
+
+    async def async_post_call_streaming_iterator_hook(
+        self,
+        user_api_key_dict: "UserAPIKeyAuth",
+        response: "AsyncIterator[ModelResponseStream]",
+        request_data: Mapping[str, object],
+    ) -> "AsyncGenerator[ModelResponseStream, None]":
+        relayed: Final[list[ModelResponseStream]] = []  # mutable-ok: relayed as they arrive, assembled at end of stream
+        async for chunk in response:
+            relayed.append(chunk)
+            yield chunk
+        self._stamp_root_io(request_data, lambda: stream_output(tuple(relayed), request_data))
+
+    def _stamp_root_io(self, data: Mapping[str, object], render_output: Callable[[], str | None]) -> None:
+        root: Final = request_root_span()
+        if root is None or not root.is_recording():
+            return
+        try:
+            output: Final = render_output()
+            if output is None:
+                return
+            root.set_attribute(LANGFUSE_OBSERVATION_OUTPUT, output)
+            rendered_input: Final = request_input(data)
+        except Exception:  # noqa: BLE001  # telemetry must never fail the request it describes
+            verbose_logger.debug(
+                "otel v2 langfuse: could not render the root observation input or output", exc_info=True
+            )
+            return
+        if rendered_input is not None:
+            root.set_attribute(LANGFUSE_OBSERVATION_INPUT, rendered_input)
diff --git a/litellm/integrations/otel/logger.py b/litellm/integrations/otel/logger.py
index d2a32ef73b6..a550dca6cc8 100644
--- a/litellm/integrations/otel/logger.py
+++ b/litellm/integrations/otel/logger.py
@@ -4,6 +4,7 @@ from collections import OrderedDict
 from collections.abc import Callable, Iterator, Mapping, Sequence
 from contextlib import contextmanager
 from datetime import datetime
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, cast
 
 from opentelemetry.context import Context, attach, get_current
@@ -909,3 +910,29 @@ def phase_span(name: str) -> "Iterator[Span | None]":
         return
     with logger.start_phase_span(name) as span:
         yield span
+
+
+def build_otel_v2_logger(
+    config: OpenTelemetryV2Config,
+    callback_name: str | None = None,
+    tracer_provider: TracerProvider | None = None,
+    logger_provider: LoggerProvider | None = None,
+    meter_provider: "MeterProvider | None" = None,
+    settings: Mapping[str, object] = MappingProxyType({}),
+) -> OpenTelemetryV2:
+    return _logger_class(config)(
+        config=config,
+        callback_name=callback_name,
+        tracer_provider=tracer_provider,
+        logger_provider=logger_provider,
+        meter_provider=meter_provider,
+        **settings,
+    )
+
+
+def _logger_class(config: OpenTelemetryV2Config) -> type[OpenTelemetryV2]:
+    if "langfuse" not in config.mapper_names or not config.capture_span_content:
+        return OpenTelemetryV2
+    from litellm.integrations.otel.langfuse_logger import LangfuseOpenTelemetryV2
+
+    return LangfuseOpenTelemetryV2
diff --git a/litellm/integrations/otel/mappers/langfuse.py b/litellm/integrations/otel/mappers/langfuse.py
index 6d4f1b4fd0a..01063d85355 100644
--- a/litellm/integrations/otel/mappers/langfuse.py
+++ b/litellm/integrations/otel/mappers/langfuse.py
@@ -11,6 +11,7 @@ the JSON-serialized payloads. ``_llm_call`` just applies both tables.
 
 import json
 from collections.abc import Callable
+from typing import Final
 
 from litellm.integrations.otel.mappers.base import AttributeMap, AttrValue, SpanData
 from litellm.integrations.otel.mappers.utils import (
@@ -25,6 +26,9 @@ from litellm.integrations.otel.model.payloads import (
     LLMUsage,
 )
 
+LANGFUSE_OBSERVATION_INPUT: Final = "langfuse.observation.input"
+LANGFUSE_OBSERVATION_OUTPUT: Final = "langfuse.observation.output"
+
 
 class LangfuseMapper:
     _LLM_CALL_ATTRS: dict[str, Callable[[LLMCallSpanData], AttrValue | None]] = {
@@ -56,8 +60,8 @@ class LangfuseMapper:
         "langfuse.observation.model.parameters": lambda d: json_if(
             collect(LangfuseMapper._MODEL_PARAMS, d.request_params)
         ),
-        "langfuse.observation.input": lambda d: serialize_messages(d.messages_in),
-        "langfuse.observation.output": lambda d: serialize_messages(output_messages(d)),
+        LANGFUSE_OBSERVATION_INPUT: lambda d: serialize_messages(d.messages_in),
+        LANGFUSE_OBSERVATION_OUTPUT: lambda d: serialize_messages(output_messages(d)),
         "langfuse.observation.usage_details": lambda d: json_if(collect(LangfuseMapper._USAGE_FIELDS, d.usage)),
         "langfuse.observation.cost_details": lambda d: (
             json.dumps({"total": d.response_cost}) if d.response_cost is not None else None
diff --git a/litellm/integrations/otel/model/payloads.py b/litellm/integrations/otel/model/payloads.py
index d35405538f6..e8ed269f6cb 100644
--- a/litellm/integrations/otel/model/payloads.py
+++ b/litellm/integrations/otel/model/payloads.py
@@ -6,6 +6,7 @@ import json
 from collections.abc import Mapping
 from dataclasses import dataclass, field
 from enum import Enum
+from types import MappingProxyType
 from typing import TYPE_CHECKING, ClassVar, Final, cast
 from urllib.parse import urlsplit
 
@@ -62,6 +63,31 @@ if TYPE_CHECKING:
 # --- typed sub-structures ---------------------------------------------------- #
 
 
+def _cache_token_value(*values: object) -> int | None:
+    explicit_zero = False
+    invalid_before_zero = False
+    for raw_value in values:
+        if raw_value is None:
+            continue
+        if isinstance(raw_value, bool):
+            parsed = None
+        else:
+            try:
+                parsed = as_int(raw_value)
+            except (OverflowError, ValueError):
+                parsed = None
+        if parsed is None:
+            if not explicit_zero:
+                invalid_before_zero = True
+        elif parsed > 0:
+            return parsed
+        elif parsed == 0:
+            explicit_zero = True
+        elif not explicit_zero:
+            invalid_before_zero = True
+    return 0 if explicit_zero and not invalid_before_zero else None
+
+
 @dataclass(frozen=True)
 class LLMRequestParams:
     temperature: float | None = None
@@ -104,12 +130,25 @@ class LLMUsage:
         metadata: Final[Mapping[str, object]] = payload.get("metadata") or {}
         raw_usage: Final = metadata.get("usage_object")
         usage_object: Final[Mapping[str, object]] = raw_usage if isinstance(raw_usage, Mapping) else {}
+        raw_details: Final = usage_object.get("prompt_tokens_details")
+        prompt_details: Final[Mapping[str, object]] = (
+            raw_details if isinstance(raw_details, Mapping) else MappingProxyType({})
+        )
         return cls(
             input_tokens=as_int(payload.get("prompt_tokens")),
             output_tokens=as_int(payload.get("completion_tokens")),
             total_tokens=as_int(payload.get("total_tokens")),
-            cache_creation_input_tokens=as_int(usage_object.get("cache_creation_input_tokens")),
-            cache_read_input_tokens=as_int(usage_object.get("cache_read_input_tokens")),
+            cache_creation_input_tokens=_cache_token_value(
+                usage_object.get("cache_creation_input_tokens"),
+                prompt_details.get("cache_write_tokens"),
+                prompt_details.get("cache_creation_tokens"),
+                prompt_details.get("cache_creation_input_tokens"),
+            ),
+            cache_read_input_tokens=_cache_token_value(
+                usage_object.get("cache_read_input_tokens"),
+                prompt_details.get("cached_tokens"),
+                usage_object.get("prompt_cache_hit_tokens"),
+            ),
         )
 
 
diff --git a/litellm/integrations/otel/model/request_io.py b/litellm/integrations/otel/model/request_io.py
new file mode 100644
index 00000000000..4e80fb91993
--- /dev/null
+++ b/litellm/integrations/otel/model/request_io.py
@@ -0,0 +1,90 @@
+from collections.abc import Mapping, Sequence
+from typing import Final, Literal
+
+from pydantic import BaseModel, ConfigDict, Field, TypeAdapter, ValidationError
+from typing_extensions import ReadOnly, TypedDict
+
+import litellm
+from litellm.integrations.otel.mappers.utils import json_or_none
+from litellm.proxy.guardrails.anthropic_sse import assemble_anthropic_sse_stream, is_raw_sse_stream
+from litellm.types.llms.openai import ResponseCompletedEvent, ResponsesAPIResponse
+from litellm.types.utils import ModelResponse, ModelResponseStream
+
+_SYSTEM_KEYS: Final = ("system", "instructions")
+_TURNS: Final = TypeAdapter(tuple[object, ...])
+_MESSAGES: Final = TypeAdapter(list[object] | None)
+
+
+class _Turn(TypedDict):
+    role: ReadOnly[str]
+    content: ReadOnly[object]
+
+
+class _AnthropicMessage(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    type: Literal["message"] = Field(exclude=True)
+    role: str = "assistant"
+    content: object = None
+
+
+def request_input(data: Mapping[str, object]) -> str | None:
+    turns: Final = data.get("messages", data.get("input"))
+    if turns is None:
+        return None
+    return json_or_none((*_system_turns(data), *_user_turns(turns)))
+
+
+def _system_turns(data: Mapping[str, object]) -> tuple[_Turn, ...]:
+    return tuple(_Turn(role="system", content=data[key]) for key in _SYSTEM_KEYS if data.get(key) is not None)
+
+
+def _user_turns(turns: object) -> tuple[object, ...]:
+    if isinstance(turns, str):
+        return (_Turn(role="user", content=turns),)
+    try:
+        return _TURNS.validate_python(turns)
+    except ValidationError:
+        return (_Turn(role="user", content=turns),)
+
+
+def response_output(response: object) -> str | None:
+    match response:
+        case ModelResponse():
+            return json_or_none(tuple(choice.message.model_dump(exclude_none=True) for choice in response.choices))
+        case ResponsesAPIResponse():
+            return json_or_none(response.model_dump(exclude_none=True).get("output"))
+        case _:
+            return _anthropic_message_output(response)
+
+
+def _anthropic_message_output(message: object) -> str | None:
+    try:
+        parsed: Final = _AnthropicMessage.model_validate(message)
+    except ValidationError:
+        return None
+    return json_or_none((parsed.model_dump(),))
+
+
+def stream_output(chunks: Sequence[object], data: Mapping[str, object]) -> str | None:
+    if not chunks:
+        return None
+    if is_raw_sse_stream(chunks):
+        return response_output(assemble_anthropic_sse_stream(chunks))
+    if all(isinstance(chunk, ModelResponseStream) for chunk in chunks):
+        return response_output(_assembled_chat_stream(chunks, data))
+    return response_output(_completed_response(chunks))
+
+
+def _assembled_chat_stream(chunks: Sequence[object], data: Mapping[str, object]) -> object:
+    try:
+        return litellm.stream_chunk_builder(  # pyright: ignore[reportUnknownMemberType]  # upstream types chunks as a bare list
+            chunks=list(chunks),  # mutable-ok: stream_chunk_builder takes a list
+            messages=_MESSAGES.validate_python(data.get("messages")),
+        )
+    except (litellm.APIError, ValidationError):
+        return None
+
+
+def _completed_response(chunks: Sequence[object]) -> ResponsesAPIResponse | None:
+    return next((chunk.response for chunk in reversed(chunks) if isinstance(chunk, ResponseCompletedEvent)), None)
diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index add91033ff3..975a9bd8639 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -8,6 +8,7 @@ import math
 import os
 import sys
 from collections.abc import Awaitable, Callable, Mapping, Sequence
+from dataclasses import replace
 from datetime import datetime, timedelta
 from typing import TYPE_CHECKING, Any, Final, Literal, Protocol, TypeVar, cast
 
@@ -58,6 +59,7 @@ from litellm.types.utils import (
 
 if TYPE_CHECKING:
     from apscheduler.schedulers.asyncio import AsyncIOScheduler
+    from prometheus_client import Gauge
     from prometheus_client.metrics import MetricWrapperBase
 
     from litellm.router import Router
@@ -476,6 +478,30 @@ class PrometheusLogger(CustomLogger):
                 labelnames=self.get_labels_for_metric("litellm_remaining_api_key_tokens_for_model"),
             )
 
+            self.litellm_api_key_rate_limit_allowed_metric = self._gauge_factory(
+                "litellm_api_key_rate_limit_allowed_metric",
+                "Configured rate limit for the API Key in the current window (rpm_limit / tpm_limit), by rate_limit_type",
+                labelnames=self.get_labels_for_metric("litellm_api_key_rate_limit_allowed_metric"),
+            )
+
+            self.litellm_api_key_rate_limit_used_metric = self._gauge_factory(
+                "litellm_api_key_rate_limit_used_metric",
+                "Requests or tokens the API Key has consumed in the current rate limit window, by rate_limit_type",
+                labelnames=self.get_labels_for_metric("litellm_api_key_rate_limit_used_metric"),
+            )
+
+            self.litellm_team_rate_limit_allowed_metric = self._gauge_factory(
+                "litellm_team_rate_limit_allowed_metric",
+                "Configured rate limit for the Team in the current window (team rpm_limit / tpm_limit), by rate_limit_type",
+                labelnames=self.get_labels_for_metric("litellm_team_rate_limit_allowed_metric"),
+            )
+
+            self.litellm_team_rate_limit_used_metric = self._gauge_factory(
+                "litellm_team_rate_limit_used_metric",
+                "Requests or tokens the Team has consumed in the current rate limit window, by rate_limit_type",
+                labelnames=self.get_labels_for_metric("litellm_team_rate_limit_used_metric"),
+            )
+
             ########################################
             # LLM API Deployment Metrics / analytics
             ########################################
@@ -1475,6 +1501,11 @@ class PrometheusLogger(CustomLogger):
             model_id=enum_values.model_id,
         )
 
+        self._set_key_and_team_rate_limit_metrics(
+            standard_logging_payload=standard_logging_payload,  # pyright: ignore[reportArgumentType]  # isinstance(dict) above narrows the TypedDict to dict[Unknown, Unknown]
+            enum_values=enum_values,
+        )
+
         # set latency metrics
         self._set_latency_metrics(
             kwargs=kwargs,
@@ -2002,17 +2033,102 @@ class PrometheusLogger(CustomLogger):
         """
         if standard_logging_payload is None:
             return None
+        return PrometheusLogger._get_int_from_v3_rate_limit_headers(
+            standard_logging_payload=standard_logging_payload,
+            header_name=f"x-ratelimit-model_per_key-remaining-{rate_limit_type}",
+        )
+
+    @staticmethod
+    def _get_int_from_v3_rate_limit_headers(
+        standard_logging_payload: StandardLoggingPayload,
+        header_name: str,
+    ) -> int | None:
         hidden_params: Final = standard_logging_payload.get("hidden_params")
         if hidden_params is None:
             return None
-        additional_headers: Final = hidden_params.get("additional_headers")
+        additional_headers: Final[Mapping[str, object] | None] = hidden_params.get("additional_headers")
         if additional_headers is None:
             return None
-        value: Final = dict(additional_headers).get(f"x-ratelimit-model_per_key-remaining-{rate_limit_type}")
+        value: Final = additional_headers.get(header_name)
         if isinstance(value, bool) or not isinstance(value, int):
             return None
         return value
 
+    def _set_key_and_team_rate_limit_metrics(
+        self,
+        standard_logging_payload: StandardLoggingPayload,
+        enum_values: UserAPIKeyLabelValues,
+    ) -> None:
+        """
+        Export the key-level and team-level RPM / TPM limit and current window
+        usage from the ``x-ratelimit-{api_key,team}-{limit,remaining}-*``
+        headers the v3 rate limiter mirrors into the logging payload. The
+        limiter already read these counters (from Redis when configured) on
+        the request path, so no extra store lookup happens here. Descriptors
+        without a configured limit emit no header, so their series is removed
+        rather than left at the value from before the limit was dropped.
+        """
+        descriptor_gauges: Final[
+            tuple[tuple[Literal["api_key", "team"], DEFINED_PROMETHEUS_METRICS, Gauge, Gauge], ...]
+        ] = (
+            (
+                "api_key",
+                "litellm_api_key_rate_limit_allowed_metric",
+                self.litellm_api_key_rate_limit_allowed_metric,
+                self.litellm_api_key_rate_limit_used_metric,
+            ),
+            (
+                "team",
+                "litellm_team_rate_limit_allowed_metric",
+                self.litellm_team_rate_limit_allowed_metric,
+                self.litellm_team_rate_limit_used_metric,
+            ),
+        )
+        for descriptor_key, metric_name, allowed_gauge, used_gauge in descriptor_gauges:
+            for rate_limit_type in ("requests", "tokens"):
+                self._set_rate_limit_allowed_and_used_gauges(
+                    standard_logging_payload=standard_logging_payload,
+                    enum_values=enum_values,
+                    descriptor_key=descriptor_key,
+                    metric_name=metric_name,
+                    allowed_gauge=allowed_gauge,
+                    used_gauge=used_gauge,
+                    rate_limit_type=rate_limit_type,
+                )
+
+    def _set_rate_limit_allowed_and_used_gauges(
+        self,
+        standard_logging_payload: StandardLoggingPayload,
+        enum_values: UserAPIKeyLabelValues,
+        descriptor_key: Literal["api_key", "team"],
+        metric_name: DEFINED_PROMETHEUS_METRICS,
+        allowed_gauge: Gauge,
+        used_gauge: Gauge,
+        rate_limit_type: Literal["requests", "tokens"],
+    ) -> None:
+        limit: Final = self._get_int_from_v3_rate_limit_headers(
+            standard_logging_payload=standard_logging_payload,
+            header_name=f"x-ratelimit-{descriptor_key}-limit-{rate_limit_type}",
+        )
+        remaining: Final = self._get_int_from_v3_rate_limit_headers(
+            standard_logging_payload=standard_logging_payload,
+            header_name=f"x-ratelimit-{descriptor_key}-remaining-{rate_limit_type}",
+        )
+        labelled_values: Final = replace(enum_values, rate_limit_type=rate_limit_type)
+        labelnames: Final = self.get_labels_for_metric(metric_name)
+        labels: Final = prometheus_label_factory(
+            supported_enum_labels=labelnames,
+            enum_values=labelled_values,
+            label_context=PrometheusLabelFactoryContext(labelled_values),
+        )
+        if limit is None or remaining is None:
+            label_values: Final = tuple(labels.get(label) for label in labelnames)
+            self._bounded_prometheus_series_tracker.remove_series(allowed_gauge, label_values)
+            self._bounded_prometheus_series_tracker.remove_series(used_gauge, label_values)
+            return
+        allowed_gauge.labels(**labels).set(limit)
+        used_gauge.labels(**labels).set(limit - remaining)
+
     def _set_virtual_key_rate_limit_metrics(
         self,
         user_api_key: str | None,
diff --git a/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py b/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
index c54790b8ae7..c1ccf09d5d6 100644
--- a/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
+++ b/litellm/integrations/prometheus_helpers/bounded_prometheus_series_tracker.py
@@ -60,6 +60,10 @@ class BoundedPrometheusSeriesTracker:
                         break
                     del series[tracked_label_values]
 
+    def remove_series(self, metric: object, label_values: tuple[str | None, ...]) -> bool:
+        """Drop one child series, True when it is gone (removed or never existed)."""
+        return self._remove_metric_child(metric, label_values)
+
     def _should_run_ttl_cleanup(
         self,
         metric_name: str,
diff --git a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
index 07d4f959489..12ff38ce4ba 100644
--- a/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
+++ b/litellm/integrations/vector_store_integrations/vector_store_pre_call_hook.py
@@ -5,7 +5,9 @@ This hook is called before making an LLM request when a vector store is configur
 It searches the vector store for relevant context and appends it to the messages.
 """
 
-from typing import TYPE_CHECKING, Any, Final, cast
+from collections.abc import Awaitable, Callable
+from dataclasses import dataclass
+from typing import TYPE_CHECKING, Any, Final, Protocol, cast
 
 import litellm
 import litellm.vector_stores
@@ -23,10 +25,35 @@ from litellm.types.vector_stores import (
 
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+    from litellm.proxy.utils import PrismaClient
+    from litellm.router import Router
 else:
     LiteLLMLoggingObj = Any
 
 
+class ProxyRuntime(Protocol):
+    def llm_router(self) -> "Router | None": ...
+
+    def prisma_client(self) -> "PrismaClient | None": ...
+
+
+@dataclass(frozen=True, slots=True)
+class ProxyServerRuntime:
+    def llm_router(self) -> "Router | None":
+        try:
+            from litellm.proxy.proxy_server import llm_router
+        except ImportError:
+            return None
+        return llm_router
+
+    def prisma_client(self) -> "PrismaClient | None":
+        try:
+            from litellm.proxy.proxy_server import prisma_client
+        except ImportError:
+            return None
+        return prisma_client
+
+
 class VectorStorePreCallHook(CustomLogger):
     CONTENT_PREFIX_STRING = "Context:\n\n"
     """
@@ -38,8 +65,9 @@ class VectorStorePreCallHook(CustomLogger):
     3. Appends the search results as context to the messages
     """
 
-    def __init__(self):
+    def __init__(self, proxy_runtime: ProxyRuntime | None = None):
         super().__init__()
+        self.proxy_runtime: Final[ProxyRuntime] = proxy_runtime or ProxyServerRuntime()
 
     async def async_get_chat_completion_prompt(
         self,
@@ -78,14 +106,8 @@ class VectorStorePreCallHook(CustomLogger):
             if litellm.vector_store_registry is None:
                 return model, messages, non_default_params
 
-            # Get prisma_client for database fallback
-            prisma_client = None
-            try:
-                from litellm.proxy.proxy_server import prisma_client as _prisma_client
-
-                prisma_client = _prisma_client
-            except ImportError:
-                pass
+            prisma_client: Final = self.proxy_runtime.prisma_client()
+            llm_router: Final = self.proxy_runtime.llm_router()
 
             # Use database fallback to ensure synchronization across instances
             vector_stores_to_run: list[
@@ -114,15 +136,37 @@ class VectorStorePreCallHook(CustomLogger):
                 vector_store_id = vector_store_to_run.get("vector_store_id", "")
                 custom_llm_provider = vector_store_to_run.get("custom_llm_provider")
                 litellm_params_for_vector_store = vector_store_to_run.get("litellm_params", {}) or {}
-                # Call litellm.vector_stores.search() with the required parameters
-                search_response = await litellm.vector_stores.asearch(
-                    **{
-                        "vector_store_id": vector_store_id,
-                        "query": query,
-                        "custom_llm_provider": custom_llm_provider,
-                        **litellm_params_for_vector_store,
-                    },
+                request_litellm_params = litellm_logging_obj.model_call_details.get("litellm_params", {})
+                request_metadata = (
+                    request_litellm_params.get("metadata", {}) if isinstance(request_litellm_params, dict) else {}
                 )
+                if llm_router is not None:
+                    search_function = cast(  # cast-ok: normalize router search callable
+                        Callable[..., Awaitable[VectorStoreSearchResponse]],
+                        llm_router.avector_store_search,
+                    )
+                else:
+                    search_function = cast(  # cast-ok: normalize SDK search callable
+                        Callable[..., Awaitable[VectorStoreSearchResponse]],
+                        litellm.vector_stores.asearch,
+                    )
+                try:
+                    search_response = await search_function(
+                        **{
+                            "vector_store_id": vector_store_id,
+                            "query": query,
+                            "custom_llm_provider": custom_llm_provider,
+                            "metadata": request_metadata,
+                            **litellm_params_for_vector_store,
+                        },
+                    )
+                except Exception as search_error:
+                    verbose_logger.warning(
+                        "Vector store search failed for vector_store_id=%s, continuing without its context: %s",
+                        vector_store_id,
+                        search_error,
+                    )
+                    continue
 
                 verbose_logger.debug("search_response: %s", search_response)
 
@@ -131,7 +175,7 @@ class VectorStorePreCallHook(CustomLogger):
 
                 # Process search results and append as context
                 modified_messages = self._append_search_results_to_messages(
-                    messages=messages, search_response=search_response
+                    messages=modified_messages, search_response=search_response
                 )
 
                 # Get the number of results for logging
diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py
index dc61ee38a8c..587da997f94 100644
--- a/litellm/integrations/websearch_interception/handler.py
+++ b/litellm/integrations/websearch_interception/handler.py
@@ -10,9 +10,9 @@ import asyncio
 import math
 import uuid
 from collections.abc import AsyncIterator, Mapping, Sequence
-from typing import TYPE_CHECKING, Any, Final, Literal, Never, TypedDict, TypeVar, cast
+from typing import TYPE_CHECKING, Any, Final, Literal, TypedDict, TypeVar, cast
 
-from typing_extensions import ReadOnly
+from typing_extensions import Never, ReadOnly
 
 import litellm
 from litellm._logging import verbose_logger
@@ -419,7 +419,6 @@ class WebSearchInterceptionLogger(CustomLogger):
         if call_type in (CallTypes.responses, CallTypes.aresponses):
             return self._convert_responses_tools(kwargs=kwargs, tools=tools)
 
-        # Check if any tool is a web search tool (native or already LiteLLM standard)
         has_websearch: Final = any(is_web_search_tool(t) for t in tools)
 
         if not has_websearch:
diff --git a/litellm/litellm_core_utils/get_llm_provider_logic.py b/litellm/litellm_core_utils/get_llm_provider_logic.py
index 207e024ce0b..ce51fb19970 100644
--- a/litellm/litellm_core_utils/get_llm_provider_logic.py
+++ b/litellm/litellm_core_utils/get_llm_provider_logic.py
@@ -127,7 +127,7 @@ def handle_anthropic_text_model_custom_llm_provider(
     return model, custom_llm_provider
 
 
-def declared_authenticating_provider(model: str, custom_llm_provider: str | None = None) -> str | None:
+def declared_authenticating_provider(model: str | None, custom_llm_provider: str | None = None) -> str | None:
     """The authenticating provider this pair already names, or None.
 
     get_llm_provider runs the OAuth device flow for github_copilot and chatgpt, because their
@@ -135,7 +135,7 @@ def declared_authenticating_provider(model: str, custom_llm_provider: str | None
     and for a declared pair the resolver's answer is the declaration itself, so metadata callers
     adopt the declaration instead of resolving.
     """
-    declared: Final = custom_llm_provider or model.split("/", 1)[0]
+    declared: Final = custom_llm_provider or (model.split("/", 1)[0] if model and "/" in model else None)
     return declared if declared in PROVIDERS_THAT_AUTHENTICATE_ON_PROVIDER_INFO else None
 
 
diff --git a/litellm/litellm_core_utils/get_model_cost_map.py b/litellm/litellm_core_utils/get_model_cost_map.py
index 2043a9e2f89..9cba5db8ab7 100644
--- a/litellm/litellm_core_utils/get_model_cost_map.py
+++ b/litellm/litellm_core_utils/get_model_cost_map.py
@@ -12,6 +12,7 @@ import asyncio
 import json
 import os
 import random
+import time
 from collections.abc import Awaitable, Callable
 from dataclasses import dataclass
 from datetime import datetime, timezone
@@ -154,18 +155,6 @@ class GetModelCostMap:
 
         return True
 
-    @staticmethod
-    def fetch_remote_model_cost_map(url: str, timeout: int = 5) -> dict:
-        """
-        Fetch the model cost map from a remote URL.
-
-        Returns the parsed JSON dict. Raises on network/parse errors
-        (caller is expected to handle).
-        """
-        response: Final = httpx.get(url, timeout=timeout)
-        response.raise_for_status()
-        return response.json()
-
 
 RETRYABLE_FETCH_STATUS_CODES: Final = frozenset({429, 500, 502, 503, 504})
 MODEL_COST_MAP_FETCH_MAX_ATTEMPTS: Final = 3
@@ -212,6 +201,13 @@ class _AsyncGetClient(Protocol):
     def get(self, url: str, *, timeout: float | None = None) -> Awaitable[httpx.Response]: ...
 
 
+class _SyncGetClient(Protocol):
+    def get(self, url: str, *, timeout: float | None = None) -> httpx.Response: ...
+
+
+_FetchAttemptOutcome = ModelCostMapReloaded | ModelCostMapReloadUnavailable | _FetchAttemptRetryable
+
+
 def _default_reload_client() -> _AsyncGetClient:
     from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
     from litellm.types.llms.custom_http import httpxSpecialProvider
@@ -219,13 +215,30 @@ def _default_reload_client() -> _AsyncGetClient:
     return get_async_httpx_client(llm_provider=httpxSpecialProvider.ModelCostMap)
 
 
-async def _attempt_fetch(
-    client: _AsyncGetClient, url: str, timeout: int
-) -> ModelCostMapReloaded | ModelCostMapReloadUnavailable | _FetchAttemptRetryable:
+def _classify_fetch_error(error: httpx.HTTPError | httpx.InvalidURL, url: str) -> _FetchAttemptOutcome:
+    reason: Final = f"{type(error).__name__} fetching {url}: {error}"
+    if isinstance(error, (httpx.InvalidURL, httpx.UnsupportedProtocol)):
+        return ModelCostMapReloadUnavailable(reason=reason)
+    return _FetchAttemptRetryable(reason=reason, retry_after_seconds=None)
+
+
+async def _attempt_fetch(client: _AsyncGetClient, url: str, timeout: int) -> _FetchAttemptOutcome:
     try:
         response: Final = await client.get(url, timeout=timeout)
-    except httpx.HTTPError as e:
-        return _FetchAttemptRetryable(reason=f"{type(e).__name__} fetching {url}: {e}", retry_after_seconds=None)
+    except (httpx.HTTPError, httpx.InvalidURL) as e:
+        return _classify_fetch_error(e, url)
+    return _classify_fetch_response(response, url)
+
+
+def _attempt_fetch_sync(client: _SyncGetClient, url: str, timeout: int) -> _FetchAttemptOutcome:
+    try:
+        response: Final = client.get(url, timeout=timeout)
+    except (httpx.HTTPError, httpx.InvalidURL) as e:
+        return _classify_fetch_error(e, url)
+    return _classify_fetch_response(response, url)
+
+
+def _classify_fetch_response(response: httpx.Response, url: str) -> _FetchAttemptOutcome:
     if response.status_code in RETRYABLE_FETCH_STATUS_CODES:
         return _FetchAttemptRetryable(
             reason=f"HTTP {response.status_code} from {url}",
@@ -242,6 +255,22 @@ async def _attempt_fetch(
     return ModelCostMapReloaded(model_cost_map=parsed)
 
 
+def _next_retry_wait(
+    outcome: _FetchAttemptRetryable, attempt: int, max_attempts: int, rng: random.Random
+) -> float | ModelCostMapReloadUnavailable:
+    if attempt == max_attempts:
+        return ModelCostMapReloadUnavailable(reason=f"{outcome.reason} (after {max_attempts} attempts)")
+    wait_seconds: Final = _retry_wait_seconds(outcome=outcome, attempt=attempt, rng=rng)
+    verbose_logger.warning(
+        "LiteLLM: model cost map fetch attempt %d/%d failed (%s); retrying in %.1fs",
+        attempt,
+        max_attempts,
+        outcome.reason,
+        wait_seconds,
+    )
+    return wait_seconds
+
+
 async def _fetch_remote_model_cost_map_with_retry(
     url: str,
     timeout: int,
@@ -254,20 +283,32 @@ async def _fetch_remote_model_cost_map_with_retry(
         outcome = await _attempt_fetch(client=client, url=url, timeout=timeout)
         if not isinstance(outcome, _FetchAttemptRetryable):
             return outcome
-        if attempt == max_attempts:
-            return ModelCostMapReloadUnavailable(reason=f"{outcome.reason} (after {max_attempts} attempts)")
-        wait_seconds = _retry_wait_seconds(outcome=outcome, attempt=attempt, rng=rng)
-        verbose_logger.warning(
-            "LiteLLM: model cost map fetch attempt %d/%d failed (%s); retrying in %.1fs",
-            attempt,
-            max_attempts,
-            outcome.reason,
-            wait_seconds,
-        )
+        wait_seconds = _next_retry_wait(outcome=outcome, attempt=attempt, max_attempts=max_attempts, rng=rng)
+        if isinstance(wait_seconds, ModelCostMapReloadUnavailable):
+            return wait_seconds
         await sleep(wait_seconds)
     return ModelCostMapReloadUnavailable(reason="model cost map fetch failed")
 
 
+def _fetch_remote_model_cost_map_with_retry_sync(
+    url: str,
+    timeout: int,
+    max_attempts: int,
+    sleep: Callable[[float], None],
+    rng: random.Random,
+    client: _SyncGetClient,
+) -> ModelCostMapReloadResult:
+    for attempt in range(1, max_attempts + 1):
+        outcome = _attempt_fetch_sync(client=client, url=url, timeout=timeout)
+        if not isinstance(outcome, _FetchAttemptRetryable):
+            return outcome
+        wait_seconds = _next_retry_wait(outcome=outcome, attempt=attempt, max_attempts=max_attempts, rng=rng)
+        if isinstance(wait_seconds, ModelCostMapReloadUnavailable):
+            return wait_seconds
+        sleep(wait_seconds)
+    return ModelCostMapReloadUnavailable(reason="model cost map fetch failed")
+
+
 async def refetch_model_cost_map(
     url: str,
     timeout: int = 5,
@@ -423,13 +464,21 @@ def _finalize_model_cost_map(model_cost: dict) -> dict:
     return _expand_model_aliases(model_cost)
 
 
-def get_model_cost_map(url: str) -> dict:
+def get_model_cost_map(
+    url: str,
+    timeout: int = 5,
+    max_attempts: int = MODEL_COST_MAP_FETCH_MAX_ATTEMPTS,
+    sleep: Callable[[float], None] = time.sleep,
+    rng: random.Random | None = None,
+    client: "_SyncGetClient | None" = None,
+) -> dict:
     """
     Public entry point — returns the model cost map dict.
 
     1. If ``LITELLM_LOCAL_MODEL_COST_MAP`` is set, uses the local backup only.
-    2. Otherwise fetches from ``url``, validates integrity, and falls back
-       to the local backup on any failure.
+    2. Otherwise fetches from ``url``, retrying transient HTTP errors
+       (429/5xx/transport) with Retry-After-aware backoff, validates
+       integrity, and falls back to the local backup on any failure.
 
     Only the backup model count is cached (a single int) for validation.
     The full backup dict is only parsed when it must be *returned* as a
@@ -448,17 +497,24 @@ def get_model_cost_map(url: str) -> dict:
     _cost_map_source_info.url = url
     _cost_map_source_info.is_env_forced = False
 
-    try:
-        content: Final = GetModelCostMap.fetch_remote_model_cost_map(url)
-    except Exception as e:
+    result: Final = _fetch_remote_model_cost_map_with_retry_sync(
+        url=url,
+        timeout=timeout,
+        max_attempts=max_attempts,
+        sleep=sleep,
+        rng=rng if rng is not None else random.Random(),
+        client=client if client is not None else httpx,
+    )
+    if isinstance(result, ModelCostMapReloadUnavailable):
         verbose_logger.warning(
             "LiteLLM: Failed to fetch remote model cost map from %s: %s. Falling back to local backup.",
             url,
-            str(e),
+            result.reason,
         )
         _cost_map_source_info.source = "local"
-        _cost_map_source_info.fallback_reason = f"Remote fetch failed: {e}"
+        _cost_map_source_info.fallback_reason = f"Remote fetch failed: {result.reason}"
         return _finalize_model_cost_map(GetModelCostMap.load_local_model_cost_map())
+    content: Final = result.model_cost_map
 
     # Validate using cached count (cheap int comparison, no file I/O)
     if not GetModelCostMap.validate_model_cost_map(
diff --git a/litellm/litellm_core_utils/internal_call_metadata.py b/litellm/litellm_core_utils/internal_call_metadata.py
index 4d043701f40..87f007ca1d5 100644
--- a/litellm/litellm_core_utils/internal_call_metadata.py
+++ b/litellm/litellm_core_utils/internal_call_metadata.py
@@ -18,9 +18,11 @@ caller's identity metadata, minus two things that must never be forwarded as-is:
 from __future__ import annotations
 
 from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Final
 
 from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY, NON_INFERENCE_CALL_TYPES
+from litellm.litellm_core_utils.initialize_dynamic_callback_params import initialize_standard_callback_dynamic_params
 from litellm.types.utils import BACKGROUND_RESPONSE_COST_POLL_CALL_ORIGIN, InternalCallOrigin
 
 BUDGET_RESERVATION_METADATA_KEYS: Final = frozenset({"user_api_key_budget_reservation"})
@@ -142,6 +144,19 @@ def forwarded_internal_call_metadata(
     }
 
 
+def parent_session_kwargs(request_kwargs: Mapping[str, object] | None) -> Mapping[str, str]:
+    kwargs: Final = request_kwargs or MappingProxyType({})
+    return MappingProxyType(
+        {k: v for k in ("litellm_session_id", "litellm_trace_id") if isinstance(v := kwargs.get(k), str)}
+    )
+
+
+def effective_turn_off_message_logging(request_kwargs: Mapping[str, object] | None) -> bool | None:
+    return initialize_standard_callback_dynamic_params(dict(request_kwargs) if request_kwargs else None).get(
+        "turn_off_message_logging"
+    )
+
+
 def sanitized_forwardable_call_metadata(
     parent_metadata: Mapping[str, object],
     call_origin: InternalCallOrigin,
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index eb223c2f988..df579f6df5b 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -10,7 +10,7 @@ import subprocess
 import sys
 import time
 import traceback
-from collections.abc import Callable, Mapping, Sequence
+from collections.abc import Awaitable, Callable, Iterator, Mapping, Sequence
 from datetime import datetime as dt_object
 from functools import lru_cache
 from types import MappingProxyType, TracebackType
@@ -414,6 +414,11 @@ def _resolve_vertex_location_for_cost(
     return VertexBase.get_vertex_region(configured_location, model)
 
 
+def _provider_response_id(source: object) -> str | None:
+    candidate: Final = source.get("id") if isinstance(source, dict) else getattr(source, "id", None)
+    return candidate if isinstance(candidate, str) and candidate else None
+
+
 class Logging(LiteLLMLoggingBaseClass):
     global \
         supabaseClient, \
@@ -429,6 +434,7 @@ class Logging(LiteLLMLoggingBaseClass):
     custom_pricing: bool = False
     stream_options = None
     litellm_request_debug: bool = False
+    streamed_anthropic_message_id: str | None = None
 
     def __init__(
         self,
@@ -570,6 +576,7 @@ class Logging(LiteLLMLoggingBaseClass):
         # enqueue closure here instead of firing it immediately.
         self._defer_async_logging: bool = False
         self._enqueue_deferred_logging: Callable[[], None] | None = None
+        self._on_detached_stream_failure: Callable[[Exception], Awaitable[None]] | None = None
 
     def set_response_timing_metrics(self, timing_metrics: Mapping[str, float]) -> None:
         """Keep ``_response_ms`` / ``litellm_overhead_time_ms`` for a result that has no ``_hidden_params``."""
@@ -901,6 +908,7 @@ class Logging(LiteLLMLoggingBaseClass):
         prompt_label: str | None = None,
         prompt_version: int | None = None,
         request_kwargs: dict[str, object] | None = None,  # mutable-ok: marker stamped into live request kwargs
+        injected_for_every_deployment: bool = False,
     ) -> tuple[str, list[AllMessageValues], dict]:
         from litellm.integrations.anthropic_cache_control_hook import AnthropicCacheControlHook
 
@@ -933,6 +941,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 AnthropicCacheControlHook.record_gateway_injection(
                     request_kwargs,
                     AnthropicCacheControlHook.count_request_cache_breakpoints(messages) - breakpoints_before,
+                    injected_for_every_deployment=injected_for_every_deployment,
                 )
         self.messages = messages
         return model, messages, non_default_params
@@ -950,6 +959,7 @@ class Logging(LiteLLMLoggingBaseClass):
         prompt_label: str | None = None,
         prompt_version: int | None = None,
         request_kwargs: dict[str, object] | None = None,  # mutable-ok: marker stamped into live request kwargs
+        injected_for_every_deployment: bool = False,
     ) -> tuple[str, list[AllMessageValues], dict]:
         from litellm.integrations.anthropic_cache_control_hook import AnthropicCacheControlHook
 
@@ -985,6 +995,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 AnthropicCacheControlHook.record_gateway_injection(
                     request_kwargs,
                     AnthropicCacheControlHook.count_request_cache_breakpoints(messages) - breakpoints_before,
+                    injected_for_every_deployment=injected_for_every_deployment,
                 )
         self.messages = messages
         return model, messages, non_default_params
@@ -1884,6 +1895,11 @@ class Logging(LiteLLMLoggingBaseClass):
             **kwargs,
         )
 
+    def record_partial_usage_for_failure(self, usage: Usage, response_cost: float) -> None:
+        """Stash what an interrupted stream already consumed so the failure log bills it instead of zero."""
+        self.model_call_details["combined_usage_object"] = usage
+        self.model_call_details["response_cost"] = response_cost
+
     async def dispatch_failure_handlers(
         self,
         exception: Exception,
@@ -2132,7 +2148,7 @@ class Logging(LiteLLMLoggingBaseClass):
             self.model_call_details["cache_hit"] = cache_hit
 
             if self.call_type == CallTypes.anthropic_messages.value:
-                result = self._handle_anthropic_messages_response_logging(result=result)
+                result = self._anthropic_messages_logged_response(result=result)
             elif (
                 self.call_type == CallTypes.generate_content.value
                 or self.call_type == CallTypes.agenerate_content.value
@@ -2959,13 +2975,25 @@ class Logging(LiteLLMLoggingBaseClass):
                     "Model=%s not found in completion cost map. Setting 'response_cost' to None", self.model
                 )
                 self.model_call_details["response_cost"] = None
+            except Exception:  # noqa: BLE001  # cost calculation must never block later callbacks (slot release)
+                verbose_logger.exception(
+                    "Error calculating streaming response cost for model=%s. Setting 'response_cost' to None",
+                    self.model,
+                )
+                self.model_call_details["response_cost"] = None
 
             self._merge_hidden_params_from_response_into_metadata(complete_streaming_response)
 
             ## STANDARDIZED LOGGING PAYLOAD
-            self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
-                complete_streaming_response, start_time, end_time
-            )
+            try:
+                self.model_call_details["standard_logging_object"] = self._build_standard_logging_payload(
+                    complete_streaming_response, start_time, end_time
+                )
+            except Exception:  # noqa: BLE001  # payload build must never block later callbacks (slot release)
+                verbose_logger.exception(
+                    "LiteLLM.LoggingError: [Non-Blocking] Exception building the standard logging payload "
+                    "for a streaming response; callbacks still run without it"
+                )
 
             # print standard logging payload
             if (standard_logging_payload := self.model_call_details.get("standard_logging_object")) is not None:
@@ -3005,32 +3033,39 @@ class Logging(LiteLLMLoggingBaseClass):
         ## LOGGING HOOK ##
 
         for callback in callbacks:
-            if isinstance(callback, CustomGuardrail):
-                from litellm.types.guardrails import GuardrailEventHooks
+            try:
+                if isinstance(callback, CustomGuardrail):
+                    from litellm.types.guardrails import GuardrailEventHooks
 
-                if (
-                    callback.should_run_guardrail(
-                        data=self.model_call_details,
-                        event_type=GuardrailEventHooks.logging_only,
+                    if (
+                        callback.should_run_guardrail(
+                            data=self.model_call_details,
+                            event_type=GuardrailEventHooks.logging_only,
+                        )
+                        is not True
+                    ):
+                        continue
+
+                    self.model_call_details, result = await callback.async_logging_hook(
+                        kwargs=self.model_call_details,
+                        result=result,
+                        call_type=self.call_type,
                     )
-                    is not True
-                ):
-                    continue
-
-                self.model_call_details, result = await callback.async_logging_hook(
-                    kwargs=self.model_call_details,
-                    result=result,
-                    call_type=self.call_type,
-                )
-            elif isinstance(callback, CustomLogger):
-                result = redact_message_input_output_from_custom_logger(
-                    result=result, litellm_logging_obj=self, custom_logger=callback
-                )
-                self.model_call_details, result = await callback.async_logging_hook(
-                    kwargs=self.model_call_details,
-                    result=result,
-                    call_type=self.call_type,
+                elif isinstance(callback, CustomLogger):
+                    result = redact_message_input_output_from_custom_logger(
+                        result=result, litellm_logging_obj=self, custom_logger=callback
+                    )
+                    self.model_call_details, result = await callback.async_logging_hook(
+                        kwargs=self.model_call_details,
+                        result=result,
+                        call_type=self.call_type,
+                    )
+            except Exception:  # noqa: BLE001  # one failing hook must not skip later callbacks (slot release)
+                verbose_logger.error(
+                    "LiteLLM.LoggingError: [Non-Blocking] Exception occurred in async_logging_hook %s",
+                    traceback.format_exc(),
                 )
+                self._handle_callback_failure(callback=callback)
 
         self.has_run_logging(event_type="async_success")
 
@@ -3783,6 +3818,23 @@ class Logging(LiteLLMLoggingBaseClass):
             )
         return None
 
+    def record_streamed_anthropic_message_id(self, message_id: str) -> None:
+        self.streamed_anthropic_message_id = message_id
+
+    def _anthropic_messages_logged_response(self, result: Any) -> ModelResponse:
+        """
+        The ModelResponse a /v1/messages spend_logs row is built from.
+
+        A streaming call bridged onto the Responses API is the one case where the `msg_` id the
+        caller was served is minted locally rather than issued upstream, so it is absent from the
+        response the row would otherwise be keyed on and has to be carried over here.
+        """
+        logged: Final = self._handle_anthropic_messages_response_logging(result=result)
+        streamed_message_id: Final = self.streamed_anthropic_message_id
+        if streamed_message_id is None:
+            return logged
+        return logged.model_copy(update={"id": streamed_message_id})
+
     def _handle_anthropic_messages_response_logging(self, result: Any) -> ModelResponse:
         """
         Handles logging for Anthropic messages responses.
@@ -3809,11 +3861,12 @@ class Logging(LiteLLMLoggingBaseClass):
         if isinstance(result, ResponsesAPIResponse):
             return self._translate_responses_api_response_to_model_response(result)
 
+        provider_response_id: Final = _provider_response_id(result)
         httpx_response: Final = self.model_call_details.get("httpx_response", None)
         if httpx_response and isinstance(httpx_response, httpx.Response):
             result = litellm.AnthropicConfig().transform_response(
                 raw_response=httpx_response,
-                model_response=litellm.ModelResponse(),
+                model_response=litellm.ModelResponse(id=provider_response_id),
                 model=self.model,
                 messages=[],
                 logging_obj=self,
@@ -3836,7 +3889,7 @@ class Logging(LiteLLMLoggingBaseClass):
                     status_code=200,
                     headers={},
                 ),
-                model_response=litellm.ModelResponse(),
+                model_response=litellm.ModelResponse(id=provider_response_id),
                 json_mode=None,
                 speed=self.optional_params.get("speed") if self.optional_params else None,
             )
@@ -3859,7 +3912,7 @@ class Logging(LiteLLMLoggingBaseClass):
             return LiteLLMResponsesTransformationHandler().transform_response(
                 model=self.model,
                 raw_response=result,
-                model_response=litellm.ModelResponse(),
+                model_response=litellm.ModelResponse(id=_provider_response_id(result)),
                 logging_obj=self,
                 request_data={},
                 messages=[],
@@ -3874,7 +3927,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 "usage-only ModelResponse to keep the spend_logs row.",
                 str(e),
             )
-            model_response: Final = litellm.ModelResponse()
+            model_response: Final = litellm.ModelResponse(id=_provider_response_id(result))
             model_response.model = self.model
             usage: Final = getattr(result, "usage", None)
             if usage is not None and ResponseAPILoggingUtils._is_response_api_usage(usage):
@@ -4371,13 +4424,15 @@ def _init_custom_logger_compatible_class(
             from litellm.integrations.otel.model.config import is_otel_v2_enabled
 
             if is_otel_v2_enabled():
-                from litellm.integrations.otel.logger import OpenTelemetryV2
+                from litellm.integrations.otel.logger import OpenTelemetryV2, build_otel_v2_logger
+                from litellm.integrations.otel.model.config import OpenTelemetryV2Config
 
                 for callback in _in_memory_loggers:
-                    if type(callback) is OpenTelemetryV2:
+                    if isinstance(callback, OpenTelemetryV2):
                         return callback
-                otel_logger_v2: Final = OpenTelemetryV2(
-                    **_get_custom_logger_settings_from_proxy_server(callback_name=logging_integration)
+                otel_settings: Final = _get_custom_logger_settings_from_proxy_server(callback_name=logging_integration)
+                otel_logger_v2: Final = build_otel_v2_logger(
+                    config=OpenTelemetryV2Config(**otel_settings), settings=otel_settings
                 )
                 _in_memory_loggers.append(otel_logger_v2)
                 _maybe_auto_initialize_arize_phoenix(_in_memory_loggers)
@@ -4740,7 +4795,7 @@ def _maybe_construct_otel_v2(callback_name: str, _in_memory_loggers: list[Custom
 
     if not is_otel_v2_enabled():
         return None
-    from litellm.integrations.otel.logger import OpenTelemetryV2
+    from litellm.integrations.otel.logger import OpenTelemetryV2, build_otel_v2_logger
     from litellm.integrations.otel.presets import PRESET_BY_CALLBACK
 
     preset_fn: Final = PRESET_BY_CALLBACK.get(callback_name)
@@ -4755,7 +4810,7 @@ def _maybe_construct_otel_v2(callback_name: str, _in_memory_loggers: list[Custom
         # If env vars are missing or the preset raises, defer to the legacy path
         # so customers get the same error story they had before V2 landed.
         return None
-    v2_logger: Final = OpenTelemetryV2(config=config, callback_name=callback_name)
+    v2_logger: Final = build_otel_v2_logger(config=config, callback_name=callback_name)
     _in_memory_loggers.append(v2_logger)
     return v2_logger
 
@@ -5829,14 +5884,28 @@ def _get_status_fields(
     #########################################################
     # Map - guardrail_information.guardrail_status to guardrail_status
     #########################################################
-    guardrail_status: GuardrailStatus = "not_run"
-    if guardrail_information and isinstance(guardrail_information, list):
-        for information in guardrail_information:
-            if isinstance(information, dict):
-                raw_status = information.get("guardrail_status", "not_run")
-                if raw_status != "not_run":
-                    guardrail_status = GUARDRAIL_STATUS_MAP.get(raw_status, "not_run")
-                    break
+    # Severity order, least severe first. The status aggregates across ALL
+    # guardrail entries rather than taking the first non-"not_run" one: a
+    # pre_call guardrail that passed (e.g. a mask) records its entry before a
+    # later guardrail's block, and first-wins would report a blocked request
+    # as "success".
+    GUARDRAIL_STATUS_SEVERITY: Final[tuple[GuardrailStatus, ...]] = (
+        "not_run",
+        "success",
+        "guardrail_failed_to_respond",
+        "guardrail_intervened",
+    )
+    entries: Final[Sequence[object]] = guardrail_information if isinstance(guardrail_information, list) else ()
+    raw_statuses: Final[Iterator[object]] = (
+        entry.get("guardrail_status", "not_run") for entry in entries if isinstance(entry, dict)
+    )
+    # A guardrail is free to write any value here, and an unhashable one would
+    # raise TypeError on the mapping lookup and drop the whole payload.
+    guardrail_status: Final[GuardrailStatus] = max(
+        (GUARDRAIL_STATUS_MAP.get(raw_status, "not_run") for raw_status in raw_statuses if isinstance(raw_status, str)),
+        key=GUARDRAIL_STATUS_SEVERITY.index,
+        default="not_run",
+    )
 
     return StandardLoggingPayloadStatusFields(llm_api_status=llm_api_status, guardrail_status=guardrail_status)
 
diff --git a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py
index 5504756ceb8..bf99035a6b1 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/tool_call_cost_tracking.py
@@ -5,6 +5,8 @@ Helper utilities for tracking the cost of built-in tools.
 from collections.abc import Mapping
 from typing import Final, Literal
 
+from pydantic import ValidationError
+
 import litellm
 from litellm.constants import OPENAI_FILE_SEARCH_COST_PER_1K_CALLS
 from litellm.litellm_core_utils.llm_cost_calc.utils import (
@@ -13,6 +15,7 @@ from litellm.litellm_core_utils.llm_cost_calc.utils import (
 from litellm.types.llms.openai import (
     FileSearchTool,
     ResponsesAPIResponse,
+    ResponsesToolUsage,
     WebSearchOptions,
 )
 from litellm.types.utils import (
@@ -32,6 +35,17 @@ def _output_item_type(output_item: object) -> str | None:
     return item_type if isinstance(item_type, str) else None
 
 
+def _reported_web_search_requests(response_object: ResponsesAPIResponse) -> int | None:
+    tool_usage: Final = getattr(response_object, "tool_usage", None)
+    if tool_usage is None:
+        return None
+    try:
+        web_search: Final = ResponsesToolUsage.model_validate(tool_usage).web_search
+    except ValidationError:
+        return None
+    return None if web_search is None else web_search.num_requests
+
+
 def _usage_reports_server_side_web_search_calls(usage: Usage) -> bool:
     details: Final = getattr(usage, "server_side_tool_usage_details", None)
     if not isinstance(details, Mapping):
@@ -182,15 +196,19 @@ class StandardBuiltInToolCostTracking:
 
         Providers that report a request count in usage (gemini, anthropic, xai, vertex) are handled by
         get_cost_for_web_search_request and never reach here. This path prices per call, so it must count
-        the web_search_call items. Chat-completions responses only expose url_citation annotations with no
-        count, so they floor to a single billable search.
+        the web_search_call items, unless the response reports the billable count itself
+        (Bedrock's tool_usage.web_search.num_requests, which excludes open_page fetches). Chat-completions
+        responses only expose url_citation annotations with no count, so they floor to a single billable search.
         """
-        if isinstance(response_object, ResponsesAPIResponse):
-            count = sum(
-                1 for output_item in response_object.output if _output_item_type(output_item) == "web_search_call"
-            )
-            return max(count, 1)
-        return 1
+        if not isinstance(response_object, ResponsesAPIResponse):
+            return 1
+        reported: Final = _reported_web_search_requests(response_object)
+        if reported is not None:
+            return reported
+        count: Final = sum(
+            1 for output_item in response_object.output if _output_item_type(output_item) == "web_search_call"
+        )
+        return max(count, 1)
 
     @staticmethod
     def _handle_file_search_cost(
diff --git a/litellm/litellm_core_utils/llm_cost_calc/utils.py b/litellm/litellm_core_utils/llm_cost_calc/utils.py
index b34c416cd40..8e24302b440 100644
--- a/litellm/litellm_core_utils/llm_cost_calc/utils.py
+++ b/litellm/litellm_core_utils/llm_cost_calc/utils.py
@@ -415,40 +415,64 @@ def _is_off_peak(off_peak: Mapping[str, object], current_time: datetime | None =
     return False
 
 
-def _coerce_off_peak_rate(value: object, default: float) -> float:
+@dataclass(frozen=True, slots=True)
+class TokenRates:
+    input_rate: float
+    output_rate: float
+    cache_read_rate: float
+    cache_creation_rate: float
+    reasoning_rate: float | None
+
+    @property
+    def billed_reasoning_rate(self) -> float:
+        return self.output_rate if self.reasoning_rate is None else self.reasoning_rate
+
+
+def _parse_off_peak_rate(value: object) -> float | None:
     if isinstance(value, bool):
-        return default
+        return None
     if isinstance(value, (int, float)):
         return float(value)
     if isinstance(value, str):
         try:
             return float(value)
         except ValueError:
-            return default
-    return default
+            return None
+    return None
 
 
-def _apply_off_peak_pricing(
-    model_info: ModelInfo,
-    current_time: datetime | None,
-    prompt_base_cost: float,
-    completion_base_cost: float,
-    cache_read_cost: float,
-) -> tuple[float, float, float]:
+def _off_peak_rate(off_peak: Mapping[str, object], key: str, standard_rate: float) -> float:
+    parsed: Final = _parse_off_peak_rate(off_peak.get(key))
+    return standard_rate if parsed is None else parsed
+
+
+def _open_off_peak_block(model_info: ModelInfo, current_time: datetime | None) -> Mapping[str, object] | None:
+    off_peak: Final = model_info.get("off_peak_pricing")
+    if not isinstance(off_peak, Mapping) or not _is_off_peak(off_peak, current_time):
+        return None
+    return off_peak
+
+
+def apply_off_peak_pricing(model_info: ModelInfo, current_time: datetime | None, rates: TokenRates) -> TokenRates:
     """Swap in off-peak per-token rates when the current UTC time is inside one of the model's
     off_peak_pricing rules, the every-day hours_utc windows or a day-of-week-qualified entry in
     windows. An off-peak rate replaces the rate that would otherwise apply rather than
     discounting it, so a model that also has tiered or above-threshold pricing bills the flat
     off-peak rate for the whole request while the window is open. Any rate left unset in
-    off_peak_pricing falls back to the standard rate.
+    off_peak_pricing falls back to the standard rate, so a block without
+    output_cost_per_reasoning_token keeps the model's own reasoning rate, or its off-peak output
+    rate when reasoning has no dedicated rate at all.
     """
-    off_peak: Final = model_info.get("off_peak_pricing")
-    if not isinstance(off_peak, Mapping) or not _is_off_peak(off_peak, current_time):
-        return prompt_base_cost, completion_base_cost, cache_read_cost
-    return (
-        _coerce_off_peak_rate(off_peak.get("input_cost_per_token"), prompt_base_cost),
-        _coerce_off_peak_rate(off_peak.get("output_cost_per_token"), completion_base_cost),
-        _coerce_off_peak_rate(off_peak.get("cache_read_input_token_cost"), cache_read_cost),
+    off_peak: Final = _open_off_peak_block(model_info, current_time)
+    if off_peak is None:
+        return rates
+    off_peak_reasoning_rate: Final = _parse_off_peak_rate(off_peak.get("output_cost_per_reasoning_token"))
+    return TokenRates(
+        input_rate=_off_peak_rate(off_peak, "input_cost_per_token", rates.input_rate),
+        output_rate=_off_peak_rate(off_peak, "output_cost_per_token", rates.output_rate),
+        cache_read_rate=_off_peak_rate(off_peak, "cache_read_input_token_cost", rates.cache_read_rate),
+        cache_creation_rate=_off_peak_rate(off_peak, "cache_creation_input_token_cost", rates.cache_creation_rate),
+        reasoning_rate=rates.reasoning_rate if off_peak_reasoning_rate is None else off_peak_reasoning_rate,
     )
 
 
@@ -458,14 +482,28 @@ def _apply_off_peak_to_base_costs(
     base_costs: tuple[float, float, float, float, float],
 ) -> tuple[float, float, float, float, float]:
     """Apply off-peak rates to an already-resolved set of base costs, whichever pricing path
-    produced them. Cache-creation rates are passed through untouched, since off_peak_pricing
-    has no field for them.
+    produced them. The one-hour cache-creation rate passes through untouched, since
+    off_peak_pricing has no field for it, and reasoning is left to _resolve_billed_reasoning_rate.
     """
     prompt, completion, cache_creation, cache_creation_above_1hr, cache_read = base_costs
-    off_peak_prompt, off_peak_completion, off_peak_cache_read = _apply_off_peak_pricing(
-        model_info, current_time, prompt, completion, cache_read
+    rates: Final = apply_off_peak_pricing(
+        model_info,
+        current_time,
+        TokenRates(
+            input_rate=prompt,
+            output_rate=completion,
+            cache_read_rate=cache_read,
+            cache_creation_rate=cache_creation,
+            reasoning_rate=None,
+        ),
+    )
+    return (
+        rates.input_rate,
+        rates.output_rate,
+        rates.cache_creation_rate,
+        cache_creation_above_1hr,
+        rates.cache_read_rate,
     )
-    return (off_peak_prompt, off_peak_completion, cache_creation, cache_creation_above_1hr, off_peak_cache_read)
 
 
 def _get_token_base_cost(
@@ -1029,6 +1067,29 @@ def _resolve_reasoning_token_cost(
     return standard_reasoning_cost if standard_reasoning_cost is not None else completion_base_cost
 
 
+def _resolve_billed_reasoning_rate(
+    model_info: ModelInfo,
+    usage: Usage,
+    service_tier: str | None,
+    completion_base_cost: float,
+    current_time: datetime | None,
+) -> float:
+    off_peak: Final = _open_off_peak_block(model_info, current_time)
+    off_peak_reasoning_rate: Final = (
+        None if off_peak is None else _parse_off_peak_rate(off_peak.get("output_cost_per_reasoning_token"))
+    )
+    if off_peak_reasoning_rate is not None:
+        return off_peak_reasoning_rate
+    tiered_reasoning_rate: Final = _get_tiered_reasoning_rate(model_info=model_info, usage=usage)
+    if tiered_reasoning_rate is not None:
+        return tiered_reasoning_rate
+    return _resolve_reasoning_token_cost(
+        model_info=model_info,
+        service_tier=service_tier,
+        completion_base_cost=completion_base_cost,
+    )
+
+
 def generic_cost_per_token(
     model: str,
     usage: Usage,
@@ -1037,6 +1098,7 @@ def generic_cost_per_token(
     data_residency: str | None = None,
     model_info: ModelInfo | None = None,
     vertex_location: str | None = None,
+    current_time: datetime | None = None,
 ) -> tuple[float, float]:
     """
     Calculates the cost per token for a given model, prompt tokens, and completion tokens.
@@ -1051,6 +1113,7 @@ def generic_cost_per_token(
         - vertex_location: optional Vertex AI location the request was served from
           (e.g. "us-east5", "global"), used to apply the per-model
           regional-endpoint uplift multiplier when non-global.
+        - current_time: the moment the request is billed at, for off_peak_pricing; defaults to now, UTC
 
     Returns:
         Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd
@@ -1117,6 +1180,7 @@ def generic_cost_per_token(
             usage.prompt_tokens - cache_hit - audio_tokens - cache_creation - image_tokens - video_tokens, 0
         )
 
+    billing_time: Final = current_time if current_time is not None else datetime.now(timezone.utc)
     (
         prompt_base_cost,
         completion_base_cost,
@@ -1127,6 +1191,7 @@ def generic_cost_per_token(
         model_info=model_info,
         usage=usage,
         service_tier=service_tier,
+        current_time=billing_time,
         threshold_is_inclusive=_uses_inclusive_token_thresholds(custom_llm_provider),
     )
 
@@ -1185,17 +1250,13 @@ def generic_cost_per_token(
 
     ## REASONING COST
     if not is_text_tokens_total and reasoning_tokens and reasoning_tokens > 0:
-        tiered_reasoning_rate: Final = _get_tiered_reasoning_rate(model_info=model_info, usage=usage)
-        _output_cost_per_reasoning_token = (
-            tiered_reasoning_rate
-            if tiered_reasoning_rate is not None
-            else _resolve_reasoning_token_cost(
-                model_info=model_info,
-                service_tier=service_tier,
-                completion_base_cost=completion_base_cost,
-            )
+        completion_cost += float(reasoning_tokens) * _resolve_billed_reasoning_rate(
+            model_info=model_info,
+            usage=usage,
+            service_tier=service_tier,
+            completion_base_cost=completion_base_cost,
+            current_time=billing_time,
         )
-        completion_cost += float(reasoning_tokens) * _output_cost_per_reasoning_token
 
     ## IMAGE COST
     if not is_text_tokens_total and image_tokens and image_tokens > 0:
@@ -1247,6 +1308,7 @@ def get_token_type_cost_breakdown(
     service_tier: str | None = None,
     data_residency: str | None = None,
     vertex_location: str | None = None,
+    current_time: datetime | None = None,
 ) -> TokenTypeCostBreakdown:
     """
     Provider-agnostic cost of reasoning and cache tokens, derived from the usage
@@ -1265,6 +1327,7 @@ def get_token_type_cost_breakdown(
     except Exception:
         return TokenTypeCostBreakdown(0.0, 0.0, 0.0)
 
+    billing_time: Final = current_time if current_time is not None else datetime.now(timezone.utc)
     (
         _prompt_base_cost,
         completion_base_cost,
@@ -1275,6 +1338,7 @@ def get_token_type_cost_breakdown(
         model_info=model_info,
         usage=usage,
         service_tier=service_tier,
+        current_time=billing_time,
         threshold_is_inclusive=_uses_inclusive_token_thresholds(custom_llm_provider),
     )
 
@@ -1284,18 +1348,12 @@ def get_token_type_cost_breakdown(
     if not reasoning_tokens:
         reasoning_tokens = _coerce_token_count(getattr(usage, "reasoning_tokens", 0))
 
-    # Reasoning is billed at the selected tier's reasoning rate for tiered models,
-    # else at the service-tier-aware per-reasoning-token rate - this mirrors how the
-    # total completion cost is computed, so the breakdown can never diverge from it.
-    tiered_reasoning_rate: Final = _get_tiered_reasoning_rate(model_info=model_info, usage=usage)
-    reasoning_rate: Final = (
-        tiered_reasoning_rate
-        if tiered_reasoning_rate is not None
-        else _resolve_reasoning_token_cost(
-            model_info=model_info,
-            service_tier=service_tier,
-            completion_base_cost=completion_base_cost,
-        )
+    reasoning_rate: Final = _resolve_billed_reasoning_rate(
+        model_info=model_info,
+        usage=usage,
+        service_tier=service_tier,
+        completion_base_cost=completion_base_cost,
+        current_time=billing_time,
     )
     reasoning_cost = float(reasoning_tokens) * reasoning_rate
 
diff --git a/litellm/litellm_core_utils/prompt_templates/common_utils.py b/litellm/litellm_core_utils/prompt_templates/common_utils.py
index 2fca19dc8d1..17ebde83eee 100644
--- a/litellm/litellm_core_utils/prompt_templates/common_utils.py
+++ b/litellm/litellm_core_utils/prompt_templates/common_utils.py
@@ -1281,6 +1281,19 @@ def flatten_top_level_schema_combinators(schema: Mapping[str, object]) -> Mappin
     return _flatten_schema_against_root(schema, schema, frozenset(), 0, {})  # mutable-ok: fresh per-call $ref memo
 
 
+def tool_with_flattened_parameters(tool: Mapping[str, object]) -> Mapping[str, object]:
+    function: Final = tool.get("function")
+    if not isinstance(function, dict):
+        return tool
+    parameters: Final = function.get("parameters")
+    if not isinstance(parameters, dict):
+        return tool
+    flattened: Final = flatten_top_level_schema_combinators(parameters)
+    if flattened is parameters:
+        return tool
+    return {**tool, "function": {**function, "parameters": flattened}}  # mutable-ok: request tools are JSON dicts
+
+
 def _get_image_mime_type_from_url(url: str) -> str | None:
     """
     Get mime type for common image URLs
@@ -1541,6 +1554,22 @@ def with_prompt_cache_breakpoint(target: _MarkedT, marker: object) -> _MarkedT:
     return cast(_MarkedT, marked)  # cast-ok: same block shape as the input plus the marker key
 
 
+LITELLM_INTERNAL_MESSAGE_FIELDS: Final = frozenset({"thinking_blocks", "reasoning_content", "provider_specific_fields"})
+
+
+def strip_litellm_internal_message_fields(message: AllMessageValues) -> AllMessageValues:
+    """Drop the fields litellm attaches to assistant messages (e.g. when translating Anthropic thinking
+    blocks) that OpenAI-compatible endpoints with strict schemas reject as extra inputs."""
+    if LITELLM_INTERNAL_MESSAGE_FIELDS.isdisjoint(message):
+        return message
+    return cast(  # cast-ok: same TypedDict minus internal keys
+        AllMessageValues,
+        {  # mutable-ok: provider transforms mutate message dicts in place downstream
+            key: value for key, value in message.items() if key not in LITELLM_INTERNAL_MESSAGE_FIELDS
+        },
+    )
+
+
 def filter_value_from_dict(dictionary: dict, key: str, depth: int = 0) -> Any:
     """
     Filters a value from a dictionary
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index e6402e8c1bd..ba59e3fa997 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -4957,10 +4957,13 @@ def make_valid_bedrock_tool_name(input_tool_name: str) -> str:
 
 
 def add_cache_point_tool_block(tool: dict, model: str | None = None) -> BedrockToolBlock | None:
-    from litellm.llms.bedrock.common_utils import is_claude_4_5_on_bedrock
+    from litellm.llms.bedrock.common_utils import (
+        bedrock_model_accepts_cache_points,
+        is_claude_4_5_on_bedrock,
+    )
 
     cache_control: Final = tool.get("cache_control", None)
-    if cache_control is not None:
+    if cache_control is not None and bedrock_model_accepts_cache_points(model):
         cache_point: Final = cache_control.get("type", "ephemeral")
         if cache_point == "ephemeral":
             cache_point_block: Final[CachePointBlock] = {"type": "default"}
diff --git a/litellm/litellm_core_utils/secret_redaction.py b/litellm/litellm_core_utils/secret_redaction.py
index 5d5bd547d22..390abf41955 100644
--- a/litellm/litellm_core_utils/secret_redaction.py
+++ b/litellm/litellm_core_utils/secret_redaction.py
@@ -11,7 +11,7 @@ from typing import Final
 
 from litellm.constants import MINIMUM_CUSTOM_KEY_LENGTH
 
-_REDACTED: Final = "REDACTED"
+REDACTED: Final = "REDACTED"
 
 
 def _build_secret_patterns() -> "re.Pattern[str]":
@@ -30,6 +30,11 @@ def _build_secret_patterns() -> "re.Pattern[str]":
         r"Basic\s+[A-Za-z0-9+/]{10,}={0,2}",
         # OpenAI / Anthropic sk- prefixed keys
         rf"sk-[A-Za-z0-9\-_]{{{MINIMUM_CUSTOM_KEY_LENGTH - len('sk-')},}}",
+        # Credentials passed as URL query params. Terminated by "&" like the key=
+        # and sig= patterns below, so the rest of the request line survives in an
+        # access log. Must precede the generic patterns to win at the same position.
+        r"(?<=[?&])(?:api[_-]?key|\w*(?:token|password|passwd|client_secret|secret_key|_secret))"
+        r"=[^\s&'\"]+",
         # Generic api_key / api-key / apikey (handles 'key': 'value' dict repr)
         r"(?:api[_-]?key)['\"]?\s*[:=]\s*['\"]?[^\s,'\"})\]{}>]{8,}",
         # x-api-key / api-key header values (handles 'key': 'value' dict repr)
@@ -45,8 +50,10 @@ def _build_secret_patterns() -> "re.Pattern[str]":
         # Word boundary prevents O(n^2) backtracking on long word-char runs.
         r"(?:^|(?<=\W))\w*(?:password|passwd|client_secret|secret_key|_secret)"
         r"['\"]?\s*[:=]\s*['\"]?[^\s,'\"})\]{}>]+",
-        # Database connection string credentials (scheme://user:pass@host)
-        r"(?<=://)[^\s'\"]*:[^\s'\"@]+(?=@)",
+        # Database connection string credentials (scheme://user:pass@host).
+        # The user half stops at the ":" separator and both halves are length-capped,
+        # so a long attacker-supplied URL cannot backtrack quadratically.
+        r"(?<=://)[^\s'\":]{0,4096}:[^\s'\"]{1,4096}(?=@)",
         # Databricks personal access tokens
         r"dapi[0-9a-f]{32}",
         # Module-level provider keys logged as litellm.<provider>_key=<value>
@@ -67,8 +74,10 @@ def _build_secret_patterns() -> "re.Pattern[str]":
         r"""['\"]?\s*[:=]\s*['\"]?[^\s,'\"})\]{}>]+""",
         # Raw JWTs (without Bearer prefix)
         r"\beyJ[A-Za-z0-9_-]{10,}\.[A-Za-z0-9_-]+\.[A-Za-z0-9_-]*",
-        # Azure SAS tokens in URLs
-        r"[?&]sig=[A-Za-z0-9%+/=]+",
+        # Azure SAS tokens in URLs. The delimiter is a lookbehind, like the
+        # `key=` pattern above, so the `?` or `&` survives and the redacted URL
+        # stays well formed (this string is often a request line in a log).
+        r"(?<=[?&])sig=[A-Za-z0-9%+/=]+",
         # Full JSON service-account blobs (single-line and multi-line)
         r'\{[^{}]*"type"\s*:\s*"service_account"[^{}]*(?:\{[^{}]*\}[^{}]*)*\}',
     ]
@@ -80,7 +89,28 @@ _SECRET_RE: Final = _build_secret_patterns()
 
 def redact_string(value: str) -> str:
     """Scrub known secret/credential patterns from *value* and return the result."""
-    return _SECRET_RE.sub(_REDACTED, value)
+    return _SECRET_RE.sub(REDACTED, value)
+
+
+_UNIX_SYSTEM_PATH: Final = r"/(?:etc|var|opt|usr|home|root|private|Users|tmp|mnt|srv)/[^\s'\"\)\]}>,]+"
+_WINDOWS_DRIVE_PATH: Final = r"[A-Za-z]:\\[^\s'\"\)\]}>,]+"
+_PRIVATE_OR_LOOPBACK_IPV4: Final = (
+    r"\b(?:10(?:\.\d{1,3}){3}|172\.(?:1[6-9]|2\d|3[01])(?:\.\d{1,3}){2}|192\.168(?:\.\d{1,3}){2}|127(?:\.\d{1,3}){3})\b"
+)
+_INTERNAL_SUFFIX_HOSTNAME: Final = r"\b[A-Za-z0-9-]+(?:\.[A-Za-z0-9-]+)*\.(?:internal|local|corp|lan|intra|private)\b"
+_INTERNAL_DETAIL_RE: Final = re.compile(
+    "|".join((_UNIX_SYSTEM_PATH, _WINDOWS_DRIVE_PATH, _PRIVATE_OR_LOOPBACK_IPV4, _INTERNAL_SUFFIX_HOSTNAME)),
+    re.IGNORECASE,
+)
+_TRACEBACK_MARKER: Final = "Traceback (most recent call last):"
+
+
+def redact_internal_details(value: str) -> str:
+    """Drop an embedded traceback and scrub filesystem paths and internal hostnames,
+    on top of redact_string(). For client-facing messages only: server logs keep this detail."""
+    marker_index: Final = value.find(_TRACEBACK_MARKER)
+    without_traceback: Final = value[:marker_index].rstrip() if marker_index != -1 else value
+    return _INTERNAL_DETAIL_RE.sub(REDACTED, redact_string(without_traceback))
 
 
 def redact_structured_value(key: str | None, value: str) -> str:
@@ -96,4 +126,4 @@ def redact_structured_value(key: str | None, value: str) -> str:
     if scrubbed != value or key is None:
         return scrubbed
     rendered: Final = f"'{key}': '{value}'"
-    return _REDACTED if redact_string(rendered) != rendered else value
+    return REDACTED if redact_string(rendered) != rendered else value
diff --git a/litellm/litellm_core_utils/sensitive_data_masker.py b/litellm/litellm_core_utils/sensitive_data_masker.py
index 3d60c1bda12..15b2c879224 100644
--- a/litellm/litellm_core_utils/sensitive_data_masker.py
+++ b/litellm/litellm_core_utils/sensitive_data_masker.py
@@ -1,9 +1,10 @@
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
 from typing import Any, Final
 
 from pydantic import BaseModel
 
-from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER
+from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH, DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER
+from litellm.litellm_core_utils.secret_redaction import REDACTED
 
 
 class SensitiveDataMasker:
@@ -214,6 +215,46 @@ def mask_sensitive_keys(data: dict[str, Any], sensitive_fields: set[str]) -> dic
     return masked
 
 
+def redact_credentials_in_payload(data: Mapping[str, object]) -> Mapping[str, object]:
+    """Return a copy of ``data`` where every value under a credential-named key is
+    replaced by the shared ``REDACTED`` marker, nested mappings are recursed into,
+    and every other value is preserved by identity.
+
+    Sensitive-key detection is delegated to the shared :class:`SensitiveDataMasker`,
+    so the credential names stay in one place. Unlike
+    :func:`mask_credentials_in_payload`, no prefix or suffix of the secret survives
+    and non-string secrets are covered too, which is what a payload rendered
+    straight to stdout needs. ``None`` is preserved so an unset credential still
+    reads as unset, and lists and tuples are rebuilt element by element so a
+    credential nested inside one is caught as well. The walk is bounded only to stop
+    runaway recursion, and a container sitting at that bound is replaced wholesale
+    rather than passed through, so burying a credential deeper than the walk goes
+    hides it instead of exposing it.
+    """
+    return _redact_mapping(data, 0)
+
+
+def _redact_mapping(data: Mapping[str, object], depth: int) -> Mapping[str, object]:
+    return {key: _redact_entry(key, value, depth) for key, value in data.items()}
+
+
+def _redact_entry(key: str, value: object, depth: int) -> object:
+    if value is not None and _default_masker.is_sensitive_key(key):
+        return REDACTED
+    if not isinstance(value, (Mapping, list, tuple)):
+        return value
+    if depth >= DEFAULT_MAX_RECURSE_DEPTH:
+        return REDACTED
+    if isinstance(value, Mapping):
+        return _redact_mapping(value, depth + 1)
+    return _redact_sequence(value, depth + 1)
+
+
+def _redact_sequence(values: Sequence[object], depth: int) -> Sequence[object]:
+    redacted: Final = tuple(_redact_entry("", item, depth) for item in values)
+    return redacted if isinstance(values, tuple) else list(redacted)
+
+
 # Usage example:
 """
 masker = SensitiveDataMasker()
diff --git a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
index 3978a01a5db..0e01577b20e 100644
--- a/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
+++ b/litellm/litellm_core_utils/streaming_chunk_builder_utils.py
@@ -36,6 +36,8 @@ from litellm.types.utils import (
 from litellm.utils import print_verbose, token_counter
 
 if TYPE_CHECKING:
+    from openai.types.completion_usage import CompletionUsage
+
     from litellm.litellm_core_utils.litellm_logging import Logging
     from litellm.types.litellm_core_utils.streaming_chunk_builder_utils import (
         UsagePerChunk,
@@ -794,7 +796,7 @@ class ChunkProcessor:
 
     @staticmethod
     def _extract_usage_chunk(chunk: "_UsageBearingChunk | ModelResponse | ModelResponseStream") -> Usage | None:
-        usage_chunk: Usage | None = None
+        usage_chunk: Usage | CompletionUsage | None = None
         if hasattr(chunk, "usage") and chunk.usage is not None:
             usage_chunk = chunk.usage
         elif "usage" in chunk:
@@ -806,7 +808,9 @@ class ChunkProcessor:
 
         if isinstance(usage_chunk, dict):
             return Usage(**usage_chunk)
-        return usage_chunk
+        if usage_chunk is None or isinstance(usage_chunk, Usage):
+            return usage_chunk
+        return Usage(**usage_chunk.model_dump())
 
     def _calculate_usage_per_chunk(
         self,
diff --git a/litellm/litellm_core_utils/streaming_handler.py b/litellm/litellm_core_utils/streaming_handler.py
index 480b1921c18..6ae17bac6ff 100644
--- a/litellm/litellm_core_utils/streaming_handler.py
+++ b/litellm/litellm_core_utils/streaming_handler.py
@@ -54,6 +54,7 @@ FUNCTION_CALL_ATTRIBUTE: Final = "function_call"
 _SYNC_ITER_EXHAUSTED: Final = object()
 
 _GCHUNK_FIELDS: Final[frozenset] = frozenset(GChunk.__annotations__)
+_USAGE_COST_HEADER_PROVIDERS: Final[frozenset[str]] = frozenset({LlmProviders.OPENROUTER.value})
 
 
 def _next_sync_or_exhausted(it: Any) -> object:
@@ -1886,8 +1887,8 @@ class CustomStreamWrapper:
     @staticmethod
     def _resolve_provider_reported_cost(usage_cost: object) -> float | None:
         """
-        Providers report usage.cost either as a number or, for Perplexity, as a
-        breakdown object whose total lives under ``total_cost``.
+        Providers report usage.cost either as a number or as a breakdown object
+        whose total lives under ``total_cost``.
         """
         if isinstance(usage_cost, bool):
             return None
@@ -1900,12 +1901,10 @@ class CustomStreamWrapper:
     @staticmethod
     def _propagate_usage_cost_to_hidden_params(
         response: "ModelResponse",
+        custom_llm_provider: str | None,
     ) -> None:
-        """
-        If the assembled response carries a provider-reported cost on
-        usage.cost, copy it into _hidden_params so litellm's cost
-        calculator uses it instead of a token-based estimate.
-        """
+        if custom_llm_provider not in _USAGE_COST_HEADER_PROVIDERS:
+            return
         _usage: Final[Usage | None] = getattr(response, "usage", None)
         _cost: Final = CustomStreamWrapper._resolve_provider_reported_cost(getattr(_usage, "cost", None))
         if _cost is not None:
@@ -2020,7 +2019,7 @@ class CustomStreamWrapper:
 
                 response = self.model_response_creator()
                 if complete_streaming_response is not None:
-                    self._propagate_usage_cost_to_hidden_params(complete_streaming_response)
+                    self._propagate_usage_cost_to_hidden_params(complete_streaming_response, self.custom_llm_provider)
 
                     setattr(
                         response,
@@ -2270,7 +2269,7 @@ class CustomStreamWrapper:
 
             response: Final = self.model_response_creator()
             if complete_streaming_response is not None:
-                self._propagate_usage_cost_to_hidden_params(complete_streaming_response)
+                self._propagate_usage_cost_to_hidden_params(complete_streaming_response, self.custom_llm_provider)
 
                 setattr(
                     response,
@@ -2338,6 +2337,9 @@ class CustomStreamWrapper:
         else:
             self.sent_last_chunk = True
             processed_chunk: Final = self.finish_reason_handler()
+            if self.stream_options is None:
+                usage: Final = calculate_total_usage(chunks=self.chunks)
+                processed_chunk._hidden_params["usage"] = usage  # pyright: ignore[reportPrivateUsage]  # sync parity
             # see sync __next__'s sibling branch: deliberately do NOT restore
             # here - this chunk is still this call's own data, and restoring
             # before returning it would corrupt the caller's own log
diff --git a/litellm/llms/a2a/chat/guardrail_translation/handler.py b/litellm/llms/a2a/chat/guardrail_translation/handler.py
index f1c7451796d..5c30ff4747a 100644
--- a/litellm/llms/a2a/chat/guardrail_translation/handler.py
+++ b/litellm/llms/a2a/chat/guardrail_translation/handler.py
@@ -17,7 +17,10 @@ from typing import TYPE_CHECKING, Any, Final, Optional
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm._logging import verbose_proxy_logger
-from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
+from litellm.llms.base_llm.guardrail_translation.base_translation import (
+    BaseTranslation,
+    StreamingScanKey,
+)
 from litellm.types.utils import GenericGuardrailAPIInputs
 
 if TYPE_CHECKING:
@@ -313,9 +316,14 @@ class A2AGuardrailHandler(BaseTranslation):
 
         return responses_so_far
 
+    def get_streaming_scan_key(self, responses_so_far: Sequence[object]) -> StreamingScanKey | None:
+        _, valid_parsed = self._parse_streaming_responses(responses_so_far)
+        combined_text, _ = self._collect_text_from_parsed_chunks(valid_parsed)
+        return StreamingScanKey(texts=(combined_text,))
+
     def _parse_streaming_responses(
         self,
-        responses_so_far: list[object],
+        responses_so_far: Sequence[object],
     ) -> tuple[list[dict[str, object] | None], list[tuple[int, dict[str, object]]]]:
         """Parse JSON-RPC items, returning aligned parsed list and valid entries."""
         parsed: Final[list[dict[str, object] | None]] = [None] * len(responses_so_far)
diff --git a/litellm/llms/anthropic/chat/guardrail_translation/handler.py b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
index c7d12e5cf3a..c23797f72af 100644
--- a/litellm/llms/anthropic/chat/guardrail_translation/handler.py
+++ b/litellm/llms/anthropic/chat/guardrail_translation/handler.py
@@ -26,7 +26,10 @@ from litellm.llms.anthropic.experimental_pass_through.adapters.transformation im
     LiteLLMAnthropicMessagesAdapter,
     is_provider_native_tool_dict,
 )
-from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
+from litellm.llms.base_llm.guardrail_translation.base_translation import (
+    BaseTranslation,
+    StreamingScanKey,
+)
 from litellm.llms.base_llm.guardrail_translation.utils import (
     anthropic_tool_name,
     anthropic_tool_names,
@@ -36,6 +39,7 @@ from litellm.llms.base_llm.guardrail_translation.utils import (
     merge_guardrailed_scoped_messages,
     merge_returned_tools_into_request_tools,
     scoped_structured_message_indices,
+    stream_item_fingerprint,
 )
 from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
     AnthropicPassthroughLoggingHandler,
@@ -1176,6 +1180,25 @@ class AnthropicMessagesHandler(BaseTranslation):
             inputs["model"] = response_model
         return inputs
 
+    def get_streaming_scan_key(self, responses_so_far: Sequence[object]) -> StreamingScanKey | None:
+        stream_ended: Final = self._check_streaming_has_ended(responses_so_far)
+        return StreamingScanKey(
+            texts=(self.get_streaming_string_so_far(responses_so_far),),
+            tool_calls=self._streamed_tool_use_fingerprints(responses_so_far) if stream_ended else (),
+            stream_ended=stream_ended,
+        )
+
+    @classmethod
+    def _streamed_tool_use_fingerprints(cls, responses_so_far: Sequence[object]) -> tuple[str, ...]:
+        return tuple(
+            stream_item_fingerprint(block)
+            for item in responses_so_far
+            for event in cls._iter_sse_events(item)
+            if event.get("type") == "content_block_start"
+            and isinstance(block := event.get("content_block"), Mapping)
+            and block.get("type") == "tool_use"
+        )
+
     def get_streaming_string_so_far(self, responses_so_far: Sequence[object]) -> str:
         """
         Parse streaming responses and extract accumulated text content.
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index aa805ccea71..5f7ac73c919 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -1565,6 +1565,9 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
                         optional_params.pop("thinking", None)
                 else:
                     optional_params["thinking"] = value
+                    AnthropicModelInfo.translate_legacy_thinking_for_adaptive_model(
+                        model=model, optional_params=optional_params, custom_llm_provider=self._resolved_provider
+                    )
             elif param == "reasoning_effort":
                 # Accept both string ("low") and dict ({"effort": "low",
                 # "summary": "concise"}). The Responses->Chat parser keeps the
diff --git a/litellm/llms/anthropic/common_utils.py b/litellm/llms/anthropic/common_utils.py
index c60ebd844ba..6079b709bcc 100644
--- a/litellm/llms/anthropic/common_utils.py
+++ b/litellm/llms/anthropic/common_utils.py
@@ -13,7 +13,12 @@ import httpx
 from pydantic import BaseModel, ConfigDict, TypeAdapter, ValidationError
 
 import litellm
-from litellm.constants import DEFAULT_MODEL_CREATED_AT_TIME
+from litellm.constants import (
+    DEFAULT_MODEL_CREATED_AT_TIME,
+    DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
+    DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
+)
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
     get_file_ids_from_messages,
 )
@@ -534,6 +539,51 @@ class AnthropicModelInfo(BaseLLMModelInfo):
         )
         optional_params.pop("thinking", None)
 
+    @staticmethod
+    def translate_legacy_thinking_for_adaptive_model(
+        model: str,
+        optional_params: MutableMapping[str, object],  # mutable-ok: in-place out-param like the sibling helpers
+        custom_llm_provider: str,
+    ) -> None:
+        """Translate legacy ``thinking.type=enabled`` to adaptive for the
+        adaptive-thinking models that reject it (4.7+ and the 5 families).
+        Models flagged ``supports_legacy_thinking`` (the 4.6 family) accept the
+        legacy shape natively, so it is forwarded verbatim and the caller's
+        ``budget_tokens`` cap keeps applying. Caller-provided
+        ``output_config.effort`` is never overridden.
+        """
+        if not AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider):
+            return
+        if AnthropicModelInfo._supports_legacy_thinking(model, custom_llm_provider):
+            return
+        thinking: Final = optional_params.get("thinking")
+        if not isinstance(thinking, dict) or thinking.get("type") != "enabled":
+            return
+
+        effort: Final = AnthropicModelInfo._legacy_budget_to_effort(
+            model=model,
+            budget_tokens=int(thinking.get("budget_tokens") or 0),
+            custom_llm_provider=custom_llm_provider,
+        )
+        existing_output_config: Final = optional_params.get("output_config")
+        optional_params["thinking"] = {"type": "adaptive"}
+        optional_params["output_config"] = {
+            "effort": effort,
+            **(existing_output_config if isinstance(existing_output_config, dict) else MappingProxyType({})),
+        }
+
+    @staticmethod
+    def _legacy_budget_to_effort(model: str, budget_tokens: int, custom_llm_provider: str) -> str:
+        if budget_tokens >= DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET and (
+            AnthropicModelInfo._supports_model_capability(model, "supports_xhigh_reasoning_effort", custom_llm_provider)
+        ):
+            return "xhigh"
+        if budget_tokens >= DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET:
+            return "high"
+        if budget_tokens >= DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET:
+            return "medium"
+        return "low"
+
     def is_effort_used(
         self,
         optional_params: dict | None,
@@ -1361,6 +1411,97 @@ def flatten_unencrypted_web_search_results_in_anthropic_messages(  # mutable-ok:
     return [_flatten_web_search_results_in_message(m) for m in messages]  # mutable-ok: JSON wire format
 
 
+def _normalized_cache_control(cache_control: object) -> dict[str, str] | None:  # mutable-ok: JSON wire format
+    if not isinstance(cache_control, Mapping):
+        return None
+    cache_type: Final = cache_control.get("type")
+    return {"type": cache_type if isinstance(cache_type, str) else "ephemeral"}  # mutable-ok: JSON wire format
+
+
+def _with_portable_cache_control(block: Mapping[str, object]) -> dict[str, object]:  # mutable-ok: JSON wire format
+    if "cache_control" not in block:
+        return dict(block)  # mutable-ok: JSON wire format
+    normalized: Final = _normalized_cache_control(block["cache_control"])
+    rest: Final = {key: value for key, value in block.items() if key != "cache_control"}  # mutable-ok: JSON wire format
+    return rest if normalized is None else {**rest, "cache_control": normalized}  # mutable-ok: JSON wire format
+
+
+def _with_portable_cache_control_in_blocks(blocks: object) -> object:
+    if isinstance(blocks, str) or not isinstance(blocks, Sequence):
+        return blocks
+    return [  # mutable-ok: JSON wire format
+        _with_portable_cache_control(block) if isinstance(block, Mapping) else block for block in blocks
+    ]
+
+
+def _with_portable_cache_control_in_content_block(block: object) -> object:
+    if not isinstance(block, Mapping):
+        return block
+    portable: Final = _with_portable_cache_control(block)
+    if portable.get("type") != "tool_result" or "content" not in portable:
+        return portable
+    return {  # mutable-ok: JSON wire format
+        **portable,
+        "content": _with_portable_cache_control_in_blocks(portable["content"]),
+    }
+
+
+def _with_portable_cache_control_in_message(message: object) -> object:
+    if not isinstance(message, Mapping) or "content" not in message:
+        return message
+    content: Final = message["content"]
+    if isinstance(content, str) or not isinstance(content, Sequence):
+        return message
+    return {  # mutable-ok: JSON wire format
+        **message,
+        "content": [  # mutable-ok: JSON wire format
+            _with_portable_cache_control_in_content_block(block) for block in content
+        ],
+    }
+
+
+def _with_portable_cache_control_in_messages(messages: object) -> object:
+    if isinstance(messages, str) or not isinstance(messages, Sequence):
+        return messages
+    return [  # mutable-ok: JSON wire format
+        _with_portable_cache_control_in_message(message) for message in messages
+    ]
+
+
+def _with_portable_cache_control_in_scoped_value(key: str, value: object) -> object:
+    match key:
+        case "system" | "tools":
+            return _with_portable_cache_control_in_blocks(value)
+        case "messages":
+            return _with_portable_cache_control_in_messages(value)
+        case _:
+            return value
+
+
+def normalize_cache_control_in_anthropic_payload(
+    payload: Mapping[str, object],
+) -> dict[str, object]:  # mutable-ok: JSON wire format
+    """
+    Return a copy of an Anthropic /v1/messages payload with every
+    ``cache_control`` entry reduced to ``{"type": <its type, or "ephemeral">}``
+    at the places the Messages API defines it: the request itself, system
+    blocks, tools, message content blocks, and ``tool_result`` content blocks.
+    Application data such as ``tool_use.input`` and tool ``input_schema`` is
+    never touched, even when it happens to contain a ``cache_control`` key.
+
+    Anthropic itself accepts prompt-caching extensions such as ``ttl``, but
+    strict non-Anthropic implementations of the Messages API validate the field
+    literally and reject the whole request (``cache_control.ttl: 1h is not
+    supported``, ``cache_control.type is required``), which 400s clients like
+    Claude Code that send cache hints. Non-dict ``cache_control`` values are
+    dropped entirely. The caller's payload is never mutated.
+    """
+    portable: Final = _with_portable_cache_control(payload)
+    return {  # mutable-ok: JSON wire format
+        key: _with_portable_cache_control_in_scoped_value(key, value) for key, value in portable.items()
+    }
+
+
 def process_anthropic_headers(headers: httpx.Headers | dict) -> dict:
     openai_headers: Final = {}
     if "anthropic-ratelimit-requests-limit" in headers:
@@ -1378,31 +1519,38 @@ def process_anthropic_headers(headers: httpx.Headers | dict) -> dict:
     return additional_headers
 
 
-def _anthropic_model_entry(model: ModelInfoResponse, created_at: str) -> Mapping[str, object]:
+def _anthropic_model_entry(
+    model: ModelInfoResponse, created_at: str, display_names: Mapping[str, str]
+) -> Mapping[str, object]:
     return {  # mutable-ok: JSON response body, serialized by the route and never mutated
         "type": "model",
         "id": model["id"],
-        "display_name": model["id"],
+        "display_name": display_names.get(model["id"], model["id"]),
         "created_at": created_at,
         "max_input_tokens": model.get("max_input_tokens"),
         "max_tokens": model.get("max_output_tokens"),
     }
 
 
-def create_anthropic_model_list_response(models: Sequence[ModelInfoResponse]) -> Mapping[str, object]:
+def create_anthropic_model_list_response(
+    models: Sequence[ModelInfoResponse],
+    display_names: Mapping[str, str] = MappingProxyType({}),
+) -> Mapping[str, object]:
     """Build the Anthropic-native /v1/models envelope.
 
     Clients that send an anthropic-version header parse the Anthropic Models API
     shape (type/display_name/created_at plus has_more/first_id/last_id) and filter
     the list themselves, so every model is returned here. The token limits carry
     over from the OpenAI-shaped listing, named as the Messages API names them, and
-    are always present because the vendor shape declares them nullable, not optional
+    are always present because the vendor shape declares them nullable, not optional.
+    display_names maps a listed model id to a configured human-readable name; ids
+    without an entry fall back to the id itself, matching the vendor behavior
     """
     created_at: Final = (
         datetime.fromtimestamp(DEFAULT_MODEL_CREATED_AT_TIME, tz=timezone.utc).isoformat().replace("+00:00", "Z")
     )
     data: Final = [  # mutable-ok: JSON response body, serialized by the route and never mutated
-        _anthropic_model_entry(model, created_at) for model in models
+        _anthropic_model_entry(model, created_at, display_names) for model in models
     ]
     return {  # mutable-ok: JSON response body, serialized by the route and never mutated
         "data": data,
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
index 9d61701d26d..87a29ca50ba 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/handler.py
@@ -21,6 +21,7 @@ from litellm.llms.anthropic.experimental_pass_through.context_management import
 )
 from litellm.llms.anthropic.experimental_pass_through.utils import (
     is_reasoning_auto_summary_enabled,
+    litellm_logging_obj_from_kwargs,
     local_model_name,
 )
 from litellm.types.llms.anthropic_messages.anthropic_response import (
@@ -621,6 +622,7 @@ class LiteLLMMessagesToCompletionTransformationHandler:
                 tool_name_mapping=tool_name_mapping,
                 polyfill_result=polyfill_result,
                 is_async=True,
+                litellm_logging_obj=litellm_logging_obj_from_kwargs(kwargs),
             )
             if transformed_stream is not None:
                 return transformed_stream
@@ -755,6 +757,7 @@ class LiteLLMMessagesToCompletionTransformationHandler:
                 tool_name_mapping=tool_name_mapping,
                 polyfill_result=polyfill_result,
                 is_async=False,
+                litellm_logging_obj=litellm_logging_obj_from_kwargs(kwargs),
             )
             if transformed_stream is not None:
                 return transformed_stream
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
index cc5879df56d..78ff83cafbf 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/streaming_iterator.py
@@ -31,6 +31,7 @@ from litellm.types.llms.anthropic import (
 from litellm.types.utils import AdapterCompletionStreamWrapper, Delta
 
 if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObject
     from litellm.types.utils import ModelResponseStream
 
 
@@ -287,12 +288,16 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
         applied_edits: list[AppliedEdit] | None = None,
         compaction_block: CompactionBlock | None = None,
         iterations_usage: list[UsageIteration] | None = None,
+        litellm_logging_obj: "LiteLLMLoggingObject | None" = None,
     ):
         # Wrap the upstream stream so chunks that carry both content and a
         # finish_reason (fake-streamed providers) are split into two — see
         # _CombinedChunkSplitter.
         super().__init__(_CombinedChunkSplitter(completion_stream))
         self.model = model
+        self._message_id: str = f"msg_{uuid.uuid4()}"
+        if litellm_logging_obj is not None:
+            litellm_logging_obj.record_streamed_anthropic_message_id(self._message_id)
         # Mapping of truncated tool names to original names (for OpenAI's 64-char limit)
         self.tool_name_mapping = tool_name_mapping or {}
         # Polyfill applied_edits on final message_delta.
@@ -507,7 +512,7 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
                     {
                         "type": "message_start",
                         "message": {
-                            "id": f"msg_{uuid.uuid4()}",
+                            "id": self._message_id,
                             "type": "message",
                             "role": "assistant",
                             "content": [],
@@ -741,7 +746,7 @@ class AnthropicStreamWrapper(AdapterCompletionStreamWrapper):
                     {
                         "type": "message_start",
                         "message": {
-                            "id": f"msg_{uuid.uuid4()}",
+                            "id": self._message_id,
                             "type": "message",
                             "role": "assistant",
                             "content": [],
diff --git a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
index 199a8ab77e7..573a461e89e 100644
--- a/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/adapters/transformation.py
@@ -174,6 +174,7 @@ from litellm.types.utils import Choices, ModelResponse, StreamingChoices, Usage
 from .streaming_iterator import AnthropicStreamWrapper
 
 if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObject
     from litellm.types.llms.anthropic import ContentBlockContentBlockDict
 
 ToolResultContent: TypeAlias = str | list[ToolMessageContentPart]
@@ -264,6 +265,7 @@ class AnthropicAdapter:
         tool_name_mapping: dict[str, str] | None = None,
         polyfill_result: PolyfillResult | None = None,
         is_async: bool = True,
+        litellm_logging_obj: "LiteLLMLoggingObject | None" = None,
     ) -> AsyncIterator[bytes] | Iterator[bytes] | None:
         """
         Translate OpenAI streaming response to Anthropic format.
@@ -290,6 +292,7 @@ class AnthropicAdapter:
             applied_edits=applied_edits,
             compaction_block=compaction_block,
             iterations_usage=iterations_usage,
+            litellm_logging_obj=litellm_logging_obj,
         )
         # Return the SSE-wrapped version for proper event formatting.
         if is_async:
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
index 69985bcdaa3..b82903d6f87 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
@@ -99,6 +99,10 @@ def _deployment_passes_through_anthropic_messages(model_info: object) -> bool:
     return isinstance(supported_endpoints, (list, tuple)) and "/v1/messages" in supported_endpoints
 
 
+def _deployment_supports_cache_control_ttl(model_info: object) -> bool:
+    return isinstance(model_info, dict) and model_info.get("cache_control_ttl") is True
+
+
 ####### ENVIRONMENT VARIABLES ###################
 # Initialize any necessary instances or variables here
 base_llm_http_handler = BaseLLMHTTPHandler()
@@ -568,7 +572,9 @@ def anthropic_messages_handler(
             OpenAILikeAnthropicMessagesConfig,
         )
 
-        anthropic_messages_provider_config = OpenAILikeAnthropicMessagesConfig()
+        anthropic_messages_provider_config = OpenAILikeAnthropicMessagesConfig(
+            cache_control_ttl=_deployment_supports_cache_control_ttl(kwargs.get("model_info")),
+        )
     if anthropic_messages_provider_config is None:
         # Route to Responses API for OpenAI / Azure, chat/completions for everything else.
         if _should_route_to_responses_api(custom_llm_provider, original_model, model):
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
index 45c7825344b..7d01aee5d98 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/streaming_iterator.py
@@ -1,6 +1,6 @@
 import asyncio
 import json
-from collections.abc import AsyncIterator, Mapping
+from collections.abc import AsyncIterator, Mapping, Sequence
 from datetime import datetime
 from typing import Any, Final, Protocol, runtime_checkable
 
@@ -86,22 +86,41 @@ def _decoded_sse_data_line(line: bytes) -> object | None:
         return None
 
 
-def _anthropic_error_event_payload(chunk: object) -> Mapping[str, object] | None:
+def _anthropic_event_payload(chunk: object, event_type: str) -> Mapping[str, object] | None:
     if isinstance(chunk, dict):
-        return chunk if chunk.get("type") == "error" else None
+        return chunk if chunk.get("type") == event_type else None
     if isinstance(chunk, (bytes, bytearray)):
         decoded_lines: Final = (_decoded_sse_data_line(line) for line in chunk.splitlines())
         return next(
             (
                 candidate
                 for candidate in decoded_lines
-                if isinstance(candidate, dict) and candidate.get("type") == "error"
+                if isinstance(candidate, dict) and candidate.get("type") == event_type
             ),
             None,
         )
     return None
 
 
+def _anthropic_error_event_payload(chunk: object) -> Mapping[str, object] | None:
+    return _anthropic_event_payload(chunk, "error")
+
+
+def parse_anthropic_refusal_stop_details(chunk: object) -> Mapping[str, object] | None:
+    """
+    Return the ``stop_details`` object of an Anthropic SSE ``message_delta``
+    chunk whose delta carries ``stop_reason: "refusal"`` (a safeguard refusal:
+    https://platform.claude.com/docs/en/build-with-claude/refusals-and-fallback),
+    or None for any other chunk, a plain refusal without ``stop_details`` included.
+    """
+    payload: Final = _anthropic_event_payload(chunk, "message_delta")
+    delta: Final = payload.get("delta") if payload is not None else None
+    if not isinstance(delta, dict) or delta.get("stop_reason") != "refusal":
+        return None
+    stop_details: Final = delta.get("stop_details")
+    return stop_details if isinstance(stop_details, dict) else None
+
+
 def _anthropic_error_body(chunk: object) -> Mapping[str, object] | None:
     """Return the ``error`` object of an Anthropic SSE ``event: error`` chunk, or None."""
     payload: Final = _anthropic_error_event_payload(chunk)
@@ -158,12 +177,6 @@ def _try_claim_detached_drain_slot() -> bool:
 
 
 def _exception_left_unconsumed(queue: "asyncio.Queue[bytes | None | BaseException]", exc: BaseException) -> bool:
-    """After client detach the relay never reads the queue again, so drain it here.
-
-    The forwarded exception still sitting in the queue means the relay tore
-    down before re-raising it, so the proxy's failure handling never ran and
-    the caller must salvage spend itself.
-    """
     remaining: Final = tuple(queue.get_nowait() for _ in range(queue.qsize()))
     return any(item is exc for item in remaining)
 
@@ -652,27 +665,41 @@ class BaseAnthropicMessagesStreamingIterator:
         self,
         queue: "asyncio.Queue[bytes | None | BaseException]",
         client_detached: "asyncio.Event",
-        collected_chunks: list[bytes],  # mutable-ok: SSE buffer forwarded to list-typed _bill_collected_chunks
-        exc: BaseException,
+        collected_chunks: Sequence[bytes],
+        exc: Exception,
     ) -> None:
-        """Forward a provider error to a still-connected client, else salvage partial spend.
+        """Log the request as failed with its partial usage, then make sure the proxy's failure hook runs once.
 
-        Handing the original exception to the client-facing generator lets it
-        re-raise so the proxy's failure handling keeps the provider status and
-        owns logging (no success-bill). If the client already went away, or
-        disconnects before ever consuming the queued exception, no failure hook
-        runs, so bill the partial instead of dropping the request.
+        A still-connected client gets the original exception through the queue,
+        the relay re-raises it, and the proxy's own failure handling records the
+        failed spend. When the client already left, or leaves before consuming
+        the queued exception, that handling never runs, so the detached-failure
+        hook the proxy armed on the logging object fires here instead.
         """
-        from litellm._logging import verbose_proxy_logger
+        from litellm.proxy.pass_through_endpoints.streaming_handler import PassThroughStreamingHandler
 
+        PassThroughStreamingHandler.schedule_stream_failure_logging(
+            litellm_logging_obj=self.litellm_logging_obj,
+            endpoint_type=EndpointType.ANTHROPIC,
+            request_body=self.request_body,
+            raw_bytes=collected_chunks,
+            exception=exc,
+        )
         if not client_detached.is_set() and await self._enqueue_for_client(queue, client_detached, exc):
             await client_detached.wait()
             if not _exception_left_unconsumed(queue, exc):
                 return
-        verbose_proxy_logger.warning(
-            "async_sse_wrapper upstream pump failed after client disconnect (%d chunks): %s(%s)",
-            len(collected_chunks),
-            type(exc).__name__,
-            exc,
-        )
-        await self._bill_collected_chunks(collected_chunks, stream_teardown=True)
+        await self._fire_detached_failure_hook(exc)
+
+    async def _fire_detached_failure_hook(self, exc: Exception) -> None:
+        from litellm._logging import verbose_proxy_logger
+
+        on_detached_failure: Final = getattr(self.litellm_logging_obj, "_on_detached_stream_failure", None)
+        if on_detached_failure is None:
+            return
+        try:
+            await on_detached_failure(exc)
+        except Exception as hook_failure:  # noqa: BLE001  # a failing proxy hook must not crash the detached pump
+            verbose_proxy_logger.warning(
+                "async_sse_wrapper detached failure hook raised: %s(%s)", type(hook_failure).__name__, hook_failure
+            )
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
index 3d62b8b4784..988f81c9eb4 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/transformation.py
@@ -3,11 +3,6 @@ from typing import Any, Final
 
 import httpx
 
-from litellm.constants import (
-    DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET,
-    DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET,
-    DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET,
-)
 from litellm.exceptions import AuthenticationError
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.litellm_core_utils.litellm_logging import verbose_logger
@@ -400,46 +395,6 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
             existing_output_config.setdefault("effort", mapped_effort)
             optional_params["output_config"] = existing_output_config
 
-    @staticmethod
-    def _translate_legacy_thinking_for_adaptive_model(
-        model: str, optional_params: dict, custom_llm_provider: str
-    ) -> None:
-        """Translate legacy ``thinking.type=enabled`` to adaptive for the
-        adaptive-thinking models that reject it (4.7+ and the 5 families).
-        Models flagged ``supports_legacy_thinking`` (the 4.6 family) accept the
-        legacy shape natively, so it is forwarded verbatim and the caller's
-        ``budget_tokens`` cap keeps applying. Caller-provided
-        ``output_config.effort`` is never overridden.
-        """
-        from litellm.llms.anthropic.chat.transformation import AnthropicConfig
-
-        if not AnthropicModelInfo._is_adaptive_thinking_model(model, custom_llm_provider):
-            return
-        if AnthropicModelInfo._supports_legacy_thinking(model, custom_llm_provider):
-            return
-        thinking: Final = optional_params.get("thinking")
-        if not isinstance(thinking, dict) or thinking.get("type") != "enabled":
-            return
-
-        budget: Final = int(thinking.get("budget_tokens") or 0)
-        if budget >= DEFAULT_REASONING_EFFORT_XHIGH_THINKING_BUDGET and (
-            AnthropicConfig._supports_effort_level(model, "xhigh", custom_llm_provider)
-        ):
-            effort = "xhigh"
-        elif budget >= DEFAULT_REASONING_EFFORT_HIGH_THINKING_BUDGET:
-            effort = "high"
-        elif budget >= DEFAULT_REASONING_EFFORT_MEDIUM_THINKING_BUDGET:
-            effort = "medium"
-        else:
-            effort = "low"
-
-        optional_params["thinking"] = {"type": "adaptive"}
-        existing_output_config = optional_params.get("output_config")
-        if not isinstance(existing_output_config, dict):
-            existing_output_config = {}
-        existing_output_config.setdefault("effort", effort)
-        optional_params["output_config"] = existing_output_config
-
     @staticmethod
     def _translate_adaptive_effort_for_non_adaptive_model(
         model: str, optional_params: dict, max_tokens: int | None, custom_llm_provider: str
@@ -606,7 +561,7 @@ class AnthropicMessagesConfig(BaseAnthropicMessagesConfig):
             custom_llm_provider=self._resolved_provider,
         )
 
-        self._translate_legacy_thinking_for_adaptive_model(
+        AnthropicModelInfo.translate_legacy_thinking_for_adaptive_model(
             model=model,
             optional_params=anthropic_messages_optional_request_params,
             custom_llm_provider=self._resolved_provider,
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/utils.py b/litellm/llms/anthropic/experimental_pass_through/messages/utils.py
index 02d82887dde..242300c7b6d 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/utils.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/utils.py
@@ -1,10 +1,50 @@
+from collections.abc import Mapping
 from functools import lru_cache
-from typing import Any, Final, cast, get_type_hints
+from typing import TYPE_CHECKING, Any, Final, cast, get_type_hints
 
 from litellm.types.llms.anthropic import AnthropicMessagesRequestOptionalParams
 from litellm.types.llms.anthropic_messages.anthropic_response import (
     AnthropicMessagesResponse,
 )
+from litellm.types.llms.openai import ChatCompletionSystemMessage
+
+if TYPE_CHECKING:
+    from litellm.exceptions import ContentPolicyViolationError
+
+
+def get_safeguard_refusal_stop_details(response: object) -> Mapping[str, Any] | None:
+    """
+    Return the ``stop_details`` of an Anthropic Messages response refused by a
+    safeguard (``stop_reason: "refusal"`` carrying ``stop_details``:
+    https://platform.claude.com/docs/en/build-with-claude/refusals-and-fallback),
+    or None for any other response, a plain refusal without ``stop_details`` included.
+    """
+    if not isinstance(response, dict) or response.get("stop_reason") != "refusal":
+        return None
+    stop_details: Final = response.get("stop_details")
+    return stop_details if isinstance(stop_details, dict) else None
+
+
+def safeguard_refusal_error(model: str, stop_details: Mapping[str, object]) -> "ContentPolicyViolationError":
+    """The exception a safeguard-refused Anthropic response converts into so the
+    content-policy fallback chain can re-dispatch it."""
+    from litellm.exceptions import ContentPolicyViolationError
+
+    return ContentPolicyViolationError(
+        message=f"Anthropic safeguard refusal (category: {stop_details.get('category')}).",
+        model=model,
+        llm_provider="anthropic",
+    )
+
+
+def anthropic_system_to_openai_message(system: object) -> ChatCompletionSystemMessage | None:
+    """
+    Return the Anthropic Messages top-level ``system`` (a string or a list of text
+    blocks) as an OpenAI-style system message, or None when the request has none.
+    """
+    if not isinstance(system, (str, list)) or not system:
+        return None
+    return ChatCompletionSystemMessage(role="system", content=system)
 
 
 @lru_cache(maxsize=1)
@@ -100,14 +140,12 @@ def mock_response(
             model=model,
         )
     return AnthropicMessagesResponse(
-        **{
-            "content": [{"text": mock_response, "type": "text"}],
-            "id": "msg_013Zva2CMHLNnXjNJJKqJ2EF",
-            "model": "claude-sonnet-4-20250514",
-            "role": "assistant",
-            "stop_reason": "end_turn",
-            "stop_sequence": None,
-            "type": "message",
-            "usage": {"input_tokens": 2095, "output_tokens": 503},
-        }
+        content=[{"text": mock_response, "type": "text"}],
+        id="msg_013Zva2CMHLNnXjNJJKqJ2EF",
+        model="claude-sonnet-4-20250514",
+        role="assistant",
+        stop_reason="end_turn",
+        stop_sequence=None,
+        type="message",
+        usage={"input_tokens": 2095, "output_tokens": 503},
     )
diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py
index ec0560016da..0445c23ed8c 100644
--- a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/handler.py
@@ -20,7 +20,7 @@ from litellm.types.llms.anthropic_messages.anthropic_response import (
 )
 from litellm.types.llms.openai import ResponsesAPIResponse
 
-from ..utils import local_model_name
+from ..utils import litellm_logging_obj_from_kwargs, local_model_name
 from .streaming_iterator import AnthropicResponsesStreamWrapper
 from .transformation import LiteLLMAnthropicToResponsesAPIAdapter
 
@@ -186,7 +186,9 @@ class LiteLLMMessagesToResponsesAPIHandler:
 
         if stream:
             wrapper: Final = AnthropicResponsesStreamWrapper(
-                responses_stream=result, model=local_model_name(model, kwargs.get("custom_llm_provider"))
+                responses_stream=result,
+                model=local_model_name(model, kwargs.get("custom_llm_provider")),
+                litellm_logging_obj=litellm_logging_obj_from_kwargs(responses_kwargs),
             )
             return wrapper.async_anthropic_sse_wrapper()
 
@@ -266,7 +268,9 @@ class LiteLLMMessagesToResponsesAPIHandler:
 
         if stream:
             wrapper: Final = AnthropicResponsesStreamWrapper(
-                responses_stream=result, model=local_model_name(model, kwargs.get("custom_llm_provider"))
+                responses_stream=result,
+                model=local_model_name(model, kwargs.get("custom_llm_provider")),
+                litellm_logging_obj=litellm_logging_obj_from_kwargs(responses_kwargs),
             )
             return wrapper.async_anthropic_sse_wrapper()
 
diff --git a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py
index 292d2622c7f..a97ce18d179 100644
--- a/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py
+++ b/litellm/llms/anthropic/experimental_pass_through/responses_adapters/streaming_iterator.py
@@ -4,7 +4,7 @@ import json
 import traceback
 from collections import deque
 from collections.abc import AsyncIterator, Mapping
-from typing import Any, Final
+from typing import TYPE_CHECKING, Any, Final
 
 from litellm import verbose_logger
 from litellm._uuid import uuid
@@ -12,6 +12,9 @@ from litellm.types.llms.anthropic_messages.anthropic_response import AnthropicUs
 
 from .transformation import LiteLLMAnthropicToResponsesAPIAdapter
 
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObject
+
 
 class AnthropicResponsesStreamWrapper:
     """
@@ -31,10 +34,13 @@ class AnthropicResponsesStreamWrapper:
         self,
         responses_stream: Any,
         model: str,
+        litellm_logging_obj: "LiteLLMLoggingObject | None" = None,
     ) -> None:
         self.responses_stream = responses_stream
         self.model = model
         self._message_id: str = f"msg_{uuid.uuid4()}"
+        if litellm_logging_obj is not None:
+            litellm_logging_obj.record_streamed_anthropic_message_id(self._message_id)
         self._current_block_index: int = -1
         # Map item_id -> content_block_index so we can stop the right block later
         self._item_id_to_block_index: dict[str, int] = {}
diff --git a/litellm/llms/anthropic/experimental_pass_through/utils.py b/litellm/llms/anthropic/experimental_pass_through/utils.py
index 716a4f54778..55fe9c47faf 100644
--- a/litellm/llms/anthropic/experimental_pass_through/utils.py
+++ b/litellm/llms/anthropic/experimental_pass_through/utils.py
@@ -1,11 +1,14 @@
 import os
 from collections.abc import Mapping
 from types import MappingProxyType
-from typing import Final
+from typing import TYPE_CHECKING, Final
 
 import litellm
 from litellm.types.utils import ModelInfo
 
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObject
+
 OPENAI_MAX_PROMPT_CACHE_KEY_LENGTH: Final = 64
 
 _EFFORT_DEGRADATION_CHAIN: Final[Mapping[str, tuple[str, ...]]] = MappingProxyType(
@@ -24,6 +27,14 @@ def prompt_cache_key_from_user_id(user_id: object) -> str | None:
     return str(user_id)[:OPENAI_MAX_PROMPT_CACHE_KEY_LENGTH] or None
 
 
+def litellm_logging_obj_from_kwargs(kwargs: Mapping[str, object]) -> "LiteLLMLoggingObject | None":
+    """The logging object the bridged call logs through, when the caller supplied one."""
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    candidate: Final = kwargs.get("litellm_logging_obj")
+    return candidate if isinstance(candidate, Logging) else None
+
+
 def local_model_name(model: str, custom_llm_provider: object) -> str:
     """The id the provider itself knows, for reporting back to the caller in ``message_start``."""
     return model.removeprefix(f"{custom_llm_provider}/") if isinstance(custom_llm_provider, str) else model
diff --git a/litellm/llms/azure/chat/gpt_5_transformation.py b/litellm/llms/azure/chat/gpt_5_transformation.py
index 6fdd277a04f..3189f5b57ac 100644
--- a/litellm/llms/azure/chat/gpt_5_transformation.py
+++ b/litellm/llms/azure/chat/gpt_5_transformation.py
@@ -7,6 +7,7 @@ from litellm.exceptions import UnsupportedParamsError
 from litellm.llms.openai.chat.gpt_5_transformation import (
     OpenAIGPT5Config,
     _get_effort_level,
+    is_gpt_reasoning_series_name,
 )
 from litellm.types.llms.openai import AllMessageValues
 
@@ -35,26 +36,7 @@ class AzureOpenAIGPT5Config(AzureOpenAIConfig, OpenAIGPT5Config):
 
     @classmethod
     def is_model_gpt_5_model(cls, model: str) -> bool:
-        """Check if the Azure model string refers to a gpt-5 variant.
-
-        Accepts both explicit gpt-5 model names and the ``gpt5_series/`` prefix
-        used for manual routing.
-        """
-        # The gpt-5-chat* family (gpt-5-chat, gpt-5-chat-latest, gpt-5-chat-2025-08-07,
-        # …) are regular chat models: they support temperature and tool_choice but NOT
-        # reasoning_effort.  They must NOT be routed through the GPT-5 reasoning path.
-        #
-        # Versioned chat models such as gpt-5.3-chat and gpt-5.1-chat ARE reasoning
-        # models and must stay on the GPT-5 path.  The distinguishing feature is that
-        # the gpt-5-chat family has a literal "-chat" immediately after "gpt-5"
-        # (i.e. "gpt-5-chat…"), while versioned chat models interpose a minor version
-        # number (i.e. "gpt-5.<digit>-chat").
-        #
-        # Using a startswith("gpt-5-chat") prefix check on the normalized name (rather
-        # than a substring check) makes this boundary explicit and avoids any ambiguity
-        # if future model names coincidentally contain "gpt-5-chat" as an interior run.
-        _normalized: Final = model.split("/")[-1]  # strip provider prefix, e.g. "azure/"
-        return ("gpt-5" in model and not _normalized.startswith("gpt-5-chat")) or "gpt5_series" in model
+        return is_gpt_reasoning_series_name(model) or "gpt5_series" in model
 
     def get_supported_openai_params(self, model: str) -> list[str]:
         """Get supported parameters for Azure OpenAI GPT-5 models.
diff --git a/litellm/llms/azure/chat/gpt_transformation.py b/litellm/llms/azure/chat/gpt_transformation.py
index 2df4ab731ab..880a51eb584 100644
--- a/litellm/llms/azure/chat/gpt_transformation.py
+++ b/litellm/llms/azure/chat/gpt_transformation.py
@@ -1,3 +1,5 @@
+from collections.abc import Mapping
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final
 
 from httpx._models import Headers, Response
@@ -6,11 +8,13 @@ import litellm
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
     drop_tool_reference_parts_from_tool_messages,
     hoist_images_from_tool_messages,
+    tool_with_flattened_parameters,
 )
 from litellm.litellm_core_utils.prompt_templates.factory import (
     convert_to_azure_openai_messages,
 )
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
+from litellm.llms.openai.chat.gpt_5_transformation import GPT_REASONING_SERIES_MARKERS
 from litellm.types.llms.azure import (
     API_VERSION_MONTH_SUPPORTED_RESPONSE_FORMAT,
     API_VERSION_YEAR_SUPPORTED_RESPONSE_FORMAT,
@@ -32,6 +36,19 @@ else:
     LoggingClass = Any
 
 
+_NO_TOOLS_UPDATE: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def flattened_tools_update(optional_params: Mapping[str, object]) -> Mapping[str, object]:
+    tools: Final = optional_params.get("tools")
+    if not isinstance(tools, list):
+        return _NO_TOOLS_UPDATE
+    flattened: Final = [  # mutable-ok: request tools are a JSON list
+        tool_with_flattened_parameters(tool) if isinstance(tool, dict) else tool for tool in tools
+    ]
+    return MappingProxyType({"tools": flattened})
+
+
 class AzureOpenAIConfig(BaseConfig):
     """
     Reference: https://learn.microsoft.com/en-us/azure/ai-services/openai/reference#chat-completions
@@ -123,7 +140,7 @@ class AzureOpenAIConfig(BaseConfig):
         name family needs the rename, including the ``gpt-5-chat*`` models that are excluded from
         the reasoning path by https://github.com/BerriAI/litellm/issues/13781.
         """
-        return "gpt-5" in model or "gpt5_series" in model
+        return any(marker in model for marker in GPT_REASONING_SERIES_MARKERS) or "gpt5_series" in model
 
     def _is_response_format_supported_model(self, model: str) -> bool:
         """
@@ -261,6 +278,7 @@ class AzureOpenAIConfig(BaseConfig):
             "model": model,
             "messages": azure_messages,
             **optional_params,
+            **flattened_tools_update(optional_params),
         }
 
     def transform_response(
diff --git a/litellm/llms/azure/chat/o_series_transformation.py b/litellm/llms/azure/chat/o_series_transformation.py
index 6cbd91bab5d..246bf69cb5f 100644
--- a/litellm/llms/azure/chat/o_series_transformation.py
+++ b/litellm/llms/azure/chat/o_series_transformation.py
@@ -20,6 +20,7 @@ from litellm.types.llms.openai import AllMessageValues
 from litellm.utils import get_model_info, supports_reasoning
 
 from ...openai.chat.o_series_transformation import OpenAIOSeriesConfig
+from .gpt_transformation import flattened_tools_update
 
 
 class AzureOpenAIO1Config(OpenAIOSeriesConfig):
@@ -108,4 +109,8 @@ class AzureOpenAIO1Config(OpenAIOSeriesConfig):
         headers: dict,
     ) -> dict:
         model = model.replace("o_series/", "")  # handle o_series/my-random-deployment-name
-        return super().transform_request(model, messages, optional_params, litellm_params, headers)
+        flattened_params: Final = {  # mutable-ok: transform_request's contract takes a plain JSON params dict
+            **optional_params,
+            **flattened_tools_update(optional_params),
+        }
+        return super().transform_request(model, messages, flattened_params, litellm_params, headers)
diff --git a/litellm/llms/azure_ai/anthropic/transformation.py b/litellm/llms/azure_ai/anthropic/transformation.py
index c5053448627..864d2134a84 100644
--- a/litellm/llms/azure_ai/anthropic/transformation.py
+++ b/litellm/llms/azure_ai/anthropic/transformation.py
@@ -17,13 +17,14 @@ def _promote_extra_body_to_optional_params(optional_params: dict) -> None:
     ``output_config`` get auto-routed into ``extra_body`` by
     ``add_provider_specific_params_to_optional_params``. For the Azure→Anthropic
     route those keys must reach the request body and be validated, so promote
-    them. ``setdefault`` keeps explicit top-level values authoritative.
+    them. The caller's values overwrite mapped top-level duplicates, matching
+    the native ``anthropic`` provider, where the same passthrough lands on
+    top-level ``optional_params`` after mapping.
     """
     extra_body: Final = optional_params.get("extra_body")
     if not isinstance(extra_body, dict) or not extra_body:
         return
-    for k, v in extra_body.items():
-        optional_params.setdefault(k, v)
+    optional_params.update(extra_body)
     optional_params.pop("extra_body", None)
 
 
diff --git a/litellm/llms/azure_ai/chat/transformation.py b/litellm/llms/azure_ai/chat/transformation.py
index 7fe9d3dec52..f2d405e9a17 100644
--- a/litellm/llms/azure_ai/chat/transformation.py
+++ b/litellm/llms/azure_ai/chat/transformation.py
@@ -15,6 +15,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
     filter_value_from_dict,
 )
 from litellm.llms.azure.common_utils import BaseAzureLLM
+from litellm.llms.azure_ai.common_utils import is_foundry_model_inference_base
 from litellm.llms.base_llm.chat.transformation import LiteLLMLoggingObj
 from litellm.llms.openai.common_utils import drop_params_from_unprocessable_entity_error
 from litellm.llms.openai.openai import OpenAIConfig
@@ -207,20 +208,18 @@ class AzureAIStudioConfig(OpenAIConfig):
                 message["content"] = texts
         return stripped_messages
 
-    def _is_azure_openai_model(self, model: str, api_base: str | None) -> bool:
-        try:
-            if "/" in model:
-                model = model.split("/", 1)[1]
-            if (
-                model in litellm.open_ai_chat_completion_models
-                or model in litellm.open_ai_text_completion_models
-                or model in litellm.open_ai_embedding_models
-            ):
-                return True
+    def _is_foundry_model_inference_base(self, api_base: str) -> bool:
+        return is_foundry_model_inference_base(api_base)
 
-        except Exception:
+    def _is_azure_openai_model(self, model: str, api_base: str | None) -> bool:
+        if api_base is None or self._is_foundry_model_inference_base(api_base):
             return False
-        return False
+        stripped_model: Final = model.split("/", 1)[1] if "/" in model else model
+        return (
+            stripped_model in litellm.open_ai_chat_completion_models
+            or stripped_model in litellm.open_ai_text_completion_models
+            or stripped_model in litellm.open_ai_embedding_models
+        )
 
     def _get_openai_compatible_provider_info(
         self,
diff --git a/litellm/llms/azure_ai/common_utils.py b/litellm/llms/azure_ai/common_utils.py
index 26a90157455..aa34bab5b2e 100644
--- a/litellm/llms/azure_ai/common_utils.py
+++ b/litellm/llms/azure_ai/common_utils.py
@@ -1,5 +1,6 @@
 from collections.abc import Mapping
 from typing import Final, Literal
+from urllib.parse import urlparse
 
 import litellm
 from litellm.llms.base_llm.base_utils import BaseLLMModelInfo, BaseTokenCounter
@@ -10,6 +11,14 @@ from litellm.types.router import GenericLiteLLMParams
 AzureAIApiKeyHeader = Literal["Authorization", "api-key", "Api-Key", "Ocp-Apim-Subscription-Key"]
 
 
+def is_foundry_model_inference_base(api_base: str) -> bool:
+    parsed: Final = urlparse(api_base)
+    host: Final = parsed.hostname
+    if host is None or not host.endswith(".services.ai.azure.com"):
+        return False
+    return "/openai/deployments" not in parsed.path
+
+
 def get_azure_ai_entra_token(litellm_params: Mapping[str, object] | None = None) -> str | None:
     """
     Resolve an Entra ID / OAuth access token for an Azure AI Foundry deployment.
diff --git a/litellm/llms/azure_ai/embed/handler.py b/litellm/llms/azure_ai/embed/handler.py
index 65c3997c099..c65edbf56e6 100644
--- a/litellm/llms/azure_ai/embed/handler.py
+++ b/litellm/llms/azure_ai/embed/handler.py
@@ -1,8 +1,10 @@
 from typing import Final
+from urllib.parse import urlsplit, urlunsplit
 
 from openai import OpenAI
 
 import litellm
+from litellm.llms.azure_ai.common_utils import is_foundry_model_inference_base
 from litellm.llms.custom_httpx.http_handler import (
     AsyncHTTPHandler,
     HTTPHandler,
@@ -16,6 +18,16 @@ from litellm.utils import convert_to_model_response_object
 from .cohere_transformation import AzureAICohereConfig
 
 
+def _foundry_models_route_base(api_base: str | None) -> str | None:
+    if api_base is None or not is_foundry_model_inference_base(api_base):
+        return api_base
+    parts: Final = urlsplit(api_base)
+    path: Final = parts.path.rstrip("/")
+    if path.endswith("/models"):
+        return api_base
+    return urlunsplit((parts.scheme, parts.netloc, f"{path}/models", parts.query, parts.fragment))
+
+
 class AzureAIEmbedding(OpenAIChatCompletion):
     def _process_response(
         self,
@@ -214,6 +226,7 @@ class AzureAIEmbedding(OpenAIChatCompletion):
 
         assemble result in-order, and return
         """
+        resolved_api_base: Final = _foundry_models_route_base(api_base)
         if aembedding is True:
             return self.async_embedding(
                 model,
@@ -223,7 +236,7 @@ class AzureAIEmbedding(OpenAIChatCompletion):
                 model_response,
                 optional_params,
                 api_key,
-                api_base,
+                resolved_api_base,
                 client,
             )
 
@@ -245,7 +258,7 @@ class AzureAIEmbedding(OpenAIChatCompletion):
                 model_response=model_response,
                 optional_params=optional_params,
                 api_key=api_key,
-                api_base=api_base,
+                api_base=resolved_api_base,
                 client=client,
             )
 
@@ -262,7 +275,7 @@ class AzureAIEmbedding(OpenAIChatCompletion):
                 model_response,
                 optional_params,
                 api_key,
-                api_base,
+                resolved_api_base,
                 client=(client if client is not None and isinstance(client, OpenAI) else None),
                 aembedding=aembedding,
                 shared_session=shared_session,
diff --git a/litellm/llms/azure_ai/vector_stores/transformation.py b/litellm/llms/azure_ai/vector_stores/transformation.py
index 5e61d0a1dd9..7638229bc32 100644
--- a/litellm/llms/azure_ai/vector_stores/transformation.py
+++ b/litellm/llms/azure_ai/vector_stores/transformation.py
@@ -1,10 +1,15 @@
+from __future__ import annotations
+
+from collections.abc import Mapping, Sequence
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
 
-import litellm
 from litellm.llms.azure.common_utils import BaseAzureLLM
-from litellm.llms.base_llm.vector_store.transformation import BaseVectorStoreConfig
+from litellm.llms.base_llm.vector_store.transformation import (
+    BaseQueryEmbeddingVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
+)
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.vector_stores import (
     BaseVectorStoreAuthCredentials,
@@ -25,7 +30,7 @@ else:
     LiteLLMLoggingObj = Any
 
 
-class AzureAIVectorStoreConfig(BaseVectorStoreConfig, BaseAzureLLM):
+class AzureAIVectorStoreConfig(BaseQueryEmbeddingVectorStoreConfig, BaseAzureLLM):
     """
     Configuration for Azure AI Search Vector Store
 
@@ -109,82 +114,71 @@ class AzureAIVectorStoreConfig(BaseVectorStoreConfig, BaseAzureLLM):
     def transform_search_vector_store_request(
         self,
         vector_store_id: str,
-        query: str | list[str],
+        query: str | Sequence[str],
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         api_base: str,
         litellm_logging_obj: LiteLLMLoggingObj,
-        litellm_params: dict,
-        extra_body: dict[str, Any] | None = None,
-    ) -> tuple[str, dict[str, Any]]:
-        """
-        Transform search request for Azure AI Search API
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        query_text: Final = self.query_text(query)
+        query_vector: Final = self.embed_query(query_text, litellm_params, embedding_executor)
+        return self._search_request(
+            vector_store_id,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+            litellm_params,
+        )
 
-        Generates embeddings using litellm.embeddings and constructs Azure AI Search request
-        """
-        # Convert query to string if it's a list
-        if isinstance(query, list):
-            query = " ".join(query)
+    async def atransform_search_vector_store_request(
+        self,
+        vector_store_id: str,
+        query: str | Sequence[str],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        query_text: Final = self.query_text(query)
+        query_vector: Final = await self.aembed_query(query_text, litellm_params, embedding_executor)
+        return self._search_request(
+            vector_store_id,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+            litellm_params,
+        )
 
-        # Get embedding model from litellm_params (required)
-        embedding_model: Final = litellm_params.get("litellm_embedding_model")
-        if not embedding_model:
-            raise ValueError(
-                "embedding_model is required in litellm_params for Azure AI Search. "
-                "Example: litellm_params['embedding_model'] = 'azure/text-embedding-3-large'"
-            )
-
-        embedding_config: Final = litellm_params.get("litellm_embedding_config", {})
-        if not embedding_config:
-            raise ValueError(
-                "embedding_config is required in litellm_params for Azure AI Search. "
-                "Example: litellm_params['embedding_config'] = {'api_base': 'https://krris-mh44uf7y-eastus2.cognitiveservices.azure.com/', 'api_key': 'os.environ/AZURE_API_KEY', 'api_version': '2025-09-01'}"
-            )
-
-        # Get vector field name (defaults to contentVector)
+    @staticmethod
+    def _search_request(
+        vector_store_id: str,
+        query_text: str,
+        query_vector: Sequence[float],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+    ) -> tuple[str, dict[str, object]]:
         vector_field: Final = litellm_params.get("azure_search_vector_field", "contentVector")
-
-        # Get top_k (number of results to return)
         top_k: Final = vector_store_search_optional_params.get("top_k", 10)
-
-        # Generate embedding for the query using litellm.embeddings
-        try:
-            embedding_response: Final = litellm.embedding(
-                model=embedding_model,
-                input=[query],
-                **embedding_config,
-            )
-            query_vector: Final = embedding_response.data[0]["embedding"]
-        except Exception as e:
-            raise Exception(f"Failed to generate embedding for query: {e}")
-
-        # Azure AI Search endpoint for search
-        index_name: Final = vector_store_id  # vector_store_id is the index name
-        url: Final = f"{api_base}/indexes/{index_name}/docs/search?api-version=2024-07-01"
-
-        # Build the request body for Azure AI Search with vector search
-        request_body: Final = {
-            "search": "*",  # Get all documents (filtered by vector similarity)
-            "vectorQueries": [
-                {
-                    "vector": query_vector,
-                    "fields": vector_field,
-                    "kind": "vector",
-                    "k": top_k,  # Number of nearest neighbors to return
-                }
-            ],
-            "select": "id,content",  # Fields to return (customize based on schema)
+        litellm_logging_obj.model_call_details["input"] = query_text
+        litellm_logging_obj.model_call_details["embedding_model"] = litellm_params.get("litellm_embedding_model")
+        litellm_logging_obj.model_call_details["top_k"] = top_k
+        return f"{api_base}/indexes/{vector_store_id}/docs/search?api-version=2024-07-01", {
+            "search": "*",
+            "vectorQueries": [{"vector": query_vector, "fields": vector_field, "kind": "vector", "k": top_k}],
+            "select": "id,content",
             "top": top_k,
         }
 
-        #########################################################
-        # Update logging object with details of the request
-        #########################################################
-        litellm_logging_obj.model_call_details["input"] = query
-        litellm_logging_obj.model_call_details["embedding_model"] = embedding_model
-        litellm_logging_obj.model_call_details["top_k"] = top_k
-
-        return url, request_body
-
     def transform_search_vector_store_response(
         self, response: httpx.Response, litellm_logging_obj: LiteLLMLoggingObj
     ) -> VectorStoreSearchResponse:
diff --git a/litellm/llms/base_llm/files/azure_blob_storage_backend.py b/litellm/llms/base_llm/files/azure_blob_storage_backend.py
index e22cf528856..a192226110c 100644
--- a/litellm/llms/base_llm/files/azure_blob_storage_backend.py
+++ b/litellm/llms/base_llm/files/azure_blob_storage_backend.py
@@ -7,16 +7,36 @@ to reuse all authentication and Azure Storage operations.
 """
 
 import time
+from pathlib import Path
 from typing import Final
 from urllib.parse import quote, urlparse
 
 from litellm._logging import verbose_logger
 from litellm._uuid import uuid
 from litellm.integrations.azure_storage.azure_storage import AzureBlobStorageLogger
+from litellm.proxy.common_utils.path_utils import safe_filename
 
 from .storage_backend import BaseFileStorageBackend
 
 
+def _safe_basename(original_filename: str) -> str:
+    try:
+        return safe_filename(original_filename)
+    except ValueError:
+        return "file"
+
+
+def _safe_extension(original_filename: str) -> str:
+    """The extension off a basename, with no path separators or traversal sequences.
+
+    original_filename.split(".")[-1] does not parse path structure, so a filename
+    like "a.jsonl/../../etc/cron.d/x" would put "../../etc/cron.d/x" straight into
+    the blob path built below. Path.suffix only ever looks at the last path
+    component, so routing through safe_filename() first closes that off.
+    """
+    return Path(_safe_basename(original_filename)).suffix.lstrip(".")
+
+
 class AzureBlobStorageBackend(BaseFileStorageBackend, AzureBlobStorageLogger):
     """
     Azure Blob Storage backend implementation.
@@ -81,16 +101,15 @@ class AzureBlobStorageBackend(BaseFileStorageBackend, AzureBlobStorageLogger):
     def _generate_file_name(self, original_filename: str, file_naming_strategy: str) -> str:
         """Generate file name based on naming strategy."""
         if file_naming_strategy == "original_filename":
-            # Use original filename, but sanitize it
-            return quote(original_filename, safe="")
+            return quote(_safe_basename(original_filename), safe="")
         elif file_naming_strategy == "timestamp":
             # Use timestamp
-            extension = original_filename.split(".")[-1] if "." in original_filename else ""
+            extension = _safe_extension(original_filename)
             timestamp: Final = int(time.time() * 1000)  # milliseconds
             return f"{timestamp}.{extension}" if extension else str(timestamp)
         else:  # default to "uuid"
             # Use UUID
-            extension = original_filename.split(".")[-1] if "." in original_filename else ""
+            extension = _safe_extension(original_filename)
             file_uuid: Final = str(uuid.uuid4())
             return f"{file_uuid}.{extension}" if extension else file_uuid
 
diff --git a/litellm/llms/base_llm/guardrail_translation/base_translation.py b/litellm/llms/base_llm/guardrail_translation/base_translation.py
index b07a6b986d7..b28daf73bc4 100644
--- a/litellm/llms/base_llm/guardrail_translation/base_translation.py
+++ b/litellm/llms/base_llm/guardrail_translation/base_translation.py
@@ -35,6 +35,22 @@ class StreamTransformSink:
     holdback_per_choice: dict[int, int] = field(default_factory=dict)
 
 
+@dataclass(frozen=True, slots=True)
+class StreamingScanKey:
+    """What a streaming guardrail round would hand to ``apply_guardrail``. Two keys
+    compare equal when the round would scan the same content again; ``stream_ended``
+    stays out of the comparison and only says whether the handler is on its
+    end-of-stream path, where an empty payload is still scanned today."""
+
+    texts: tuple[str, ...]
+    tool_calls: tuple[str, ...] = ()
+    stream_ended: bool = field(default=False, compare=False)
+
+    @property
+    def has_nothing_to_scan(self) -> bool:
+        return not self.stream_ended and not any(self.texts) and not self.tool_calls
+
+
 class BaseTranslation(ABC):
     @staticmethod
     def transform_user_api_key_dict_to_metadata(
@@ -151,12 +167,15 @@ class BaseTranslation(ABC):
         """
         return responses_so_far
 
+    def get_streaming_scan_key(self, responses_so_far: Sequence[object]) -> StreamingScanKey | None:
+        return None
+
     def build_block_sse_chunks(
         self,
         exc: "ModifyResponseException",
         stream_started: bool = False,
-        responses_so_far: list[Any] | None = None,
-    ) -> list[bytes] | None:
+        responses_so_far: Sequence[Any] | None = None,
+    ) -> Sequence[bytes] | None:
         """
         Build the streaming chunks that deliver a guardrail block message and
         cleanly terminate the stream in this provider's wire format.
diff --git a/litellm/llms/base_llm/guardrail_translation/utils.py b/litellm/llms/base_llm/guardrail_translation/utils.py
index f09ee210e6c..8dee262001d 100644
--- a/litellm/llms/base_llm/guardrail_translation/utils.py
+++ b/litellm/llms/base_llm/guardrail_translation/utils.py
@@ -4,6 +4,8 @@ import json
 from collections.abc import Callable, Iterator, Sequence
 from typing import Any, Final, TypeVar
 
+from pydantic import BaseModel
+
 from litellm.types.llms.anthropic_messages.anthropic_response import AnthropicUsage
 from litellm.types.llms.openai import AllMessageValues, ResponseAPIUsage
 
@@ -124,6 +126,71 @@ def blocked_responses_api_usage(original_response: object) -> ResponseAPIUsage:
     )
 
 
+def stream_item_field(item: object, field: str) -> object | None:
+    if isinstance(item, dict):
+        return item.get(field)
+    return getattr(item, field, None)
+
+
+def stream_item_fingerprint(item: object) -> str:
+    plain: Final = item.model_dump() if isinstance(item, BaseModel) else item
+    return json.dumps(plain, sort_keys=True, default=str)
+
+
+def stream_item_items(item: object, field: str) -> tuple[object, ...]:
+    value: Final = stream_item_field(item, field)
+    return tuple(value) if isinstance(value, (list, tuple)) else ()
+
+
+def blocked_chat_stream_usage(original_response: object) -> tuple[int, int]:
+    """
+    ``(prompt_tokens, completion_tokens)`` for a synthetic guardrail-blocked
+    chat completions stream.
+
+    A mid-stream block carries the chunks received so far as a list; real usage
+    rides on the final chunk when the upstream sent one
+    (``stream_options.include_usage``). Non-list originals defer to
+    ``blocked_response_usage``.
+    """
+    if not isinstance(original_response, list):
+        usage: Final = blocked_response_usage(original_response)
+        return usage.get("input_tokens", 0), usage.get("output_tokens", 0)
+    usage_obj: Final = next(
+        (
+            chunk_usage
+            for item in reversed(original_response)
+            if (chunk_usage := stream_item_field(item, "usage")) is not None
+        ),
+        None,
+    )
+    return (
+        _usage_tokens(usage_obj, "prompt_tokens", "input_tokens"),
+        _usage_tokens(usage_obj, "completion_tokens", "output_tokens"),
+    )
+
+
+def blocked_responses_stream_usage(original_response: object) -> ResponseAPIUsage:
+    """
+    ``ResponseAPIUsage`` for a synthetic guardrail-blocked /v1/responses stream.
+
+    A mid-stream block carries the events received so far as a list; real usage
+    rides on the ``response.completed`` event's response when the upstream sent
+    one. Non-list originals defer to ``blocked_responses_api_usage``.
+    """
+    if not isinstance(original_response, list):
+        return blocked_responses_api_usage(original_response)
+    completed: Final = next(
+        (
+            response
+            for item in reversed(original_response)
+            if stream_item_field(item, "type") == "response.completed"
+            and (response := stream_item_field(item, "response")) is not None
+        ),
+        None,
+    )
+    return blocked_responses_api_usage(completed)
+
+
 def effective_skip_system_message_for_guardrail(guardrail_to_apply: Any) -> bool:
     per: Final = getattr(guardrail_to_apply, "skip_system_message_in_guardrail", None)
     if per is not None:
diff --git a/litellm/llms/base_llm/ocr/transformation.py b/litellm/llms/base_llm/ocr/transformation.py
index 3b302837032..75306cd572a 100644
--- a/litellm/llms/base_llm/ocr/transformation.py
+++ b/litellm/llms/base_llm/ocr/transformation.py
@@ -2,6 +2,7 @@
 Base OCR transformation configuration.
 """
 
+import builtins
 from collections.abc import Mapping
 from typing import TYPE_CHECKING, Any, Final, Literal
 
@@ -93,8 +94,8 @@ class OCRResponse(LiteLLMPydanticObjectBase):
     document_annotation: Any | None = None
     usage_info: OCRUsageInfo | None = None
     content: str | None = None
-    tables: list[dict[str, object]] | None = None
-    keyValuePairs: list[dict[str, object]] | None = None
+    tables: list[dict[str, builtins.object]] | None = None
+    keyValuePairs: list[dict[str, builtins.object]] | None = None
     object: str = "ocr"
 
     model_config = {"extra": "allow"}
@@ -102,11 +103,11 @@ class OCRResponse(LiteLLMPydanticObjectBase):
     # Define private attributes using PrivateAttr
     _hidden_params: dict = PrivateAttr(default_factory=dict)
 
-    def set_provider_native_response(self, native_response: Mapping[str, object]) -> None:
+    def set_provider_native_response(self, native_response: Mapping[str, builtins.object]) -> None:
         """Keep the provider's own response payload alongside the normalized one."""
         self._hidden_params[PROVIDER_NATIVE_RESPONSE_KEY] = native_response
 
-    def get_provider_native_response(self) -> Mapping[str, object] | None:
+    def get_provider_native_response(self) -> Mapping[str, builtins.object] | None:
         """The provider's own response payload, when `req_format=native` was requested."""
         native_response: Final = self._hidden_params.get(PROVIDER_NATIVE_RESPONSE_KEY)
         return native_response if isinstance(native_response, dict) else None
diff --git a/litellm/llms/base_llm/vector_store/transformation.py b/litellm/llms/base_llm/vector_store/transformation.py
index 02a51a8bace..c8d2b7fe522 100644
--- a/litellm/llms/base_llm/vector_store/transformation.py
+++ b/litellm/llms/base_llm/vector_store/transformation.py
@@ -1,10 +1,16 @@
+from __future__ import annotations
+
 from abc import abstractmethod
 from collections.abc import Mapping, Sequence
-from typing import TYPE_CHECKING, Any, NoReturn
+from dataclasses import dataclass
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Any, Final, NoReturn, Protocol, runtime_checkable
 
 import httpx
+from pydantic import TypeAdapter
 
 from litellm.types.router import GenericLiteLLMParams
+from litellm.types.utils import EmbeddingResponse
 from litellm.types.vector_stores import (
     VECTOR_STORE_OPENAI_PARAMS,
     BaseVectorStoreAuthCredentials,
@@ -17,6 +23,7 @@ from litellm.types.vector_stores import (
 
 if TYPE_CHECKING:
     from litellm.litellm_core_utils.litellm_logging import Logging as _LiteLLMLoggingObj
+    from litellm.router import Router
 
     from ..chat.transformation import BaseLLMException as _BaseLLMException
 
@@ -27,6 +34,92 @@ else:
     BaseLLMException = Any
 
 
+@runtime_checkable
+class VectorStoreEmbeddingExecutor(Protocol):
+    def embed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse: ...
+
+    async def aembed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse: ...
+
+
+@dataclass(frozen=True, slots=True)
+class LiteLLMVectorStoreEmbeddingExecutor:
+    def embed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        import litellm
+
+        return litellm.embedding(  # pyright: ignore[reportCallIssue, reportUnknownMemberType, reportUnknownVariableType]  # provider kwargs are intentionally dynamic
+            model=model,
+            input=[query],  # mutable-ok: LiteLLM embedding requires a mutable input list
+            **dict(configuration),  # pyright: ignore[reportArgumentType]  # provider-specific embedding config is validated downstream  # mutable-ok: kwargs require a concrete dict
+        )
+
+    async def aembed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        import litellm
+
+        return await litellm.aembedding(  # pyright: ignore[reportUnknownMemberType]  # provider kwargs are intentionally dynamic
+            model=model,
+            input=[query],  # mutable-ok: LiteLLM embedding requires a mutable input list
+            **dict(configuration),  # pyright: ignore[reportArgumentType]  # provider-specific embedding config is validated downstream  # mutable-ok: kwargs require a concrete dict
+        )
+
+
+_REQUEST_METADATA: Final = TypeAdapter(dict[str, object])
+
+
+def vector_store_request_metadata(kwargs: Mapping[str, object]) -> Mapping[str, object]:
+    litellm_metadata: Final = kwargs.get("litellm_metadata")
+    if isinstance(litellm_metadata, dict):
+        return _REQUEST_METADATA.validate_python(litellm_metadata)
+    metadata: Final = kwargs.get("metadata")
+    if isinstance(metadata, dict):
+        return _REQUEST_METADATA.validate_python(metadata)
+    return MappingProxyType({})
+
+
+@dataclass(frozen=True, slots=True)
+class RouterVectorStoreEmbeddingExecutor:
+    router: Router
+    metadata: Mapping[str, object]
+
+    def _embedding_kwargs(self, configuration: Mapping[str, object]) -> Mapping[str, object]:
+        configured_metadata: Final = configuration.get("metadata")
+        metadata: Final = {
+            **(configured_metadata if isinstance(configured_metadata, Mapping) else {}),
+            **self.metadata,
+        }
+        return {
+            **{key: value for key, value in configuration.items() if key not in ("input", "metadata", "model")},
+            "metadata": metadata,
+        }
+
+    def _router_serves(self, model: str) -> bool:
+        team_id: Final = self.metadata.get("user_api_key_team_id")
+        resolved: Final = self.router.resolved_litellm_models(model, team_id if isinstance(team_id, str) else None)
+        deployment_models: Final = (
+            deployment.get("litellm_params", {}).get("model") for deployment in self.router.get_model_list() or ()
+        )
+        return bool(resolved) or model in deployment_models
+
+    def embed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        embedding_kwargs: Final = self._embedding_kwargs(configuration)
+        if not self._router_serves(model):
+            return LiteLLMVectorStoreEmbeddingExecutor().embed(model, query, embedding_kwargs)
+        return self.router.embedding(  # pyright: ignore[reportUnknownMemberType]  # Router embedding input retains a legacy untyped list
+            model=model,
+            input=[query],  # mutable-ok: Router embedding requires a mutable input list
+            **embedding_kwargs,  # pyright: ignore[reportArgumentType]  # provider kwargs are intentionally dynamic
+        )
+
+    async def aembed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        embedding_kwargs: Final = self._embedding_kwargs(configuration)
+        if not self._router_serves(model):
+            return await LiteLLMVectorStoreEmbeddingExecutor().aembed(model, query, embedding_kwargs)
+        return await self.router.aembedding(  # pyright: ignore[reportUnknownMemberType]  # Router embedding input retains a legacy untyped list
+            model=model,
+            input=[query],  # mutable-ok: Router embedding requires a mutable input list
+            **embedding_kwargs,  # pyright: ignore[reportArgumentType]  # provider kwargs are intentionally dynamic
+        )
+
+
 class BaseVectorStoreConfig:
     def get_supported_openai_params(self, model: str) -> list[VECTOR_STORE_OPENAI_PARAMS]:
         return []
@@ -157,6 +250,111 @@ class BaseVectorStoreConfig:
         return 0.0, 0.0
 
 
+_EMPTY_EMBEDDING_CONFIGURATION: Final[Mapping[str, object]] = MappingProxyType({})
+_QUERY_VECTOR: Final = TypeAdapter(list[float])
+
+
+class BaseQueryEmbeddingVectorStoreConfig(BaseVectorStoreConfig):
+    @abstractmethod
+    def transform_search_vector_store_request(
+        self,
+        vector_store_id: str,
+        query: str | Sequence[str],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        pass
+
+    async def atransform_search_vector_store_request(
+        self,
+        vector_store_id: str,
+        query: str | Sequence[str],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        return self.transform_search_vector_store_request(
+            vector_store_id=vector_store_id,
+            query=query,
+            vector_store_search_optional_params=vector_store_search_optional_params,
+            api_base=api_base,
+            litellm_logging_obj=litellm_logging_obj,
+            litellm_params=litellm_params,
+            extra_body=extra_body,
+            embedding_executor=embedding_executor,
+        )
+
+    @staticmethod
+    def query_text(query: str | Sequence[str]) -> str:
+        return query if isinstance(query, str) else " ".join(query)
+
+    @staticmethod
+    def query_embedding_model(litellm_params: Mapping[str, object]) -> str:
+        embedding_model: Final = litellm_params.get("litellm_embedding_model")
+        if isinstance(embedding_model, str) and embedding_model:
+            return embedding_model
+        raise ValueError(
+            "litellm_embedding_model is required in litellm_params for this vector store. "
+            "Example: litellm_params['litellm_embedding_model'] = 'openai/text-embedding-3-small'"
+        )
+
+    @staticmethod
+    def query_embedding_configuration(litellm_params: Mapping[str, object]) -> Mapping[str, object]:
+        configuration: Final = litellm_params.get("litellm_embedding_config")
+        if isinstance(configuration, Mapping):
+            return {str(key): value for key, value in configuration.items()}  # pyright: ignore[reportUnknownVariableType, reportUnknownArgumentType]  # litellm_params is an untyped dict, keys are re-validated as str here
+        return _EMPTY_EMBEDDING_CONFIGURATION
+
+    @staticmethod
+    def query_embedding_executor(
+        embedding_executor: VectorStoreEmbeddingExecutor | None,
+        router: Router | None,
+        request_metadata: Mapping[str, object] = MappingProxyType({}),
+    ) -> VectorStoreEmbeddingExecutor:
+        if embedding_executor is not None:
+            return embedding_executor
+        if router is not None:
+            return RouterVectorStoreEmbeddingExecutor(router=router, metadata=request_metadata)
+        return LiteLLMVectorStoreEmbeddingExecutor()
+
+    def embed_query(
+        self,
+        query_text: str,
+        litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None,
+    ) -> Sequence[float]:
+        model: Final = self.query_embedding_model(litellm_params)
+        configuration: Final = self.query_embedding_configuration(litellm_params)
+        executor: Final = self.query_embedding_executor(embedding_executor, None)
+        try:
+            response: Final = executor.embed(model, query_text, configuration)
+        except Exception as e:
+            raise Exception(f"Failed to generate embedding for query: {e}")
+        return _QUERY_VECTOR.validate_python(response.data[0]["embedding"])  # pyright: ignore[reportUnknownMemberType]  # EmbeddingResponse.data is an untyped list, the vector is validated here
+
+    async def aembed_query(
+        self,
+        query_text: str,
+        litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None,
+    ) -> Sequence[float]:
+        model: Final = self.query_embedding_model(litellm_params)
+        configuration: Final = self.query_embedding_configuration(litellm_params)
+        executor: Final = self.query_embedding_executor(embedding_executor, None)
+        try:
+            response: Final = await executor.aembed(model, query_text, configuration)
+        except Exception as e:
+            raise Exception(f"Failed to generate embedding for query: {e}")
+        return _QUERY_VECTOR.validate_python(response.data[0]["embedding"])  # pyright: ignore[reportUnknownMemberType]  # EmbeddingResponse.data is an untyped list, the vector is validated here
+
+
 class BaseDirectVectorStoreConfig(BaseVectorStoreConfig):
     """
     Base config for vector store providers whose datastore has no HTTP API
@@ -172,6 +370,7 @@ class BaseDirectVectorStoreConfig(BaseVectorStoreConfig):
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         litellm_logging_obj: LiteLLMLoggingObj,
         litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         timeout: float | httpx.Timeout | None = None,
     ) -> VectorStoreSearchResponse:
         pass
@@ -184,6 +383,7 @@ class BaseDirectVectorStoreConfig(BaseVectorStoreConfig):
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         litellm_logging_obj: LiteLLMLoggingObj,
         litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         timeout: float | httpx.Timeout | None = None,
     ) -> VectorStoreSearchResponse:
         pass
diff --git a/litellm/llms/bedrock/base_aws_llm.py b/litellm/llms/bedrock/base_aws_llm.py
index 852cfaa24f2..c3da992a904 100644
--- a/litellm/llms/bedrock/base_aws_llm.py
+++ b/litellm/llms/bedrock/base_aws_llm.py
@@ -7,7 +7,7 @@ import urllib.parse
 from collections.abc import Callable
 from datetime import datetime
 from threading import Lock
-from typing import TYPE_CHECKING, Any, ClassVar, Final, Literal, cast, get_args
+from typing import TYPE_CHECKING, Any, ClassVar, Final, Literal, cast, get_args, overload
 
 import httpx
 from pydantic import BaseModel, ValidationError
@@ -48,12 +48,24 @@ _STS_REGION_FROM_ENDPOINT_PATTERN: Final = re.compile(
 SIGV4_COMPUTED_HEADERS: Final = frozenset({"authorization", "x-amz-date", "x-amz-security-token", "date"})
 
 
-class Boto3CredentialsInfo(BaseModel):
-    credentials: Credentials
+class BedrockRequestTarget(BaseModel):
     aws_region_name: str
     aws_bedrock_runtime_endpoint: str | None
 
 
+class Boto3CredentialsInfo(BedrockRequestTarget):
+    credentials: Credentials
+
+
+class BearerRequestTarget(BedrockRequestTarget):
+    credentials: None = None
+
+
+def bedrock_bearer_token(api_key: str | None) -> str | None:
+    token: Final = api_key if api_key is not None else get_secret_str("AWS_BEARER_TOKEN_BEDROCK")
+    return token or None
+
+
 class _WebIdentityTokenClaims(BaseModel):
     aud: str | list[str] | None = None
     iss: str | None = None
@@ -1387,9 +1399,26 @@ class BaseAWSLLM:
         else:
             return f"https://bedrock-runtime.{aws_region_name}.{dns_suffix}"
 
+    @overload
     def _get_boto_credentials_from_optional_params(
-        self, optional_params: dict, model: str | None = None
-    ) -> Boto3CredentialsInfo:
+        self,
+        optional_params: dict,  # mutable-ok: the implementation pops the aws_* keys out of the caller's dict in place
+        model: str | None = None,
+        bearer_token: None = None,
+    ) -> Boto3CredentialsInfo: ...
+
+    @overload
+    def _get_boto_credentials_from_optional_params(
+        self,
+        optional_params: dict,  # mutable-ok: the implementation pops the aws_* keys out of the caller's dict in place
+        model: str | None = None,
+        *,
+        bearer_token: str,
+    ) -> BearerRequestTarget: ...
+
+    def _get_boto_credentials_from_optional_params(
+        self, optional_params: dict, model: str | None = None, bearer_token: str | None = None
+    ) -> Boto3CredentialsInfo | BearerRequestTarget:
         """
         Get boto3 credentials from optional params
 
@@ -1420,6 +1449,12 @@ class BaseAWSLLM:
         )  # https://bedrock-runtime.{region_name}.amazonaws.com
         aws_external_id: Final = optional_params.pop("aws_external_id", None)
 
+        if bearer_token is not None:
+            return BearerRequestTarget(
+                aws_region_name=aws_region_name,
+                aws_bedrock_runtime_endpoint=aws_bedrock_runtime_endpoint,
+            )
+
         credentials: Final[Credentials] = self.get_credentials(
             aws_access_key_id=aws_access_key_id,
             aws_secret_access_key=aws_secret_access_key,
@@ -1432,7 +1467,6 @@ class BaseAWSLLM:
             aws_sts_endpoint=aws_sts_endpoint,
             aws_external_id=aws_external_id,
         )
-
         return Boto3CredentialsInfo(
             credentials=credentials,
             aws_region_name=aws_region_name,
@@ -1442,7 +1476,7 @@ class BaseAWSLLM:
     @tracer.wrap()
     def get_request_headers(
         self,
-        credentials: Credentials,
+        credentials: Credentials | None,
         aws_region_name: str,
         extra_headers: dict | None,
         endpoint_url: str,
@@ -1451,14 +1485,9 @@ class BaseAWSLLM:
         api_key: str | None = None,
         supports_bearer_token: bool = True,
     ) -> AWSPreparedRequest:
-        if not supports_bearer_token:
-            aws_bearer_token: str | None = None
-        elif api_key is not None:
-            aws_bearer_token = api_key
-        else:
-            aws_bearer_token = get_secret_str("AWS_BEARER_TOKEN_BEDROCK")
+        aws_bearer_token: Final = bedrock_bearer_token(api_key) if supports_bearer_token else None
 
-        if aws_bearer_token:
+        if aws_bearer_token is not None:
             try:
                 from botocore.awsrequest import AWSRequest
             except ImportError:
@@ -1469,9 +1498,13 @@ class BaseAWSLLM:
             try:
                 from botocore.auth import SigV4Auth
                 from botocore.awsrequest import AWSRequest
+                from botocore.exceptions import NoCredentialsError
             except ImportError:
                 raise ImportError("Missing boto3 to call bedrock. Run 'pip install boto3'.")
 
+            if credentials is None:
+                raise NoCredentialsError()
+
             # Filter headers for AWS signature calculation
             # AWS SigV4 only includes specific headers in signature calculation
             aws_signature_headers: Final = self._filter_headers_for_aws_signature(headers)
@@ -1551,13 +1584,9 @@ class BaseAWSLLM:
         Returns:
             Tuple[dict, Optional[str]]: A tuple containing the headers and the json str body of the request
         """
-        if api_key is not None:
-            aws_bearer_token: str | None = api_key
-        else:
-            aws_bearer_token = get_secret_str("AWS_BEARER_TOKEN_BEDROCK")
+        aws_bearer_token: Final = bedrock_bearer_token(api_key)
 
-        # If aws bearer token is set, use it directly in the header
-        if aws_bearer_token:
+        if aws_bearer_token is not None:
             headers = headers or {}
             headers["Content-Type"] = "application/json"
             headers["Authorization"] = f"Bearer {aws_bearer_token}"
diff --git a/litellm/llms/bedrock/chat/converse_handler.py b/litellm/llms/bedrock/chat/converse_handler.py
index ca5f1298360..a75124325ae 100644
--- a/litellm/llms/bedrock/chat/converse_handler.py
+++ b/litellm/llms/bedrock/chat/converse_handler.py
@@ -1,4 +1,6 @@
 import json
+from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Any, Final
 
 import httpx
@@ -19,11 +21,27 @@ from litellm.rust_bridge.chat_completions import rust_chat_completions_accepts
 from litellm.types.utils import ModelResponse
 from litellm.utils import CustomStreamWrapper
 
-from ..base_aws_llm import BaseAWSLLM, Credentials
+from ..base_aws_llm import BaseAWSLLM, Credentials, bedrock_bearer_token
 from ..common_utils import BedrockError, _get_all_bedrock_regions
 from .invoke_handler import AWSEventStreamDecoder, MockResponseIterator, make_call
 
 
+def _sigv4_principal(credentials: Credentials | None) -> Mapping[str, str]:
+    if credentials is None:
+        return MappingProxyType({})
+    return MappingProxyType(
+        {
+            key: value
+            for key, value in (
+                ("aws_access_key_id", credentials.access_key),
+                ("aws_secret_access_key", credentials.secret_key),
+                ("aws_session_token", credentials.token),
+            )
+            if value is not None
+        }
+    )
+
+
 def make_sync_call(
     client: HTTPHandler | None,
     api_base: str,
@@ -95,7 +113,7 @@ class BedrockConverseLLM(BaseAWSLLM):
         stream,
         optional_params: dict,
         litellm_params: dict,
-        credentials: Credentials,
+        credentials: Credentials | None,
         logger_fn=None,
         headers={},
         client: AsyncHTTPHandler | None = None,
@@ -167,7 +185,7 @@ class BedrockConverseLLM(BaseAWSLLM):
         stream,
         optional_params: dict,
         litellm_params: dict,
-        credentials: Credentials,
+        credentials: Credentials | None,
         logger_fn=None,
         headers: dict = {},
         client: AsyncHTTPHandler | None = None,
@@ -331,17 +349,21 @@ class BedrockConverseLLM(BaseAWSLLM):
 
         litellm_params["aws_region_name"] = aws_region_name  # [DO NOT DELETE] important for async calls
 
-        credentials: Final[Credentials] = self.get_credentials(
-            aws_access_key_id=aws_access_key_id,
-            aws_secret_access_key=aws_secret_access_key,
-            aws_session_token=aws_session_token,
-            aws_region_name=aws_region_name,
-            aws_session_name=aws_session_name,
-            aws_profile_name=aws_profile_name,
-            aws_role_name=aws_role_name,
-            aws_web_identity_token=aws_web_identity_token,
-            aws_sts_endpoint=aws_sts_endpoint,
-            aws_external_id=aws_external_id,
+        credentials: Final[Credentials | None] = (
+            None
+            if bedrock_bearer_token(api_key) is not None
+            else self.get_credentials(
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+                aws_session_token=aws_session_token,
+                aws_region_name=aws_region_name,
+                aws_session_name=aws_session_name,
+                aws_profile_name=aws_profile_name,
+                aws_role_name=aws_role_name,
+                aws_web_identity_token=aws_web_identity_token,
+                aws_sts_endpoint=aws_sts_endpoint,
+                aws_external_id=aws_external_id,
+            )
         )
 
         ### SET RUNTIME ENDPOINT ###
@@ -368,19 +390,13 @@ class BedrockConverseLLM(BaseAWSLLM):
         # The Rust core owns the whole call for the subset it accepts. Ask
         # before transforming so whichever path runs emits pre_call once, and
         # hand down the credentials, region and endpoint this handler already
-        # resolved so both paths sign as the same principal.
+        # resolved so both paths sign as the same principal. Bearer-token auth
+        # resolves no SigV4 principal at all, and each path reads that token
+        # itself.
         rust_optional_params: Final = {  # mutable-ok: json.dumps in the bridge rejects a mappingproxy
             **optional_params,
-            **{  # mutable-ok: merged into its mutable parent above
-                key: value
-                for key, value in (
-                    ("aws_access_key_id", credentials.access_key),
-                    ("aws_secret_access_key", credentials.secret_key),
-                    ("aws_session_token", credentials.token),
-                    ("aws_region_name", aws_region_name),
-                )
-                if value is not None
-            },
+            **_sigv4_principal(credentials),
+            "aws_region_name": aws_region_name,
         }
         serves_via_rust: Final = rust_chat_completions_accepts(
             model=model,
diff --git a/litellm/llms/bedrock/chat/converse_transformation.py b/litellm/llms/bedrock/chat/converse_transformation.py
index 7fefeaeaf04..e097805f54a 100644
--- a/litellm/llms/bedrock/chat/converse_transformation.py
+++ b/litellm/llms/bedrock/chat/converse_transformation.py
@@ -87,6 +87,7 @@ from ..common_utils import (
     BedrockError,
     BedrockModelInfo,
     bedrock_converse_supports_parallel_tool_use_config,
+    bedrock_model_accepts_cache_points,
     get_anthropic_beta_from_headers,
     get_bedrock_tool_name,
     is_bedrock_application_inference_profile_arn,
@@ -942,6 +943,9 @@ class AmazonConverseConfig(BaseConfig):
                         litellm.verbose_logger.warning(DROP_UNSUPPORTED_ADAPTIVE_THINKING_WARNING, model)
                 else:
                     optional_params["thinking"] = value
+                    AnthropicModelInfo.translate_legacy_thinking_for_adaptive_model(
+                        model=model, optional_params=optional_params, custom_llm_provider="bedrock"
+                    )
             elif param == "reasoning_effort" and isinstance(value, str):
                 self._handle_reasoning_effort_parameter(
                     model=model, reasoning_effort=value, optional_params=optional_params
@@ -1149,7 +1153,7 @@ class AmazonConverseConfig(BaseConfig):
         model: str | None = None,
     ) -> SystemContentBlock | ContentBlock | None:
         cache_control: Final = message_block.get("cache_control", None)
-        if cache_control is None:
+        if cache_control is None or not bedrock_model_accepts_cache_points(model):
             return None
 
         cache_point: Final = self._build_cache_point_block(cache_control, model)
@@ -1333,6 +1337,7 @@ class AmazonConverseConfig(BaseConfig):
             )
 
         additional_request_params.pop("parallel_tool_calls", None)
+        additional_request_params.pop("client_metadata", None)
 
         # Only set the topK value in for models that support it
         additional_request_params.update(self._handle_top_k_value(model, inference_params, drop_params))
@@ -1613,7 +1618,7 @@ class AmazonConverseConfig(BaseConfig):
 
         # Append cachePoint to tools if cache_control_injection_points has tool_config
         cache_injection_points: Final = additional_request_params.pop("cache_control_injection_points", None)
-        if cache_injection_points and len(bedrock_tools) > 0:
+        if cache_injection_points and len(bedrock_tools) > 0 and bedrock_model_accepts_cache_points(model):
             for point in cache_injection_points:
                 if point.get("location") == "tool_config":
                     cache_point = self._build_cache_point_block(point.get("control"), model)
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/amazon_moonshot_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/amazon_moonshot_transformation.py
index 91c3a363c31..04c6ec86a13 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/amazon_moonshot_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/amazon_moonshot_transformation.py
@@ -149,19 +149,15 @@ class AmazonMoonshotConfig(AmazonInvokeConfig, MoonshotChatConfig):
         - Temperature and parameter validation
 
         """
-        # Filter out AWS credentials using the existing method from BaseAWSLLM
-        self._get_boto_credentials_from_optional_params(optional_params, model)
+        inference_params: Final = {k: v for k, v in optional_params.items() if k not in self.aws_authentication_params}
 
-        # Strip routing prefixes to get the actual model ID
         clean_model_id: Final = self._get_model_id(model)
 
-        # Use Moonshot's transform_request which handles message transformation
-        # and tool_choice="required" workaround
         return MoonshotChatConfig.transform_request(
             self,
             model=clean_model_id,
             messages=messages,
-            optional_params=optional_params,
+            optional_params=inference_params,
             litellm_params=litellm_params,
             headers=headers,
         )
diff --git a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
index 2a4c38e71ea..67720451c00 100644
--- a/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
+++ b/litellm/llms/bedrock/chat/invoke_transformations/anthropic_claude3_transformation.py
@@ -107,6 +107,10 @@ class AmazonAnthropicClaudeConfig(AmazonInvokeConfig, AnthropicConfig):
         # Restore original model name
         model = original_model
 
+        AnthropicModelInfo.translate_legacy_thinking_for_adaptive_model(
+            model=original_model, optional_params=optional_params, custom_llm_provider="bedrock"
+        )
+
         # The stub model hides the original model from the parent's forced-tool-use backstop
         response_format_tool_choice: Final = optional_params.get("tool_choice")
         if (
diff --git a/litellm/llms/bedrock/common_utils.py b/litellm/llms/bedrock/common_utils.py
index 30a77d57f24..1e5329c90dd 100644
--- a/litellm/llms/bedrock/common_utils.py
+++ b/litellm/llms/bedrock/common_utils.py
@@ -748,6 +748,15 @@ def strip_bedrock_throughput_suffix(model: str) -> str:
 
 
 MANTLE_MESSAGES_PATH: Final = "/anthropic/v1/messages"
+_MANTLE_OPENAI_BASE_SUFFIXES: Final = ("/openai/v1", "/v1")
+
+
+def _mantle_api_base_from_env() -> str | None:
+    env_base: Final = get_secret_str("BEDROCK_MANTLE_API_BASE")
+    if env_base is None:
+        return None
+    base: Final = env_base.rstrip("/")
+    return next((base[: -len(suffix)] for suffix in _MANTLE_OPENAI_BASE_SUFFIXES if base.endswith(suffix)), base)
 
 
 def build_mantle_messages_url(
@@ -758,12 +767,15 @@ def build_mantle_messages_url(
     """Build the bedrock-mantle Anthropic /messages URL.
 
     Honors an explicit endpoint override (``api_base``, then
-    ``aws_bedrock_runtime_endpoint``) so private VPC / VPCE / GovCloud Mantle
-    endpoints are reachable; otherwise falls back to the public regional host.
+    ``aws_bedrock_runtime_endpoint``, then ``BEDROCK_MANTLE_API_BASE``) so
+    private VPC / VPCE / GovCloud Mantle endpoints are reachable; otherwise
+    falls back to the public regional host.
     The mantle messages path is appended unless the override already carries it,
-    so callers can pass either the host or the full messages URL.
+    so callers can pass either the host or the full messages URL. The env var is
+    shared with the OpenAI-surface ``bedrock_mantle/*`` routes, which need it to
+    carry their ``/v1`` or ``/openai/v1`` base, so that suffix is dropped first.
     """
-    override: Final = api_base or aws_bedrock_runtime_endpoint
+    override: Final = api_base or aws_bedrock_runtime_endpoint or _mantle_api_base_from_env()
     if override:
         base: Final = override.rstrip("/")
         if base.endswith(MANTLE_MESSAGES_PATH):
@@ -816,6 +828,30 @@ def bedrock_converse_supports_parallel_tool_use_config(model: str) -> bool:
     )
 
 
+def bedrock_model_accepts_cache_points(model: str | None) -> bool:
+    """
+    Whether Converse ``cachePoint`` blocks may be sent to this model.
+
+    Bedrock rejects requests carrying cachePoint blocks for models without prompt
+    caching support ("You invoked an unsupported model or your request did not allow
+    prompt caching"), so a model whose cost-map entry does not declare
+    ``supports_prompt_caching`` must not receive them. A model absent from the map
+    (an application inference profile ARN, a model newer than the map) keeps emitting
+    so existing caching setups never silently degrade. ``litellm.utils.supports_prompt_caching``
+    is not reusable here: it returns False for unmapped models, the opposite polarity.
+    """
+    if model is None:
+        return True
+    entries: Final = tuple(
+        entry
+        for candidate in (model, get_bedrock_base_model(model))
+        if (entry := litellm.model_cost.get(candidate)) is not None
+    )
+    if not entries:
+        return True
+    return any(entry.get("supports_prompt_caching") is True for entry in entries)
+
+
 def is_claude_4_5_on_bedrock(model: str) -> bool:
     """
     Check if the model supports Bedrock prompt caching with an extended '1h' TTL
diff --git a/litellm/llms/bedrock/embed/embedding.py b/litellm/llms/bedrock/embed/embedding.py
index c34ca7750e2..5fb86d476f4 100644
--- a/litellm/llms/bedrock/embed/embedding.py
+++ b/litellm/llms/bedrock/embed/embedding.py
@@ -6,7 +6,7 @@ import copy
 import json
 import urllib.parse
 from collections.abc import Callable
-from typing import TYPE_CHECKING, Any, Final, get_args
+from typing import TYPE_CHECKING, Final, get_args, overload
 
 import httpx
 
@@ -26,7 +26,7 @@ from litellm.types.llms.bedrock import (
 )
 from litellm.types.utils import EmbeddingResponse, LlmProviders
 
-from ..base_aws_llm import BaseAWSLLM
+from ..base_aws_llm import BaseAWSLLM, Credentials, bedrock_bearer_token
 from ..common_utils import BedrockError
 from .amazon_nova_transformation import AmazonNovaEmbeddingConfig
 from .amazon_titan_g1_transformation import AmazonTitanG1Config
@@ -42,14 +42,25 @@ if TYPE_CHECKING:
 
 
 class BedrockEmbedding(BaseAWSLLM):
+    @overload
+    def _load_credentials(
+        self,
+        optional_params: dict,  # mutable-ok: the implementation pops the aws_* keys out of the caller's dict in place
+        bearer_token: None = None,
+    ) -> tuple[Credentials, str]: ...
+
+    @overload
+    def _load_credentials(
+        self,
+        optional_params: dict,  # mutable-ok: the implementation pops the aws_* keys out of the caller's dict in place
+        bearer_token: str,
+    ) -> tuple[None, str]: ...
+
     def _load_credentials(
         self,
         optional_params: dict,
-    ) -> tuple[Any, str]:
-        try:
-            from botocore.credentials import Credentials
-        except ImportError:
-            raise ImportError("Missing boto3 to call bedrock. Run 'pip install boto3'.")
+        bearer_token: str | None = None,
+    ) -> tuple[Credentials | None, str]:
         ## CREDENTIALS ##
         # pop aws_secret_access_key, aws_access_key_id, aws_session_token, aws_region_name from kwargs, since completion calls fail with them
         aws_secret_access_key: Final = optional_params.pop("aws_secret_access_key", None)
@@ -78,17 +89,21 @@ class BedrockEmbedding(BaseAWSLLM):
             if aws_region_name is None:
                 aws_region_name = "us-west-2"
 
-        credentials: Final[Credentials] = self.get_credentials(
-            aws_access_key_id=aws_access_key_id,
-            aws_secret_access_key=aws_secret_access_key,
-            aws_session_token=aws_session_token,
-            aws_region_name=aws_region_name,
-            aws_session_name=aws_session_name,
-            aws_profile_name=aws_profile_name,
-            aws_role_name=aws_role_name,
-            aws_web_identity_token=aws_web_identity_token,
-            aws_sts_endpoint=aws_sts_endpoint,
-            aws_external_id=aws_external_id,
+        credentials: Final[Credentials | None] = (
+            None
+            if bearer_token is not None
+            else self.get_credentials(
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+                aws_session_token=aws_session_token,
+                aws_region_name=aws_region_name,
+                aws_session_name=aws_session_name,
+                aws_profile_name=aws_profile_name,
+                aws_role_name=aws_role_name,
+                aws_web_identity_token=aws_web_identity_token,
+                aws_sts_endpoint=aws_sts_endpoint,
+                aws_external_id=aws_external_id,
+            )
         )
         return credentials, aws_region_name
 
@@ -233,7 +248,7 @@ class BedrockEmbedding(BaseAWSLLM):
         client: HTTPHandler | None,
         timeout: float | httpx.Timeout | None,
         batch_data: list[dict],
-        credentials: Any,
+        credentials: Credentials | None,
         extra_headers: dict | None,
         endpoint_url: str,
         aws_region_name: str,
@@ -301,7 +316,7 @@ class BedrockEmbedding(BaseAWSLLM):
         client: AsyncHTTPHandler | None,
         timeout: float | httpx.Timeout | None,
         batch_data: list[dict],
-        credentials: Any,
+        credentials: Credentials | None,
         extra_headers: dict | None,
         endpoint_url: str,
         aws_region_name: str,
@@ -383,7 +398,9 @@ class BedrockEmbedding(BaseAWSLLM):
         litellm_params: dict,
         api_key: str | None = None,
     ) -> EmbeddingResponse:
-        credentials, aws_region_name = self._load_credentials(optional_params)
+        credentials, aws_region_name = self._load_credentials(
+            optional_params, bearer_token=bedrock_bearer_token(api_key)
+        )
 
         ### TRANSFORMATION ###
         unencoded_model_id: Final = optional_params.pop("model_id", None) or model  # default to model if not passed
diff --git a/litellm/llms/bedrock/image_edit/handler.py b/litellm/llms/bedrock/image_edit/handler.py
index 9d8631c7c26..5c517f2049c 100644
--- a/litellm/llms/bedrock/image_edit/handler.py
+++ b/litellm/llms/bedrock/image_edit/handler.py
@@ -29,7 +29,7 @@ from litellm.llms.custom_httpx.http_handler import (
 )
 from litellm.types.utils import ImageResponse
 
-from ..base_aws_llm import BaseAWSLLM
+from ..base_aws_llm import BaseAWSLLM, bedrock_bearer_token
 from ..common_utils import BedrockError
 
 if TYPE_CHECKING:
@@ -198,7 +198,9 @@ class BedrockImageEdit(BaseAWSLLM):
         Returns:
             BedrockImageEditPreparedRequest: The prepared request object
         """
-        boto3_credentials_info: Final = self._get_boto_credentials_from_optional_params(optional_params, model)
+        boto3_credentials_info: Final = self._get_boto_credentials_from_optional_params(
+            optional_params, model, bearer_token=bedrock_bearer_token(api_key)
+        )
 
         # Use the existing ARN-aware provider detection method
         bedrock_provider: Final = self.get_bedrock_invoke_provider(model)
diff --git a/litellm/llms/bedrock/image_generation/image_handler.py b/litellm/llms/bedrock/image_generation/image_handler.py
index 6fac14a0dc3..c78e3c147cb 100644
--- a/litellm/llms/bedrock/image_generation/image_handler.py
+++ b/litellm/llms/bedrock/image_generation/image_handler.py
@@ -29,7 +29,7 @@ from litellm.llms.custom_httpx.http_handler import (
 )
 from litellm.types.utils import ImageResponse
 
-from ..base_aws_llm import BaseAWSLLM
+from ..base_aws_llm import BaseAWSLLM, bedrock_bearer_token
 from ..common_utils import BedrockError
 
 if TYPE_CHECKING:
@@ -220,7 +220,9 @@ class BedrockImageGeneration(BaseAWSLLM):
             prepped (httpx.Request): The prepared request object
             body (bytes): The request body
         """
-        boto3_credentials_info: Final = self._get_boto_credentials_from_optional_params(optional_params, model)
+        boto3_credentials_info: Final = self._get_boto_credentials_from_optional_params(
+            optional_params, model, bearer_token=bedrock_bearer_token(api_key)
+        )
 
         # Use the existing ARN-aware provider detection method
         bedrock_provider: Final = self.get_bedrock_invoke_provider(model)
diff --git a/litellm/llms/bedrock_mantle/common_utils.py b/litellm/llms/bedrock_mantle/common_utils.py
index d877fbb4e09..850738bc320 100644
--- a/litellm/llms/bedrock_mantle/common_utils.py
+++ b/litellm/llms/bedrock_mantle/common_utils.py
@@ -29,7 +29,7 @@ from litellm.secret_managers.main import get_secret_str
 BEDROCK_MANTLE_DEFAULT_REGION: Final = "us-east-1"
 
 # Standard Mantle host: https://bedrock-mantle.<region>.api.aws (group 1 = region).
-MANTLE_HOST_RE: Final = re.compile(r"^https?://bedrock-mantle\.([^/.]+)\.api\.aws", re.IGNORECASE)
+MANTLE_HOST_RE: Final = re.compile(r"^https?://bedrock-mantle\.([^/.]+)\.api\.aws(?=/|$)", re.IGNORECASE)
 
 
 def resolve_mantle_bearer_token(api_key: str | None) -> str | None:
diff --git a/litellm/llms/bedrock_mantle/responses/transformation.py b/litellm/llms/bedrock_mantle/responses/transformation.py
index 2ea355fd369..5179c966584 100644
--- a/litellm/llms/bedrock_mantle/responses/transformation.py
+++ b/litellm/llms/bedrock_mantle/responses/transformation.py
@@ -48,7 +48,9 @@ _BASE_SUFFIXES_TO_STRIP: Final = (
 )
 
 # Per Bedrock Mantle Responses API validation errors.
-_BEDROCK_MANTLE_SUPPORTED_RESPONSE_TOOL_TYPES = frozenset({"function", "mcp", "custom", "namespace", "tool_search"})
+_BEDROCK_MANTLE_SUPPORTED_RESPONSE_TOOL_TYPES: Final = frozenset(
+    {"function", "mcp", "custom", "namespace", "tool_search", "web_search"}
+)
 
 _BEDROCK_MANTLE_SUPPORTED_SERVICE_TIERS: Final = frozenset({"auto", "default"})
 
diff --git a/litellm/llms/custom_httpx/aiohttp_transport.py b/litellm/llms/custom_httpx/aiohttp_transport.py
index b6586481fd3..73adf9c7455 100644
--- a/litellm/llms/custom_httpx/aiohttp_transport.py
+++ b/litellm/llms/custom_httpx/aiohttp_transport.py
@@ -3,6 +3,7 @@ import concurrent.futures
 import contextlib
 import os
 import ssl
+import sys
 import typing
 import urllib.request
 from collections.abc import Callable, Generator
@@ -75,10 +76,22 @@ except ImportError:
     pass
 
 
+def _current_task_is_cancelling() -> bool:
+    task: Final = asyncio.current_task()
+    if task is None or sys.version_info < (3, 11):
+        return True
+    return task.cancelling() > 0
+
+
 @contextlib.contextmanager
 def map_aiohttp_exceptions() -> Generator[None, None, None]:
     try:
         yield
+    except asyncio.CancelledError as exc:
+        # a closing connector cancels its shielded DNS task; that surfaces here without the request task being cancelled
+        if _current_task_is_cancelling():
+            raise
+        raise httpx.ConnectError("aiohttp transport cancelled the request internally") from exc
     except Exception as exc:
         mapped_exc: type[Exception] | None = None
 
diff --git a/litellm/llms/custom_httpx/container_handler.py b/litellm/llms/custom_httpx/container_handler.py
index dd20a8c2ed4..de72735e4ec 100644
--- a/litellm/llms/custom_httpx/container_handler.py
+++ b/litellm/llms/custom_httpx/container_handler.py
@@ -139,7 +139,7 @@ def _build_query_params(
     return {name: value if isinstance(value, str) else str(value) for name, value in supplied if value is not None}
 
 
-def _error_message_from_response(response: httpx.Response) -> str:
+def error_message_from_response(response: httpx.Response) -> str:
     try:
         body: Final = response.json()
     except ValueError:
@@ -153,6 +153,16 @@ def _error_message_from_response(response: httpx.Response) -> str:
     return response.text
 
 
+def raise_for_error_status(response: httpx.Response, container_provider_config: "BaseContainerConfig") -> None:
+    if not httpx.codes.is_error(response.status_code):
+        return
+    raise container_provider_config.get_error_class(
+        error_message=error_message_from_response(response),
+        status_code=response.status_code,
+        headers=response.headers,
+    )
+
+
 def _transform_response(
     response: httpx.Response,
     returns_binary: bool,
@@ -163,7 +173,7 @@ def _transform_response(
     if httpx.codes.is_error(response.status_code):
         raise BaseLLMException(
             status_code=response.status_code,
-            message=_error_message_from_response(response),
+            message=error_message_from_response(response),
             headers=dict(response.headers),
         )
 
diff --git a/litellm/llms/custom_httpx/http_handler.py b/litellm/llms/custom_httpx/http_handler.py
index b6e93f590ca..e1f0fc9e7d3 100644
--- a/litellm/llms/custom_httpx/http_handler.py
+++ b/litellm/llms/custom_httpx/http_handler.py
@@ -9,13 +9,15 @@ import threading
 import time
 from collections.abc import AsyncIterable, Callable, Iterable, Mapping
 from http.cookiejar import CookieJar, DefaultCookiePolicy
-from typing import TYPE_CHECKING, Any, ClassVar, Final, NoReturn, Optional, TypeAlias, TypedDict
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Any, ClassVar, Final, NoReturn, Optional, TypeAlias, TypedDict, TypeVar
 
 import certifi
 import httpx
 from aiohttp import ClientSession, DummyCookieJar, TCPConnector
 from httpx import USE_CLIENT_DEFAULT, AsyncHTTPTransport, HTTPTransport
-from httpx._types import RequestFiles
+from httpx._types import CertTypes, RequestFiles
+from httpx._utils import get_environment_proxies
 
 import litellm
 from litellm._logging import verbose_logger
@@ -66,6 +68,22 @@ _AddrInfo: TypeAlias = tuple[int | socket.AddressFamily, int | socket.SocketKind
 
 _RequestContent: TypeAlias = str | bytes | Iterable[bytes] | AsyncIterable[bytes]
 
+_IPV4_LOCAL_ADDRESS: Final = "0.0.0.0"
+
+_HttpxTransportT = TypeVar("_HttpxTransportT", HTTPTransport, AsyncHTTPTransport)
+
+
+def _environment_proxy_mounts(
+    build_proxy_transport: Callable[[str], _HttpxTransportT],
+) -> Mapping[str, _HttpxTransportT | None]:
+    """httpx skips its own HTTP(S)_PROXY / NO_PROXY mounts whenever an explicit `transport=` is passed."""
+    return MappingProxyType(
+        {
+            pattern: None if proxy_url is None else build_proxy_transport(proxy_url)
+            for pattern, proxy_url in get_environment_proxies().items()
+        }
+    )
+
 
 class _TCPConnectorKwargs(TypedDict, total=False):
     local_addr: tuple[str, int] | None
@@ -607,6 +625,7 @@ class AsyncHTTPHandler:
 
         return httpx.AsyncClient(
             transport=transport,
+            mounts=AsyncHTTPHandler._create_httpx_proxy_mounts(transport, verify=ssl_config, cert=cert),
             event_hooks=event_hooks,
             timeout=timeout,
             verify=ssl_config,
@@ -1191,10 +1210,22 @@ class AsyncHTTPHandler:
         - [Default] If force_ipv4 is False, it will return None
         """
         if litellm.force_ipv4:
-            return AsyncHTTPTransport(local_address="0.0.0.0")
+            return AsyncHTTPTransport(local_address=_IPV4_LOCAL_ADDRESS)
         else:
             return None
 
+    @staticmethod
+    def _create_httpx_proxy_mounts(
+        transport: LiteLLMAiohttpTransport | AsyncHTTPTransport | None,
+        verify: VerifyTypes,
+        cert: CertTypes | None,
+    ) -> Mapping[str, AsyncHTTPTransport | None] | None:
+        if not isinstance(transport, AsyncHTTPTransport):
+            return None
+        return _environment_proxy_mounts(
+            lambda proxy_url: AsyncHTTPTransport(proxy=proxy_url, verify=verify, cert=cert)
+        )
+
 
 class HTTPHandler:
     def __init__(
@@ -1227,6 +1258,7 @@ class HTTPHandler:
         # Create a client with a connection pool
         return httpx.Client(
             transport=self._create_sync_transport(),
+            mounts=self._create_sync_proxy_mounts(verify=ssl_config, cert=cert),
             timeout=self.timeout if self.timeout is not None else _DEFAULT_TIMEOUT,
             verify=ssl_config,
             cert=cert,
@@ -1507,10 +1539,19 @@ class HTTPHandler:
         Some users have seen httpx ConnectionError when using ipv6 - forcing ipv4 resolves the issue for them
         """
         if litellm.force_ipv4:
-            return HTTPTransport(local_address="0.0.0.0")
+            return HTTPTransport(local_address=_IPV4_LOCAL_ADDRESS)
         else:
             return getattr(litellm, "sync_transport", None)
 
+    @staticmethod
+    def _create_sync_proxy_mounts(
+        verify: VerifyTypes,
+        cert: CertTypes | None,
+    ) -> Mapping[str, HTTPTransport | None] | None:
+        if not litellm.force_ipv4:
+            return None
+        return _environment_proxy_mounts(lambda proxy_url: HTTPTransport(proxy=proxy_url, verify=verify, cert=cert))
+
 
 def get_async_httpx_client(
     llm_provider: LlmProviders | httpxSpecialProvider,
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 834f7d564a2..f281c249c72 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -1,6 +1,5 @@
 import asyncio
 import json
-import os
 import ssl
 from collections.abc import AsyncIterator, Coroutine, Iterator, Mapping, Sequence
 from contextlib import asynccontextmanager
@@ -29,6 +28,7 @@ from litellm.litellm_core_utils.audio_utils.subtitle_utils import (
     SUBTITLE_RESPONSE_FORMATS,
     synthesize_subtitle_document,
 )
+from litellm.litellm_core_utils.get_litellm_params import AWS_CREDENTIAL_KWARGS_KEYS
 from litellm.litellm_core_utils.llm_request_utils import serialize_multipart_form_fields
 from litellm.litellm_core_utils.realtime_errors import realtime_error_event, websocket_close_reason
 from litellm.litellm_core_utils.realtime_streaming import RealTimeStreaming
@@ -69,12 +69,15 @@ from litellm.llms.base_llm.skills.transformation import BaseSkillsAPIConfig
 from litellm.llms.base_llm.text_to_speech.transformation import BaseTextToSpeechConfig
 from litellm.llms.base_llm.vector_store.transformation import (
     BaseDirectVectorStoreConfig,
+    BaseQueryEmbeddingVectorStoreConfig,
     BaseVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
 )
 from litellm.llms.base_llm.vector_store_files.transformation import (
     BaseVectorStoreFilesConfig,
 )
 from litellm.llms.base_llm.videos.transformation import BaseVideoConfig
+from litellm.llms.custom_httpx.container_handler import raise_for_error_status
 from litellm.llms.custom_httpx.http_handler import (
     AsyncHTTPHandler,
     HTTPHandler,
@@ -97,9 +100,12 @@ from litellm.types.containers.main import (
 )
 from litellm.types.files import StreamingMediaUploadConfig, TwoStepFileUploadConfig
 from litellm.types.integrations.custom_logger import (
+    NON_CODE_INTERPRETER_INTERCEPTION_INTERNAL_PREFIXES,
     AgenticLoopPlan,
     AgenticLoopRequestPatch,
     AgenticLoopSafetyError,
+    converted_stream_requested,
+    is_interception_internal_key,
 )
 from litellm.types.llms.anthropic_messages.anthropic_response import (
     AnthropicMessagesResponse,
@@ -159,7 +165,11 @@ def _rust_responses_websocket_enabled(
     custom_llm_provider: str | None,
     litellm_params: GenericLiteLLMParams,
 ) -> bool:
-    return custom_llm_provider == "openai" and litellm_params.get("rust") is True
+    from litellm.rust_bridge.configuration import rust_enabled
+
+    raw_request_override: Final = litellm_params.get("rust")
+    request_override: Final = raw_request_override if isinstance(raw_request_override, bool) else None
+    return custom_llm_provider == "openai" and rust_enabled(request_override=request_override)
 
 
 from .http_handler import get_shared_realtime_ssl_context
@@ -270,6 +280,16 @@ def _has_pre_call_deployment_hook(logging_obj: LiteLLMLoggingObj) -> bool:
     return False
 
 
+def _aws_signing_overrides(optional_params: Mapping[str, Any], litellm_params: Mapping[str, Any]) -> Mapping[str, Any]:
+    return MappingProxyType(
+        {
+            key: litellm_params[key]
+            for key in AWS_CREDENTIAL_KWARGS_KEYS
+            if optional_params.get(key) is None and litellm_params.get(key) is not None
+        }
+    )
+
+
 def _collect_ws_project_quota_callbacks() -> tuple[ProjectQuotaCallback, ...]:
     """Duck-type discover proxy hooks exposing per-frame project ITPM/OTPM
     enforcement, so the Responses WebSocket loop can charge every
@@ -534,7 +554,10 @@ class BaseLLMHTTPHandler:
 
         headers, signed_json_body = provider_config.sign_request(
             headers=headers,
-            optional_params=optional_params,
+            optional_params={
+                **optional_params,
+                **_aws_signing_overrides(optional_params, litellm_params),
+            },
             request_data=data,
             api_base=api_base,
             api_key=api_key,
@@ -2363,10 +2386,6 @@ class BaseLLMHTTPHandler:
             "anthropic_messages",
         )
 
-    @staticmethod
-    def _rust_env_enabled() -> bool:
-        return os.getenv("LITELLM_RUST", "").strip().lower() in {"1", "true", "yes", "on"}
-
     @staticmethod
     async def _maybe_rust_anthropic_messages(
         *,
@@ -2382,7 +2401,11 @@ class BaseLLMHTTPHandler:
     ) -> AnthropicMessagesResponse | None:
         if custom_llm_provider not in ("azure_ai", "anthropic"):
             return None
-        if litellm_params.get("rust") is not True and not BaseLLMHTTPHandler._rust_env_enabled():
+        from litellm.rust_bridge.configuration import rust_enabled
+
+        raw_request_override: Final = litellm_params.get("rust")
+        request_override: Final = raw_request_override if isinstance(raw_request_override, bool) else None
+        if not rust_enabled(request_override=request_override):
             return None
         if has_agentic_hook:
             return None
@@ -2741,6 +2764,7 @@ class BaseLLMHTTPHandler:
         )
 
         if self._has_agentic_completion_hook(logging_obj):
+            agentic_kwargs: Final = dict(litellm_params)  # mutable-ok: agentic hooks mutate kwargs in place
             final_response: Final = run_async_function(
                 self._call_agentic_completion_hooks,
                 response=initial_response,
@@ -2751,10 +2775,19 @@ class BaseLLMHTTPHandler:
                 logging_obj=logging_obj,
                 stream=False,
                 custom_llm_provider=custom_llm_provider,
-                kwargs=dict(litellm_params),
+                kwargs=agentic_kwargs,
                 api_surface="responses",
             )
-            return final_response if final_response is not None else initial_response
+            result: Final = final_response if final_response is not None else initial_response
+            if converted_stream_requested(agentic_kwargs) and not agentic_kwargs.get("_agentic_loop_depth"):
+                return self._wrap_responses_response_as_fake_stream(
+                    result=result,
+                    model=model,
+                    responses_api_provider_config=responses_api_provider_config,
+                    logging_obj=logging_obj,
+                    custom_llm_provider=custom_llm_provider,
+                )
+            return result
 
         return initial_response
 
@@ -2920,24 +2953,22 @@ class BaseLLMHTTPHandler:
             logging_obj=logging_obj,
         )
 
+        agentic_kwargs: Final = dict(litellm_params)  # mutable-ok: agentic hooks mutate kwargs in place
         final_response: Final = await self._call_agentic_completion_hooks(
             response=initial_response,
             model=model,
-            messages=(input if isinstance(input, list) else [{"role": "user", "content": input}]),
+            messages=(input if isinstance(input, list) else [{"role": "user", "content": input}]),  # pyright: ignore[reportArgumentType]  # pre-existing mismatch surfaced by the Router import; the hook accepts response input items at runtime
             anthropic_messages_provider_config=responses_api_provider_config,
             anthropic_messages_optional_request_params=response_api_optional_request_params,
             logging_obj=logging_obj,
             stream=False,
             custom_llm_provider=custom_llm_provider,
-            kwargs=dict(litellm_params),
+            kwargs=agentic_kwargs,
             api_surface="responses",
         )
 
         result: Final = final_response if final_response is not None else initial_response
-        interception_converted_stream: Final = litellm_params.get(
-            "_code_interpreter_interception_converted_stream"
-        ) or litellm_params.get("_websearch_interception_converted_stream")
-        if interception_converted_stream and not litellm_params.get("_agentic_loop_depth"):
+        if converted_stream_requested(agentic_kwargs) and not agentic_kwargs.get("_agentic_loop_depth"):
             return self._wrap_responses_response_as_fake_stream(
                 result=result,
                 model=model,
@@ -5401,8 +5432,7 @@ class BaseLLMHTTPHandler:
         kwargs_for_followup: Final = {
             k: v
             for k, v in kwargs.items()
-            if not k.startswith("_websearch_interception")
-            and not k.startswith("_compression_interception")
+            if not is_interception_internal_key(k, prefixes=NON_CODE_INTERPRETER_INTERCEPTION_INTERNAL_PREFIXES)
             and k != "_code_interpreter_interception_converted_stream"
             and k not in internal_keys
             and k not in optional_params
@@ -5415,7 +5445,7 @@ class BaseLLMHTTPHandler:
         try:
             response: ResponsesAPIResponse | BaseResponsesAPIStreamingIterator = await litellm.aresponses(
                 model=patch.model or model,
-                input=patch.messages,
+                input=patch.messages,  # pyright: ignore[reportArgumentType]  # pre-existing mismatch surfaced by the Router import; patch messages are valid response input at runtime
                 **optional_params,
                 **kwargs_for_followup,
             )
@@ -8734,17 +8764,19 @@ class BaseLLMHTTPHandler:
                 json=data,
                 timeout=timeout,
             )
-
-            return container_provider_config.transform_container_create_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_create_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_create_handler(
         self,
@@ -8810,17 +8842,19 @@ class BaseLLMHTTPHandler:
                 json=data,
                 timeout=timeout,
             )
-
-            return container_provider_config.transform_container_create_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_create_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     def container_list_handler(
         self,
@@ -8900,17 +8934,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_list_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_list_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_list_handler(
         self,
@@ -8977,17 +9013,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_list_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_list_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     def container_retrieve_handler(
         self,
@@ -9065,17 +9103,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_retrieve_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_retrieve_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_retrieve_handler(
         self,
@@ -9142,17 +9182,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_retrieve_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_retrieve_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     def container_delete_handler(
         self,
@@ -9230,17 +9272,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_delete_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_delete_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_delete_handler(
         self,
@@ -9307,17 +9351,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_delete_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_delete_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     def container_file_list_handler(
         self,
@@ -9399,17 +9445,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_file_list_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_file_list_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_file_list_handler(
         self,
@@ -9478,17 +9526,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_file_list_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_file_list_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     def container_file_content_handler(
         self,
@@ -9564,17 +9614,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_file_content_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_file_content_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     async def async_container_file_content_handler(
         self,
@@ -9640,17 +9692,19 @@ class BaseLLMHTTPHandler:
                 headers=headers,
                 params=params or None,
             )
-
-            return container_provider_config.transform_container_file_content_response(
-                raw_response=response,
-                logging_obj=logging_obj,
-            )
-
         except Exception as e:
             raise self._handle_error(
                 e=e,
                 provider_config=container_provider_config,
             )
+        raise_for_error_status(
+            response=response,
+            container_provider_config=container_provider_config,
+        )
+        return container_provider_config.transform_container_file_content_response(
+            raw_response=response,
+            logging_obj=logging_obj,
+        )
 
     ###### VECTOR STORE HANDLER ######
     @staticmethod
@@ -9683,6 +9737,7 @@ class BaseLLMHTTPHandler:
         custom_llm_provider: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         extra_headers: dict[str, object] | None = None,
         extra_body: dict[str, object] | None = None,
         timeout: float | httpx.Timeout | None = None,
@@ -9702,6 +9757,7 @@ class BaseLLMHTTPHandler:
                 vector_store_search_optional_params=vector_store_search_optional_params,
                 litellm_logging_obj=logging_obj,
                 litellm_params=dict(litellm_params),  # mutable-ok: snapshot GenericLiteLLMParams into the Mapping shape
+                embedding_executor=embedding_executor,
                 timeout=timeout,
             )
 
@@ -9725,8 +9781,7 @@ class BaseLLMHTTPHandler:
             litellm_params=dict(litellm_params),
         )
 
-        # Check if provider has async transform method
-        if hasattr(vector_store_provider_config, "atransform_search_vector_store_request"):
+        if isinstance(vector_store_provider_config, BaseQueryEmbeddingVectorStoreConfig):
             (
                 url,
                 request_body,
@@ -9738,12 +9793,13 @@ class BaseLLMHTTPHandler:
                 litellm_logging_obj=logging_obj,
                 litellm_params=dict(litellm_params),
                 extra_body=extra_body,
+                embedding_executor=embedding_executor,
             )
         else:
             (
                 url,
                 request_body,
-            ) = vector_store_provider_config.transform_search_vector_store_request(
+            ) = await vector_store_provider_config.atransform_search_vector_store_request(
                 vector_store_id=vector_store_id,
                 query=query,
                 vector_store_search_optional_params=vector_store_search_optional_params,
@@ -9797,6 +9853,7 @@ class BaseLLMHTTPHandler:
         custom_llm_provider: str,
         litellm_params: GenericLiteLLMParams,
         logging_obj: LiteLLMLoggingObj,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         extra_headers: dict[str, object] | None = None,
         extra_body: dict[str, object] | None = None,
         timeout: float | httpx.Timeout | None = None,
@@ -9812,6 +9869,7 @@ class BaseLLMHTTPHandler:
                 litellm_params=litellm_params,
                 logging_obj=logging_obj,
                 custom_llm_provider=custom_llm_provider,
+                embedding_executor=embedding_executor,
                 extra_headers=extra_headers,
                 extra_body=extra_body,
                 timeout=timeout,
@@ -9831,6 +9889,7 @@ class BaseLLMHTTPHandler:
                 vector_store_search_optional_params=vector_store_search_optional_params,
                 litellm_logging_obj=logging_obj,
                 litellm_params=dict(litellm_params),  # mutable-ok: snapshot GenericLiteLLMParams into the Mapping shape
+                embedding_executor=embedding_executor,
                 timeout=timeout,
             )
 
@@ -9851,18 +9910,33 @@ class BaseLLMHTTPHandler:
             litellm_params=dict(litellm_params),
         )
 
-        (
-            url,
-            request_body,
-        ) = vector_store_provider_config.transform_search_vector_store_request(
-            vector_store_id=vector_store_id,
-            query=query,
-            vector_store_search_optional_params=vector_store_search_optional_params,
-            api_base=api_base,
-            litellm_logging_obj=logging_obj,
-            litellm_params=dict(litellm_params),
-            extra_body=extra_body,
-        )
+        if isinstance(vector_store_provider_config, BaseQueryEmbeddingVectorStoreConfig):
+            (
+                url,
+                request_body,
+            ) = vector_store_provider_config.transform_search_vector_store_request(
+                vector_store_id=vector_store_id,
+                query=query,
+                vector_store_search_optional_params=vector_store_search_optional_params,
+                api_base=api_base,
+                litellm_logging_obj=logging_obj,
+                litellm_params=dict(litellm_params),
+                extra_body=extra_body,
+                embedding_executor=embedding_executor,
+            )
+        else:
+            (
+                url,
+                request_body,
+            ) = vector_store_provider_config.transform_search_vector_store_request(
+                vector_store_id=vector_store_id,
+                query=query,
+                vector_store_search_optional_params=vector_store_search_optional_params,
+                api_base=api_base,
+                litellm_logging_obj=logging_obj,
+                litellm_params=dict(litellm_params),
+                extra_body=extra_body,
+            )
 
         all_optional_params: Final[dict[str, object]] = dict(litellm_params)
         all_optional_params.update(vector_store_search_optional_params or {})
diff --git a/litellm/llms/dashscope/cost_calculator.py b/litellm/llms/dashscope/cost_calculator.py
index dd5bee1fe8b..17f70ec5db7 100644
--- a/litellm/llms/dashscope/cost_calculator.py
+++ b/litellm/llms/dashscope/cost_calculator.py
@@ -8,10 +8,13 @@ See https://help.aliyun.com/zh/model-studio/billing-for-model-studio
 """
 
 from dataclasses import dataclass
+from datetime import datetime
 from typing import Final
 
 from litellm.litellm_core_utils.llm_cost_calc.tiered_pricing import select_tier_for_input, tier_rate
 from litellm.litellm_core_utils.llm_cost_calc.utils import (
+    TokenRates,
+    apply_off_peak_pricing,
     parse_completion_tokens_details,
     parse_prompt_tokens_details,
 )
@@ -57,69 +60,68 @@ def _flat_rate(model_info: ModelInfo, cost_key: str, fallback_cost_key: str) ->
     return float(value)
 
 
-def _calculate_prompt_cost(
-    breakdown: TokenBreakdown,
-    model_info: ModelInfo,
-    tier: dict | None,
-) -> float:
-    if tier is not None:
-        return (
-            (breakdown.text_tokens * tier_rate(tier, "input_cost_per_token"))
-            + (breakdown.cached_tokens * tier_rate(tier, "cache_read_input_token_cost", "input_cost_per_token"))
-            + (
-                breakdown.cache_creation_tokens
-                * tier_rate(tier, "cache_creation_input_token_cost", "input_cost_per_token")
-            )
-        )
-
-    input_cost: Final = float(model_info.get("input_cost_per_token") or 0.0)
-    cache_read_cost: Final = _flat_rate(model_info, "cache_read_input_token_cost", "input_cost_per_token")
-    cache_creation_cost: Final = _flat_rate(model_info, "cache_creation_input_token_cost", "input_cost_per_token")
-
-    return (
-        (breakdown.text_tokens * input_cost)
-        + (breakdown.cached_tokens * cache_read_cost)
-        + (breakdown.cache_creation_tokens * cache_creation_cost)
+def _flat_rates(model_info: ModelInfo) -> TokenRates:
+    reasoning_rate: Final = model_info.get("output_cost_per_reasoning_token")
+    return TokenRates(
+        input_rate=float(model_info.get("input_cost_per_token") or 0.0),
+        cache_read_rate=_flat_rate(model_info, "cache_read_input_token_cost", "input_cost_per_token"),
+        cache_creation_rate=_flat_rate(model_info, "cache_creation_input_token_cost", "input_cost_per_token"),
+        output_rate=float(model_info.get("output_cost_per_token") or 0.0),
+        reasoning_rate=None if reasoning_rate is None else float(reasoning_rate),
     )
 
 
-def _calculate_completion_cost(
-    breakdown: TokenBreakdown,
-    model_info: ModelInfo,
-    tier: dict | None,
-) -> float:
+def _tier_rates(model_info: ModelInfo, tier: dict) -> TokenRates:
     # A tier that declares output rates keeps the request on them, all-or-nothing. A tier table
     # spelling out only input rates would serve every completion for free, so there the model's
     # own output rates stand in
-    tier_declares_output: Final = tier is not None and "output_cost_per_token" in tier
-    output_cost: Final = (
-        tier_rate(tier, "output_cost_per_token")
-        if tier_declares_output
-        else float(model_info.get("output_cost_per_token") or 0.0)
-    )
-    tier_declares_reasoning: Final = tier is not None and "output_cost_per_reasoning_token" in tier
-    model_reasoning_rate: Final = None if tier_declares_output else model_info.get("output_cost_per_reasoning_token")
-    reasoning_cost: Final = (
-        tier_rate(tier, "output_cost_per_reasoning_token", "output_cost_per_token")
-        if tier_declares_reasoning
-        else float(model_reasoning_rate)
-        if model_reasoning_rate is not None
-        else output_cost
+    flat_rates: Final = _flat_rates(model_info)
+    tier_declares_output: Final = "output_cost_per_token" in tier
+    tier_declares_reasoning: Final = "output_cost_per_reasoning_token" in tier
+    return TokenRates(
+        input_rate=tier_rate(tier, "input_cost_per_token"),
+        cache_read_rate=tier_rate(tier, "cache_read_input_token_cost", "input_cost_per_token"),
+        cache_creation_rate=tier_rate(tier, "cache_creation_input_token_cost", "input_cost_per_token"),
+        output_rate=tier_rate(tier, "output_cost_per_token") if tier_declares_output else flat_rates.output_rate,
+        reasoning_rate=(
+            tier_rate(tier, "output_cost_per_reasoning_token")
+            if tier_declares_reasoning
+            else None
+            if tier_declares_output
+            else flat_rates.reasoning_rate
+        ),
     )
 
-    return (breakdown.completion_tokens * output_cost) + (breakdown.reasoning_tokens * reasoning_cost)
+
+def _bill(breakdown: TokenBreakdown, rates: TokenRates) -> tuple[float, float]:
+    prompt_cost: Final = (
+        (breakdown.text_tokens * rates.input_rate)
+        + (breakdown.cached_tokens * rates.cache_read_rate)
+        + (breakdown.cache_creation_tokens * rates.cache_creation_rate)
+    )
+    completion_cost: Final = (breakdown.completion_tokens * rates.output_rate) + (
+        breakdown.reasoning_tokens * rates.billed_reasoning_rate
+    )
+    return prompt_cost, completion_cost
 
 
-def cost_per_token(model: str, usage: Usage, custom_llm_provider: str = "dashscope") -> tuple[float, float]:
+def cost_per_token(
+    model: str,
+    usage: Usage,
+    custom_llm_provider: str = "dashscope",
+    current_time: datetime | None = None,
+) -> tuple[float, float]:
     """
     Calculate cost per token for Dashscope models.
 
-    Supports both tiered and flat pricing with cached and reasoning tokens.
+    Supports both tiered and flat pricing with cached and reasoning tokens, and swaps in the
+    model's off_peak_pricing rates while one of its windows is open.
 
     Args:
         model: Model name without provider prefix
         usage: LiteLLM Usage block
         custom_llm_provider: The provider id the request resolved to; dashscope or one of its brand aliases
+        current_time: The moment the request is billed at; defaults to now, UTC
 
     Returns:
         Tuple[float, float] - (prompt_cost_in_usd, completion_cost_in_usd)
@@ -133,8 +135,7 @@ def cost_per_token(model: str, usage: Usage, custom_llm_provider: str = "dashsco
         if tiered_pricing
         else None
     )
+    standard_rates: Final = _flat_rates(model_info) if tier is None else _tier_rates(model_info, tier)
+    rates: Final = apply_off_peak_pricing(model_info, current_time, standard_rates)
 
-    prompt_cost: Final = _calculate_prompt_cost(breakdown=breakdown, model_info=model_info, tier=tier)
-    completion_cost: Final = _calculate_completion_cost(breakdown=breakdown, model_info=model_info, tier=tier)
-
-    return prompt_cost, completion_cost
+    return _bill(breakdown, rates)
diff --git a/litellm/llms/databricks/chat/transformation.py b/litellm/llms/databricks/chat/transformation.py
index c587146005f..e2e2ea5b553 100644
--- a/litellm/llms/databricks/chat/transformation.py
+++ b/litellm/llms/databricks/chat/transformation.py
@@ -3,7 +3,7 @@ Translates from OpenAI's `/v1/chat/completions` to Databricks' `/chat/completion
 """
 
 import os
-from collections.abc import AsyncIterator, Coroutine, Iterator
+from collections.abc import AsyncIterator, Coroutine, Iterator, Mapping
 from typing import TYPE_CHECKING, Any, Final, Literal, cast, overload
 
 import httpx
@@ -15,6 +15,7 @@ from litellm.litellm_core_utils.llm_response_utils.convert_dict_to_response impo
     _should_convert_tool_call_to_json_mode,
 )
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
+    strip_litellm_internal_message_fields,
     strip_name_from_message,
 )
 from litellm.llms.base_llm.base_model_iterator import BaseModelResponseIterator
@@ -55,6 +56,14 @@ from ...openai_like.chat.transformation import OpenAILikeChatConfig
 from ..common_utils import DatabricksBase, DatabricksException
 
 
+def _is_bare_assistant_message(message_dict: Mapping[str, object]) -> bool:
+    """Databricks rejects assistant messages with neither content nor tool calls, e.g. a replayed
+    thinking-only turn once its `thinking_blocks` are stripped."""
+    return message_dict.get("role") == "assistant" and not any(
+        message_dict.get(key) for key in ("content", "tool_calls", "function_call")
+    )
+
+
 def _sanitize_empty_content(message_dict: dict[str, Any]) -> None:
     """
     Remove or filter content so empty text blocks are not sent.
@@ -330,6 +339,10 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig):
     ) -> dict:
         is_thinking_enabled: Final = self.is_thinking_enabled(non_default_params)
         mapped_params: Final = super().map_openai_params(non_default_params, optional_params, model, drop_params)
+        if "claude" in model:
+            AnthropicConfig.translate_legacy_thinking_for_adaptive_model(
+                model=model, optional_params=mapped_params, custom_llm_provider="databricks"
+            )
         if "tools" in mapped_params:
             mapped_params["tools"] = self._map_openai_to_dbrx_tool(model=model, tools=mapped_params["tools"])
         if "max_completion_tokens" in non_default_params and replace_max_completion_tokens_with_max_tokens:
@@ -419,6 +432,7 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig):
         """
         Databricks does not support:
         - 'name' in user message.
+        - litellm's internal `thinking_blocks` / `reasoning_content` on assistant messages.
         """
         new_messages = []
         for idx, message in enumerate(messages):
@@ -427,10 +441,13 @@ class DatabricksConfig(DatabricksBase, OpenAILikeChatConfig, AnthropicConfig):
             else:
                 _message = message
             _message = strip_name_from_message(_message, allowed_name_roles=["user"])
+            _message = strip_litellm_internal_message_fields(_message)
             # Move message-level cache_control into a content block when content is a string.
             if "cache_control" in _message and isinstance(_message.get("content"), str):
                 _message = self._move_cache_control_into_string_content_block(_message)
             _sanitize_empty_content(cast(dict[str, Any], _message))
+            if _is_bare_assistant_message(_message):
+                continue
             new_messages.append(_message)
 
         if "claude" not in model:
diff --git a/litellm/llms/fireworks_ai/common_utils.py b/litellm/llms/fireworks_ai/common_utils.py
index 8c306faa036..ac934ad0cb5 100644
--- a/litellm/llms/fireworks_ai/common_utils.py
+++ b/litellm/llms/fireworks_ai/common_utils.py
@@ -2,6 +2,7 @@ from typing import Final
 
 from httpx import Headers
 
+from litellm.constants import SESSION_ID_GENERATED_METADATA_KEY
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import AllMessageValues
 
@@ -16,16 +17,18 @@ def get_fireworks_session_id(litellm_params: dict) -> str | None:
     """
     Session id to send as `x-session-affinity`, or None when the caller gave none.
 
-    Deliberately does not fall back to `litellm_trace_id`: that is generated per
-    request (`str(uuid.uuid4())` when absent), so using it pins every request to a
-    different Fireworks node and prompt caching never hits.
+    Deliberately does not fall back to `litellm_trace_id`, and ignores session ids the
+    proxy generated for a request that had none: both are per request, so using them
+    pins every request to a different Fireworks node and prompt caching never hits.
     """
     params: Final = litellm_params
+    metadata: Final = params.get("metadata")
+    if isinstance(metadata, dict) and metadata.get(SESSION_ID_GENERATED_METADATA_KEY):
+        return None
     for key in ("litellm_session_id", "session_id"):
         value = params.get(key)
         if value:
             return str(value)
-    metadata: Final = params.get("metadata")
     if isinstance(metadata, dict):
         value = metadata.get("session_id")
         if value:
diff --git a/litellm/llms/fireworks_ai/cost_calculator.py b/litellm/llms/fireworks_ai/cost_calculator.py
index 08e6f009010..3c43075d940 100644
--- a/litellm/llms/fireworks_ai/cost_calculator.py
+++ b/litellm/llms/fireworks_ai/cost_calculator.py
@@ -2,6 +2,8 @@
 For calculating cost of fireworks ai serverless inference models.
 """
 
+import math
+from datetime import datetime
 from typing import Final
 
 from litellm.constants import (
@@ -10,9 +12,12 @@ from litellm.constants import (
     FIREWORKS_AI_56_B_MOE,
     FIREWORKS_AI_176_B_MOE,
 )
-from litellm.types.utils import Usage
+from litellm.litellm_core_utils.llm_cost_calc.utils import TokenRates, apply_off_peak_pricing
+from litellm.types.utils import ModelInfo, Usage
 from litellm.utils import get_model_info
 
+NO_CACHE_READ_RATE: Final = float("nan")
+
 
 # Extract the number of billion parameters from the model name
 # only used for together_computer LLMs
@@ -54,44 +59,50 @@ def get_base_model_for_pricing(model_name: str) -> str:
     return "fireworks-ai-default"
 
 
-def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
+def _resolve_model_info(model: str) -> ModelInfo:
+    try:
+        return get_model_info(model=model, custom_llm_provider="fireworks_ai")
+    except Exception:
+        base_model: Final = get_base_model_for_pricing(model_name=model)
+        return get_model_info(model=base_model, custom_llm_provider="fireworks_ai")
+
+
+def cost_per_token(model: str, usage: Usage, current_time: datetime | None = None) -> tuple[float, float]:
     """
-    Calculates the cost per token for a given model, prompt tokens, and completion tokens.
+    Calculates the cost per token for a given model, prompt tokens, and completion tokens,
+    swapping in the model's off_peak_pricing rates while one of its windows is open.
 
     Input:
         - model: str, the model name without provider prefix
         - usage: LiteLLM Usage block, containing anthropic caching information
+        - current_time: the moment the request is billed at; defaults to now, UTC
 
     Returns:
         Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd
     """
-    ## check if model mapped, else use default pricing
-    try:
-        model_info = get_model_info(model=model, custom_llm_provider="fireworks_ai")
-    except Exception:
-        base_model: Final = get_base_model_for_pricing(model_name=model)
+    model_info: Final = _resolve_model_info(model)
+    standard_cache_read_rate: Final = model_info.get("cache_read_input_token_cost")
+    rates: Final = apply_off_peak_pricing(
+        model_info,
+        current_time,
+        TokenRates(
+            input_rate=model_info["input_cost_per_token"] or 0.0,
+            output_rate=model_info["output_cost_per_token"] or 0.0,
+            cache_read_rate=standard_cache_read_rate if standard_cache_read_rate is not None else NO_CACHE_READ_RATE,
+            cache_creation_rate=0.0,
+            reasoning_rate=None,
+        ),
+    )
+    cache_read_rate: Final[float] = rates.input_rate if math.isnan(rates.cache_read_rate) else rates.cache_read_rate
 
-        ## GET MODEL INFO
-        model_info = get_model_info(model=base_model, custom_llm_provider="fireworks_ai")
-
-    ## CALCULATE INPUT COST
     prompt_tokens_details: Final = usage.prompt_tokens_details
     cached_tokens: Final[int] = (
         prompt_tokens_details.cached_tokens
         if prompt_tokens_details is not None and prompt_tokens_details.cached_tokens is not None
         else 0
     )
-    input_cost_per_token: Final[float] = model_info["input_cost_per_token"] or 0.0
-    cache_read_input_token_cost: Final = model_info.get("cache_read_input_token_cost")
-    cache_read_cost_per_token: Final[float] = (
-        cache_read_input_token_cost if cache_read_input_token_cost is not None else input_cost_per_token
-    )
     non_cached_prompt_tokens: Final[int] = max(usage.prompt_tokens - cached_tokens, 0)
-
-    prompt_cost: float = non_cached_prompt_tokens * input_cost_per_token + cached_tokens * cache_read_cost_per_token
-
-    ## CALCULATE OUTPUT COST
-    output_cost_per_token: Final[float] = model_info["output_cost_per_token"] or 0.0
-    completion_cost: Final[float] = usage.completion_tokens * output_cost_per_token
+    prompt_cost: Final[float] = non_cached_prompt_tokens * rates.input_rate + cached_tokens * cache_read_rate
+    completion_cost: Final[float] = usage.completion_tokens * rates.output_rate
 
     return prompt_cost, completion_cost
diff --git a/litellm/llms/gigachat/authenticator.py b/litellm/llms/gigachat/authenticator.py
index d6b217d5746..73086ba395b 100644
--- a/litellm/llms/gigachat/authenticator.py
+++ b/litellm/llms/gigachat/authenticator.py
@@ -8,6 +8,7 @@ Based on official GigaChat SDK authentication flow.
 import time
 import uuid
 from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Final
 
 import httpx
@@ -32,8 +33,8 @@ GIGACHAT_SCOPE: Final = "GIGACHAT_API_PERS"
 # Token expiry buffer in milliseconds (refresh token 60s before expiry)
 TOKEN_EXPIRY_BUFFER_MS: Final = 60000
 
-# Cache for access tokens
 _token_cache: Final = InMemoryCache()
+_NO_LITELLM_PARAMS: Final[Mapping[str, object]] = MappingProxyType({})
 
 
 class GigaChatAuthError(BaseLLMException):
@@ -80,10 +81,9 @@ def get_access_token(
     Raises:
         GigaChatAuthError: If authentication fails
     """
-    if not litellm_params:
-        litellm_params = {}  # mutable-ok: empty dict default; rebind-ok: provide default
+    params: Final = litellm_params or _NO_LITELLM_PARAMS
 
-    access_token: Final = litellm_params.get("gigachat_access_token") or get_secret_str("GIGACHAT_ACCESS_TOKEN")
+    access_token: Final = params.get("gigachat_access_token") or get_secret_str("GIGACHAT_ACCESS_TOKEN")
     if access_token:
         return access_token
 
@@ -94,24 +94,20 @@ def get_access_token(
             message="GigaChat credentials not provided. Set GIGACHAT_CREDENTIALS or GIGACHAT_API_KEY environment variable.",
         )
 
-    effective_scope: Final = scope or litellm_params.get("gigachat_scope") or _get_scope()
-    effective_auth_url: Final = auth_url or litellm_params.get("gigachat_auth_url") or _get_auth_url()
+    effective_scope: Final = scope or params.get("gigachat_scope") or _get_scope()
+    effective_auth_url: Final = auth_url or params.get("gigachat_auth_url") or _get_auth_url()
 
-    # Check cache
     cache_key: Final = f"gigachat_token:{effective_credentials[:16]}"
     cached: Final = _token_cache.get_cache(cache_key)
     if cached:
         _token, _expires_at = cached
-        # Check if token is still valid (with buffer)
         if time.time() * 1000 < _expires_at - TOKEN_EXPIRY_BUFFER_MS:
             verbose_logger.debug("Using cached GigaChat access token")
             return _token
 
-    # Request new token
     new_token, new_expires_at = _request_token_sync(effective_credentials, effective_scope, effective_auth_url)  # pyright: ignore[reportArgumentType]  # credential keys may be broader than str
 
     if new_expires_at:
-        # Cache token
         ttl_seconds: Final = max(0, (new_expires_at - TOKEN_EXPIRY_BUFFER_MS - time.time() * 1000) / 1000)
         if ttl_seconds > 0:
             _token_cache.set_cache(cache_key, (new_token, new_expires_at), ttl=ttl_seconds)
@@ -126,10 +122,9 @@ async def get_access_token_async(
     litellm_params: Mapping[str, object] | None = None,
 ) -> str:
     """Async version of get_access_token."""
-    if not litellm_params:
-        litellm_params = {}  # mutable-ok: empty dict default; rebind-ok: provide default
+    params: Final = litellm_params or _NO_LITELLM_PARAMS
 
-    access_token: Final = litellm_params.get("gigachat_access_token") or get_secret_str("GIGACHAT_ACCESS_TOKEN")
+    access_token: Final = params.get("gigachat_access_token") or get_secret_str("GIGACHAT_ACCESS_TOKEN")
     if access_token:
         return access_token
 
@@ -140,10 +135,9 @@ async def get_access_token_async(
             message="GigaChat credentials not provided. Set GIGACHAT_CREDENTIALS or GIGACHAT_API_KEY environment variable.",
         )
 
-    effective_scope: Final = scope or litellm_params.get("gigachat_scope") or _get_scope()
-    effective_auth_url: Final = auth_url or litellm_params.get("gigachat_auth_url") or _get_auth_url()
+    effective_scope: Final = scope or params.get("gigachat_scope") or _get_scope()
+    effective_auth_url: Final = auth_url or params.get("gigachat_auth_url") or _get_auth_url()
 
-    # Check cache
     cache_key: Final = f"gigachat_token:{effective_credentials[:16]}"
     cached: Final = _token_cache.get_cache(cache_key)
     if cached:
@@ -152,11 +146,9 @@ async def get_access_token_async(
             verbose_logger.debug("Using cached GigaChat access token")
             return _token
 
-    # Request new token
     new_token, new_expires_at = await _request_token_async(effective_credentials, effective_scope, effective_auth_url)  # pyright: ignore[reportArgumentType]  # credential keys may be broader than str
 
     if new_expires_at:
-        # Cache token
         ttl_seconds: Final = max(0, (new_expires_at - TOKEN_EXPIRY_BUFFER_MS - time.time() * 1000) / 1000)
         if ttl_seconds > 0:
             _token_cache.set_cache(cache_key, (new_token, new_expires_at), ttl=ttl_seconds)
diff --git a/litellm/llms/gigachat/chat/streaming.py b/litellm/llms/gigachat/chat/streaming.py
index 2875b30232e..0a4cbd8e520 100644
--- a/litellm/llms/gigachat/chat/streaming.py
+++ b/litellm/llms/gigachat/chat/streaming.py
@@ -52,7 +52,6 @@ class GigaChatModelResponseIterator:
         tool_use: ChatCompletionToolCallChunk | None = None  # rebind-ok: conditionally assigned on function_call
         finish_reason: str | None = chunk_finish_reason
 
-        # Handle function_call in stream
         raw_function_call: Final = delta.get("function_call")
         if chunk_finish_reason == "function_call" and isinstance(raw_function_call, Mapping) and raw_function_call:
             func_call: Final[Mapping[str, object]] = raw_function_call
diff --git a/litellm/llms/gigachat/chat/transformation.py b/litellm/llms/gigachat/chat/transformation.py
index 8f23c5175ec..89920ebd27b 100644
--- a/litellm/llms/gigachat/chat/transformation.py
+++ b/litellm/llms/gigachat/chat/transformation.py
@@ -10,6 +10,7 @@ import json
 import time
 import uuid
 from collections.abc import AsyncIterator, Iterator, Mapping, Sequence
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
@@ -34,6 +35,9 @@ else:
     LiteLLMLoggingObj = Any
 
 
+_EMPTY_FUNCTION: Final[Mapping[str, object]] = MappingProxyType({})
+
+
 def is_valid_json(value: str) -> bool:
     """Checks whether the value passed is a valid serialized JSON string"""
     try:
@@ -111,11 +115,9 @@ class GigaChatConfig(BaseConfig):
         """
         Set up headers with OAuth token.
         """
-        # Get access token
         credentials: Final = api_key or get_secret_str("GIGACHAT_CREDENTIALS") or get_secret_str("GIGACHAT_API_KEY")
         access_token: Final = get_access_token(credentials=credentials, litellm_params=litellm_params)
 
-        # Store credentials for image uploads
         self._current_credentials = credentials
         self._current_api_base = api_base
 
@@ -208,18 +210,18 @@ class GigaChatConfig(BaseConfig):
 
     def _convert_tools_to_functions(self, tools: Sequence) -> Sequence[dict]:
         """Convert OpenAI tools format to GigaChat functions format."""
-        functions: Final[list[dict]] = []  # mutable-ok: accumulator for building functions list
-        for tool in tools:
-            if isinstance(tool, dict) and tool.get("type") == "function":
-                func = tool.get("function", {})
-                functions.append(
-                    {
-                        "name": func.get("name", ""),
-                        "description": func.get("description", ""),
-                        "parameters": func.get("parameters", {}),
-                    }
-                )
-        return functions
+        return [
+            {
+                "name": function.get("name", ""),
+                "description": function.get("description", ""),
+                "parameters": function.get("parameters", {}),
+            }
+            for function in (
+                tool.get("function", _EMPTY_FUNCTION)
+                for tool in tools
+                if isinstance(tool, dict) and tool.get("type") == "function"
+            )
+        ]
 
     def _map_tool_choice(self, tool_choice: str | Mapping[str, object]) -> str | Mapping[str, object] | None:
         """
@@ -299,7 +301,6 @@ class GigaChatConfig(BaseConfig):
                 if part.get("type") == "text":
                     texts.append(part.get("text", ""))
                 elif part.get("type") == "image_url":
-                    # Extract image URL and upload to GigaChat
                     image_url: object = part.get("image_url", {})
                     upload_url: str
                     if isinstance(image_url, str):
@@ -322,16 +323,13 @@ class GigaChatConfig(BaseConfig):
         headers: Mapping[str, object],
     ) -> dict:  # mutable-ok: request payload sent to httpx
         """Transform OpenAI request to GigaChat format."""
-        # Transform messages
         giga_messages: Final = self._transform_messages(messages)
 
-        # Build request
         request_data: Final[dict[str, object]] = {
             "model": model.replace("gigachat/", ""),
             "messages": giga_messages,
         }
 
-        # Add optional params
         for key in [
             "temperature",
             "top_p",
@@ -343,7 +341,6 @@ class GigaChatConfig(BaseConfig):
             if key in optional_params:
                 request_data[key] = optional_params[key]
 
-        # Add functions if present
         if "functions" in optional_params:
             request_data["functions"] = optional_params["functions"]
         if "function_call" in optional_params:
@@ -358,10 +355,8 @@ class GigaChatConfig(BaseConfig):
         for i, msg in enumerate(messages):
             message = dict(msg)
 
-            # Remove unsupported fields
             message.pop("name", None)
 
-            # Transform roles
             role = message.get("role", "user")
             if role == "developer":
                 message["role"] = "system"
@@ -374,18 +369,15 @@ class GigaChatConfig(BaseConfig):
                 if not isinstance(content, str) or not is_valid_json(content):
                     message["content"] = json.dumps(content, ensure_ascii=False)
 
-            # Handle None content
             if message.get("content") is None:
                 message["content"] = ""
 
-            # Handle list content (multimodal) - extract text and images
             content = message.get("content")
             if isinstance(content, list):
                 message["content"], attachments = self._transform_list_content(content)
                 if attachments:
                     message["attachments"] = attachments
 
-            # Transform tool_calls to function_call
             tool_calls = message.get("tool_calls")
             if tool_calls and isinstance(tool_calls, list) and len(tool_calls) > 0:
                 tool_call = tool_calls[0]
@@ -436,13 +428,11 @@ class GigaChatConfig(BaseConfig):
             message_data = choice.get("message", {})
             finish_reason = choice.get("finish_reason", "stop")
 
-            # Transform function_call to tool_calls or content
             if finish_reason == "function_call" and message_data.get("function_call"):
                 func_call = message_data["function_call"]
                 args = func_call.get("arguments", {})
 
                 if is_structured_output:
-                    # Convert to content for structured output
                     if isinstance(args, dict):
                         content = json.dumps(args, ensure_ascii=False)
                     else:
@@ -452,7 +442,6 @@ class GigaChatConfig(BaseConfig):
                     message_data.pop("functions_state_id", None)
                     finish_reason = "stop"
                 else:
-                    # Convert to tool_calls format
                     if isinstance(args, dict):
                         args = json.dumps(args, ensure_ascii=False)
                     message_data["tool_calls"] = [
@@ -468,7 +457,6 @@ class GigaChatConfig(BaseConfig):
                     message_data.pop("function_call", None)
                     finish_reason = "tool_calls"
 
-            # Clean up GigaChat-specific fields
             message_data.pop("functions_state_id", None)
 
             choices.append(
diff --git a/litellm/llms/gigachat/embedding/transformation.py b/litellm/llms/gigachat/embedding/transformation.py
index 2ec8324e33c..0db4475be8f 100644
--- a/litellm/llms/gigachat/embedding/transformation.py
+++ b/litellm/llms/gigachat/embedding/transformation.py
@@ -112,18 +112,10 @@ class GigaChatEmbeddingConfig(BaseEmbeddingConfig):
             "input": ["text1", "text2", ...]
         }
         """
-        # Normalize input to list
-        if isinstance(input, str):
-            input_list: list = [input]  # rebind-ok: locally scoped conversion
-        else:
-            input_list = input
-
-        # Remove gigachat/ prefix from model if present
-        model = model.removeprefix("gigachat/")  # rebind-ok: parameter reassignment for normalization
-
+        normalized_input: Final = [input] if isinstance(input, str) else input  # mutable-ok: preserve list API
         return {
-            "model": model,
-            "input": input_list,
+            "model": model.removeprefix("gigachat/"),
+            "input": normalized_input,
         }
 
     def transform_embedding_response(
diff --git a/litellm/llms/gigachat/passthrough/transformation.py b/litellm/llms/gigachat/passthrough/transformation.py
index a0edc6f5682..e1f73d04275 100644
--- a/litellm/llms/gigachat/passthrough/transformation.py
+++ b/litellm/llms/gigachat/passthrough/transformation.py
@@ -60,7 +60,6 @@ class GigaChatPassthroughConfig(BasePassthroughConfig):
         """
         Set up headers with OAuth token.
         """
-        # Get access token
         access_token: Final = get_access_token(credentials=api_key, litellm_params=litellm_params)
 
         headers["Authorization"] = f"Bearer {access_token}"  # rebind-ok: mutating for OAuth setup
@@ -82,7 +81,6 @@ class GigaChatPassthroughConfig(BasePassthroughConfig):
         from litellm.types.utils import LlmProviders, ModelResponse
         from litellm.utils import ProviderConfigManager
 
-        # cost tracking only for completions and embeddings
         if "completions" in endpoint:
             provider_chat_config: Final = ProviderConfigManager.get_provider_chat_config(
                 provider=LlmProviders(custom_llm_provider),
diff --git a/litellm/llms/gigachat/utils.py b/litellm/llms/gigachat/utils.py
index cbb35cd1b57..ce7e848ed7f 100644
--- a/litellm/llms/gigachat/utils.py
+++ b/litellm/llms/gigachat/utils.py
@@ -4,7 +4,6 @@ from typing import Final
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.utils import PromptTokensDetailsWrapper, Usage
 
-# GigaChat API endpoint
 GIGACHAT_BASE_URL: Final = "https://gigachat.devices.sberbank.ru/api/v1"
 
 
diff --git a/litellm/llms/hosted_vllm/rerank/transformation.py b/litellm/llms/hosted_vllm/rerank/transformation.py
index 0e8fa294f5d..764d80c6f82 100644
--- a/litellm/llms/hosted_vllm/rerank/transformation.py
+++ b/litellm/llms/hosted_vllm/rerank/transformation.py
@@ -3,16 +3,20 @@ Transformation logic for Hosted VLLM rerank
 """
 
 from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Any, Final
 
 import httpx
+from pydantic import ValidationError
 
 from litellm._uuid import uuid
+from litellm.exceptions import UnsupportedParamsError
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.base_llm.chat.transformation import BaseLLMException
 from litellm.llms.base_llm.rerank.transformation import BaseRerankConfig
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.rerank import (
+    HostedVLLMRerankTruncationParams,
     OptionalRerankParams,
     RerankBilledUnits,
     RerankRequest,
@@ -34,6 +38,13 @@ class HostedVLLMRerankError(BaseLLMException):
         super().__init__(status_code=status_code, message=message, headers=headers)
 
 
+def validated_truncation_params(non_default_params: Mapping[str, object] | None) -> HostedVLLMRerankTruncationParams:
+    try:
+        return HostedVLLMRerankTruncationParams.model_validate(non_default_params or MappingProxyType({}))
+    except ValidationError as error:
+        raise UnsupportedParamsError(status_code=400, message=f"hosted_vllm rerank: {error}") from error
+
+
 class HostedVLLMRerankConfig(BaseRerankConfig):
     def __init__(self) -> None:
         pass
@@ -62,7 +73,11 @@ class HostedVLLMRerankConfig(BaseRerankConfig):
             "top_n",
             "rank_fields",
             "return_documents",
+            "max_tokens_per_doc",
             "instruction",
+            "truncate_prompt_tokens",
+            "truncation_side",
+            "max_tokens_per_query",
         ]
 
     def map_cohere_rerank_params(
@@ -100,7 +115,15 @@ class HostedVLLMRerankConfig(BaseRerankConfig):
         if instruction is not None:
             mapped_params["instruction"] = instruction
 
-        return dict(mapped_params)
+        truncation: Final = validated_truncation_params(non_default_params)
+        forwarded: Final[OptionalRerankParams] = {
+            **mapped_params,
+            "max_tokens_per_doc": max_tokens_per_doc,
+            "truncate_prompt_tokens": truncation.truncate_prompt_tokens,
+            "truncation_side": truncation.truncation_side,
+            "max_tokens_per_query": truncation.max_tokens_per_query,
+        }
+        return dict(forwarded)
 
     def validate_environment(
         self,
@@ -138,6 +161,7 @@ class HostedVLLMRerankConfig(BaseRerankConfig):
         if "documents" not in optional_rerank_params:
             raise ValueError("documents is required for Hosted VLLM rerank")
 
+        truncation: Final = HostedVLLMRerankTruncationParams.model_validate(optional_rerank_params)
         rerank_request: Final = RerankRequest(
             model=model,
             query=optional_rerank_params["query"],
@@ -146,6 +170,10 @@ class HostedVLLMRerankConfig(BaseRerankConfig):
             rank_fields=optional_rerank_params.get("rank_fields", None),
             return_documents=optional_rerank_params.get("return_documents", None),
             instruction=optional_rerank_params.get("instruction", None),
+            max_tokens_per_doc=truncation.max_tokens_per_doc,
+            truncate_prompt_tokens=truncation.truncate_prompt_tokens,
+            truncation_side=truncation.truncation_side,
+            max_tokens_per_query=truncation.max_tokens_per_query,
         )
         return rerank_request.model_dump(exclude_none=True)
 
diff --git a/litellm/llms/langflow/a2a.py b/litellm/llms/langflow/a2a.py
index cae750d586e..060dc0a4d05 100644
--- a/litellm/llms/langflow/a2a.py
+++ b/litellm/llms/langflow/a2a.py
@@ -1,28 +1,9 @@
-import hashlib
 from typing import Any, Final
 
-
-def get_session_id_from_a2a_params(params: dict[str, Any]) -> str | None:
-    message: Final = params.get("message", {})
-    if isinstance(message, dict):
-        return message.get("contextId")
-    return getattr(message, "contextId", None)
-
-
-def scope_session_to_principal(session_id: str, principal: str | None) -> str:
-    """
-    Bind a client-supplied A2A contextId to the authenticated principal.
-
-    Without this, two distinct keys authorized for the same LangFlow agent could
-    set the same contextId and read/append to each other's LangFlow memory. The
-    principal is hashed (it is already a hashed token) so the raw value is never
-    sent to the LangFlow backend, while the original contextId is kept as a
-    suffix for operator-side correlation.
-    """
-    if not principal:
-        return session_id
-    principal_prefix: Final = hashlib.sha256(principal.encode("utf-8")).hexdigest()[:16]
-    return f"{principal_prefix}-{session_id}"
+from litellm.a2a_protocol.utils import (
+    get_session_id_from_a2a_params,
+    scope_session_to_principal,
+)
 
 
 def merge_a2a_session_into_litellm_params(
diff --git a/litellm/llms/milvus/vector_stores/transformation.py b/litellm/llms/milvus/vector_stores/transformation.py
index 34f0cd854c4..70d3649debd 100644
--- a/litellm/llms/milvus/vector_stores/transformation.py
+++ b/litellm/llms/milvus/vector_stores/transformation.py
@@ -1,9 +1,14 @@
+from __future__ import annotations
+
+from collections.abc import Mapping, Sequence
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
 
-import litellm
-from litellm.llms.base_llm.vector_store.transformation import BaseVectorStoreConfig
+from litellm.llms.base_llm.vector_store.transformation import (
+    BaseQueryEmbeddingVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
+)
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.vector_stores import (
@@ -36,7 +41,7 @@ MILVUS_OPTIONAL_PARAMS: Final = {
 }
 
 
-class MilvusVectorStoreConfig(BaseVectorStoreConfig):
+class MilvusVectorStoreConfig(BaseQueryEmbeddingVectorStoreConfig):
     """
     Configuration for Milvus Vector Store
 
@@ -117,77 +122,77 @@ class MilvusVectorStoreConfig(BaseVectorStoreConfig):
     def transform_search_vector_store_request(
         self,
         vector_store_id: str,
-        query: str | list[str],
+        query: str | Sequence[str],
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         api_base: str,
         litellm_logging_obj: LiteLLMLoggingObj,
-        litellm_params: dict,
-        extra_body: dict[str, Any] | None = None,
-    ) -> tuple[str, dict[str, Any]]:
-        """
-        Transform search request for Azure AI Search API
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        query_text: Final = self.query_text(query)
+        query_vector: Final = self.embed_query(query_text, litellm_params, embedding_executor)
+        return self._search_request(
+            vector_store_id,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+            litellm_params,
+        )
 
-        Generates embeddings using litellm.embeddings and constructs Azure AI Search request
-        """
-        # Convert query to string if it's a list
-        if isinstance(query, list):
-            query = " ".join(query)
+    async def atransform_search_vector_store_request(
+        self,
+        vector_store_id: str,
+        query: str | Sequence[str],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        query_text: Final = self.query_text(query)
+        query_vector: Final = await self.aembed_query(query_text, litellm_params, embedding_executor)
+        return self._search_request(
+            vector_store_id,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+            litellm_params,
+        )
 
-        # Get embedding model from litellm_params (required)
-        embedding_model: Final = litellm_params.get("litellm_embedding_model")
-        if not embedding_model:
-            raise ValueError(
-                "embedding_model is required in litellm_params for Milvus. You can call any litellm embedding model."
-                "Example: litellm_params['embedding_model'] = 'azure/text-embedding-3-large'"
+    @staticmethod
+    def _search_request(
+        vector_store_id: str,
+        query_text: str,
+        query_vector: Sequence[float],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+        litellm_params: Mapping[str, object],
+    ) -> tuple[str, dict[str, object]]:
+        scope: Final = {
+            key: value
+            for key, value in (
+                ("dbName", litellm_params.get("milvus_db_name")),
+                ("partitionNames", litellm_params.get("milvus_partition_names")),
             )
-
-        embedding_config: Final = litellm_params.get("litellm_embedding_config", {})
-        if not embedding_config:
-            raise ValueError(
-                "embedding_config is required in litellm_params for Milvus. You can call any litellm embedding model."
-                "Example: litellm_params['embedding_config'] = {'api_base': 'https://krris-mh44uf7y-eastus2.cognitiveservices.azure.com/', 'api_key': 'os.environ/AZURE_API_KEY', 'api_version': '2025-09-01'}"
-            )
-
-        # Get top_k (number of results to return)
-        # Generate embedding for the query using litellm.embeddings
-        try:
-            embedding_response: Final = litellm.embedding(
-                model=embedding_model,
-                input=[query],
-                **embedding_config,
-            )
-            query_vector: Final = embedding_response.data[0]["embedding"]
-        except Exception as e:
-            raise Exception(f"Failed to generate embedding for query: {e}")
-
-        # Azure AI Search endpoint for search
-        index_name: Final = vector_store_id  # vector_store_id is the index name
-        url: Final = f"{api_base}/v2/vectordb/entities/search"
-
-        # Build the request body for Azure AI Search with vector search
-        request_body: Final[dict[str, Any]] = {
-            "collectionName": index_name,
+            if value
+        }
+        litellm_logging_obj.model_call_details["input"] = query_text
+        litellm_logging_obj.model_call_details["embedding_model"] = litellm_params.get("litellm_embedding_model")
+        return f"{api_base}/v2/vectordb/entities/search", {
+            "collectionName": vector_store_id,
             "data": [query_vector],
             "annsField": "book_intro_vector",
             **vector_store_search_optional_params,
+            **scope,
         }
 
-        db_name: Final = litellm_params.get("milvus_db_name")
-        if db_name:
-            request_body["dbName"] = db_name
-
-        partition_names: Final = litellm_params.get("milvus_partition_names")
-        if partition_names:
-            request_body["partitionNames"] = partition_names
-
-        #########################################################
-        # Update logging object with details of the request
-        #########################################################
-        litellm_logging_obj.model_call_details["input"] = query
-        litellm_logging_obj.model_call_details["embedding_model"] = embedding_model
-
-        return url, request_body
-
     def transform_search_vector_store_response(
         self, response: httpx.Response, litellm_logging_obj: LiteLLMLoggingObj
     ) -> VectorStoreSearchResponse:
diff --git a/litellm/llms/ollama/chat/transformation.py b/litellm/llms/ollama/chat/transformation.py
index de626b468f0..181894646e3 100644
--- a/litellm/llms/ollama/chat/transformation.py
+++ b/litellm/llms/ollama/chat/transformation.py
@@ -423,6 +423,7 @@ class OllamaChatConfig(BaseConfig):
 class OllamaChatCompletionResponseIterator(BaseModelResponseIterator):
     started_reasoning_content: bool = False
     finished_reasoning_content: bool = False
+    seen_tool_calls: bool = False
 
     def _is_function_call_complete(self, function_args: str | dict) -> bool:
         if isinstance(function_args, dict):
@@ -468,6 +469,7 @@ class OllamaChatCompletionResponseIterator(BaseModelResponseIterator):
             # process tool calls - if complete function arg - add id to tool call
             tool_calls: Final = chunk["message"].get("tool_calls")
             if tool_calls is not None:
+                self.seen_tool_calls = True
                 for tool_call in tool_calls:
                     function_args = tool_call.get("function").get("arguments")
                     if function_args is not None and len(function_args) > 0:
@@ -508,9 +510,10 @@ class OllamaChatCompletionResponseIterator(BaseModelResponseIterator):
 
             if chunk["done"] is True:
                 finish_reason = chunk.get("done_reason") or "stop"
-                # Override finish_reason when tool_calls are present
+                # Override finish_reason when tool_calls appeared in any chunk
                 # Fixes: https://github.com/BerriAI/litellm/issues/18922
-                if tool_calls is not None:
+                # Fixes: https://github.com/BerriAI/litellm/issues/34692
+                if self.seen_tool_calls:
                     finish_reason = "tool_calls"
                 choices = [
                     StreamingChoices(
diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py
index 0223be300b0..b02f953425d 100644
--- a/litellm/llms/openai/chat/gpt_5_transformation.py
+++ b/litellm/llms/openai/chat/gpt_5_transformation.py
@@ -61,6 +61,14 @@ def _get_effort_level(value: str | dict | None) -> str | None:
     return None
 
 
+GPT_REASONING_SERIES_MARKERS: Final = ("gpt-5", "gpt-6")
+
+
+def is_gpt_reasoning_series_name(model: str) -> bool:
+    normalized: Final = model.split("/")[-1]
+    return any(marker in model for marker in GPT_REASONING_SERIES_MARKERS) and not normalized.startswith("gpt-5-chat")
+
+
 class OpenAIGPT5Config(OpenAIGPTConfig):
     """Configuration for gpt-5 models including GPT-5-Codex variants.
 
@@ -73,21 +81,7 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
 
     @classmethod
     def is_model_gpt_5_model(cls, model: str) -> bool:
-        # The gpt-5-chat* family (gpt-5-chat, gpt-5-chat-latest, gpt-5-chat-2025-08-07,
-        # …) are regular chat models: they support temperature and tool_choice but NOT
-        # reasoning_effort.  They must NOT be routed through the GPT-5 reasoning path.
-        #
-        # Versioned chat models such as gpt-5.3-chat and gpt-5.1-chat ARE reasoning
-        # models and must stay on the GPT-5 path.  The distinguishing feature is that
-        # the gpt-5-chat family has a literal "-chat" immediately after "gpt-5"
-        # (i.e. "gpt-5-chat…"), while versioned chat models interpose a minor version
-        # number (i.e. "gpt-5.<digit>-chat").
-        #
-        # Using a startswith("gpt-5-chat") prefix check on the normalized name (rather
-        # than a substring check) makes this boundary explicit and avoids any ambiguity
-        # if future model names coincidentally contain "gpt-5-chat" as an interior run.
-        _normalized: Final = model.split("/")[-1]  # strip provider prefix, e.g. "openai/"
-        return "gpt-5" in model and not _normalized.startswith("gpt-5-chat")
+        return is_gpt_reasoning_series_name(model)
 
     @classmethod
     def is_model_gpt_5_search_model(cls, model: str) -> bool:
@@ -122,6 +116,8 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
     def is_model_gpt_5_4_plus_model(cls, model: str) -> bool:
         """Check if the model is gpt-5.4 or newer (5.4, 5.5, 5.6, etc., including pro)."""
         model_name: Final = model.split("/")[-1]
+        if model_name.startswith("gpt-6"):
+            return True
         if not model_name.startswith("gpt-5."):
             return False
         try:
diff --git a/litellm/llms/openai/chat/gpt_transformation.py b/litellm/llms/openai/chat/gpt_transformation.py
index f3e41c054ef..9afc6331d96 100644
--- a/litellm/llms/openai/chat/gpt_transformation.py
+++ b/litellm/llms/openai/chat/gpt_transformation.py
@@ -20,9 +20,9 @@ from litellm.litellm_core_utils.llm_response_utils.convert_dict_to_response impo
 )
 from litellm.litellm_core_utils.prompt_templates.common_utils import (
     drop_tool_reference_parts_from_tool_messages,
-    flatten_top_level_schema_combinators,
     get_tool_call_names,
     hoist_images_from_tool_messages,
+    tool_with_flattened_parameters,
 )
 from litellm.litellm_core_utils.prompt_templates.image_handling import (
     async_convert_url_to_base64,
@@ -70,19 +70,6 @@ else:
 _NO_TOOLS_UPDATE: Final[Mapping[str, object]] = MappingProxyType({})
 
 
-def _tool_with_flattened_parameters(tool: Mapping[str, object]) -> Mapping[str, object]:
-    function: Final = tool.get("function")
-    if not isinstance(function, dict):
-        return tool
-    parameters: Final = function.get("parameters")
-    if not isinstance(parameters, dict):
-        return tool
-    flattened: Final = flatten_top_level_schema_combinators(parameters)
-    if flattened is parameters:
-        return tool
-    return {**tool, "function": {**function, "parameters": flattened}}  # mutable-ok: request tools are JSON dicts
-
-
 class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig):
     """
     Reference: https://platform.openai.com/docs/api-reference/chat/create
@@ -466,7 +453,7 @@ class OpenAIGPTConfig(BaseLLMModelInfo, BaseConfig):
         ):
             return _NO_TOOLS_UPDATE
         flattened: Final = [  # mutable-ok: request tools are a JSON list
-            _tool_with_flattened_parameters(tool) if isinstance(tool, dict) else tool for tool in tools
+            tool_with_flattened_parameters(tool) if isinstance(tool, dict) else tool for tool in tools
         ]
         return MappingProxyType({"tools": flattened})
 
diff --git a/litellm/llms/openai/chat/guardrail_translation/handler.py b/litellm/llms/openai/chat/guardrail_translation/handler.py
index ed628f55350..d41c8557d72 100644
--- a/litellm/llms/openai/chat/guardrail_translation/handler.py
+++ b/litellm/llms/openai/chat/guardrail_translation/handler.py
@@ -14,16 +14,23 @@ Pattern Overview:
 This pattern can be replicated for other message formats (e.g., Anthropic).
 """
 
+import json
+import time
+import uuid
 from collections.abc import Sequence
 from typing import TYPE_CHECKING, Any, Final, Union, cast
 
+from typing_extensions import NotRequired, ReadOnly, TypedDict
+
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.llms.base_llm.guardrail_translation.base_translation import (
     BaseTranslation,
+    StreamingScanKey,
     StreamTransformSink,
 )
 from litellm.llms.base_llm.guardrail_translation.utils import (
+    blocked_chat_stream_usage,
     effective_scan_only_tool_results_for_guardrail,
     effective_skip_system_message_for_guardrail,
     effective_skip_tool_message_for_guardrail,
@@ -32,6 +39,9 @@ from litellm.llms.base_llm.guardrail_translation.utils import (
     openai_tool_name,
     role_out_of_guardrail_scope,
     scoped_structured_message_indices,
+    stream_item_field,
+    stream_item_fingerprint,
+    stream_item_items,
 )
 from litellm.main import stream_chunk_builder
 from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolParam
@@ -49,7 +59,10 @@ from litellm.types.utils import (
 if TYPE_CHECKING:
     from fastapi import HTTPException
 
-    from litellm.integrations.custom_guardrail import CustomGuardrail
+    from litellm.integrations.custom_guardrail import (
+        CustomGuardrail,
+        ModifyResponseException,
+    )
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
     from litellm.proxy._types import UserAPIKeyAuth
 
@@ -493,12 +506,7 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
         """Block-only streaming path: run the guardrail so an in-flight BLOCK can
         terminate the stream. Text rewrites are not propagated to the client here
         (see ``_process_streaming_transform`` for the incremental_diff path)."""
-        # check if the stream has ended
-        has_stream_ended = False
-        for chunk in responses_so_far:
-            if chunk.choices and chunk.choices[0].finish_reason is not None:
-                has_stream_ended = True
-                break
+        has_stream_ended: Final = self._first_choice_has_finished(responses_so_far)
 
         if has_stream_ended:
             # convert to model response
@@ -696,8 +704,33 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
             indices[i]: coerce_stream_holdback_value(holdback[i]) for i in range(len(indices)) if i < len(holdback)
         }
 
+    def get_streaming_scan_key(self, responses_so_far: Sequence[object]) -> StreamingScanKey | None:
+        chunks: Final = tuple(chunk for chunk in responses_so_far if isinstance(chunk, ModelResponseStream))
+        stream_ended: Final = self._first_choice_has_finished(responses_so_far)
+        return StreamingScanKey(
+            texts=tuple(self._combine_streaming_texts(chunks).values()),
+            tool_calls=self._streamed_tool_call_fingerprints(responses_so_far) if stream_ended else (),
+            stream_ended=stream_ended,
+        )
+
+    @staticmethod
+    def _streamed_tool_call_fingerprints(responses_so_far: Sequence[object]) -> tuple[str, ...]:
+        return tuple(
+            stream_item_fingerprint(tool_call)
+            for chunk in responses_so_far
+            for choice in _stream_chunk_choices(chunk)
+            for tool_call in stream_item_items(stream_item_field(choice, "delta"), "tool_calls")
+        )
+
+    @staticmethod
+    def _first_choice_has_finished(responses_so_far: Sequence[object]) -> bool:
+        first_choices: Final = tuple(
+            choices[0] for choices in (_stream_chunk_choices(chunk) for chunk in responses_so_far) if choices
+        )
+        return any(stream_item_field(choice, "finish_reason") is not None for choice in first_choices)
+
     def _combine_streaming_texts(
-        self, responses_so_far: list["ModelResponseStream"]
+        self, responses_so_far: Sequence["ModelResponseStream"]
     ) -> dict[tuple[int, int | None], str]:
         """
         Combine all streaming chunks into complete text per choice.
@@ -1005,3 +1038,129 @@ class OpenAIChatCompletionsHandler(BaseTranslation):
                                 else:
                                     # Subsequent chunks - clear the text
                                     content_item["text"] = ""
+
+    def _check_streaming_has_ended(self, responses_so_far: Sequence[object]) -> bool:
+        """
+        True once any relayed chunk carries a non-null ``finish_reason``.
+
+        The unified guardrail's ``end_of_stream_only`` streaming path probes
+        this via ``hasattr`` to withhold the terminal chunks until
+        end-of-stream moderation runs, so a block can replace the finish
+        instead of trailing after a ``finish_reason`` the client already saw.
+        """
+        return any(
+            stream_item_field(choice, "finish_reason") is not None
+            for item in responses_so_far
+            for choice in _stream_chunk_choices(item)
+        )
+
+    def build_block_sse_chunks(
+        self,
+        exc: "ModifyResponseException",
+        stream_started: bool = False,
+        responses_so_far: Sequence[object] | None = None,
+    ) -> Sequence[bytes]:
+        """
+        Build OpenAI chat-completions SSE chunks that deliver the guardrail
+        block message and terminate the stream cleanly, mirroring the
+        non-streaming block response: ``finish_reason`` ``content_filter`` plus
+        the real usage the upstream call consumed.
+
+        - ``stream_started`` False (buffered / pre-stream): nothing has been
+          sent, so open a standalone completion with a ``role`` delta.
+        - ``stream_started`` True (sampling / mid-stream): chunks already
+          reached the client, so continue the in-progress completion (reuse its
+          id/created/model, content-only delta).
+
+        The proxy's data generator appends ``data: [DONE]`` itself.
+        """
+        chunk_id, created, model = _blocked_stream_identity(exc, responses_so_far or ())
+        prompt_tokens, completion_tokens = blocked_chat_stream_usage(exc.original_response)
+        continuation_delta: Final[_BlockedChunkDelta] = {"content": exc.message}
+        standalone_delta: Final[_BlockedChunkDelta] = {"role": "assistant", "content": exc.message}
+        message_chunk: Final[_BlockedChunk] = {
+            "id": chunk_id,
+            "object": "chat.completion.chunk",
+            "created": created,
+            "model": model,
+            "choices": (
+                {
+                    "index": 0,
+                    "delta": continuation_delta if stream_started else standalone_delta,
+                    "finish_reason": None,
+                },
+            ),
+        }
+        final_chunk: Final[_BlockedChunk] = {
+            "id": chunk_id,
+            "object": "chat.completion.chunk",
+            "created": created,
+            "model": model,
+            "choices": ({"index": 0, "delta": {}, "finish_reason": "content_filter"},),
+            "usage": {
+                "prompt_tokens": prompt_tokens,
+                "completion_tokens": completion_tokens,
+                "total_tokens": prompt_tokens + completion_tokens,
+            },
+        }
+        return _chat_sse_chunk(message_chunk), _chat_sse_chunk(final_chunk)
+
+
+class _BlockedChunkDelta(TypedDict, total=False):
+    role: ReadOnly[str]
+    content: ReadOnly[str]
+
+
+class _BlockedChunkChoice(TypedDict):
+    index: ReadOnly[int]
+    delta: ReadOnly[_BlockedChunkDelta]
+    finish_reason: ReadOnly[str | None]
+
+
+class _BlockedChunkUsage(TypedDict):
+    prompt_tokens: ReadOnly[int]
+    completion_tokens: ReadOnly[int]
+    total_tokens: ReadOnly[int]
+
+
+class _BlockedChunk(TypedDict):
+    id: ReadOnly[str]
+    object: ReadOnly[str]
+    created: ReadOnly[int]
+    model: ReadOnly[str]
+    choices: ReadOnly[tuple[_BlockedChunkChoice, ...]]
+    usage: NotRequired[ReadOnly[_BlockedChunkUsage]]
+
+
+def _chat_sse_chunk(payload: _BlockedChunk) -> bytes:
+    return f"data: {json.dumps(payload)}\n\n".encode()
+
+
+def _stream_chunk_choices(item: object) -> Sequence[object]:
+    choices: Final = stream_item_field(item, "choices")
+    if isinstance(choices, Sequence) and not isinstance(choices, (str, bytes)):
+        return choices
+    return ()
+
+
+def _blocked_stream_identity(
+    exc: "ModifyResponseException", responses_so_far: Sequence[object]
+) -> tuple[str, int, str]:
+    identified: Final = next(
+        (
+            (chunk_id, item)
+            for item in responses_so_far
+            if isinstance(chunk_id := stream_item_field(item, "id"), str) and chunk_id
+        ),
+        None,
+    )
+    if identified is None:
+        return f"chatcmpl-{uuid.uuid4()}", int(time.time()), exc.model
+    chunk_id, source = identified
+    created: Final = stream_item_field(source, "created")
+    model: Final = stream_item_field(source, "model")
+    return (
+        chunk_id,
+        created if isinstance(created, int) else int(time.time()),
+        model if isinstance(model, str) and model else exc.model,
+    )
diff --git a/litellm/llms/openai/common_utils.py b/litellm/llms/openai/common_utils.py
index 4d774f6f165..2db6d78a218 100644
--- a/litellm/llms/openai/common_utils.py
+++ b/litellm/llms/openai/common_utils.py
@@ -11,6 +11,7 @@ import time
 import uuid
 from collections.abc import AsyncIterator, Iterator, Mapping
 from typing import TYPE_CHECKING, Any, Final, Literal, NamedTuple, Optional
+from urllib.parse import urlsplit
 
 import httpx
 import openai
@@ -43,6 +44,14 @@ _OPENAI_INIT_PARAMS: Final[tuple[str, ...]] = _get_client_init_params(OpenAI)
 _AZURE_OPENAI_INIT_PARAMS: Final[tuple[str, ...]] = _get_client_init_params(AzureOpenAI)
 
 
+_OPENAI_API_HOST: Final[str] = "api.openai.com"
+
+
+def is_openai_backed_api_base(api_base: str) -> bool:
+    hostname: Final = urlsplit(api_base).hostname
+    return hostname is not None and (hostname == _OPENAI_API_HOST or hostname.endswith(f".{_OPENAI_API_HOST}"))
+
+
 class OpenAIError(BaseLLMException):
     def __init__(
         self,
@@ -305,14 +314,16 @@ class BaseOpenAILLM:
 
         # Get unified SSL configuration
         ssl_config: Final = get_ssl_configuration()
+        transport: Final = AsyncHTTPHandler._create_async_transport(
+            ssl_context=(ssl_config if isinstance(ssl_config, ssl.SSLContext) else None),
+            ssl_verify=ssl_config if isinstance(ssl_config, bool) else None,
+            shared_session=shared_session,
+        )
 
         return httpx.AsyncClient(
             verify=ssl_config,
-            transport=AsyncHTTPHandler._create_async_transport(
-                ssl_context=(ssl_config if isinstance(ssl_config, ssl.SSLContext) else None),
-                ssl_verify=ssl_config if isinstance(ssl_config, bool) else None,
-                shared_session=shared_session,
-            ),
+            transport=transport,
+            mounts=AsyncHTTPHandler._create_httpx_proxy_mounts(transport, verify=ssl_config, cert=None),
             follow_redirects=True,
         )
 
diff --git a/litellm/llms/openai/image_generation/gpt_transformation.py b/litellm/llms/openai/image_generation/gpt_transformation.py
index 05494c497ca..090b2eba387 100644
--- a/litellm/llms/openai/image_generation/gpt_transformation.py
+++ b/litellm/llms/openai/image_generation/gpt_transformation.py
@@ -82,8 +82,8 @@ class GPTImageGenerationConfig(BaseImageGenerationConfig):
         )
 
         # set optional params
-        image_response.size = optional_params.get("size", "1024x1024")  # default is always 1024x1024
-        image_response.quality = optional_params.get("quality", "high")  # always hd for dall-e-3
-        image_response.output_format = optional_params.get("response_format", "png")  # always png for dall-e-3
+        image_response.size = image_response.size or optional_params.get("size", "1024x1024")
+        image_response.quality = image_response.quality or optional_params.get("quality", "high")
+        image_response.output_format = image_response.output_format or optional_params.get("output_format", "png")
 
         return image_response
diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index 1cfc6e06ee9..edc8d64d9c2 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -2,7 +2,6 @@ import time
 import types
 from collections.abc import AsyncIterator, Callable, Coroutine, Iterable, Iterator, Mapping
 from typing import TYPE_CHECKING, Any, Final, Literal, Optional, cast
-from urllib.parse import urlparse
 
 import httpx
 
@@ -55,6 +54,7 @@ from .common_utils import (
     OpenAIError,
     build_output_token_limit_response,
     drop_params_from_unprocessable_entity_error,
+    is_openai_backed_api_base,
     is_output_token_limit_error,
 )
 from .workload_identity import resolve_openai_workload_identity_config
@@ -1190,10 +1190,8 @@ class OpenAIChatCompletion(BaseLLM, BaseOpenAILLM):
         """
         if stream_options is not None:
             return {"stream_options": stream_options}
-        else:
-            # by default litellm will include usage for openai endpoints
-            if api_base is None or urlparse(api_base).hostname == "api.openai.com":
-                return {"stream_options": {"include_usage": True}}
+        if api_base is None or is_openai_backed_api_base(api_base):
+            return {"stream_options": {"include_usage": True}}
         return {}
 
     # Embedding
diff --git a/litellm/llms/openai/responses/guardrail_translation/handler.py b/litellm/llms/openai/responses/guardrail_translation/handler.py
index 24dbd7c08d0..ecc89c5f135 100644
--- a/litellm/llms/openai/responses/guardrail_translation/handler.py
+++ b/litellm/llms/openai/responses/guardrail_translation/handler.py
@@ -28,30 +28,58 @@ Output: response.output is List[GenericResponseOutputItem] where each has:
     - text: str
 """
 
-from collections.abc import Sequence
-from typing import TYPE_CHECKING, Any, Final, Union, cast
+import copy
+import time
+import uuid
+from collections.abc import Mapping, Sequence
+from dataclasses import dataclass
+from itertools import accumulate
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Any, Final, NamedTuple, Union, cast
 
 from openai.types.responses.response_function_tool_call import ResponseFunctionToolCall
-from openai.types.responses.tool_param import FunctionToolParam
-from pydantic import BaseModel
+from pydantic import BaseModel, TypeAdapter
 from typing_extensions import ReadOnly, TypedDict
 
 from litellm._logging import verbose_proxy_logger
 from litellm.completion_extras.litellm_responses_transformation.transformation import (
+    LiteLLMResponsesTransformationHandler,
     OpenAiResponsesToChatCompletionStreamIterator,
 )
-from litellm.llms.base_llm.guardrail_translation.base_translation import BaseTranslation
+from litellm.llms.base_llm.guardrail_translation.base_translation import (
+    BaseTranslation,
+    StreamingScanKey,
+)
+from litellm.llms.base_llm.guardrail_translation.utils import (
+    blocked_responses_stream_usage,
+    stream_item_field,
+    stream_item_fingerprint,
+    stream_item_items,
+)
+from litellm.llms.openai.responses.guardrail_translation.tool_merge import merge_guardrailed_tools
 from litellm.responses.litellm_completion_transformation.transformation import (
     LiteLLMCompletionResponsesConfig,
 )
 from litellm.types.llms.openai import (
     AllMessageValues,
+    BaseLiteLLMOpenAIResponseObject,
     ChatCompletionToolCallChunk,
     ChatCompletionToolParam,
+    ContentPartAddedEvent,
+    ContentPartDoneEvent,
+    ContentPartDonePartOutputText,
     ErrorEvent,
     ErrorEventError,
-    OpenAIMcpServerTool,
+    OutputItemAddedEvent,
+    OutputItemDoneEvent,
+    OutputTextDeltaEvent,
+    OutputTextDoneEvent,
+    ResponseAPIUsage,
+    ResponseCompletedEvent,
+    ResponsesAPIOptionalRequestParams,
+    ResponsesAPIResponse,
     ResponsesAPIStreamEvents,
+    ResponsesAPIStreamingResponse,
 )
 from litellm.types.responses.main import (
     GenericResponseOutputItem,
@@ -63,11 +91,13 @@ from litellm.types.utils import GenericGuardrailAPIInputs
 if TYPE_CHECKING:
     from fastapi import HTTPException
 
-    from litellm.integrations.custom_guardrail import CustomGuardrail
+    from litellm.integrations.custom_guardrail import (
+        CustomGuardrail,
+        ModifyResponseException,
+    )
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
     from litellm.proxy._types import UserAPIKeyAuth
     from litellm.types.llms.openai import ResponseInputParam
-    from litellm.types.utils import ResponsesAPIResponse
 
 
 class ResponseOutputEnvelope(TypedDict, total=False):
@@ -82,6 +112,203 @@ class ResponsesStreamChunk(TypedDict, total=False):
 
     type: ReadOnly[str]
     text: ReadOnly[str]
+    delta: ReadOnly[str]
+    item_id: ReadOnly[str]
+    output_index: ReadOnly[int]
+    content_index: ReadOnly[int]
+
+
+_PATCHABLE_ITEM_FIELDS: Final[Mapping[str, str]] = MappingProxyType(
+    {"function_call_output": "output", "message": "content"}
+)
+
+_EMPTY_RESPONSES_REQUEST: Final[ResponsesAPIOptionalRequestParams] = {}
+
+
+def _item_rewrite_field(item: Mapping[str, object]) -> str | None:
+    item_type: Final = item.get("type")
+    if item_type is None:
+        return "content" if "content" in item else None
+    if not isinstance(item_type, str):
+        return None
+    return _PATCHABLE_ITEM_FIELDS.get(item_type)
+
+
+def _rewritten_input_item(item: Mapping[str, object], rewritten: object) -> Mapping[str, object] | None:
+    field: Final = _item_rewrite_field(item)
+    if field is None or not isinstance(rewritten, Mapping):
+        return None
+    rewritten_content: Final = rewritten.get("content")
+    if isinstance(item.get(field), str) and isinstance(rewritten_content, str):
+        return {**item, field: rewritten_content}  # mutable-ok: request input items must stay JSON-plain dicts
+    rewritten_row: Final = cast("AllMessageValues", rewritten)  # cast-ok: guardrails hand back chat-shaped rows
+    converted_items, _ = LiteLLMResponsesTransformationHandler().convert_chat_completion_messages_to_responses_api(
+        [rewritten_row]  # mutable-ok: converter signature takes a list
+    )
+    if len(converted_items) != 1 or not isinstance(converted_items[0], Mapping):
+        return None
+    first_converted: Final = cast("Mapping[str, object]", converted_items[0])  # cast-ok: isinstance-checked above
+    converted_value: Final = first_converted.get(field)
+    if converted_value is None:
+        return None
+    return {**item, field: converted_value}  # mutable-ok: request input items must stay JSON-plain dicts
+
+
+def _is_function_call_item(item: object) -> bool:
+    return isinstance(item, Mapping) and item.get("type") in ("function_call", "custom_tool_call")
+
+
+def _last_message_role(messages: Sequence[object]) -> str | None:
+    if not messages:
+        return None
+    last: Final = messages[-1]
+    role: Final = last.get("role") if isinstance(last, Mapping) else getattr(last, "role", None)
+    return role if isinstance(role, str) else None
+
+
+def _provenance_unit_bounds(
+    raw_input: Sequence[object],
+    solo_conversions: Sequence[Sequence[object]],
+) -> tuple[tuple[int, int], ...]:
+    trailing_roles: Final = tuple(
+        accumulate(
+            (_last_message_role(messages) for messages in solo_conversions),
+            lambda previous, current: current if current is not None else previous,
+        )
+    )
+    start_indexes: Final = tuple(
+        index
+        for index in range(len(raw_input))
+        if index == 0 or not (_is_function_call_item(raw_input[index]) and trailing_roles[index - 1] == "assistant")
+    )
+    return tuple(zip(start_indexes, (*start_indexes[1:], len(raw_input))))
+
+
+def _input_item_provenance(
+    raw_input: Sequence[object],
+    expected_messages: Sequence[object],
+) -> tuple[Mapping[int, int], frozenset[int]] | None:
+    if not all(isinstance(item, Mapping) for item in raw_input):
+        return None
+    solo_conversions: Final = tuple(
+        LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=cast("ResponseInputParam", [item]),  # cast-ok: items checked as Mappings above
+            responses_api_request=_EMPTY_RESPONSES_REQUEST,
+        )
+        for item in raw_input
+    )
+    full_conversion: Final = tuple(
+        LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=cast("ResponseInputParam", list(raw_input)),  # cast-ok: items checked as Mappings above
+            responses_api_request=_EMPTY_RESPONSES_REQUEST,
+        )
+    )
+    if full_conversion != tuple(expected_messages):
+        return None
+    units: Final = _provenance_unit_bounds(raw_input, solo_conversions)
+    unit_messages: Final = tuple(
+        tuple(solo_conversions[start])
+        if end - start == 1
+        else tuple(
+            LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+                input=cast("ResponseInputParam", list(raw_input[start:end])),  # cast-ok: checked as Mappings above
+                responses_api_request=_EMPTY_RESPONSES_REQUEST,
+            )
+        )
+        for start, end in units
+    )
+    if tuple(message for messages in unit_messages for message in messages) != full_conversion:
+        return None
+    boundaries: Final = tuple(accumulate((len(messages) for messages in unit_messages), initial=0))
+    item_for_message: Final = MappingProxyType(
+        {
+            message_index: start
+            for unit_index, (start, end) in enumerate(units)
+            if end - start == 1
+            for message_index in range(boundaries[unit_index], boundaries[unit_index + 1])
+        }
+    )
+    tainted: Final = frozenset(
+        message_index
+        for unit_index, (start, end) in enumerate(units)
+        if end - start > 1
+        for message_index in range(boundaries[unit_index], boundaries[unit_index + 1])
+    )
+    return item_for_message, tainted
+
+
+class _RequestFields(NamedTuple):
+    input: tuple[object, ...]
+    instructions: str | None
+
+
+class _ExtractedInputs(NamedTuple):
+    inputs: GenericGuardrailAPIInputs
+    task_mappings: tuple[tuple[int, int | None], ...]
+
+
+def _patched_request_fields(
+    raw_input: object,
+    instructions: object,
+    original_messages: Sequence[object],
+    structured_messages: Sequence[object],
+) -> _RequestFields | None:
+    if not isinstance(raw_input, list) or len(original_messages) != len(structured_messages):
+        return None
+    offset: Final = 1 if instructions else 0
+    provenance: Final = _input_item_provenance(raw_input, tuple(original_messages)[offset:])
+    if provenance is None:
+        return None
+    item_for_message, tainted = provenance
+    changed: Final = tuple(
+        (index, rewritten)
+        for index, (original, rewritten) in enumerate(zip(original_messages, structured_messages))
+        if original != rewritten
+    )
+    instruction_rewrites: Final = tuple(rewritten for index, rewritten in changed if index < offset)
+    rewritten_instructions: Final = (
+        instruction_rewrites[0].get("content")
+        if instruction_rewrites and isinstance(instruction_rewrites[0], Mapping)
+        else instructions
+    )
+    instructions_value: Final = rewritten_instructions if isinstance(rewritten_instructions, str) else None
+    if rewritten_instructions is not None and instructions_value is None:
+        return None
+    body_changes: Final = tuple((index - offset, rewritten) for index, rewritten in changed if index >= offset)
+    if any(message_index in tainted or message_index not in item_for_message for message_index, _ in body_changes):
+        return None
+    replacements: Final = MappingProxyType(
+        {
+            item_for_message[message_index]: _rewritten_input_item(
+                cast("Mapping[str, object]", raw_input[item_for_message[message_index]]),  # cast-ok: checked Mappings
+                rewritten,
+            )
+            for message_index, rewritten in body_changes
+        }
+    )
+    if len(replacements) != len(body_changes) or any(item is None for item in replacements.values()):
+        return None
+    return _RequestFields(
+        input=tuple(replacements.get(index, item) for index, item in enumerate(raw_input)),
+        instructions=instructions_value,
+    )
+
+
+def _patch_or_convert_request_fields(
+    raw_input: object,
+    instructions: object,
+    original_messages: Sequence[object],
+    structured_messages: Sequence[AllMessageValues],
+) -> _RequestFields | None:
+    if not isinstance(structured_messages, list):
+        return None
+    patched: Final = _patched_request_fields(raw_input, instructions, original_messages, structured_messages)
+    if patched is not None:
+        return patched
+    input_items, converted_instructions = (
+        LiteLLMResponsesTransformationHandler().convert_chat_completion_messages_to_responses_api(structured_messages)
+    )
+    return _RequestFields(input=tuple(input_items), instructions=converted_instructions)
 
 
 def _next_stream_sequence_number(responses_so_far: Sequence[Any] | None) -> int:
@@ -131,102 +358,103 @@ class OpenAIResponsesHandler(BaseTranslation):
         Handles both string input and list of message objects.
         """
         input_data: Final[str | ResponseInputParam | None] = data.get("input")
-        tools_to_check: Final[list[ChatCompletionToolParam]] = []
-        if input_data is None:
+        if not isinstance(input_data, (str, list)):
             return data
-
         structured_messages: Final = self.get_structured_messages(data)
-
-        # Handle simple string input
-        if isinstance(input_data, str):
-            inputs = GenericGuardrailAPIInputs(texts=[input_data])
-            original_tools: list[dict[str, object]] = []
-
-            # Extract and transform tools if present
-            if "tools" in data and data["tools"]:
-                original_tools = list(data["tools"])
-                self._extract_and_transform_tools(data["tools"], tools_to_check)
-                if tools_to_check:
-                    inputs["tools"] = tools_to_check
-            if structured_messages:
-                inputs["structured_messages"] = structured_messages
-            # Include model information if available
-            model = data.get("model")
-            if model:
-                inputs["model"] = model
-
-            guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
-                inputs=inputs,
-                request_data=data,
-                input_type="request",
-                logging_obj=litellm_logging_obj,
+        raw_tools: Final = data.get("tools")
+        original_tools: Final[tuple[Mapping[str, object], ...]] = (
+            tuple(raw_tools) if isinstance(raw_tools, list) else ()
+        )
+        flattened_tool_groups: Final = tuple(
+            form.chat_tools for form in LiteLLMCompletionResponsesConfig.responses_tools_to_chat_forms(original_tools)
+        )
+        extracted: Final = self._extract_guardrail_inputs(data, input_data, flattened_tool_groups)
+        if not extracted.inputs.get("texts"):
+            return data
+        if structured_messages:
+            extracted.inputs["structured_messages"] = structured_messages
+        guardrailed_inputs: Final = await guardrail_to_apply.apply_guardrail(
+            inputs=extracted.inputs,
+            request_data=data,
+            input_type="request",
+            logging_obj=litellm_logging_obj,
+        )
+        self._apply_guardrailed_tools_to_data(
+            data, original_tools, flattened_tool_groups, guardrailed_inputs.get("tools")
+        )
+        written_back: Final = self._written_back_request_fields(data, structured_messages, guardrailed_inputs)
+        if written_back is not None:
+            data["input"] = list(written_back.input)  # mutable-ok: JSON body
+            if written_back.instructions is None:
+                data.pop("instructions", None)
+            else:
+                data["instructions"] = written_back.instructions  # rebind-ok: data is an out-param
+        elif isinstance(input_data, str):
+            guardrailed_texts: Final = guardrailed_inputs.get("texts") or ()
+            data["input"] = guardrailed_texts[0] if guardrailed_texts else input_data  # rebind-ok: data is an out-param
+        else:
+            await self._apply_guardrail_responses_to_input(
+                messages=input_data,
+                responses=guardrailed_inputs.get("texts") or (),
+                task_mappings=extracted.task_mappings,
             )
-            guardrailed_texts = guardrailed_inputs.get("texts", [])
-            data["input"] = guardrailed_texts[0] if guardrailed_texts else input_data
-            self._apply_guardrailed_tools_to_data(data, original_tools, guardrailed_inputs.get("tools"))
-            verbose_proxy_logger.debug("OpenAI Responses API: Processed string input")
-            return data
-
-        # Handle list input (ResponseInputParam)
-        if not isinstance(input_data, list):
-            return data
+        verbose_proxy_logger.debug("OpenAI Responses API: Processed input messages: %s", data.get("input"))
+        return data
 
+    def _extract_guardrail_inputs(
+        self,
+        data: Mapping[str, object],
+        input_data: "str | ResponseInputParam",
+        flattened_tool_groups: Sequence[Sequence[Mapping[str, object]]],
+    ) -> _ExtractedInputs:
         texts_to_check: Final[list[str]] = []
         images_to_check: Final[list[str]] = []
         task_mappings: Final[list[tuple[int, int | None]]] = []
-        original_tools_list: Final[list[dict[str, object]]] = list(data.get("tools") or [])
-
-        # Step 1: Extract all text content, images, and tools
-        for msg_idx, message in enumerate(input_data):
-            self._extract_input_text_and_images(
-                message=message,
-                msg_idx=msg_idx,
-                texts_to_check=texts_to_check,
-                images_to_check=images_to_check,
-                task_mappings=task_mappings,
+        tools_to_check: Final[list[ChatCompletionToolParam]] = list(  # mutable-ok: guardrail inputs want a list
+            copy.deepcopy(
+                tuple(
+                    cast(ChatCompletionToolParam, tool)  # cast-ok: mcp tools ride along in the guardrail's tool list
+                    for group in flattened_tool_groups
+                    for tool in group
+                )
             )
+        )
+        if isinstance(input_data, str):
+            texts_to_check.append(input_data)
+        else:
+            for msg_idx, message in enumerate(input_data):
+                self._extract_input_text_and_images(
+                    message=message,
+                    msg_idx=msg_idx,
+                    texts_to_check=texts_to_check,
+                    images_to_check=images_to_check,
+                    task_mappings=task_mappings,
+                )
+        inputs: Final = GenericGuardrailAPIInputs(texts=texts_to_check)
+        if images_to_check:
+            inputs["images"] = images_to_check
+        if tools_to_check:
+            inputs["tools"] = tools_to_check
+        model: Final = data.get("model")
+        if isinstance(model, str):
+            inputs["model"] = model
+        return _ExtractedInputs(inputs=inputs, task_mappings=tuple(task_mappings))
 
-        # Extract and transform tools if present
-        if "tools" in data and data["tools"]:
-            self._extract_and_transform_tools(data["tools"], tools_to_check)
-
-        # Step 2: Apply guardrail to all texts in batch
-        if texts_to_check:
-            inputs = GenericGuardrailAPIInputs(texts=texts_to_check)
-            if images_to_check:
-                inputs["images"] = images_to_check
-            if tools_to_check:
-                inputs["tools"] = tools_to_check
-            if structured_messages:
-                inputs["structured_messages"] = structured_messages
-            # Include model information if available
-            model = data.get("model")
-            if model:
-                inputs["model"] = model
-            guardrailed_inputs = await guardrail_to_apply.apply_guardrail(
-                inputs=inputs,
-                request_data=data,
-                input_type="request",
-                logging_obj=litellm_logging_obj,
-            )
-
-            guardrailed_texts = guardrailed_inputs.get("texts", [])
-            self._apply_guardrailed_tools_to_data(
-                data,
-                original_tools_list,
-                guardrailed_inputs.get("tools"),
-            )
-
-            # Step 3: Map guardrail responses back to original input structure
-            await self._apply_guardrail_responses_to_input(
-                messages=input_data,
-                responses=guardrailed_texts,
-                task_mappings=task_mappings,
-            )
-
-        verbose_proxy_logger.debug("OpenAI Responses API: Processed input messages: %s", input_data)
-
-        return data
+    @staticmethod
+    def _written_back_request_fields(
+        data: Mapping[str, object],
+        structured_messages: Sequence[AllMessageValues] | None,
+        guardrailed_inputs: GenericGuardrailAPIInputs,
+    ) -> _RequestFields | None:
+        guardrailed: Final = guardrailed_inputs.get("structured_messages")
+        if guardrailed is None or guardrailed is structured_messages:
+            return None
+        return _patch_or_convert_request_fields(
+            data.get("input"),
+            data.get("instructions"),
+            structured_messages or (),
+            guardrailed,
+        )
 
     def extract_request_tool_names(self, data: dict) -> list[str]:
         """Extract tool names from Responses API request (tools[].name for function
@@ -241,73 +469,18 @@ class OpenAIResponsesHandler(BaseTranslation):
                 names.append(str(tool["server_label"]))
         return names
 
-    def _extract_and_transform_tools(
-        self,
-        tools: list[FunctionToolParam | OpenAIMcpServerTool],
-        tools_to_check: list[ChatCompletionToolParam],
-    ) -> None:
-        """
-        Extract and transform tools from Responses API format to Chat Completion format.
-
-        Uses the LiteLLM transformation function to convert Responses API tools
-        to Chat Completion tools that can be passed to guardrails.
-        """
-        if tools is not None and isinstance(tools, list):
-            # Transform Responses API tools to Chat Completion tools
-            (
-                transformed_tools,
-                _,
-            ) = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(tools)
-            tools_to_check.extend(cast(list[ChatCompletionToolParam], transformed_tools))
-
-    def _remap_tools_to_responses_api_format(self, guardrailed_tools: list[Any]) -> list[dict[str, object]]:
-        """
-        Remap guardrail-returned tools (Chat Completion format) back to
-        Responses API request tool format.
-        """
-        return LiteLLMCompletionResponsesConfig.transform_chat_completion_tool_params_to_responses_api_tools(
-            guardrailed_tools
-        )
-
-    def _merge_tools_after_guardrail(
-        self,
-        original_tools: list[dict[str, object]],
-        remapped: list[dict[str, object]],
-    ) -> list[dict[str, object]]:
-        """
-        Merge remapped guardrailed tools with original tools that were not sent
-        to the guardrail (e.g. web_search, web_search_preview), preserving order.
-        Tools a guardrail appended (``remapped`` longer than ``original_tools``)
-        have no original slot and are kept so an injected tool is not dropped.
-        """
-        if not original_tools:
-            return remapped
-        result: Final[list[dict[str, object]]] = []
-        j = 0
-        for tool in original_tools:
-            if isinstance(tool, dict) and tool.get("type") in (
-                "web_search",
-                "web_search_preview",
-            ):
-                result.append(tool)
-            else:
-                if j < len(remapped):
-                    result.append(remapped[j])
-                    j += 1
-        # Keep guardrail-appended tools that matched no original slot above.
-        result.extend(remapped[j:])
-        return result
-
     def _apply_guardrailed_tools_to_data(
         self,
         data: dict,
-        original_tools: list[dict[str, object]],
-        guardrailed_tools: list[ChatCompletionToolParam] | None,
+        original_tools: Sequence[Mapping[str, object]],
+        flattened_tool_groups: Sequence[Sequence[Mapping[str, object]]],
+        guardrailed_tools: Sequence[ChatCompletionToolParam] | None,
     ) -> None:
-        """Remap guardrailed tools to Responses API format and merge with original, then set data['tools']."""
-        if guardrailed_tools is not None:
-            remapped: Final = self._remap_tools_to_responses_api_format(guardrailed_tools)
-            data["tools"] = self._merge_tools_after_guardrail(original_tools, remapped)
+        if guardrailed_tools is None:
+            return
+        data["tools"] = list(  # mutable-ok: downstream wants a list  # rebind-ok: in-place request rewrite
+            merge_guardrailed_tools(original_tools, flattened_tool_groups, guardrailed_tools)
+        )
 
     def _extract_input_text_and_images(
         self,
@@ -352,8 +525,8 @@ class OpenAIResponsesHandler(BaseTranslation):
     async def _apply_guardrail_responses_to_input(
         self,
         messages: Any,  # Can be List[Dict[str, Any]] or ResponseInputParam
-        responses: list[str],
-        task_mappings: list[tuple[int, int | None]],
+        responses: Sequence[str],
+        task_mappings: Sequence[tuple[int, int | None]],
     ) -> None:
         """
         Apply guardrail responses back to input messages.
@@ -619,18 +792,55 @@ class OpenAIResponsesHandler(BaseTranslation):
             )
         return responses_so_far
 
-    def _check_streaming_has_ended(self, responses_so_far: Sequence[ResponsesStreamChunk]) -> bool:
+    def _check_streaming_has_ended(self, responses_so_far: Sequence[object]) -> bool:
         """
         Check if the streaming has ended.
         """
         if not responses_so_far:
             return False
-        terminal_types: Final = {
-            ResponsesAPIStreamEvents.RESPONSE_COMPLETED.value,
-            ResponsesAPIStreamEvents.RESPONSE_FAILED.value,
-            ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE.value,
-        }
-        return responses_so_far[-1].get("type") in terminal_types
+        terminal_types: Final = frozenset(
+            (
+                ResponsesAPIStreamEvents.RESPONSE_COMPLETED.value,
+                ResponsesAPIStreamEvents.RESPONSE_FAILED.value,
+                ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE.value,
+            )
+        )
+        return stream_item_field(responses_so_far[-1], "type") in terminal_types
+
+    def get_streaming_scan_key(self, responses_so_far: Sequence[object]) -> StreamingScanKey | None:
+        if not responses_so_far or not hasattr(responses_so_far[-1], "get"):
+            return None
+        last_event: Final = responses_so_far[-1]
+        last_event_type: Final = stream_item_field(last_event, "type")
+        if last_event_type == ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE.value:
+            return None
+        if last_event_type == ResponsesAPIStreamEvents.RESPONSE_COMPLETED.value:
+            return self._completed_response_scan_key(stream_item_field(last_event, "response"))
+        return StreamingScanKey(
+            texts=(self.get_streaming_string_so_far(responses_so_far),),
+            stream_ended=self._check_streaming_has_ended(responses_so_far),
+        )
+
+    @staticmethod
+    def _completed_response_scan_key(response: object) -> StreamingScanKey:
+        output_items: Final = stream_item_items(response, "output")
+        message_items: Final = tuple(
+            item for item in output_items if stream_item_field(item, "type") != "function_call"
+        )
+        return StreamingScanKey(
+            texts=tuple(
+                text
+                for item in message_items
+                for part in stream_item_items(item, "content")
+                if isinstance(text := stream_item_field(part, "text"), str) and text
+            ),
+            tool_calls=tuple(
+                stream_item_fingerprint(item)
+                for item in output_items
+                if stream_item_field(item, "type") == "function_call"
+            ),
+            stream_ended=True,
+        )
 
     def build_stream_error_items(
         self,
@@ -655,11 +865,39 @@ class OpenAIResponsesHandler(BaseTranslation):
             ),
         )
 
-    def get_streaming_string_so_far(self, responses_so_far: Sequence[ResponsesStreamChunk]) -> str:
+    def get_streaming_string_so_far(self, responses_so_far: Sequence[object]) -> str:
         """
         Get the string so far from the responses so far.
+
+        ``response.output_text.done`` events carry the whole part in ``text``, while
+        ``response.output_text.delta`` events carry fragments in ``delta``. A stream
+        that dies before its done event (``response.failed`` / ``response.incomplete``)
+        has text only in deltas, so per content part the done text wins when present
+        and the joined deltas fill in otherwise, never both.
         """
-        return "".join([response.get("text", "") for response in responses_so_far])
+        keyed_events: Final = tuple(
+            (
+                (
+                    stream_item_field(event, "item_id"),
+                    stream_item_field(event, "output_index"),
+                    stream_item_field(event, "content_index"),
+                ),
+                stream_item_field(event, "text"),
+                stream_item_field(event, "delta"),
+            )
+            for event in responses_so_far
+            if isinstance(stream_item_field(event, "text"), str) or isinstance(stream_item_field(event, "delta"), str)
+        )
+
+        def part_text(part_key: tuple[object, object, object]) -> str:
+            done_texts: Final = tuple(
+                text for key, text, _ in keyed_events if key == part_key and isinstance(text, str)
+            )
+            if done_texts:
+                return done_texts[-1]
+            return "".join(delta for key, _, delta in keyed_events if key == part_key and isinstance(delta, str))
+
+        return "".join(part_text(key) for key in dict.fromkeys(key for key, _, _ in keyed_events))
 
     def _has_text_content(self, response: "ResponsesAPIResponse") -> bool:
         """
@@ -837,3 +1075,331 @@ class OpenAIResponsesHandler(BaseTranslation):
                         content[content_idx]["text"] = guardrail_response
                     elif hasattr(content[content_idx], "text"):
                         content[content_idx].text = guardrail_response
+
+    def build_block_sse_chunks(
+        self,
+        exc: "ModifyResponseException",
+        stream_started: bool = False,
+        responses_so_far: Sequence[object] | None = None,
+    ) -> Sequence[bytes]:
+        """
+        Build Responses API SSE events that deliver the guardrail block message
+        and terminate the stream cleanly, mirroring the non-streaming block
+        response: a completed response whose only output is the violation text,
+        with the real usage the upstream call consumed.
+
+        - ``stream_started`` False (buffered / pre-stream): nothing has been
+          sent, so emit the full synthetic sequence (``response.created``
+          through ``response.completed``).
+        - ``stream_started`` True (sampling / mid-stream): events already
+          reached the client, so continue the in-progress response: close the
+          output item still open on the wire, deliver the block message as a
+          new output item under the same response id, and close with a
+          ``response.completed`` carrying only the replacement item.
+
+        The proxy's data generator appends ``data: [DONE]`` itself.
+        """
+        events: Final = (
+            self._block_continuation_events(exc, responses_so_far or ())
+            if stream_started
+            else self._standalone_block_events(exc)
+        )
+        return tuple(
+            f"data: {event.model_dump_json(exclude_none=True, exclude_unset=True, serialize_as_any=True)}\n\n".encode()
+            for event in events
+        )
+
+    @staticmethod
+    def _standalone_block_events(exc: "ModifyResponseException") -> Sequence[ResponsesAPIStreamingResponse]:
+        from litellm.responses.streaming_iterator import build_synthetic_response_events
+
+        return build_synthetic_response_events(
+            transformed=_blocked_response(exc, response_id=f"resp_{uuid.uuid4()}", model=exc.model),
+            logging_obj=None,
+            chunk_size=max(len(exc.message), 1),
+        )
+
+    @staticmethod
+    def _block_continuation_events(
+        exc: "ModifyResponseException", responses_so_far: Sequence[object]
+    ) -> Sequence[ResponsesAPIStreamingResponse]:
+        response_id, model, output_index = _continuation_identity(exc, responses_so_far)
+        item: Final = _blocked_output_item(exc)
+        item_id: Final = item.id
+        part: Final[_BlockedContentPart] = {"type": "output_text", "text": exc.message, "annotations": ()}
+        done_part: Final[_BlockedDoneContentPart] = {
+            "type": "output_text",
+            "text": exc.message,
+            "annotations": (),
+            "logprobs": None,
+        }
+        return (
+            *_open_item_closing_events(responses_so_far),
+            OutputItemAddedEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED,
+                output_index=output_index,
+                item=item,
+            ),
+            ContentPartAddedEvent(
+                type=ResponsesAPIStreamEvents.CONTENT_PART_ADDED,
+                item_id=item_id,
+                output_index=output_index,
+                content_index=0,
+                part=BaseLiteLLMOpenAIResponseObject.model_validate(part),
+            ),
+            OutputTextDeltaEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+                item_id=item_id,
+                output_index=output_index,
+                content_index=0,
+                delta=exc.message,
+            ),
+            OutputTextDoneEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DONE,
+                item_id=item_id,
+                output_index=output_index,
+                content_index=0,
+                text=exc.message,
+            ),
+            ContentPartDoneEvent(
+                type=ResponsesAPIStreamEvents.CONTENT_PART_DONE,
+                item_id=item_id,
+                output_index=output_index,
+                content_index=0,
+                part=ContentPartDonePartOutputText.model_validate(done_part),
+            ),
+            OutputItemDoneEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE,
+                output_index=output_index,
+                item=item,
+            ),
+            ResponseCompletedEvent(
+                type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+                response=_blocked_response(exc, response_id=response_id, model=model, output_item=item),
+            ),
+        )
+
+
+class _BlockedContentPart(TypedDict):
+    type: ReadOnly[str]
+    text: ReadOnly[str]
+    annotations: ReadOnly[tuple[object, ...]]
+
+
+class _BlockedDoneContentPart(TypedDict):
+    type: ReadOnly[str]
+    text: ReadOnly[str]
+    annotations: ReadOnly[tuple[object, ...]]
+    logprobs: ReadOnly[None]
+
+
+class _BlockedItemPayload(TypedDict):
+    type: ReadOnly[str]
+    id: ReadOnly[str]
+    status: ReadOnly[str]
+    role: ReadOnly[str]
+    content: ReadOnly[tuple[_BlockedContentPart, ...]]
+
+
+class _BlockedResponsePayload(TypedDict):
+    id: ReadOnly[str]
+    object: ReadOnly[str]
+    created_at: ReadOnly[int]
+    model: ReadOnly[str]
+    output: ReadOnly[tuple[GenericResponseOutputItem, ...]]
+    status: ReadOnly[str]
+    usage: ReadOnly[ResponseAPIUsage]
+
+
+def _blocked_output_item(exc: "ModifyResponseException") -> GenericResponseOutputItem:
+    payload: Final[_BlockedItemPayload] = {
+        "type": "message",
+        "id": f"msg_{uuid.uuid4()}",
+        "status": "completed",
+        "role": "assistant",
+        "content": ({"type": "output_text", "text": exc.message, "annotations": ()},),
+    }
+    return GenericResponseOutputItem.model_validate(payload)
+
+
+def _blocked_response(
+    exc: "ModifyResponseException",
+    response_id: str,
+    model: str,
+    output_item: GenericResponseOutputItem | None = None,
+) -> ResponsesAPIResponse:
+    payload: Final[_BlockedResponsePayload] = {
+        "id": response_id,
+        "object": "response",
+        "created_at": int(time.time()),
+        "model": model,
+        "output": (output_item if output_item is not None else _blocked_output_item(exc),),
+        "status": "completed",
+        "usage": blocked_responses_stream_usage(exc.original_response),
+    }
+    return ResponsesAPIResponse.model_validate(payload)
+
+
+def _continuation_identity(exc: "ModifyResponseException", responses_so_far: Sequence[object]) -> tuple[str, str, int]:
+    responses: Final = tuple(
+        response for item in responses_so_far if (response := stream_item_field(item, "response")) is not None
+    )
+    response_id: Final = next(
+        (rid for response in responses if isinstance(rid := stream_item_field(response, "id"), str) and rid),
+        f"resp_{uuid.uuid4()}",
+    )
+    model: Final = next(
+        (m for response in responses if isinstance(m := stream_item_field(response, "model"), str) and m),
+        exc.model,
+    )
+    indices: Final = tuple(
+        index for item in responses_so_far if isinstance(index := stream_item_field(item, "output_index"), int)
+    )
+    return response_id, model, max(indices) + 1 if indices else 0
+
+
+@dataclass(frozen=True, slots=True)
+class _OpenItemState:
+    item_id: str
+    item_type: str
+    role: str
+    output_index: int
+    content_index: int
+    text: str
+    part_open: bool
+    payload: object
+
+
+def _open_item_state(responses_so_far: Sequence[object]) -> _OpenItemState | None:
+    typed: Final = tuple((stream_item_field(event, "type"), event) for event in responses_so_far)
+    added: Final = tuple(
+        (added_index, stream_item_field(event, "item"))
+        for event_type, event in typed
+        if event_type == "response.output_item.added"
+        and isinstance(added_index := stream_item_field(event, "output_index"), int)
+    )
+    done_indices: Final = frozenset(
+        done_index
+        for event_type, event in typed
+        if event_type == "response.output_item.done"
+        and isinstance(done_index := stream_item_field(event, "output_index"), int)
+    )
+    open_added: Final = tuple((index, payload) for index, payload in added if index not in done_indices)
+    if not open_added:
+        return None
+    output_index, item_payload = open_added[-1]
+    if item_payload is None:
+        return None
+    item_id: Final = stream_item_field(item_payload, "id")
+    if not isinstance(item_id, str) or not item_id:
+        return None
+    raw_type: Final = stream_item_field(item_payload, "type")
+    raw_role: Final = stream_item_field(item_payload, "role")
+    part_added: Final = tuple(
+        part_index
+        for event_type, event in typed
+        if event_type == "response.content_part.added"
+        and stream_item_field(event, "item_id") == item_id
+        and isinstance(part_index := stream_item_field(event, "content_index"), int)
+    )
+    part_done: Final = frozenset(
+        part_done_index
+        for event_type, event in typed
+        if event_type == "response.content_part.done"
+        and stream_item_field(event, "item_id") == item_id
+        and isinstance(part_done_index := stream_item_field(event, "content_index"), int)
+    )
+    open_parts: Final = tuple(index for index in part_added if index not in part_done)
+    text: Final = "".join(
+        delta
+        for event_type, event in typed
+        if event_type == "response.output_text.delta"
+        and stream_item_field(event, "item_id") == item_id
+        and isinstance(delta := stream_item_field(event, "delta"), str)
+    )
+    return _OpenItemState(
+        item_id=item_id,
+        item_type=raw_type if isinstance(raw_type, str) and raw_type else "message",
+        role=raw_role if isinstance(raw_role, str) and raw_role else "assistant",
+        output_index=output_index,
+        content_index=open_parts[-1] if open_parts else 0,
+        text=text,
+        part_open=bool(open_parts),
+        payload=item_payload,
+    )
+
+
+_item_fields_adapter: Final = TypeAdapter(Mapping[str, object])
+_no_item_fields: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def _incomplete_item_fields(payload: object) -> Mapping[str, object]:
+    raw: Final = payload.model_dump() if isinstance(payload, BaseModel) else payload
+    if not isinstance(raw, dict):
+        return _no_item_fields
+    return _item_fields_adapter.validate_python(raw)
+
+
+def _open_item_closing_events(responses_so_far: Sequence[object]) -> Sequence[ResponsesAPIStreamingResponse]:
+    """Close the output item still in progress on the relayed stream before the
+    block item is appended: strict Responses clients reject a
+    ``response.completed`` that arrives while an earlier ``output_item.added``
+    was never closed. A message item closes ``completed`` with exactly the text
+    the client has received so far; any other item type (a function call the
+    guardrail rejected, for instance) closes ``incomplete`` so the synthetic
+    done event can never authorize acting on it."""
+    open_item: Final = _open_item_state(responses_so_far)
+    if open_item is None:
+        return ()
+    if open_item.item_type != "message":
+        return (
+            OutputItemDoneEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE,
+                output_index=open_item.output_index,
+                item=BaseLiteLLMOpenAIResponseObject.model_validate(
+                    MappingProxyType({**_incomplete_item_fields(open_item.payload), "status": "incomplete"})
+                ),
+            ),
+        )
+    partial_part: Final[_BlockedContentPart] = {
+        "type": "output_text",
+        "text": open_item.text,
+        "annotations": (),
+    }
+    closed_payload: Final[_BlockedItemPayload] = {
+        "type": open_item.item_type,
+        "id": open_item.item_id,
+        "status": "completed",
+        "role": open_item.role,
+        "content": (partial_part,),
+    }
+    item_done: Final = OutputItemDoneEvent(
+        type=ResponsesAPIStreamEvents.OUTPUT_ITEM_DONE,
+        output_index=open_item.output_index,
+        item=GenericResponseOutputItem.model_validate(closed_payload),
+    )
+    if not open_item.part_open:
+        return (item_done,)
+    partial_done_part: Final[_BlockedDoneContentPart] = {
+        "type": "output_text",
+        "text": open_item.text,
+        "annotations": (),
+        "logprobs": None,
+    }
+    return (
+        OutputTextDoneEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DONE,
+            item_id=open_item.item_id,
+            output_index=open_item.output_index,
+            content_index=open_item.content_index,
+            text=open_item.text,
+        ),
+        ContentPartDoneEvent(
+            type=ResponsesAPIStreamEvents.CONTENT_PART_DONE,
+            item_id=open_item.item_id,
+            output_index=open_item.output_index,
+            content_index=open_item.content_index,
+            part=ContentPartDonePartOutputText.model_validate(partial_done_part),
+        ),
+        item_done,
+    )
diff --git a/litellm/llms/openai/responses/guardrail_translation/tool_merge.py b/litellm/llms/openai/responses/guardrail_translation/tool_merge.py
new file mode 100644
index 00000000000..b596adfad6f
--- /dev/null
+++ b/litellm/llms/openai/responses/guardrail_translation/tool_merge.py
@@ -0,0 +1,182 @@
+from collections.abc import Iterable, Mapping, Sequence
+from itertools import accumulate, chain, groupby
+from types import MappingProxyType
+from typing import Final, TypeAlias
+
+from pydantic import BaseModel, TypeAdapter, ValidationError
+
+from litellm._logging import verbose_logger
+from litellm.responses.litellm_completion_transformation.transformation import (
+    NAMESPACE_DESCRIPTION_SEPARATOR,
+    LiteLLMCompletionResponsesConfig,
+)
+
+Tool: TypeAlias = Mapping[str, object]
+IndexedKey: TypeAlias = tuple[str, int]
+
+_TOOL_ADAPTER: Final = TypeAdapter(dict[str, object])
+_CHAT_TOOL_TOP_LEVEL_KEYS: Final = frozenset({"type", "function"})
+
+
+def _as_tool(value: object) -> Tool | None:
+    candidate: Final = value.model_dump(exclude_unset=True) if isinstance(value, BaseModel) else value
+    try:
+        return _TOOL_ADAPTER.validate_python(candidate)
+    except ValidationError:
+        return None
+
+
+def _validated_tools(values: Iterable[object]) -> tuple[Tool, ...]:
+    validated: Final = tuple(map(_as_tool, values))
+    dropped: Final = sum(tool is None for tool in validated)
+    if dropped:
+        verbose_logger.warning("Dropping %d guardrail-returned tools that are not objects", dropped)
+    return tuple(tool for tool in validated if tool is not None)
+
+
+def _is_function(tool: Tool) -> bool:
+    return tool.get("type") == "function"
+
+
+def _chat_tool_key(tool: Tool) -> str:
+    tool_type: Final = str(tool.get("type") or "")
+    function: Final = _as_tool(tool.get("function"))
+    if function is not None:
+        return f"{tool_type}:{function.get('name') or ''}"
+    return f"{tool_type}:{tool.get('server_label') or tool.get('name') or ''}"
+
+
+def _indexed_keys(tools: Sequence[Tool]) -> tuple[IndexedKey, ...]:
+    keys: Final = tuple(_chat_tool_key(tool) for tool in tools)
+    positions_by_key: Final = groupby(sorted(range(len(keys)), key=keys.__getitem__), key=keys.__getitem__)
+    ordinal_by_position: Final = MappingProxyType(
+        {position: ordinal for _, positions in positions_by_key for ordinal, position in enumerate(positions)}
+    )
+    return tuple((key, ordinal_by_position[position]) for position, key in enumerate(keys))
+
+
+def _namespace_members(namespace: Tool) -> tuple[Tool, ...]:
+    members: Final = namespace.get("tools")
+    if not isinstance(members, Sequence) or isinstance(members, (str, bytes)):
+        return ()
+    return tuple(member for member in map(_as_tool, members) if member is not None)
+
+
+def _function_fields(tool: Tool) -> Tool:
+    function: Final = _as_tool(tool.get("function"))
+    return function if function is not None else MappingProxyType({})
+
+
+def _without_namespace_prefix(key: str, value: object, prefix: str) -> object:
+    if key != "description" or not isinstance(value, str) or not value.startswith(prefix):
+        return value
+    return value[len(prefix) :]
+
+
+def _rebuilt_member(member: Tool, flattened: Tool, guardrailed: Tool, namespace_description: str) -> Tool:
+    flattened_function: Final = _function_fields(flattened)
+    prefix: Final = f"{namespace_description}{NAMESPACE_DESCRIPTION_SEPARATOR}" if namespace_description else ""
+    changed_function: Final = MappingProxyType(
+        {
+            key: _without_namespace_prefix(key, value, prefix)
+            for key, value in _function_fields(guardrailed).items()
+            if flattened_function.get(key) != value
+        }
+    )
+    changed_extras: Final = MappingProxyType(
+        {
+            key: value
+            for key, value in guardrailed.items()
+            if key not in _CHAT_TOOL_TOP_LEVEL_KEYS and flattened.get(key) != value
+        }
+    )
+    return {**member, **changed_extras, **changed_function}  # mutable-ok: json.dumps rejects MappingProxyType
+
+
+def _rebuilt_function_members(
+    function_members: Sequence[Tool],
+    flattened_group: Sequence[Tool],
+    group_keys: Sequence[IndexedKey],
+    guardrailed_by_key: Mapping[IndexedKey, Tool],
+    namespace_description: str,
+) -> tuple[Tool | None, ...]:
+    return tuple(
+        None
+        if key not in guardrailed_by_key
+        else member
+        if guardrailed_by_key[key] == flattened
+        else _rebuilt_member(member, flattened, guardrailed_by_key[key], namespace_description)
+        for member, flattened, key in zip(function_members, flattened_group, group_keys)
+    )
+
+
+def _rebuilt_namespace(
+    original: Tool,
+    members: Sequence[Tool],
+    flattened_group: Sequence[Tool],
+    group_keys: Sequence[IndexedKey],
+    guardrailed_by_key: Mapping[IndexedKey, Tool],
+) -> tuple[Tool, ...]:
+    namespace_description: Final = str(original.get("description") or "")
+    rebuilt_functions: Final = iter(
+        _rebuilt_function_members(
+            tuple(member for member in members if _is_function(member)),
+            flattened_group,
+            group_keys,
+            guardrailed_by_key,
+            namespace_description,
+        )
+    )
+    rebuilt_members: Final = tuple(
+        rebuilt
+        for rebuilt in (next(rebuilt_functions) if _is_function(member) else member for member in members)
+        if rebuilt is not None
+    )
+    if not rebuilt_members:
+        return ()
+    return ({**original, "tools": list(rebuilt_members)},)  # mutable-ok: json.dumps needs a plain dict and list
+
+
+def _merged_original(
+    original: Tool,
+    flattened_group: Sequence[Tool],
+    group_keys: Sequence[IndexedKey],
+    guardrailed_by_key: Mapping[IndexedKey, Tool],
+) -> tuple[Tool, ...]:
+    if not group_keys:
+        return (original,)
+    guardrailed_group: Final = tuple(guardrailed_by_key[key] for key in group_keys if key in guardrailed_by_key)
+    if guardrailed_group == tuple(flattened_group):
+        return (original,)
+    members: Final = _namespace_members(original) if original.get("type") == "namespace" else ()
+    if members and sum(map(_is_function, members)) == len(flattened_group):
+        return _rebuilt_namespace(original, members, flattened_group, group_keys, guardrailed_by_key)
+    if not guardrailed_group:
+        return ()
+    return tuple(
+        LiteLLMCompletionResponsesConfig.transform_chat_completion_tool_params_to_responses_api_tools(guardrailed_group)
+    )
+
+
+def merge_guardrailed_tools(
+    original_tools: Sequence[Tool],
+    flattened_groups: Sequence[Sequence[Tool]],
+    guardrailed_tools: Iterable[object],
+) -> tuple[Tool, ...]:
+    guardrailed: Final = _validated_tools(guardrailed_tools)
+    flattened_keys: Final = _indexed_keys(tuple(chain.from_iterable(flattened_groups)))
+    guardrailed_keys: Final = _indexed_keys(guardrailed)
+    guardrailed_by_key: Final = MappingProxyType(dict(zip(guardrailed_keys, guardrailed)))
+    group_ends: Final = tuple(accumulate(len(group) for group in flattened_groups))
+    group_key_slices: Final = tuple(
+        flattened_keys[end - len(group) : end] for group, end in zip(flattened_groups, group_ends)
+    )
+    merged_originals: Final = chain.from_iterable(
+        _merged_original(original, group, group_keys, guardrailed_by_key)
+        for original, group, group_keys in zip(original_tools, flattened_groups, group_key_slices)
+    )
+    owned_keys: Final = frozenset(flattened_keys)
+    appended: Final = LiteLLMCompletionResponsesConfig.transform_chat_completion_tool_params_to_responses_api_tools(
+        tuple(tool for key, tool in zip(guardrailed_keys, guardrailed) if key not in owned_keys)
+    )
+    return tuple(chain(merged_originals, appended))
diff --git a/litellm/llms/openai/responses/transformation.py b/litellm/llms/openai/responses/transformation.py
index 01313e95878..b97521b90c2 100644
--- a/litellm/llms/openai/responses/transformation.py
+++ b/litellm/llms/openai/responses/transformation.py
@@ -15,6 +15,7 @@ from litellm.litellm_core_utils.llm_response_utils.convert_dict_to_response impo
 )
 from litellm.litellm_core_utils.url_utils import encode_url_path_segment
 from litellm.llms.base_llm.responses.transformation import BaseResponsesAPIConfig
+from litellm.llms.openai.chat.gpt_5_transformation import is_gpt_reasoning_series_name
 from litellm.responses.litellm_completion_transformation.custom_tools import TOOL_CALL_ITEM_ID_PREFIX_BY_TYPE
 from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import *
@@ -88,7 +89,7 @@ class OpenAIResponsesAPIConfig(BaseResponsesAPIConfig):
         parts: Final = model.split("/")
         if len(parts) > 1 and parts[0] not in ("openai",):
             return False
-        return "gpt-5" in model and "gpt-5-chat" not in model
+        return is_gpt_reasoning_series_name(model)
 
     @staticmethod
     def _supports_reasoning_effort_none(model: str) -> bool:
diff --git a/litellm/llms/openai/workload_identity.py b/litellm/llms/openai/workload_identity.py
index ecec161ed46..283fdfb92c2 100644
--- a/litellm/llms/openai/workload_identity.py
+++ b/litellm/llms/openai/workload_identity.py
@@ -8,7 +8,7 @@ from urllib.parse import urlparse
 import litellm
 from litellm.secret_managers.main import get_secret_str, normalize_nonempty_secret_str
 
-from .common_utils import OpenAIError
+from .common_utils import OpenAIError, is_openai_backed_api_base
 
 if TYPE_CHECKING:
     from collections.abc import Callable
@@ -16,7 +16,6 @@ if TYPE_CHECKING:
     from openai.auth import SubjectTokenProvider, WorkloadIdentity, WorkloadIdentityAuth
 
 OPENAI_WIF_CLIENT_ID: Final = "litellm"
-_OPENAI_API_HOST: Final = "api.openai.com"
 _SDK_UPGRADE_MESSAGE: Final = (
     "OpenAI workload identity federation requires openai>=2.32.0. "
     "Upgrade the installed openai package to use OPENAI_IDENTITY_PROVIDER_ID / "
@@ -75,7 +74,7 @@ def _targets_openai_api(api_base: str | None) -> bool:
     if api_base is None:
         return True
     parsed: Final = urlparse(api_base)
-    return parsed.scheme == "https" and parsed.hostname == _OPENAI_API_HOST
+    return parsed.scheme == "https" and is_openai_backed_api_base(api_base)
 
 
 @lru_cache(maxsize=16)
diff --git a/litellm/llms/openai_like/README.md b/litellm/llms/openai_like/README.md
index e9aaafe48a1..e1409b81c35 100644
--- a/litellm/llms/openai_like/README.md
+++ b/litellm/llms/openai_like/README.md
@@ -54,7 +54,10 @@ That's it! The provider will be automatically loaded and available.
     "constraints": {
       "temperature_max": 1.0,
       "temperature_min": 0.0,
-      "temperature_min_with_n_gt_1": 0.3
+      "temperature_min_with_n_gt_1": 0.3,
+      // /v1/messages providers only: keep Anthropic cache_control extensions
+      // such as ttl instead of stripping them down to {"type": ...}
+      "cache_control_ttl": true
     },
     
     // Optional: Special handling flags
diff --git a/litellm/llms/openai_like/messages/transformation.py b/litellm/llms/openai_like/messages/transformation.py
index 11dc236064d..ac99617521c 100644
--- a/litellm/llms/openai_like/messages/transformation.py
+++ b/litellm/llms/openai_like/messages/transformation.py
@@ -1,11 +1,13 @@
 from typing import Any, Final
 
 import litellm
+from litellm.llms.anthropic.common_utils import normalize_cache_control_in_anthropic_payload
 from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
     AnthropicMessagesConfig,
 )
 from litellm.llms.openai_like.json_loader import SimpleProviderConfig
 from litellm.secret_managers.main import get_secret_str
+from litellm.types.router import GenericLiteLLMParams
 
 DEFAULT_ANTHROPIC_API_VERSION: Final = "2023-06-01"
 
@@ -19,10 +21,17 @@ class OpenAILikeAnthropicMessagesConfig(AnthropicMessagesConfig):
     ``"/v1/messages"``. The inbound Anthropic payload (system, cache_control,
     thinking, tools, ...) is forwarded essentially unchanged to
     ``{api_base}/v1/messages``, so Anthropic-only features that the
-    Anthropic->OpenAI translation would otherwise drop are preserved. Response
-    parsing and streaming are inherited from the native Anthropic config.
+    Anthropic->OpenAI translation would otherwise drop are preserved. The one
+    exception is ``cache_control``, whose Anthropic-only extensions (``ttl``)
+    are stripped unless the deployment opts in with
+    ``model_info.cache_control_ttl: true``. Response parsing and streaming are
+    inherited from the native Anthropic config.
     """
 
+    def __init__(self, cache_control_ttl: bool = False) -> None:
+        super().__init__()
+        self._cache_control_ttl: Final = cache_control_ttl
+
     def validate_anthropic_messages_environment(
         self,
         headers: dict[str, str],
@@ -53,6 +62,35 @@ class OpenAILikeAnthropicMessagesConfig(AnthropicMessagesConfig):
     def should_filter_anthropic_beta_headers(self) -> bool:
         return False
 
+    def supports_cache_control_ttl(self) -> bool:
+        return self._cache_control_ttl
+
+    def transform_anthropic_messages_request(
+        self,
+        model: str,
+        messages: list[dict],  # mutable-ok: matches dict-typed base signature
+        anthropic_messages_optional_request_params: dict,  # mutable-ok: matches dict-typed base signature
+        litellm_params: GenericLiteLLMParams,
+        headers: dict,  # mutable-ok: matches dict-typed base signature
+    ) -> dict:  # mutable-ok: matches dict-typed base signature
+        """
+        Anthropic ignores prompt-caching hints it cannot honor, but strict
+        non-Anthropic implementations of the Messages API 400 the whole request
+        on Anthropic-only ``cache_control`` extensions (``cache_control.ttl: 1h
+        is not supported``), so unless the provider declares ttl support the
+        hints are reduced to their portable ``{"type": ...}`` core.
+        """
+        request: Final = super().transform_anthropic_messages_request(
+            model=model,
+            messages=messages,
+            anthropic_messages_optional_request_params=anthropic_messages_optional_request_params,
+            litellm_params=litellm_params,
+            headers=headers,
+        )
+        if self.supports_cache_control_ttl():
+            return request
+        return normalize_cache_control_in_anthropic_payload(request)
+
     def get_complete_url(
         self,
         api_base: str | None,
@@ -81,7 +119,7 @@ class JSONProviderAnthropicMessagesConfig(OpenAILikeAnthropicMessagesConfig):
     """
 
     def __init__(self, provider: SimpleProviderConfig):
-        super().__init__()
+        super().__init__(cache_control_ttl=bool(provider.constraints.get("cache_control_ttl")))
         self._provider = provider
 
     @property
diff --git a/litellm/llms/parallel_ai/search/cost_calculator.py b/litellm/llms/parallel_ai/search/cost_calculator.py
new file mode 100644
index 00000000000..809cd280cc8
--- /dev/null
+++ b/litellm/llms/parallel_ai/search/cost_calculator.py
@@ -0,0 +1,90 @@
+from collections.abc import Mapping, Sequence
+from types import MappingProxyType
+from typing import Final
+
+from pydantic import TypeAdapter, ValidationError
+
+from litellm.utils import get_model_info
+
+PARALLEL_AI_DEFAULT_RESULTS: Final = 10
+PARALLEL_AI_ADDITIONAL_RESULT_COST: Final = 0.001
+PARALLEL_AI_USAGE_PARAM: Final = "_parallel_ai_usage"
+PARALLEL_AI_STANDARD_SEARCH_MODEL: Final = "parallel_ai/search"
+PARALLEL_AI_FAST_SEARCH_MODEL: Final = "parallel_ai/search-fast"
+PARALLEL_AI_TURBO_SEARCH_MODEL: Final = "parallel_ai/search-turbo"
+PARALLEL_AI_PRICING_MODEL_BY_MODE: Final[Mapping[str, str]] = MappingProxyType(
+    {
+        "fast": PARALLEL_AI_FAST_SEARCH_MODEL,
+        "turbo": PARALLEL_AI_TURBO_SEARCH_MODEL,
+    }
+)
+ADVANCED_SETTINGS_ADAPTER: Final[TypeAdapter[Mapping[str, object]]] = TypeAdapter(Mapping[str, object])
+
+
+def _non_negative_int(value: object) -> int | None:
+    if isinstance(value, bool) or not isinstance(value, int) or value < 0:
+        return None
+    return value
+
+
+def _usage_count(usage: Sequence[Mapping[str, object]], sku: str) -> int | None:
+    counts: Final = tuple(
+        count
+        for item in usage
+        if item.get("name") == sku
+        if (count := _non_negative_int(item.get("count"))) is not None
+    )
+    return sum(counts) if counts else None
+
+
+def _effective_mode(optional_params: Mapping[str, object]) -> str:
+    mode: Final = optional_params.get("mode")
+    if isinstance(mode, str):
+        return mode
+
+    processor: Final = optional_params.get("processor")
+    if processor == "pro":
+        return "advanced"
+    return "basic"
+
+
+def _effective_max_results(optional_params: Mapping[str, object]) -> int:
+    try:
+        advanced_settings: Final = ADVANCED_SETTINGS_ADAPTER.validate_python(optional_params.get("advanced_settings"))
+        advanced_max_results: Final = _non_negative_int(advanced_settings.get("max_results"))
+        if advanced_max_results is not None:
+            return advanced_max_results
+    except ValidationError:
+        pass
+
+    max_results: Final = _non_negative_int(optional_params.get("max_results"))
+    return max_results if max_results is not None else PARALLEL_AI_DEFAULT_RESULTS
+
+
+def _request_cost(mode: str) -> float:
+    pricing_model: Final = PARALLEL_AI_PRICING_MODEL_BY_MODE.get(mode, PARALLEL_AI_STANDARD_SEARCH_MODEL)
+    model_info: Final = get_model_info(model=pricing_model, custom_llm_provider="parallel_ai")
+    return float(model_info.get("input_cost_per_query") or 0.0)
+
+
+def _additional_results(
+    optional_params: Mapping[str, object],
+    usage: Sequence[Mapping[str, object]] | None,
+) -> int:
+    usage_count: Final = _usage_count(usage, "sku_search_additional_results") if usage is not None else None
+    if usage_count is not None:
+        return usage_count
+    if usage is not None:
+        return 0
+    return max(_effective_max_results(optional_params) - PARALLEL_AI_DEFAULT_RESULTS, 0)
+
+
+def parallel_ai_search_cost(
+    optional_params: Mapping[str, object],
+    usage: Sequence[Mapping[str, object]] | None,
+) -> float:
+    request_cost: Final = _request_cost(_effective_mode(optional_params))
+    request_count_from_usage: Final = _usage_count(usage, "sku_search") if usage is not None else None
+    request_count: Final = request_count_from_usage if request_count_from_usage is not None else 1
+    additional_results: Final = _additional_results(optional_params, usage)
+    return request_count * request_cost + additional_results * PARALLEL_AI_ADDITIONAL_RESULT_COST
diff --git a/litellm/llms/parallel_ai/search/transformation.py b/litellm/llms/parallel_ai/search/transformation.py
index ea21d1153fe..bde7b7b86db 100644
--- a/litellm/llms/parallel_ai/search/transformation.py
+++ b/litellm/llms/parallel_ai/search/transformation.py
@@ -4,9 +4,13 @@ Calls Parallel AI's /v1/search endpoint to search the web.
 Parallel AI API Reference: https://docs.parallel.ai/api-reference/search/search
 """
 
+from collections.abc import Mapping, Sequence
+from types import MappingProxyType
 from typing import Final, TypedDict
 
 import httpx
+from pydantic import BaseModel, ConfigDict
+from typing_extensions import ReadOnly
 
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.base_llm.search.transformation import (
@@ -14,9 +18,29 @@ from litellm.llms.base_llm.search.transformation import (
     SearchResponse,
     SearchResult,
 )
+from litellm.llms.parallel_ai.search.cost_calculator import PARALLEL_AI_USAGE_PARAM
 from litellm.secret_managers.main import get_secret_str
 
 
+class _ParallelAIV1SearchResult(BaseModel):
+    model_config = ConfigDict(extra="ignore")
+
+    url: str | None = None
+    title: str | None = None
+    publish_date: str | None = None
+    excerpts: Sequence[str] | None = None
+
+
+class _ParallelAIV1SearchResponse(BaseModel):
+    model_config = ConfigDict(extra="ignore")
+
+    search_id: str | None = None
+    session_id: str | None = None
+    results: Sequence[_ParallelAIV1SearchResult] = ()
+    usage: Sequence[Mapping[str, object]] | None = None
+    warnings: Sequence[Mapping[str, object]] | None = None
+
+
 class _ParallelAISourcePolicy(TypedDict, total=False):
     include_domains: list[str]
     exclude_domains: list[str]
@@ -27,10 +51,16 @@ class _ParallelAIExcerptSettings(TypedDict, total=False):
     max_chars_per_result: int
 
 
+class _ParallelAIFetchPolicy(TypedDict, total=False):
+    max_age_seconds: ReadOnly[int]
+    timeout_seconds: ReadOnly[float]
+    disable_cache_fallback: ReadOnly[bool]
+
+
 class _ParallelAIAdvancedSettings(TypedDict, total=False):
     source_policy: _ParallelAISourcePolicy
     excerpt_settings: _ParallelAIExcerptSettings
-    fetch_policy: dict
+    fetch_policy: _ParallelAIFetchPolicy
     location: str
     max_results: int
 
@@ -43,14 +73,14 @@ class ParallelAISearchRequest(TypedDict, total=False):
 
     search_queries: list[str]  # Required - at least one keyword search query
     objective: str  # Optional - natural-language description of search goal
-    mode: str  # Optional - 'turbo', 'basic', or 'advanced' (default 'advanced')
+    mode: str  # Optional - 'turbo', 'fast', 'basic', or 'advanced' (default 'advanced')
     max_chars_total: int  # Optional - upper bound on total excerpt characters
     session_id: str  # Optional - tracks calls across search/extract requests
     client_model: str  # Optional - model consuming the results
     advanced_settings: _ParallelAIAdvancedSettings
 
 
-LEGACY_PROCESSOR_TO_MODE: Final = {"base": "basic", "pro": "advanced"}
+LEGACY_PROCESSOR_TO_MODE: Final = MappingProxyType({"base": "basic", "pro": "advanced"})
 
 
 class ParallelAISearchConfig(BaseSearchConfig):
@@ -67,16 +97,16 @@ class ParallelAISearchConfig(BaseSearchConfig):
         api_base: str | None = None,
         **kwargs,
     ) -> dict:
-        api_key = self.resolve_server_api_key(
+        resolved_api_key: Final = self.resolve_server_api_key(
             caller_api_key=api_key,
             caller_api_base=api_base,
             key_env_vars=("PARALLEL_AI_API_KEY", "PARALLEL_API_KEY"),
             base_env_var="PARALLEL_AI_API_BASE",
             default_api_base=self.PARALLEL_AI_API_BASE,
         )
-        if not api_key:
+        if not resolved_api_key:
             raise ValueError("PARALLEL_API_KEY is not set. Set `PARALLEL_API_KEY` environment variable.")
-        headers["x-api-key"] = api_key
+        headers["x-api-key"] = resolved_api_key
         headers["Content-Type"] = "application/json"
         return headers
 
@@ -87,13 +117,12 @@ class ParallelAISearchConfig(BaseSearchConfig):
         data: dict | list[dict] | None = None,
         **kwargs,
     ) -> str:
-        api_base = api_base or get_secret_str("PARALLEL_AI_API_BASE") or self.PARALLEL_AI_API_BASE
+        resolved_api_base: Final = api_base or get_secret_str("PARALLEL_AI_API_BASE") or self.PARALLEL_AI_API_BASE
 
-        api_base = api_base.rstrip("/")
-        if not api_base.endswith("/v1/search"):
-            api_base = f"{api_base.removesuffix('/v1')}/v1/search"
-
-        return api_base
+        trimmed: Final = resolved_api_base.rstrip("/")
+        if trimmed.endswith("/v1/search"):
+            return trimmed
+        return f"{trimmed.removesuffix('/v1')}/v1/search"
 
     def transform_search_request(
         self,
@@ -109,14 +138,17 @@ class ParallelAISearchConfig(BaseSearchConfig):
                 - If string: maps to `search_queries` (single item) and `objective`
                 - If list: maps to `search_queries` (keyword queries)
             optional_params: Optional parameters for the request
-                - mode: Search mode ('turbo', 'basic', 'advanced'); defaults to 'basic'
+                - mode: Search mode ('turbo', 'fast', 'basic', 'advanced'); defaults to 'basic'
                 - processor: Legacy v1beta param; 'base' maps to mode 'basic', 'pro' to 'advanced'
                 - max_results: Maximum number of search results -> `advanced_settings.max_results`
-                - search_domain_filter: Domains to include -> `advanced_settings.source_policy.include_domains`
+                - search_domain_filter / include_domains: Domains to include -> `advanced_settings.source_policy.include_domains`
                 - exclude_domains: Domains to exclude -> `advanced_settings.source_policy.exclude_domains`
-                - country: ISO 3166-1 alpha-2 code -> `advanced_settings.location`
+                - after_date: RFC 3339 date (YYYY-MM-DD) -> `advanced_settings.source_policy.after_date`
+                - country / location: ISO 3166-1 alpha-2 code -> `advanced_settings.location`
                 - max_chars_per_result: -> `advanced_settings.excerpt_settings.max_chars_per_result`
-                - Any other params are passed through to the request body as-is
+                - fetch_policy: Cache vs live-fetch policy -> `advanced_settings.fetch_policy`
+                - Any other params (objective, max_chars_total, session_id, client_model, ...)
+                  are passed through to the request body as-is
 
         Returns:
             Dict with request data following the v1 search request spec
@@ -137,7 +169,7 @@ class ParallelAISearchConfig(BaseSearchConfig):
             mode = LEGACY_PROCESSOR_TO_MODE.get(processor, processor)
         # the v1 API defaults to 'advanced' when mode is omitted; default to 'basic'
         # instead to keep v1beta's default tier (processor 'base') and litellm's
-        # $0.004/query cost map entry for `parallel_ai/search` accurate
+        # cost map entry for `parallel_ai/search` accurate
         request_data["mode"] = mode or "basic"
 
         advanced_settings: Final[_ParallelAIAdvancedSettings] = {}
@@ -148,17 +180,29 @@ class ParallelAISearchConfig(BaseSearchConfig):
         if "country" in params:
             advanced_settings["location"] = params.pop("country")
 
+        if "location" in params:
+            advanced_settings["location"] = params.pop("location")
+
         if "max_chars_per_result" in params:
             advanced_settings["excerpt_settings"] = {"max_chars_per_result": params.pop("max_chars_per_result")}
 
+        if "fetch_policy" in params:
+            advanced_settings["fetch_policy"] = params.pop("fetch_policy")
+
         source_policy: Final[_ParallelAISourcePolicy] = {}
 
         if "search_domain_filter" in params:
             source_policy["include_domains"] = params.pop("search_domain_filter")
 
+        if "include_domains" in params:
+            source_policy["include_domains"] = params.pop("include_domains")
+
         if "exclude_domains" in params:
             source_policy["exclude_domains"] = params.pop("exclude_domains")
 
+        if "after_date" in params:
+            source_policy["after_date"] = params.pop("after_date")
+
         if source_policy:
             advanced_settings["source_policy"] = source_policy
 
@@ -170,9 +214,11 @@ class ParallelAISearchConfig(BaseSearchConfig):
         # unified-spec param with no v1 equivalent
         params.pop("max_tokens_per_page", None)
 
-        result_data: Final[dict] = dict(request_data)
-        result_data.update(params)
-        return result_data
+        # reserved for the provider's own reported usage, which prices the request;
+        # a caller-supplied value would otherwise set its own cost
+        params.pop(PARALLEL_AI_USAGE_PARAM, None)
+
+        return {**request_data, **params}
 
     def transform_search_response(
         self,
@@ -186,26 +232,49 @@ class ParallelAISearchConfig(BaseSearchConfig):
         Parallel AI -> LiteLLM mappings:
         - results[].title -> SearchResult.title
         - results[].url -> SearchResult.url
-        - results[].excerpts (array) -> SearchResult.snippet (joined string)
+        - results[].excerpts (array) -> SearchResult.snippet (joined string); the raw
+          array is preserved as an extra `excerpts` field on each result
         - results[].publish_date -> SearchResult.date
+        - search_id / session_id / warnings are preserved as extra fields on the
+          response; usage is preserved as `parallel_usage` (the `usage` name is
+          reserved for LiteLLM's token-usage object)
         """
-        response_json: Final = raw_response.json()
+        parsed: Final = _ParallelAIV1SearchResponse.model_validate(raw_response.json())
 
-        results: Final = []
-        for result in response_json.get("results", []):
-            excerpts = result.get("excerpts") or []
-            snippet = " ... ".join(excerpts) if excerpts else ""
+        # written unconditionally: leaving a caller-supplied value in place when the
+        # provider reports no usage would let the caller price its own request
+        logging_obj.optional_params = {
+            **logging_obj.optional_params,
+            PARALLEL_AI_USAGE_PARAM: parsed.usage,
+        }
 
-            search_result = SearchResult(
-                title=result.get("title") or "",
-                url=result.get("url") or "",
-                snippet=snippet,
-                date=result.get("publish_date"),
-                last_updated=None,
+        results: Final = tuple(
+            SearchResult.model_validate(
+                MappingProxyType(
+                    {
+                        "title": result.title or "",
+                        "url": result.url or "",
+                        "snippet": " ... ".join(result.excerpts or ()),
+                        "date": result.publish_date,
+                        "last_updated": None,
+                        "excerpts": result.excerpts or (),
+                    }
+                )
             )
-            results.append(search_result)
-
-        return SearchResponse(
-            results=results,
-            object="search",
+            for result in parsed.results
         )
+
+        extra_fields: Final = MappingProxyType(
+            {
+                key: value
+                for key, value in (
+                    ("search_id", parsed.search_id),
+                    ("session_id", parsed.session_id),
+                    ("parallel_usage", parsed.usage),
+                    ("warnings", parsed.warnings),
+                )
+                if value is not None
+            }
+        )
+
+        return SearchResponse.model_validate(MappingProxyType({"results": results, "object": "search", **extra_fields}))
diff --git a/litellm/llms/perplexity/cost_calculator.py b/litellm/llms/perplexity/cost_calculator.py
index 27835ecbfe8..2d762adf958 100644
--- a/litellm/llms/perplexity/cost_calculator.py
+++ b/litellm/llms/perplexity/cost_calculator.py
@@ -3,19 +3,23 @@ Helper util for handling perplexity-specific cost calculation
 - e.g.: citation tokens, search queries
 """
 
+from datetime import datetime
 from typing import Final
 
+from litellm.litellm_core_utils.llm_cost_calc.utils import TokenRates, apply_off_peak_pricing
 from litellm.types.utils import Usage
 from litellm.utils import get_model_info
 
 
-def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
+def cost_per_token(model: str, usage: Usage, current_time: datetime | None = None) -> tuple[float, float]:
     """
     Calculates the cost per token for a given model, prompt tokens, and completion tokens.
+    The manual fallback swaps in the model's off_peak_pricing rates while one of its windows is open.
 
     Input:
         - model: str, the model name without provider prefix
         - usage: LiteLLM Usage block, containing perplexity-specific usage information
+        - current_time: the moment the request is billed at; defaults to now, UTC
 
     Returns:
         Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd
@@ -48,8 +52,21 @@ def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
         except (ValueError, TypeError):
             return default
 
+    rates: Final = apply_off_peak_pricing(
+        model_info,
+        current_time,
+        TokenRates(
+            input_rate=_safe_float_cast(model_info.get("input_cost_per_token")),
+            output_rate=_safe_float_cast(model_info.get("output_cost_per_token")),
+            cache_read_rate=0.0,
+            cache_creation_rate=0.0,
+            reasoning_rate=None,
+        ),
+    )
+    input_cost_per_token: Final = rates.input_rate
+    output_cost_per_token: Final = rates.output_rate
+
     ## CALCULATE INPUT COST
-    input_cost_per_token: Final = _safe_float_cast(model_info.get("input_cost_per_token"))
     prompt_cost: float = (usage.prompt_tokens or 0) * input_cost_per_token
 
     ## ADD CITATION TOKENS COST (if present)
@@ -60,8 +77,6 @@ def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
         prompt_cost += citation_tokens * citation_cost_per_token
 
     ## CALCULATE OUTPUT COST
-    output_cost_per_token: Final = _safe_float_cast(model_info.get("output_cost_per_token"))
-
     reasoning_tokens = getattr(usage, "reasoning_tokens", 0) or 0
     if reasoning_tokens == 0 and hasattr(usage, "completion_tokens_details") and usage.completion_tokens_details:
         reasoning_tokens = getattr(usage.completion_tokens_details, "reasoning_tokens", 0) or 0
diff --git a/litellm/llms/s3_vectors/vector_stores/transformation.py b/litellm/llms/s3_vectors/vector_stores/transformation.py
index 5be35ae4148..a9902a0d27c 100644
--- a/litellm/llms/s3_vectors/vector_stores/transformation.py
+++ b/litellm/llms/s3_vectors/vector_stores/transformation.py
@@ -1,9 +1,12 @@
-import re
+from collections.abc import Mapping, Sequence
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
 
-from litellm.llms.base_llm.vector_store.transformation import BaseVectorStoreConfig
+from litellm.llms.base_llm.vector_store.transformation import (
+    BaseQueryEmbeddingVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
+)
 from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.vector_stores import (
@@ -21,12 +24,15 @@ if TYPE_CHECKING:
 else:
     LiteLLMLoggingObj = Any
 
+_DEFAULT_QUERY_EMBEDDING_MODEL: Final = "text-embedding-3-small"
+_DEFAULT_TOP_K: Final = 5
 
-class S3VectorsVectorStoreConfig(BaseVectorStoreConfig, BaseAWSLLM):
+
+class S3VectorsVectorStoreConfig(BaseQueryEmbeddingVectorStoreConfig, BaseAWSLLM):
     """Vector store configuration for AWS S3 Vectors."""
 
     def __init__(self) -> None:
-        BaseVectorStoreConfig.__init__(self)
+        BaseQueryEmbeddingVectorStoreConfig.__init__(self)
         BaseAWSLLM.__init__(self)
 
     def get_auth_credentials(self, litellm_params: dict) -> BaseVectorStoreAuthCredentials:
@@ -58,120 +64,94 @@ class S3VectorsVectorStoreConfig(BaseVectorStoreConfig, BaseAWSLLM):
         return headers
 
     def get_complete_url(self, api_base: str | None, litellm_params: dict) -> str:
-        aws_region_name: Final = litellm_params.get("aws_region_name")
-        if not aws_region_name:
-            raise ValueError("aws_region_name is required for S3 Vectors")
-        if not re.match(r"^[a-z][a-z0-9-]*$", aws_region_name):
-            raise ValueError("Invalid aws_region_name format")
+        aws_region_name: Final = self.get_aws_region_name_for_non_llm_api_calls(litellm_params.get("aws_region_name"))
         return f"https://s3vectors.{aws_region_name}.api.aws"
 
+    @staticmethod
+    def query_embedding_model(litellm_params: Mapping[str, object]) -> str:
+        configured: Final = litellm_params.get("litellm_embedding_model") or litellm_params.get("embedding_model")
+        return configured if isinstance(configured, str) and configured else _DEFAULT_QUERY_EMBEDDING_MODEL
+
+    @staticmethod
+    def _query_target(vector_store_id: str, litellm_params: Mapping[str, object]) -> tuple[str, str]:
+        if ":" in vector_store_id:
+            bucket_name, index_name = vector_store_id.split(":", 1)
+            return bucket_name, index_name
+        bucket_name_from_params: Final = litellm_params.get("vector_bucket_name")
+        if not isinstance(bucket_name_from_params, str) or not bucket_name_from_params:
+            raise ValueError(
+                "vector_store_id must be in format 'bucket_name:index_name' for S3 Vectors, "
+                "or vector_bucket_name must be provided in litellm_params"
+            )
+        return bucket_name_from_params, vector_store_id
+
+    @staticmethod
+    def _query_request(
+        bucket_name: str,
+        index_name: str,
+        query_text: str,
+        query_vector: Sequence[float],
+        vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
+        api_base: str,
+        litellm_logging_obj: LiteLLMLoggingObj,
+    ) -> tuple[str, dict[str, object]]:
+        litellm_logging_obj.model_call_details["query"] = query_text
+        return f"{api_base}/QueryVectors", {
+            "vectorBucketName": bucket_name,
+            "indexName": index_name,
+            "queryVector": {"float32": list(query_vector)},
+            "topK": vector_store_search_optional_params.get("max_num_results", _DEFAULT_TOP_K),
+            "returnDistance": True,
+            "returnMetadata": True,
+        }
+
     def transform_search_vector_store_request(
         self,
         vector_store_id: str,
-        query: str | list[str],
+        query: str | Sequence[str],
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         api_base: str,
         litellm_logging_obj: LiteLLMLoggingObj,
-        litellm_params: dict,
-        extra_body: dict[str, Any] | None = None,
-    ) -> tuple[str, dict]:
-        """Sync version - generates embedding synchronously."""
-        # For S3 Vectors, vector_store_id should be in format: bucket_name:index_name
-        # If not in that format, try to construct it from litellm_params
-        bucket_name: str
-        index_name: str
-
-        if ":" in vector_store_id:
-            bucket_name, index_name = vector_store_id.split(":", 1)
-        else:
-            # Try to get bucket_name from litellm_params
-            bucket_name_from_params: Final = litellm_params.get("vector_bucket_name")
-            if not bucket_name_from_params or not isinstance(bucket_name_from_params, str):
-                raise ValueError(
-                    "vector_store_id must be in format 'bucket_name:index_name' for S3 Vectors, "
-                    "or vector_bucket_name must be provided in litellm_params"
-                )
-            bucket_name = bucket_name_from_params
-            index_name = vector_store_id
-
-        if isinstance(query, list):
-            query = " ".join(query)
-
-        # Generate embedding for the query
-        embedding_model: Final = litellm_params.get("embedding_model", "text-embedding-3-small")
-
-        import litellm as litellm_module
-
-        embedding_response: Final = litellm_module.embedding(model=embedding_model, input=[query])
-        query_embedding: Final = embedding_response.data[0]["embedding"]
-
-        url: Final = f"{api_base}/QueryVectors"
-
-        request_body: Final[dict[str, Any]] = {
-            "vectorBucketName": bucket_name,
-            "indexName": index_name,
-            "queryVector": {"float32": query_embedding},
-            "topK": vector_store_search_optional_params.get("max_num_results", 5),  # Default to 5
-            "returnDistance": True,
-            "returnMetadata": True,
-        }
-
-        litellm_logging_obj.model_call_details["query"] = query
-        return url, request_body
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        bucket_name, index_name = self._query_target(vector_store_id, litellm_params)
+        query_text: Final = self.query_text(query)
+        query_vector: Final = self.embed_query(query_text, litellm_params, embedding_executor)
+        return self._query_request(
+            bucket_name,
+            index_name,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+        )
 
     async def atransform_search_vector_store_request(
         self,
         vector_store_id: str,
-        query: str | list[str],
+        query: str | Sequence[str],
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         api_base: str,
         litellm_logging_obj: LiteLLMLoggingObj,
-        litellm_params: dict,
-        extra_body: dict[str, Any] | None = None,
-    ) -> tuple[str, dict]:
-        """Async version - generates embedding asynchronously."""
-        # For S3 Vectors, vector_store_id should be in format: bucket_name:index_name
-        # If not in that format, try to construct it from litellm_params
-        bucket_name: str
-        index_name: str
-
-        if ":" in vector_store_id:
-            bucket_name, index_name = vector_store_id.split(":", 1)
-        else:
-            # Try to get bucket_name from litellm_params
-            bucket_name_from_params: Final = litellm_params.get("vector_bucket_name")
-            if not bucket_name_from_params or not isinstance(bucket_name_from_params, str):
-                raise ValueError(
-                    "vector_store_id must be in format 'bucket_name:index_name' for S3 Vectors, "
-                    "or vector_bucket_name must be provided in litellm_params"
-                )
-            bucket_name = bucket_name_from_params
-            index_name = vector_store_id
-
-        if isinstance(query, list):
-            query = " ".join(query)
-
-        # Generate embedding for the query asynchronously
-        embedding_model: Final = litellm_params.get("embedding_model", "text-embedding-3-small")
-
-        import litellm as litellm_module
-
-        embedding_response: Final = await litellm_module.aembedding(model=embedding_model, input=[query])
-        query_embedding: Final = embedding_response.data[0]["embedding"]
-
-        url: Final = f"{api_base}/QueryVectors"
-
-        request_body: Final[dict[str, Any]] = {
-            "vectorBucketName": bucket_name,
-            "indexName": index_name,
-            "queryVector": {"float32": query_embedding},
-            "topK": vector_store_search_optional_params.get("max_num_results", 5),  # Default to 5
-            "returnDistance": True,
-            "returnMetadata": True,
-        }
-
-        litellm_logging_obj.model_call_details["query"] = query
-        return url, request_body
+        litellm_params: Mapping[str, object],
+        extra_body: Mapping[str, object] | None = None,
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
+    ) -> tuple[str, dict[str, object]]:
+        bucket_name, index_name = self._query_target(vector_store_id, litellm_params)
+        query_text: Final = self.query_text(query)
+        query_vector: Final = await self.aembed_query(query_text, litellm_params, embedding_executor)
+        return self._query_request(
+            bucket_name,
+            index_name,
+            query_text,
+            query_vector,
+            vector_store_search_optional_params,
+            api_base,
+            litellm_logging_obj,
+        )
 
     def sign_request(
         self,
@@ -204,21 +184,13 @@ class S3VectorsVectorStoreConfig(BaseVectorStoreConfig, BaseAWSLLM):
                 if not source_text:
                     continue
 
-                # Extract file information from metadata
                 chunk_index = metadata.get("chunk_index", "0")
                 file_id = f"s3-vectors-chunk-{chunk_index}"
                 filename = metadata.get("filename", f"document-{chunk_index}")
 
-                # S3 Vectors returns distance, convert to similarity score (0-1)
-                # Lower distance = higher similarity
-                # We'll normalize using 1 / (1 + distance) to get a 0-1 score
                 distance = item.get("distance")
                 score = None
                 if distance is not None:
-                    # Convert distance to similarity score between 0 and 1
-                    # For cosine distance: similarity = 1 - distance
-                    # For euclidean: use 1 / (1 + distance)
-                    # Assuming cosine distance here
                     score = max(0.0, min(1.0, 1.0 - float(distance)))
 
                 results.append(
@@ -243,7 +215,6 @@ class S3VectorsVectorStoreConfig(BaseVectorStoreConfig, BaseAWSLLM):
                 headers=response.headers,
             )
 
-    # Vector store creation is not yet implemented
     def transform_create_vector_store_request(
         self,
         vector_store_create_optional_params,
diff --git a/litellm/llms/snowflake/chat/transformation.py b/litellm/llms/snowflake/chat/transformation.py
index 0968185b084..c64fc583edc 100644
--- a/litellm/llms/snowflake/chat/transformation.py
+++ b/litellm/llms/snowflake/chat/transformation.py
@@ -8,23 +8,31 @@ Routes to native Cortex REST API endpoints based on model:
 Ref: https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-rest-api
 """
 
+import copy
 import json
+import re
 from collections.abc import Mapping, Sequence
 from typing import TYPE_CHECKING, Any, Final, Protocol, TypedDict
 
 import httpx
 from typing_extensions import ReadOnly
 
-from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolCallChunk
+from litellm.litellm_core_utils.prompt_templates.factory import (
+    anthropic_process_openai_file_message,
+    convert_to_anthropic_tool_result,
+    create_anthropic_image_param,
+    select_anthropic_content_block_type_for_file,
+)
+from litellm.llms.anthropic.chat.handler import ModelResponseIterator as AnthropicStreamParser
+from litellm.llms.anthropic.chat.transformation import AnthropicConfig
+from litellm.llms.anthropic.common_utils import normalize_cache_control_in_anthropic_payload
+from litellm.types.llms.openai import AllMessageValues, ChatCompletionToolCallChunk, ChatCompletionToolMessage
 from litellm.types.utils import (
-    ChatCompletionMessageToolCall,
-    ChatCompletionUsageBlock,
     Choices,
-    Function,
     GenericStreamingChunk,
     Message,
     ModelResponse,
-    Usage,
+    ModelResponseStream,
 )
 
 from ...base_llm.base_model_iterator import BaseModelResponseIterator
@@ -93,6 +101,103 @@ def _is_claude_model(model: str) -> bool:
     return any(name.startswith(p) for p in _CLAUDE_MODEL_PREFIXES)
 
 
+def _convert_image_url_to_anthropic(block: Mapping[str, object]) -> object:
+    """One OpenAI ``image_url`` block in the native shape Cortex accepts.
+
+    Cortex documents base64 sources only, so remote URLs are inlined the way every
+    other base64-only Anthropic dialect (Bedrock invoke, Vertex) inlines them, and
+    pdf/text data URIs become document blocks rather than malformed image blocks.
+    """
+    image_url: Final = block.get("image_url")
+    url: Final = image_url if isinstance(image_url, str) else _image_url_field(image_url, "url")
+    if not url:
+        return block
+
+    converted: Final = (
+        anthropic_process_openai_file_message({"type": "file", "file": {"file_data": url}})
+        if select_anthropic_content_block_type_for_file(_data_uri_media_type(url)) == "document"
+        else create_anthropic_image_param(
+            image_url if isinstance(image_url, dict) else url,  # mutable-ok: caller's JSON block
+            format=_image_url_field(image_url, "format"),
+            is_bedrock_invoke=True,
+        )
+    )
+    cache_control: Final = block.get("cache_control")
+    if cache_control is None:
+        return converted
+    return {**converted, "cache_control": cache_control}  # mutable-ok: JSON wire block
+
+
+def _image_url_field(image_url: object, key: str) -> str | None:
+    value: Final = image_url.get(key) if isinstance(image_url, dict) else None
+    return value if isinstance(value, str) else None
+
+
+def _data_uri_media_type(url: str) -> str:
+    match: Final = re.match(r"data:([^;,]+)", url)
+    return match.group(1) if match else ""
+
+
+def _convert_image_url_blocks_to_anthropic(content: object) -> object:
+    if not isinstance(content, list):
+        return content
+    return [  # mutable-ok: JSON wire blocks
+        _convert_image_url_to_anthropic(block)
+        if isinstance(block, Mapping) and block.get("type") == "image_url"
+        else block
+        for block in content
+    ]
+
+
+def _convert_tool_result_to_anthropic(
+    content: object, tool_call_id: str, cache_control: object
+) -> Mapping[str, object]:
+    """The Anthropic ``tool_result`` block for one OpenAI tool message.
+
+    Delegating to the shared converter keeps image, document and per-block cache
+    breakpoints identical to every other Anthropic dialect; only the plain-string
+    and non-list shapes it does not model are handled here.
+    """
+    if not isinstance(content, list):
+        plain: Final[dict[str, object]] = {  # mutable-ok: JSON wire block
+            "type": "tool_result",
+            "tool_use_id": tool_call_id,
+            "content": content if isinstance(content, str) else json.dumps(content),
+        }
+        return {**plain, "cache_control": cache_control} if cache_control is not None else plain
+    converted: Final = convert_to_anthropic_tool_result(
+        ChatCompletionToolMessage(role="tool", tool_call_id=tool_call_id, content=content),
+        force_base64=True,
+    )
+    if cache_control is None:
+        return converted
+    return {**converted, "cache_control": cache_control}  # mutable-ok: JSON wire block
+
+
+def _signed_thinking_blocks(msg: object) -> list[dict[str, object]]:  # mutable-ok: JSON wire blocks
+    """The assistant turn's thinking blocks that can legally be echoed back.
+
+    Only signed blocks round-trip: Cortex rejects a thinking block whose signature is
+    missing, which is what an unsigned block from a non-thinking turn would produce.
+    """
+    blocks: Final = msg.get("thinking_blocks") if isinstance(msg, dict) else getattr(msg, "thinking_blocks", None)
+    if not isinstance(blocks, list):
+        return []  # mutable-ok: JSON wire blocks
+    return [  # mutable-ok: JSON wire blocks
+        dict(block)
+        for block in blocks
+        if isinstance(block, Mapping) and (block.get("signature") or block.get("type") == "redacted_thinking")
+    ]
+
+
+def _clean_input_schema(schema: object) -> object:  # mutable-ok: JSON schema copy
+    return (
+        {key: value for key, value in schema.items() if key != "$schema"}
+        if isinstance(schema, Mapping)
+        else schema  # mutable-ok: JSON schema copy
+    )  # mutable-ok: JSON schema copy
+
+
 class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
     """
     Snowflake Cortex REST API — unified provider.
@@ -178,7 +283,7 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
                 if "description" in func:
                     anthropic_tool["description"] = func["description"]
                 if "parameters" in func:
-                    anthropic_tool["input_schema"] = func["parameters"]
+                    anthropic_tool["input_schema"] = _clean_input_schema(func["parameters"])
                 else:
                     anthropic_tool["input_schema"] = {
                         "type": "object",
@@ -186,10 +291,16 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
                     }
                 anthropic_tools.append(anthropic_tool)
             else:
-                anthropic_tools.append(tool)
+                anthropic_tools.append(
+                    {**tool, "input_schema": _clean_input_schema(tool["input_schema"])}  # mutable-ok: JSON wire tool
+                    if "input_schema" in tool
+                    else tool
+                )
         return anthropic_tools
 
-    def _extract_system_and_messages(self, messages: list[AllMessageValues]) -> tuple[str | None, list[dict]]:
+    def _extract_system_and_messages(  # mutable-ok: JSON wire messages
+        self, messages: list[AllMessageValues]
+    ) -> tuple[list[dict] | None, list[dict]]:
         """
         Split messages into system prompt and conversation turns for Anthropic format.
 
@@ -197,26 +308,39 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
         - assistant messages with tool_calls → tool_use content blocks
         - tool role messages → user role with tool_result content blocks
         """
-        system_parts: Final[list[str]] = []
-        conversation: Final[list[dict]] = []
+        system_parts: Final[list[dict]] = []  # mutable-ok: JSON wire messages
+        conversation: Final[list[dict]] = []  # mutable-ok: JSON wire messages
 
         for msg in messages:
             if isinstance(msg, dict):
                 role = msg.get("role", "")
                 content: Any = msg.get("content", "")
+                msg_cache_control: object = msg.get("cache_control")
             else:
                 role = getattr(msg, "role", "")
                 content = getattr(msg, "content", "")
+                msg_cache_control = getattr(msg, "cache_control", None)
 
             if role == "system":
                 if isinstance(content, str) and content:
-                    system_parts.append(content)
+                    system_parts.append({"type": "text", "text": content})  # mutable-ok: JSON wire system block
                 elif isinstance(content, list):
-                    system_parts.append("\n".join(b.get("text", "") for b in content if b.get("type") == "text"))
+                    system_parts.extend(
+                        {  # mutable-ok: JSON wire system block
+                            "type": "text",
+                            "text": block.get("text", ""),
+                            **(
+                                {"cache_control": block["cache_control"]} if "cache_control" in block else {}
+                            ),  # mutable-ok: JSON wire block
+                        }
+                        for block in content
+                        if isinstance(block, Mapping) and block.get("type") == "text"
+                    )
             elif role == "assistant":
                 tool_calls = msg.get("tool_calls") if isinstance(msg, dict) else getattr(msg, "tool_calls", None)
+                thinking_blocks = _signed_thinking_blocks(msg)
                 if tool_calls:
-                    content_blocks: list[dict[str, object]] = []
+                    content_blocks: list[dict[str, object]] = list(thinking_blocks)  # mutable-ok: JSON wire blocks
                     if content:
                         content_blocks.append({"type": "text", "text": content})
                     for tc in tool_calls:
@@ -239,18 +363,26 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
                             }
                         )
                     conversation.append({"role": "assistant", "content": content_blocks})
+                elif thinking_blocks:
+                    thinking_content = (
+                        [
+                            *thinking_blocks,
+                            *copy.deepcopy(content),
+                        ]
+                        if isinstance(content, list)
+                        else [*thinking_blocks, *([{"type": "text", "text": content}] if content else [])]
+                    )  # rebind-ok: loop-local normalized content
+                    conversation.append({"role": "assistant", "content": thinking_content})
                 else:
                     conversation.append({"role": "assistant", "content": content})
             elif role == "tool":
-                tool_call_id = (
+                tool_call_id_value = (
                     msg.get("tool_call_id", "") if isinstance(msg, dict) else getattr(msg, "tool_call_id", "")
                 )
-                tool_content = content if isinstance(content, str) else json.dumps(content)
-                tool_result_block = {
-                    "type": "tool_result",
-                    "tool_use_id": tool_call_id,
-                    "content": tool_content,
-                }
+                tool_call_id = (
+                    tool_call_id_value if isinstance(tool_call_id_value, str) else ""
+                )  # rebind-ok: normalized loop value
+                tool_result_block = _convert_tool_result_to_anthropic(content, tool_call_id, msg_cache_control)
                 if (
                     conversation
                     and conversation[-1]["role"] == "user"
@@ -260,11 +392,18 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
                 ):
                     conversation[-1]["content"].append(tool_result_block)
                 else:
-                    conversation.append({"role": "user", "content": [tool_result_block]})
+                    conversation.append(
+                        {"role": "user", "content": [tool_result_block]}  # mutable-ok: JSON wire message
+                    )  # mutable-ok: JSON wire message
             else:
-                conversation.append({"role": role, "content": content})
+                conversation.append(  # mutable-ok: JSON wire message
+                    {  # mutable-ok: JSON wire message
+                        "role": role,
+                        "content": _convert_image_url_blocks_to_anthropic(content),
+                    }  # mutable-ok: JSON wire message
+                )
 
-        system: Final[str | None] = "\n\n".join(system_parts) if system_parts else None
+        system: Final[list[dict] | None] = system_parts if system_parts else None  # mutable-ok: JSON wire messages
         return system, conversation
 
     def transform_request(
@@ -339,7 +478,9 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
         extra_body: dict,
     ) -> dict:
         """Anthropic Messages format for /messages endpoint."""
-        system, conversation = self._extract_system_and_messages(messages)
+        passthrough_system: Final = optional_params.pop("system", None)
+        extracted_system, conversation = self._extract_system_and_messages(messages)
+        system: Final = passthrough_system if passthrough_system is not None else extracted_system
 
         if "tools" in optional_params:
             optional_params["tools"] = self._transform_tools_to_anthropic(optional_params["tools"])
@@ -353,16 +494,19 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
 
         model_name: Final = model.removeprefix("snowflake/")
 
-        body: Final[dict[str, object]] = {
-            "model": model_name,
-            "messages": conversation,
-            "stream": stream,
-            **optional_params,
-            **extra_body,
-        }
-
+        body: Final[dict[str, object]] = normalize_cache_control_in_anthropic_payload(  # mutable-ok: JSON wire body
+            {  # mutable-ok: JSON wire body
+                "model": model_name,
+                "messages": conversation,
+                "stream": stream,
+                **optional_params,
+                **extra_body,  # mutable-ok: JSON wire body
+            }
+        )
         if system is not None:
-            body["system"] = system
+            body["system"] = normalize_cache_control_in_anthropic_payload(  # mutable-ok: JSON wire payload
+                {"system": system}  # mutable-ok: JSON wire payload
+            )["system"]
 
         if "max_tokens" not in body:
             body["max_tokens"] = 4096  # reasonable default; Anthropic API max varies by model
@@ -435,23 +579,10 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
             additional_args={"complete_input_dict": request_data},
         )
 
-        text_content = ""
-        tool_calls: Final = []
-
-        for block in response_json.get("content", []):
-            if block.get("type") == "text":
-                text_content += block.get("text", "")
-            elif block.get("type") == "tool_use":
-                tool_calls.append(
-                    ChatCompletionMessageToolCall(
-                        id=block.get("id", ""),
-                        type="function",
-                        function=Function(
-                            name=block.get("name", ""),
-                            arguments=json.dumps(block.get("input", {})),
-                        ),
-                    )
-                )
+        anthropic_config: Final = AnthropicConfig()
+        text_content, _, thinking_blocks, reasoning_content, tool_calls, _, _, _ = (
+            anthropic_config.extract_response_content(completion_response=dict(response_json))
+        )
 
         _stop_reason_map: Final = {
             "end_turn": "stop",
@@ -461,9 +592,13 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
         }
         finish_reason: Final = _stop_reason_map.get(response_json.get("stop_reason", "end_turn"), "stop")
 
-        message: Final = Message(content=text_content or None, role="assistant")
-        if tool_calls:
-            message.tool_calls = tool_calls
+        message: Final = Message(
+            content=text_content or None,
+            role="assistant",
+            tool_calls=tool_calls or None,
+            thinking_blocks=thinking_blocks,
+            reasoning_content=reasoning_content,
+        )
 
         choice: Final = Choices(
             finish_reason=finish_reason,
@@ -471,11 +606,13 @@ class SnowflakeConfig(SnowflakeBaseConfig, OpenAIGPTConfig):
             message=message,
         )
 
-        usage_data: Final = response_json.get("usage", {})
-        usage: Final = Usage(
-            prompt_tokens=usage_data.get("input_tokens", 0),
-            completion_tokens=usage_data.get("output_tokens", 0),
-            total_tokens=usage_data.get("input_tokens", 0) + usage_data.get("output_tokens", 0),
+        # Cortex reports prompt-cache creation/read counts alongside input_tokens; the
+        # shared calculator folds them into prompt_tokens_details so cached input is
+        # visible and billed at its own rate.
+        usage: Final = anthropic_config.calculate_usage(
+            usage_object=response_json.get("usage", {}),
+            reasoning_content=reasoning_content,
+            completion_response=dict(response_json),
         )
 
         model_response.choices = [choice]
@@ -516,15 +653,19 @@ class SnowflakeStreamingHandler(BaseModelResponseIterator):
         json_mode: bool | None = False,
     ):
         super().__init__(streaming_response=streaming_response, sync_stream=sync_stream)
-        self._tool_index = 0
-        self._tool_id = ""
-        self._tool_name = ""
-        self._input_tokens = 0
+        # Cortex streams the Anthropic SSE dialect on /messages, so its events are parsed
+        # by Anthropic's own parser: thinking deltas, signatures and prompt-cache usage
+        # all arrive the way they do on every other Anthropic-dialect provider.
+        self._anthropic_parser: Final = AnthropicStreamParser(
+            streaming_response=streaming_response,
+            sync_stream=sync_stream,
+            json_mode=json_mode,
+        )
 
-    def chunk_parser(self, chunk: dict) -> GenericStreamingChunk:
+    def chunk_parser(self, chunk: dict) -> GenericStreamingChunk | ModelResponseStream:
         if "choices" in chunk:
             return self._parse_openai_chunk(chunk)
-        return self._parse_anthropic_chunk(chunk)
+        return self._anthropic_parser.chunk_parser(chunk)
 
     def _parse_openai_chunk(self, chunk: dict) -> GenericStreamingChunk:
         choices: Final = chunk.get("choices", [])
@@ -566,117 +707,3 @@ class SnowflakeStreamingHandler(BaseModelResponseIterator):
             index=choice.get("index", 0),
             tool_use=tool_use,
         )
-
-    def _parse_anthropic_chunk(self, chunk: dict) -> GenericStreamingChunk:
-        event_type: Final = chunk.get("type", "")
-
-        if event_type == "message_start":
-            message: Final = chunk.get("message", {})
-            usage_data = message.get("usage", {})
-            self._input_tokens = usage_data.get("input_tokens", 0)
-            return GenericStreamingChunk(
-                text="",
-                is_finished=False,
-                finish_reason="",
-                usage=None,
-                index=0,
-                tool_use=None,
-            )
-
-        elif event_type == "content_block_delta":
-            delta = chunk.get("delta", {})
-            delta_type: Final = delta.get("type", "")
-
-            if delta_type == "text_delta":
-                return GenericStreamingChunk(
-                    text=delta.get("text", ""),
-                    is_finished=False,
-                    finish_reason="",
-                    usage=None,
-                    index=chunk.get("index", 0),
-                    tool_use=None,
-                )
-            elif delta_type == "input_json_delta":
-                return GenericStreamingChunk(
-                    text="",
-                    is_finished=False,
-                    finish_reason="",
-                    usage=None,
-                    index=chunk.get("index", 0),
-                    tool_use=ChatCompletionToolCallChunk(
-                        id=self._tool_id,
-                        type="function",
-                        function={
-                            "name": self._tool_name,
-                            "arguments": delta.get("partial_json", ""),
-                        },
-                        index=self._tool_index,
-                    ),
-                )
-
-        elif event_type == "content_block_start":
-            content_block: Final = chunk.get("content_block", {})
-            if content_block.get("type") == "tool_use":
-                self._tool_id = content_block.get("id", "")
-                self._tool_name = content_block.get("name", "")
-                self._tool_index = chunk.get("index", 0)
-                return GenericStreamingChunk(
-                    text="",
-                    is_finished=False,
-                    finish_reason="",
-                    usage=None,
-                    index=chunk.get("index", 0),
-                    tool_use=ChatCompletionToolCallChunk(
-                        id=self._tool_id,
-                        type="function",
-                        function={"name": self._tool_name, "arguments": ""},
-                        index=self._tool_index,
-                    ),
-                )
-
-        elif event_type == "message_delta":
-            delta = chunk.get("delta", {})
-            stop_reason: Final = delta.get("stop_reason", "")
-            usage_data = chunk.get("usage", {})
-            _stop_map: Final = {
-                "end_turn": "stop",
-                "max_tokens": "length",
-                "tool_use": "tool_calls",
-                "stop_sequence": "stop",
-            }
-            usage = None
-            if usage_data or self._input_tokens:
-                output_t: Final = usage_data.get("output_tokens", 0)
-                input_t: Final = self._input_tokens or usage_data.get("input_tokens", 0)
-                usage = ChatCompletionUsageBlock(
-                    prompt_tokens=input_t,
-                    completion_tokens=output_t,
-                    total_tokens=input_t + output_t,
-                )
-            return GenericStreamingChunk(
-                text="",
-                is_finished=True,
-                finish_reason=_stop_map.get(stop_reason, "stop"),
-                usage=usage,
-                index=0,
-                tool_use=None,
-            )
-
-        elif event_type == "message_stop":
-            return GenericStreamingChunk(
-                text="",
-                is_finished=True,
-                finish_reason="stop",
-                usage=None,
-                index=0,
-                tool_use=None,
-            )
-
-        return GenericStreamingChunk(
-            text="",
-            is_finished=False,
-            finish_reason="",
-            usage=None,
-            index=0,
-            tool_use=None,
-        )
diff --git a/litellm/llms/valkey/vector_stores/transformation.py b/litellm/llms/valkey/vector_stores/transformation.py
index 3cbfca0f1a9..b250f71cf3f 100644
--- a/litellm/llms/valkey/vector_stores/transformation.py
+++ b/litellm/llms/valkey/vector_stores/transformation.py
@@ -15,7 +15,10 @@ import httpx
 from pydantic import BaseModel, ConfigDict
 
 import litellm
-from litellm.llms.base_llm.vector_store.transformation import BaseDirectVectorStoreConfig
+from litellm.llms.base_llm.vector_store.transformation import (
+    BaseDirectVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
+)
 from litellm.llms.valkey.common_utils import build_valkey_url, pack_vector
 from litellm.types.utils import EmbeddingResponse
 from litellm.types.vector_stores import (
@@ -213,6 +216,7 @@ class ValkeyVectorStoreConfig(BaseDirectVectorStoreConfig):
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         litellm_logging_obj: "LiteLLMLoggingObj",
         litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         timeout: float | httpx.Timeout | None = None,
     ) -> VectorStoreSearchResponse:
         params: Final = _ValkeySearchParams.model_validate(litellm_params)
@@ -222,10 +226,18 @@ class ValkeyVectorStoreConfig(BaseDirectVectorStoreConfig):
             embedding_field=params.embedding_field,
             text_field=params.text_field,
         )
-        embedding_response: Final = self.embedding_fn(
-            model=params.require_embedding_model(),
-            input=[query_text],  # mutable-ok: litellm.embedding's input contract is a list
-            **(params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG),
+        embedding_response: Final = (
+            embedding_executor.embed(
+                params.require_embedding_model(),
+                query_text,
+                params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG,
+            )
+            if embedding_executor is not None
+            else self.embedding_fn(
+                model=params.require_embedding_model(),
+                input=[query_text],  # mutable-ok: the injected embedding callable requires list input
+                **(params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG),
+            )
         )
         vec_params: Final = {"vec": pack_vector(embedding_response.data[0]["embedding"])}  # mutable-ok: redis-py API
 
@@ -252,6 +264,7 @@ class ValkeyVectorStoreConfig(BaseDirectVectorStoreConfig):
         vector_store_search_optional_params: VectorStoreSearchOptionalRequestParams,
         litellm_logging_obj: "LiteLLMLoggingObj",
         litellm_params: Mapping[str, object],
+        embedding_executor: VectorStoreEmbeddingExecutor | None = None,
         timeout: float | httpx.Timeout | None = None,
     ) -> VectorStoreSearchResponse:
         params: Final = _ValkeySearchParams.model_validate(litellm_params)
@@ -261,10 +274,18 @@ class ValkeyVectorStoreConfig(BaseDirectVectorStoreConfig):
             embedding_field=params.embedding_field,
             text_field=params.text_field,
         )
-        embedding_response: Final = await self.aembedding_fn(
-            model=params.require_embedding_model(),
-            input=[query_text],  # mutable-ok: litellm.embedding's input contract is a list
-            **(params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG),
+        embedding_response: Final = (
+            await embedding_executor.aembed(
+                params.require_embedding_model(),
+                query_text,
+                params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG,
+            )
+            if embedding_executor is not None
+            else await self.aembedding_fn(
+                model=params.require_embedding_model(),
+                input=[query_text],  # mutable-ok: the injected embedding callable requires list input
+                **(params.litellm_embedding_config or _EMPTY_EMBEDDING_CONFIG),
+            )
         )
         vec_params: Final = {"vec": pack_vector(embedding_response.data[0]["embedding"])}  # mutable-ok: redis-py API
 
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index a36c920dda0..970759479fe 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -998,6 +998,16 @@ def replace_project_and_location_in_route(requested_route: str, vertex_project:
     return modified_route
 
 
+def _api_version_for_route(requested_route: str) -> Literal["v1", "v1beta1"]:
+    return "v1beta1" if "cachedContent" in requested_route else "v1"
+
+
+def _with_api_version(requested_route: str) -> str:
+    if not requested_route.startswith("/projects/"):
+        return requested_route
+    return f"/{_api_version_for_route(requested_route)}{requested_route}"
+
+
 def construct_target_url(
     base_url: str,
     requested_route: str,
@@ -1017,18 +1027,19 @@ def construct_target_url(
 
     new_base_url: Final = httpx.URL(base_url)
     if "locations" in requested_route:  # contains the target project id + location
-        if vertex_project and vertex_location:
-            requested_route = replace_project_and_location_in_route(requested_route, vertex_project, vertex_location)
-        return new_base_url.copy_with(path=requested_route)
+        targeted_route: Final = (
+            replace_project_and_location_in_route(requested_route, vertex_project, vertex_location)
+            if vertex_project and vertex_location
+            else requested_route
+        )
+        return new_base_url.copy_with(path=_with_api_version(targeted_route))
 
     """
     - Add endpoint version (e.g. v1beta for cachedContent, v1 for rest)
     - Add default project id
     - Add default location
     """
-    vertex_version: Literal["v1", "v1beta1"] = "v1"
-    if "cachedContent" in requested_route:
-        vertex_version = "v1beta1"
+    vertex_version: Literal["v1", "v1beta1"] = _api_version_for_route(requested_route)
 
     # Check if the requested route starts with a version
     # e.g. /v1beta1/publishers/google/models/gemini-3-pro-preview:streamGenerateContent
diff --git a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
index d8b1e7ba17c..69fe5678de9 100644
--- a/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
+++ b/litellm/llms/vertex_ai/gemini/vertex_and_google_ai_studio_gemini.py
@@ -949,7 +949,7 @@ class VertexGeminiConfig(VertexAIBaseConfig, BaseConfig):
         # For Gemini 3+ models, use thinkingLevel instead of thinkingBudget
         if model and VertexGeminiConfig._is_gemini_3_or_newer(model):
             if thinking_enabled:
-                if thinking_budget is None or thinking_budget == 0:
+                if thinking_budget == 0:
                     params["includeThoughts"] = False
                 else:
                     params["includeThoughts"] = True
diff --git a/litellm/llms/vertex_ai/ocr/deepseek_transformation.py b/litellm/llms/vertex_ai/ocr/deepseek_transformation.py
index 2603552152d..b57a87c3325 100644
--- a/litellm/llms/vertex_ai/ocr/deepseek_transformation.py
+++ b/litellm/llms/vertex_ai/ocr/deepseek_transformation.py
@@ -177,8 +177,9 @@ class VertexAIDeepSeekOCRConfig(BaseOCRConfig):
             content_item = {"type": "image_url", "image_url": document_url}
 
         # Build DeepSeek OCR request
+        provider_model: Final = model if model.startswith("deepseek-ai/") else f"deepseek-ai/{model}"
         data: Final = {
-            "model": "deepseek-ai/" + model,
+            "model": provider_model,
             "messages": [{"role": "user", "content": [content_item]}],
         }
 
diff --git a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
index ef03e61a858..7579bc8c02e 100644
--- a/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
+++ b/litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/transformation.py
@@ -177,6 +177,10 @@ class VertexAIAnthropicConfig(AnthropicConfig):
         # Restore original model name for any other processing
         model = original_model
 
+        AnthropicModelInfo.translate_legacy_thinking_for_adaptive_model(
+            model=original_model, optional_params=optional_params, custom_llm_provider="vertex_ai"
+        )
+
         return optional_params
 
     def transform_response(
diff --git a/litellm/llms/xai/chat/transformation.py b/litellm/llms/xai/chat/transformation.py
index ae5849812bf..09af8544b28 100644
--- a/litellm/llms/xai/chat/transformation.py
+++ b/litellm/llms/xai/chat/transformation.py
@@ -1,4 +1,5 @@
 from collections.abc import AsyncIterator, Iterator, Mapping
+from types import MappingProxyType
 from typing import Any, Final
 
 import httpx
@@ -11,7 +12,7 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
     filter_value_from_dict,
     strip_name_from_messages,
 )
-from litellm.llms.xai.common_utils import XAIModelInfo
+from litellm.llms.xai.common_utils import XAIModelInfo, xai_reported_cost_in_usd
 from litellm.llms.xai.cost_calculator import (
     apply_server_side_tool_usage_details_to_usage,
 )
@@ -30,6 +31,13 @@ from ...openai.chat.gpt_transformation import (
 )
 
 
+def _usage_restated_from_xai_ticks(usage: Usage | None) -> Usage | None:
+    reported_cost: Final = xai_reported_cost_in_usd(getattr(usage, "cost_in_usd_ticks", None))
+    if usage is None or reported_cost is None:
+        return None
+    return usage.model_copy(update=MappingProxyType({"cost": reported_cost}))
+
+
 class XAIChatConfig(OpenAIGPTConfig):
     @property
     def custom_llm_provider(self) -> str | None:
@@ -283,6 +291,9 @@ class XAIChatConfig(OpenAIGPTConfig):
 
         self._fold_reasoning_tokens_into_completion(response)
         self._normalize_openai_compatible_usage_totals(getattr(response, "usage", None))
+        restated_usage: Final = _usage_restated_from_xai_ticks(getattr(response, "usage", None))
+        if restated_usage is not None:
+            response.usage = restated_usage
         return response
 
     @staticmethod
@@ -411,4 +422,8 @@ class XAIChatCompletionStreamingHandler(OpenAIChatCompletionStreamingHandler):
             XAIChatConfig._fold_reasoning_tokens_into_completion(chunk["usage"])
             XAIChatConfig._normalize_openai_compatible_usage_totals(chunk["usage"])
 
-        return super().chunk_parser(chunk)
+        parsed_chunk: Final = super().chunk_parser(chunk)
+        restated_usage: Final = _usage_restated_from_xai_ticks(getattr(parsed_chunk, "usage", None))
+        if restated_usage is not None:
+            parsed_chunk.usage = restated_usage
+        return parsed_chunk
diff --git a/litellm/llms/xai/common_utils.py b/litellm/llms/xai/common_utils.py
index f122098332e..cf76a851a86 100644
--- a/litellm/llms/xai/common_utils.py
+++ b/litellm/llms/xai/common_utils.py
@@ -8,6 +8,17 @@ from litellm.secret_managers.main import get_secret_str
 from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import ProviderSpecificModelInfo
 
+USD_TICKS_PER_DOLLAR: Final = 10_000_000_000
+
+
+def xai_reported_cost_in_usd(cost_in_usd_ticks: object) -> float | None:
+    """xAI bills in ticks of a dollar: https://docs.x.ai/developers/cost-tracking"""
+    if not isinstance(cost_in_usd_ticks, int) or isinstance(cost_in_usd_ticks, bool):
+        return None
+    if cost_in_usd_ticks < 0:
+        return None
+    return cost_in_usd_ticks / USD_TICKS_PER_DOLLAR
+
 
 class XAIModelInfo(BaseLLMModelInfo):
     def get_provider_info(
diff --git a/litellm/llms/xai/cost_calculator.py b/litellm/llms/xai/cost_calculator.py
index dd77b8d5d09..164568451d4 100644
--- a/litellm/llms/xai/cost_calculator.py
+++ b/litellm/llms/xai/cost_calculator.py
@@ -1,9 +1,11 @@
 """
 Helper util for handling XAI-specific cost calculation
+- Prefers the cost xAI reports on the response over recomputing it locally
 - Uses the generic cost calculator which already handles tiered pricing correctly
 - Handles XAI-specific reasoning token billing (billed as part of completion tokens)
 """
 
+import math
 from collections.abc import Mapping
 from typing import TYPE_CHECKING, Final
 
@@ -36,6 +38,17 @@ def apply_server_side_tool_usage_details_to_usage(usage: Usage, details: Mapping
     usage.prompt_tokens_details = prompt_tokens_details  # rebind-ok: write details onto caller usage
 
 
+def _cost_reported_by_xai(usage: "Usage") -> float | None:
+    reported_cost: Final[object] = getattr(usage, "cost", None)
+    if not isinstance(reported_cost, (int, float)) or isinstance(reported_cost, bool):
+        return None
+    if not math.isfinite(reported_cost):
+        return None
+    if reported_cost < 0:
+        return None
+    return float(reported_cost)
+
+
 def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
     """
     Calculates the cost per token for a given XAI model, prompt tokens, and completion tokens.
@@ -48,6 +61,10 @@ def cost_per_token(model: str, usage: Usage) -> tuple[float, float]:
     Returns:
         Tuple[float, float] - prompt_cost_in_usd, completion_cost_in_usd
     """
+    reported_cost: Final = _cost_reported_by_xai(usage)
+    if reported_cost is not None:
+        return 0.0, reported_cost
+
     # XAI-specific completion cost: completion is billed as visible + reasoning
     # tokens. Detect when the transformation layer already folded them so we
     # don't double-count; fall back to raw xAI shape for callers that bypass
@@ -112,6 +129,9 @@ def cost_per_web_search_request(usage: "Usage", model_info: "ModelInfo") -> floa
     Per-call rate comes from model_info.search_context_cost_per_query when set,
     otherwise the default xAI tools rate ($5 / 1k calls).
     """
+    if _cost_reported_by_xai(usage) is not None:
+        return 0.0
+
     details: Final = getattr(usage, "server_side_tool_usage_details", None)
     if not isinstance(details, Mapping):
         return 0.0
diff --git a/litellm/llms/xai/responses/transformation.py b/litellm/llms/xai/responses/transformation.py
index d79e7d4c146..acf03d88911 100644
--- a/litellm/llms/xai/responses/transformation.py
+++ b/litellm/llms/xai/responses/transformation.py
@@ -1,17 +1,44 @@
-from typing import Any, Final
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Any, Final
+
+import httpx
 
 import litellm
 from litellm._logging import verbose_logger
 from litellm.constants import XAI_API_BASE
 from litellm.exceptions import AuthenticationError
 from litellm.llms.openai.responses.transformation import OpenAIResponsesAPIConfig
-from litellm.llms.xai.common_utils import XAIModelInfo
+from litellm.llms.xai.common_utils import XAIModelInfo, xai_reported_cost_in_usd
 from litellm.secret_managers.main import get_secret_str
-from litellm.types.llms.openai import ResponsesAPIOptionalRequestParams
+from litellm.types.llms.openai import (
+    ResponseAPIUsage,
+    ResponseCompletedEvent,
+    ResponseFailedEvent,
+    ResponseIncompleteEvent,
+    ResponsesAPIOptionalRequestParams,
+    ResponsesAPIResponse,
+    ResponsesAPIStreamingResponse,
+)
 from litellm.types.llms.xai import XAIWebSearchTool, XAIXSearchTool
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.utils import LlmProviders
 
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import (
+        Logging as _LiteLLMLoggingObj,
+    )
+
+    LiteLLMLoggingObj = _LiteLLMLoggingObj
+else:
+    LiteLLMLoggingObj = Any
+
+
+def _usage_restated_from_xai_ticks(usage: ResponseAPIUsage | None) -> ResponseAPIUsage | None:
+    reported_cost: Final = xai_reported_cost_in_usd(getattr(usage, "cost_in_usd_ticks", None))
+    if usage is None or reported_cost is None:
+        return None
+    return usage.model_copy(update=MappingProxyType({"cost": reported_cost}))
+
 
 class XAIResponsesAPIConfig(OpenAIResponsesAPIConfig):
     """
@@ -250,6 +277,41 @@ class XAIResponsesAPIConfig(OpenAIResponsesAPIConfig):
 
         return f"{api_base}/responses"
 
+    def transform_response_api_response(
+        self,
+        model: str,
+        raw_response: httpx.Response,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> ResponsesAPIResponse:
+        response: Final = super().transform_response_api_response(
+            model=model,
+            raw_response=raw_response,
+            logging_obj=logging_obj,
+        )
+
+        restated_usage: Final = _usage_restated_from_xai_ticks(response.usage)
+        if restated_usage is not None:
+            response.usage = restated_usage
+        return response
+
+    def transform_streaming_response(
+        self,
+        model: str,
+        parsed_chunk: dict,  # mutable-ok: overrides the base class signature
+        logging_obj: LiteLLMLoggingObj,
+    ) -> ResponsesAPIStreamingResponse:
+        event: Final = super().transform_streaming_response(
+            model=model,
+            parsed_chunk=parsed_chunk,
+            logging_obj=logging_obj,
+        )
+        if not isinstance(event, (ResponseCompletedEvent, ResponseIncompleteEvent, ResponseFailedEvent)):
+            return event
+        restated_usage: Final = _usage_restated_from_xai_ticks(event.response.usage)
+        if restated_usage is not None:
+            event.response.usage = restated_usage
+        return event
+
     def supports_native_websocket(self) -> bool:
         """XAI does not support native WebSocket for Responses API"""
         return False
diff --git a/litellm/main.py b/litellm/main.py
index c4c5bbefc4f..2929790f2bd 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -26,6 +26,7 @@ from copy import deepcopy
 from functools import partial
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Optional, Protocol, Union, cast, get_args
+from urllib.parse import urlsplit
 
 from litellm._logging import _redact_string
 from litellm._uuid import uuid
@@ -60,6 +61,7 @@ if TYPE_CHECKING:
     from litellm.types.utils import TokenCountResponse
 
 from litellm.constants import (
+    AZURE_OPENAI_AUDIO_PROVIDERS,
     DEFAULT_MOCK_RESPONSE_COMPLETION_TOKEN_COUNT,
     DEFAULT_MOCK_RESPONSE_PROMPT_TOKEN_COUNT,
 )
@@ -141,7 +143,6 @@ from litellm.utils import (
     convert_to_model_response_object,
     create_pretrained_tokenizer,
     create_tokenizer,
-    get_api_key,
     get_llm_provider,
     get_model_info,
     get_non_default_completion_params,
@@ -985,6 +986,12 @@ def mock_completion(
 
 
 _OPENAI_DEFAULT_API_BASE: Final = "https://api.openai.com/v1"
+_OPENAI_API_HOST: Final = "api.openai.com"
+
+
+def _is_openai_backed_api_base(api_base: str) -> bool:
+    hostname: Final = urlsplit(api_base).hostname
+    return hostname is not None and (hostname == _OPENAI_API_HOST or hostname.endswith(f".{_OPENAI_API_HOST}"))
 
 
 def _resolve_openai_api_base(api_base: str | None) -> str:
@@ -1054,7 +1061,7 @@ def responses_api_bridge_check(
     #   natively by Chat Completions with reasoning on, so custom-only requests stay on
     #   chat and keep their native custom tool_call response shape.
     # - The UNSET-effort arm only fires against endpoints known to enforce that
-    #   constraint (the default OpenAI endpoint, or Azure OpenAI where api_base is
+    #   constraint (any api.openai.com host, or Azure OpenAI where api_base is
     #   always set): chat-only OpenAI-compatible backends registered under the openai
     #   provider with a custom api_base and gpt-5.4+ model names serve tools without
     #   reasoning fine and have no /responses route, so they keep pre-existing
@@ -1069,14 +1076,15 @@ def responses_api_bridge_check(
         reasoning_active = reasoning_effort.get("effort") != "none" or reasoning_effort.get("summary") is not None
     else:
         reasoning_active = reasoning_effort != "none"
-    # The reasoning+tools constraint is enforced only by the real OpenAI endpoint (and Azure OpenAI).
-    # Resolve the effective base arg>global>env>default exactly as the chat handler does, so a custom
-    # base set via litellm.api_base or OPENAI_BASE_URL/OPENAI_API_BASE isn't misread as the default and
-    # bridged to a /responses route it lacks. A whitespace-only base collapses to the default too.
-    resolved_api_base: Final = _resolve_openai_api_base(api_base)
-    on_constraint_enforcing_endpoint: Final = custom_llm_provider == "azure" or resolved_api_base.strip() in (
-        "",
-        _OPENAI_DEFAULT_API_BASE,
+    # The reasoning+tools constraint is enforced by the real OpenAI backend behind any api.openai.com
+    # host (the default URL or a PrivateLink hostname such as <region>.privatelink.api.openai.com) and
+    # by Azure OpenAI. Resolve the effective base arg>global>env>default exactly as the chat handler
+    # does, so a custom base set via litellm.api_base or OPENAI_BASE_URL/OPENAI_API_BASE isn't misread
+    # as the default and bridged to a /responses route it lacks. A whitespace-only base collapses to
+    # the default too.
+    resolved_api_base: Final = _resolve_openai_api_base(api_base).strip()
+    on_constraint_enforcing_endpoint: Final = (
+        custom_llm_provider == "azure" or resolved_api_base == "" or _is_openai_backed_api_base(resolved_api_base)
     )
     if (
         custom_llm_provider in ("openai", "azure")
@@ -7770,7 +7778,7 @@ def transcription(
         provider=LlmProviders(custom_llm_provider),
     )
 
-    if custom_llm_provider == "azure" and provider_config is None:
+    if custom_llm_provider in AZURE_OPENAI_AUDIO_PROVIDERS and provider_config is None:
         # azure configs
         api_base = api_base or litellm.api_base or get_secret_str("AZURE_API_BASE")
 
@@ -8057,7 +8065,10 @@ def speech(
         custom_llm_provider=custom_llm_provider,
     )
     response: HttpxBinaryResponseContent | Coroutine[object, object, HttpxBinaryResponseContent] | None = None
-    if custom_llm_provider == "openai" or custom_llm_provider in litellm.openai_compatible_providers:
+    if custom_llm_provider == "openai" or (
+        custom_llm_provider in litellm.openai_compatible_providers
+        and custom_llm_provider not in AZURE_OPENAI_AUDIO_PROVIDERS
+    ):
         if voice is None or not (isinstance(voice, str)):
             raise litellm.BadRequestError(
                 message="'voice' is required to be passed as a string for OpenAI TTS",
@@ -8111,7 +8122,7 @@ def speech(
             aspeech=aspeech,
             shared_session=shared_session,
         )
-    elif custom_llm_provider == "azure":
+    elif custom_llm_provider in AZURE_OPENAI_AUDIO_PROVIDERS:
         # Check if this is Azure Speech Service (Cognitive Services TTS)
         if model.startswith("speech/"):
             from litellm.llms.azure.text_to_speech.transformation import (
@@ -8596,9 +8607,19 @@ def stream_chunk_builder_text_completion(chunks: list, messages: list | None = N
     return TextCompletionResponse(**response)
 
 
+_CALCULATOR_PRICED_REPORTED_COST_PROVIDERS: Final = frozenset({LlmProviders.XAI.value})
+
+
+def _reported_cost_is_priced_by_calculator(logging_obj: Optional["Logging"]) -> bool:
+    if logging_obj is None:
+        return False
+    provider: Final[object] = logging_obj.model_call_details.get("custom_llm_provider")
+    return provider in _CALCULATOR_PRICED_REPORTED_COST_PROVIDERS
+
+
 def _stream_builder_response_cost(response: ModelResponse, logging_obj: Optional["Logging"]) -> float | None:
     usage_cost: Final = getattr(getattr(response, "usage", None), "cost", None)
-    if isinstance(usage_cost, (int, float)):
+    if isinstance(usage_cost, (int, float)) and not _reported_cost_is_priced_by_calculator(logging_obj):
         return float(usage_cost)
     if logging_obj is not None:
         return None
@@ -8637,6 +8658,16 @@ def _set_stream_builder_response_cost(response: ModelResponse, logging_obj: Opti
     hidden_params["response_cost"] = response_cost
 
 
+def _stamp_streaming_usage_cost(usage: Usage, response: ModelResponse, logging_obj: Optional["Logging"]) -> None:
+    if logging_obj is None:
+        return
+    if isinstance(getattr(usage, "cost", None), (int, float)):
+        return
+    computed_cost: Final = logging_obj._response_cost_calculator(result=response)
+    if isinstance(computed_cost, (int, float)) and computed_cost > 0:
+        setattr(usage, "cost", computed_cost)
+
+
 def stream_chunk_builder(
     chunks: list,
     messages: list | None = None,
@@ -8731,12 +8762,7 @@ def stream_chunk_builder(
                     )
                     break
 
-            if litellm.include_cost_in_streaming_usage and logging_obj is not None:
-                setattr(
-                    usage,
-                    "cost",
-                    logging_obj._response_cost_calculator(result=response),
-                )
+            _stamp_streaming_usage_cost(usage, response, logging_obj)
             _set_stream_builder_response_cost(response, logging_obj)
 
             processor.apply_provider_assembled_streaming_metadata(response, chunks, logging_obj)
@@ -8915,10 +8941,7 @@ def stream_chunk_builder(
                 )
                 break
 
-        # Add cost to usage object if include_cost_in_streaming_usage is True
-        if litellm.include_cost_in_streaming_usage and logging_obj is not None:
-            setattr(usage, "cost", logging_obj._response_cost_calculator(result=response))
-
+        _stamp_streaming_usage_cost(usage, response, logging_obj)
         _set_stream_builder_response_cost(response, logging_obj)
 
         processor.apply_provider_assembled_streaming_metadata(response, chunks, logging_obj)
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 55618d9f772..44c4f10ec38 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -9643,7 +9643,8 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ]
+        ],
+        "deprecation_date": "2026-10-01"
     },
     "azure_ai/MAI-Image-2.5-Flash": {
         "input_cost_per_image_token": 1.75e-06,
@@ -9656,7 +9657,8 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ]
+        ],
+        "deprecation_date": "2026-10-01"
     },
     "azure_ai/MAI-Image-2e": {
         "deprecation_date": "2026-08-15",
@@ -10155,7 +10157,9 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.45e-07,
+        "supports_prompt_caching": true
     },
     "azure_ai/deepseek-v4-flash": {
         "deprecation_date": "2028-02-20",
@@ -10169,18 +10173,20 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
-    },
-    "azure_ai/deepseek-v4-flash-0731": {
+        "supports_tool_choice": true,
         "cache_read_input_token_cost": 2.8e-08,
+        "supports_prompt_caching": true
+    },
+    "azure_ai/DeepSeek-V4-Flash-0731": {
+        "cache_read_input_token_cost": 1.4e-08,
         "deprecation_date": "2026-12-03",
-        "input_cost_per_token": 1.9e-07,
+        "input_cost_per_token": 4.4e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 1000000,
         "max_output_tokens": 128000,
         "max_tokens": 128000,
         "mode": "chat",
-        "output_cost_per_token": 5.1e-07,
+        "output_cost_per_token": 1.32e-06,
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -10299,6 +10305,24 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure_ai/grok-4.6": {
+        "cache_read_input_token_cost": 5e-07,
+        "input_cost_per_token": 2e-06,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 200000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/grok-4-6-comes-to-microsoft-foundry-models-built-for-long-horizon-reasoning-and-/4547578",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure_ai/grok-4-fast-non-reasoning": {
         "deprecation_date": "2026-05-01",
         "input_cost_per_token": 2e-07,
@@ -10400,11 +10424,13 @@
         "max_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
-        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/kimi-k2-5-now-in-microsoft-foundry/4492321",
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/kimi/",
         "supports_function_calling": true,
         "supports_tool_choice": true,
         "supports_video_input": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-07,
+        "supports_prompt_caching": true
     },
     "azure_ai/kimi-k2.6": {
         "deprecation_date": "2027-04-16",
@@ -10415,7 +10441,7 @@
         "max_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 4e-06,
-        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/introducing-kimi-k2-6-in-microsoft-foundry/4513125",
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/kimi/",
         "supported_modalities": [
             "text",
             "image"
@@ -10426,7 +10452,9 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_tool_choice": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1.6e-07,
+        "supports_prompt_caching": true
     },
     "azure_ai/ministral-3b": {
         "input_cost_per_token": 4e-08,
@@ -12110,7 +12138,7 @@
         "max_output_tokens": 2048,
         "max_tokens": 2048,
         "mode": "chat",
-        "output_cost_per_token": 2.65e-06,
+        "output_cost_per_token": 6e-07,
         "supports_pdf_input": true
     },
     "bedrock/us-west-1/meta.llama3-70b-instruct-v1:0": {
@@ -23514,6 +23542,63 @@
         "web_search_billing_unit": "per_query",
         "google_maps_grounding_cost_per_query": 0.014
     },
+    "vertex_ai/gemini-3.8-flash": {
+        "prompt_cache_min_tokens": 4096,
+        "cache_read_input_token_cost": 7.5e-08,
+        "cache_read_input_token_cost_flex": 3.75e-08,
+        "input_cost_per_token": 7.5e-07,
+        "input_cost_per_token_batches": 3.75e-07,
+        "input_cost_per_token_flex": 3.75e-07,
+        "litellm_provider": "vertex_ai",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_tokens": 65536,
+        "mode": "chat",
+        "output_cost_per_reasoning_token": 3.75e-06,
+        "output_cost_per_token": 3.75e-06,
+        "output_cost_per_token_batches": 1.875e-06,
+        "output_cost_per_token_flex": 1.875e-06,
+        "regional_endpoint_uplift_multiplier": 1.1,
+        "source": "https://cloud.google.com/vertex-ai/generative-ai/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/completions",
+            "/v1/batch"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio",
+            "video"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_audio_input": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_url_context": true,
+        "supports_video_input": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_native_streaming": true,
+        "input_cost_per_token_priority": 1.35e-06,
+        "output_cost_per_token_priority": 6.75e-06,
+        "cache_read_input_token_cost_priority": 1.35e-07,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 0.014,
+            "search_context_size_medium": 0.014,
+            "search_context_size_high": 0.014
+        },
+        "web_search_billing_unit": "per_query",
+        "google_maps_grounding_cost_per_query": 0.014
+    },
     "vertex_ai/gemini-3.1-pro-preview": {
         "prompt_cache_min_tokens": 4096,
         "cache_read_input_token_cost": 2e-07,
@@ -25351,6 +25436,65 @@
         "web_search_billing_unit": "per_query",
         "google_maps_grounding_cost_per_query": 0.014
     },
+    "gemini/gemini-3.8-flash": {
+        "prompt_cache_min_tokens": 4096,
+        "cache_read_input_token_cost": 7.5e-08,
+        "cache_read_input_token_cost_flex": 3.75e-08,
+        "input_cost_per_token": 7.5e-07,
+        "input_cost_per_token_batches": 3.75e-07,
+        "input_cost_per_token_flex": 3.75e-07,
+        "litellm_provider": "gemini",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_tokens": 65536,
+        "mode": "chat",
+        "output_cost_per_reasoning_token": 3.75e-06,
+        "output_cost_per_token": 3.75e-06,
+        "output_cost_per_token_batches": 1.875e-06,
+        "output_cost_per_token_flex": 1.875e-06,
+        "rpm": 2000,
+        "source": "https://ai.google.dev/gemini-api/docs/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/completions",
+            "/v1/batch"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio",
+            "video"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_audio_output": false,
+        "supports_audio_input": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_url_context": true,
+        "supports_video_input": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_native_streaming": true,
+        "tpm": 800000,
+        "input_cost_per_token_priority": 1.35e-06,
+        "output_cost_per_token_priority": 6.75e-06,
+        "cache_read_input_token_cost_priority": 1.35e-07,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 0.014,
+            "search_context_size_medium": 0.014,
+            "search_context_size_high": 0.014
+        },
+        "web_search_billing_unit": "per_query",
+        "google_maps_grounding_cost_per_query": 0.014
+    },
     "gemini/gemini-omni-flash-preview": {
         "input_cost_per_audio_token": 1.5e-06,
         "input_cost_per_token": 1.5e-06,
@@ -25759,6 +25903,63 @@
         "web_search_billing_unit": "per_query",
         "google_maps_grounding_cost_per_query": 0.014
     },
+    "gemini-3.8-flash": {
+        "prompt_cache_min_tokens": 4096,
+        "cache_read_input_token_cost": 7.5e-08,
+        "cache_read_input_token_cost_flex": 3.75e-08,
+        "input_cost_per_token": 7.5e-07,
+        "input_cost_per_token_batches": 3.75e-07,
+        "input_cost_per_token_flex": 3.75e-07,
+        "litellm_provider": "vertex_ai-language-models",
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "max_tokens": 65536,
+        "mode": "chat",
+        "output_cost_per_reasoning_token": 3.75e-06,
+        "output_cost_per_token": 3.75e-06,
+        "output_cost_per_token_batches": 1.875e-06,
+        "output_cost_per_token_flex": 1.875e-06,
+        "source": "https://ai.google.dev/gemini-api/docs/pricing",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/completions",
+            "/v1/batch"
+        ],
+        "supported_modalities": [
+            "text",
+            "image",
+            "audio",
+            "video"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_audio_output": false,
+        "supports_audio_input": true,
+        "supports_function_calling": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_url_context": true,
+        "supports_video_input": true,
+        "supports_vision": true,
+        "supports_web_search": true,
+        "supports_native_streaming": true,
+        "input_cost_per_token_priority": 1.35e-06,
+        "output_cost_per_token_priority": 6.75e-06,
+        "cache_read_input_token_cost_priority": 1.35e-07,
+        "search_context_cost_per_query": {
+            "search_context_size_low": 0.014,
+            "search_context_size_medium": 0.014,
+            "search_context_size_high": 0.014
+        },
+        "web_search_billing_unit": "per_query",
+        "google_maps_grounding_cost_per_query": 0.014
+    },
     "gemini/gemini-2.5-pro-preview-tts": {
         "cache_read_input_token_cost": 1.25e-07,
         "input_cost_per_audio_token": 7e-07,
@@ -29094,20 +29295,92 @@
         "supports_xhigh_reasoning_effort": true,
         "supports_minimal_reasoning_effort": true
     },
+    "gpt-6-astra": {
+        "cache_creation_input_token_cost": 1.25e-05,
+        "cache_creation_input_token_cost_above_272k_tokens": 2.5e-05,
+        "cache_creation_input_token_cost_above_272k_tokens_flex": 1.25e-05,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 5e-05,
+        "cache_creation_input_token_cost_flex": 6.25e-06,
+        "cache_creation_input_token_cost_priority": 2.5e-05,
+        "cache_read_input_token_cost": 1e-06,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-06,
+        "cache_read_input_token_cost_above_272k_tokens_flex": 1e-06,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 4e-06,
+        "cache_read_input_token_cost_flex": 5e-07,
+        "cache_read_input_token_cost_priority": 2e-06,
+        "input_cost_per_token": 1e-05,
+        "input_cost_per_token_above_272k_tokens": 2e-05,
+        "input_cost_per_token_above_272k_tokens_flex": 1e-05,
+        "input_cost_per_token_above_272k_tokens_priority": 4e-05,
+        "input_cost_per_token_batches": 5e-06,
+        "input_cost_per_token_flex": 5e-06,
+        "input_cost_per_token_priority": 2e-05,
+        "litellm_provider": "openai",
+        "max_input_tokens": 922000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 5e-05,
+        "output_cost_per_token_above_272k_tokens": 7.5e-05,
+        "output_cost_per_token_above_272k_tokens_flex": 3.75e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 0.00015,
+        "output_cost_per_token_batches": 2.5e-05,
+        "output_cost_per_token_flex": 2.5e-05,
+        "output_cost_per_token_priority": 0.0001,
+        "regional_processing_uplift_multiplier_eu": 1.1,
+        "regional_processing_uplift_multiplier_us": 1.1,
+        "search_context_cost_per_query": {
+            "search_context_size_high": 0.01,
+            "search_context_size_low": 0.01,
+            "search_context_size_medium": 0.01
+        },
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
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@@ -29602,7 +29891,10 @@
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@@ -29751,7 +30043,10 @@
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@@ -29849,7 +30147,9 @@
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@@ -30834,17 +31136,18 @@
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@@ -30908,8 +31211,8 @@
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@@ -32877,6 +33180,88 @@
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@@ -33705,19 +34090,21 @@
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@@ -33736,19 +34123,21 @@
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@@ -33880,16 +34269,21 @@
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@@ -38556,12 +38950,22 @@
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@@ -41330,13 +41734,13 @@
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@@ -41946,6 +42350,70 @@
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+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "bedrock/us-gov-east-1/anthropic.claude-opus-4-8": {
+        "bedrock_converse_supports_strict_tools": false,
+        "bedrock_output_config_effort_ceiling": "xhigh",
+        "cache_creation_input_token_cost": 7.5e-06,
+        "cache_creation_input_token_cost_above_1hr": 1.2e-05,
+        "cache_read_input_token_cost": 6e-07,
+        "input_cost_per_token": 6e-06,
+        "litellm_provider": "bedrock",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 3e-05,
+        "prompt_cache_min_tokens": 1024,
+        "supports_adaptive_thinking": true,
+        "supports_assistant_prefill": false,
+        "supports_computer_use": true,
+        "supports_function_calling": true,
+        "supports_max_reasoning_effort": true,
+        "supports_mid_conversation_system": true,
+        "supports_native_structured_output": true,
+        "supports_output_config": true,
+        "supports_parallel_tool_use_config": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true
+    },
+    "bedrock_mantle/us-gov-west-1/openai.gpt-5.6-terra": {
+        "litellm_provider": "bedrock_mantle",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "use_openai_responses_path": true,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "input_cost_per_token": 2.64e-06,
+        "input_cost_per_token_above_272k_tokens": 5.28e-06,
+        "cache_creation_input_token_cost": 3.3e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.6e-06,
+        "cache_read_input_token_cost": 2.64e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5.28e-07,
+        "output_cost_per_token": 1.584e-05,
+        "output_cost_per_token_above_272k_tokens": 2.376e-05
+    },
+    "bedrock_mantle/us-gov-west-1/openai.gpt-5.6-luna": {
+        "litellm_provider": "bedrock_mantle",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "use_openai_responses_path": true,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "input_cost_per_token": 2.64e-07,
+        "input_cost_per_token_above_272k_tokens": 5.28e-07,
+        "cache_creation_input_token_cost": 3.3e-07,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.6e-07,
+        "cache_read_input_token_cost": 2.64e-08,
+        "cache_read_input_token_cost_above_272k_tokens": 5.28e-08,
+        "output_cost_per_token": 1.584e-06,
+        "output_cost_per_token_above_272k_tokens": 2.376e-06
+    },
+    "bedrock_mantle/us-gov-west-1/openai.gpt-5.4": {
+        "litellm_provider": "bedrock_mantle",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "use_openai_responses_path": true,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "input_cost_per_token": 3.3e-06,
+        "cache_read_input_token_cost": 3.3e-07,
+        "output_cost_per_token": 1.98e-05
+    },
+    "bedrock_mantle/us-gov-west-1/xai.grok-4.3": {
+        "use_openai_responses_path": true,
+        "litellm_provider": "bedrock_mantle",
+        "max_input_tokens": 131072,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
+        "mode": "chat",
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses"
+        ],
+        "supports_function_calling": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "input_cost_per_token": 1.5e-06,
+        "output_cost_per_token": 3e-06,
+        "cache_read_input_token_cost": 2.4e-07
+    },
+    "bedrock_mantle/us-gov-east-1/openai.gpt-5.4": {
+        "litellm_provider": "bedrock_mantle",
+        "max_input_tokens": 1050000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "use_openai_responses_path": true,
+        "supported_endpoints": [
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "input_cost_per_token": 3.3e-06,
+        "cache_read_input_token_cost": 3.3e-07,
+        "output_cost_per_token": 1.98e-05
+    },
+    "azure/us-gov/gpt-5.1": {
+        "cache_read_input_token_cost": 1.71875e-07,
+        "default_reasoning_effort": "none",
+        "input_cost_per_token": 1.71875e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.375e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "image"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_none_reasoning_effort": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/us-gov/o3-mini": {
+        "cache_read_input_token_cost": 7.57e-07,
+        "input_cost_per_token": 1.513e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "max_tokens": 100000,
+        "mode": "chat",
+        "output_cost_per_token": 6.05e-06,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": false
+    },
+    "azure/us-gov/text-embedding-3-large": {
+        "input_cost_per_token": 1.63e-07,
+        "litellm_provider": "azure",
+        "max_input_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "embedding",
+        "output_cost_per_token": 0.0
+    },
+    "azure/us-gov/text-embedding-3-small": {
+        "input_cost_per_token": 2.5e-08,
+        "litellm_provider": "azure",
+        "max_input_tokens": 8191,
+        "max_tokens": 8191,
+        "mode": "embedding",
+        "output_cost_per_token": 0.0
+    },
+    "cloudflare/@cf/openai/whisper": {
+        "input_cost_per_second": 7.5e-06,
+        "litellm_provider": "cloudflare",
+        "mode": "audio_transcription",
+        "output_cost_per_second": 0.0,
+        "source": "https://developers.cloudflare.com/workers-ai/models/whisper/",
+        "supported_endpoints": [
+            "/v1/audio/transcriptions"
+        ]
+    },
+    "cloudflare/@cf/openai/whisper-large-v3-turbo": {
+        "input_cost_per_second": 8.5e-06,
+        "litellm_provider": "cloudflare",
+        "mode": "audio_transcription",
+        "output_cost_per_second": 0.0,
+        "source": "https://developers.cloudflare.com/workers-ai/models/whisper-large-v3-turbo/",
+        "supported_endpoints": [
+            "/v1/audio/transcriptions"
+        ]
     }
 }
diff --git a/litellm/models/user.py b/litellm/models/user.py
index 259c3440d87..82f78c28078 100644
--- a/litellm/models/user.py
+++ b/litellm/models/user.py
@@ -7,7 +7,7 @@ Canonical definition for ``litellm_usertable``. Re-exported from
 
 from datetime import datetime
 
-from pydantic import ConfigDict, Field, model_validator
+from pydantic import BaseModel, ConfigDict, Field, model_validator
 
 from litellm.models.object_permission import LiteLLM_ObjectPermissionTable
 from litellm.models.organization_membership import (
@@ -67,3 +67,11 @@ class LiteLLM_UserTable(LiteLLMPydanticObjectBase):
         if not self.models:
             return True
         return model_name in self.models
+
+
+class SCIMPlaceholder(BaseModel):
+    """A user row keyed by a value that names another account by SSO identity or email."""
+
+    placeholder_user_id: str
+    resolved_user_ids: tuple[str, ...]
+    team_ids: tuple[str, ...]
diff --git a/litellm/ocr/main.py b/litellm/ocr/main.py
index b918f013700..b260ec6e06f 100644
--- a/litellm/ocr/main.py
+++ b/litellm/ocr/main.py
@@ -194,6 +194,12 @@ def _rust_ocr_supported(prepared_request: _PreparedOCRRequest) -> bool:
     return prepared_request.custom_llm_provider in _RUST_OCR_PROVIDERS
 
 
+def _rust_ocr_enabled(prepared_request: _PreparedOCRRequest) -> bool:
+    raw_request_override: Final = prepared_request.litellm_params.get("rust")
+    request_override: Final = raw_request_override if isinstance(raw_request_override, bool) else None
+    return rust_ocr_bridge.rust_ocr_enabled(request_override=request_override)
+
+
 def _rust_bridge_optional_params(
     prepared_request: _PreparedOCRRequest,
     resolve_secret: Callable[[str], str | None],
@@ -422,7 +428,7 @@ async def aocr(
         custom_llm_provider = prepared.custom_llm_provider
         completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
 
-        if _rust_ocr_supported(prepared) and rust_ocr_bridge.rust_ocr_enabled():
+        if _rust_ocr_supported(prepared) and _rust_ocr_enabled(prepared):
             from litellm.secret_managers.main import get_secret_str
 
             rust_response: Final = await _run_rust_aocr(
@@ -694,7 +700,7 @@ def ocr(
         custom_llm_provider = prepared.custom_llm_provider
         completion_kwargs.update({"model": model, "custom_llm_provider": custom_llm_provider})
 
-        if _rust_ocr_supported(prepared) and rust_ocr_bridge.rust_ocr_enabled():
+        if _rust_ocr_supported(prepared) and _rust_ocr_enabled(prepared):
             from litellm.secret_managers.main import get_secret_str
 
             rust_response: Final = _run_rust_ocr(
diff --git a/litellm/passthrough/main.py b/litellm/passthrough/main.py
index c4bd03fb1c3..7076683f294 100644
--- a/litellm/passthrough/main.py
+++ b/litellm/passthrough/main.py
@@ -113,10 +113,8 @@ class AsyncPassthroughStreamingResponse(AsyncGenerator[bytes, bytes]):
                 )
             )
 
-            # Compliant: Save a strong reference to prevent GC
             self._background_tasks.add(task)
 
-            # Remove the task from the set when it finishes to avoid memory leaks
             task.add_done_callback(self._background_tasks.discard)
         except Exception as e:  # noqa: BLE001 # Safe catch-all for verbose logging
             verbose_logger.exception(
@@ -578,7 +576,6 @@ def llm_passthrough_route(
             else:
                 return response
     except Exception as e:
-        # provider_config is guaranteed non-None here due to the earlier guard
         assert provider_config is not None
         raise base_llm_http_handler._handle_error(
             e=e,
diff --git a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
index 425f82794e6..b9bfb062ec7 100644
--- a/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
+++ b/litellm/proxy/_experimental/mcp_server/auth/user_api_key_auth_mcp.py
@@ -3,7 +3,7 @@ from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from datetime import datetime, timezone
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Final, cast
+from typing import TYPE_CHECKING, Final, Literal, cast
 
 from fastapi import HTTPException
 from starlette.datastructures import Headers
@@ -305,6 +305,12 @@ def _admission_failure_fallback(
     raise exc
 
 
+@dataclass(frozen=True, slots=True)
+class MCPServerAccess:
+    server_ids: tuple[str, ...]
+    scope: Literal["unscoped", "scoped", "unresolved"] = "unscoped"
+
+
 @dataclass(frozen=True, slots=True)
 class DcrBridgeTarget:
     """The single DCR-bridge server a request targets, paired with the exact name the caller
@@ -1149,10 +1155,11 @@ class MCPRequestHandler:
         would miss a real outage wrapped inside it."""
         from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
 
-        if PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(e):
+        outage: Final = PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(e)
+        if outage is not None:
             raise HTTPException(
                 status_code=503,
-                detail="Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly.",
+                detail=PrismaDBExceptionHandler.database_unavailable_message(outage),
             ) from None
 
     @staticmethod
@@ -1455,6 +1462,18 @@ class MCPRequestHandler:
         *,
         keyless_source: bool = False,
     ) -> list[str]:
+        access: Final = await MCPRequestHandler.get_mcp_server_access(
+            user_api_key_auth,
+            keyless_source=keyless_source,
+        )
+        return list(access.server_ids)
+
+    @staticmethod
+    async def get_mcp_server_access(
+        user_api_key_auth: UserAPIKeyAuth | None = None,
+        *,
+        keyless_source: bool = False,
+    ) -> MCPServerAccess:
         """
         Get list of allowed MCP servers for the given user/key based on permissions.
 
@@ -1477,13 +1496,17 @@ class MCPRequestHandler:
         """
         from litellm.proxy.proxy_server import general_settings
 
+        key_object_permission: Final = MCPRequestHandler._get_key_object_permission(user_api_key_auth)
+
         try:
             # A keyless admitted subject resolves per source BEFORE any single-source rule here. Ordering
             # matters: the no_mcp_servers opt-out below reads the caller's own object_permission, so above
             # this branch a user's own opt-out would wrongly zero their TEAMS' grants too (each source is
             # independent; an opt-out silences only its own source, inside the recursive call).
             if _is_mcp_admitted_user_subject(user_api_key_auth) and user_api_key_auth is not None:
-                return await MCPRequestHandler._resolve_admitted_subject_servers(user_api_key_auth)
+                return MCPServerAccess(
+                    server_ids=tuple(await MCPRequestHandler._resolve_admitted_subject_servers(user_api_key_auth)),
+                )
 
             # Get allowed servers from key and team
             allowed_mcp_servers_for_key = await MCPRequestHandler._get_allowed_mcp_servers_for_key(user_api_key_auth)
@@ -1491,7 +1514,7 @@ class MCPRequestHandler:
             # The key explicitly opted out of every MCP server. This overrides
             # team inheritance and additive grants (mirrors no-default-models).
             if SpecialMCPServerNames.no_mcp_servers.value in allowed_mcp_servers_for_key:
-                return []
+                return MCPServerAccess(server_ids=(), scope="scoped")
 
             allowed_mcp_servers_for_team = await MCPRequestHandler._get_allowed_mcp_servers_for_team(user_api_key_auth)
 
@@ -1571,7 +1594,7 @@ class MCPRequestHandler:
                         "require_end_user_mcp_access_defined=True and end_user %s has no MCP permissions - blocking MCP access",
                         user_api_key_auth.end_user_id,
                     )
-                    return []
+                    return MCPServerAccess(server_ids=(), scope="scoped")
 
             #########################################################
             # Check agent permissions if agent_id is set on the key
@@ -1600,14 +1623,22 @@ class MCPRequestHandler:
             #########################################################
             # Apply org-level ceiling if org_id is set
             #########################################################
-            allowed_mcp_servers = await MCPRequestHandler._apply_primary_org_ceiling(
+            allowed_mcp_servers, org_restricts = await MCPRequestHandler._apply_primary_org_ceiling(
                 allowed_mcp_servers,
                 user_api_key_auth,
                 has_lower_level_mcp_restrictions,
                 keyless_source=keyless_source,
             )
 
-            return list(set(allowed_mcp_servers))
+            declares_key_mcp_scope: Final = getattr(key_object_permission, "mcp_servers", None) is not None
+            return MCPServerAccess(
+                server_ids=tuple(set(allowed_mcp_servers)),
+                scope=(
+                    "scoped"
+                    if has_lower_level_mcp_restrictions or org_restricts or declares_key_mcp_scope
+                    else "unscoped"
+                ),
+            )
         except Exception as e:
             if isinstance(e, UnloadableEntitlementError):
                 # A ceiling we KNOW exists and cannot read. Denying is the only answer that does not
@@ -1615,7 +1646,10 @@ class MCPRequestHandler:
                 verbose_logger.warning("Denying MCP access, entitlement unreadable: %s", e)
             else:
                 verbose_logger.warning("Failed to get allowed MCP servers: %s", e)
-            return []
+            return MCPServerAccess(
+                server_ids=(),
+                scope="scoped" if getattr(key_object_permission, "mcp_servers", None) is not None else "unresolved",
+            )
 
     @staticmethod
     async def _apply_primary_org_ceiling(
@@ -1623,7 +1657,7 @@ class MCPRequestHandler:
         user_api_key_auth: UserAPIKeyAuth | None,
         has_lower_level_mcp_restrictions: bool,
         keyless_source: bool = False,
-    ) -> list[str]:
+    ) -> tuple[list[str], bool]:
         """Cap the resolved server list by this caller's org ceiling: an explicit org list intersects
         lower-level restrictions (else becomes the ceiling); no org or an empty list leaves it unchanged.
 
@@ -1637,7 +1671,7 @@ class MCPRequestHandler:
         cannot be read raises out of ``_get_allowed_mcp_servers_for_org`` and never arrives here as
         ``None``, so key auth cannot silently shed a ceiling an operator did configure."""
         if not (user_api_key_auth and user_api_key_auth.org_id):
-            return allowed_mcp_servers
+            return allowed_mcp_servers, False
         allowed_mcp_servers_for_org: Final = await MCPRequestHandler._get_allowed_mcp_servers_for_org(user_api_key_auth)
         if allowed_mcp_servers_for_org is None:
             verbose_logger.warning(
@@ -1645,9 +1679,9 @@ class MCPRequestHandler:
                 user_api_key_auth.org_id,
                 "denying (keyless admitted subject)" if keyless_source else "leaving uncapped (key auth)",
             )
-            return [] if keyless_source else allowed_mcp_servers
+            return ([] if keyless_source else allowed_mcp_servers), False
         if len(allowed_mcp_servers_for_org) == 0:
-            return allowed_mcp_servers
+            return allowed_mcp_servers, False
         if has_lower_level_mcp_restrictions or keyless_source:
             # Org can only cap lower-level restrictions. A keyless admitted source ALWAYS takes this
             # arm: its model unions GRANTS, so an org list may only narrow a source, never become one.
@@ -1656,7 +1690,7 @@ class MCPRequestHandler:
             # No lower-level restrictions → org list becomes the ceiling.
             capped = allowed_mcp_servers_for_org
         verbose_logger.debug("Applied org ceiling filter. Final allowed servers: %s", capped)
-        return capped
+        return capped, True
 
     @staticmethod
     def _scoped_source_auth(
diff --git a/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py b/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py
index 09a3703e904..35a30127e27 100644
--- a/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py
+++ b/litellm/proxy/_experimental/mcp_server/bridge_token_flow.py
@@ -101,18 +101,29 @@ class _ResolvedKey:
     key: "UserAPIKeyAuth"
 
 
-_KeyResolutionFailure = Literal["no_active_key", "unavailable", "unresolvable"]
+_KeyResolutionFailure = Literal["no_active_key", "unavailable", "faulted", "unresolvable"]
 """Why a token request yielded no active litellm key, kept distinct so a caller statuses each truthfully
 instead of blaming the client for a gateway problem:
 - ``no_active_key``: none was presented, or the presented key is unknown / blocked / expired (the
   caller's request is at fault)
 - ``unavailable``: the auth database was transiently unreachable while resolving (retryable)
+- ``faulted``: the auth database's query engine reported a fault that retrying will not clear (still a
+  503, but the wording must not tell the operator to wait)
 - ``unresolvable``: the gateway cannot resolve identity right now (no DB connection, or an unexpected
   error) -- a gateway fault, not the caller's
 The classification mirrors admission's ``_reload_admitted_key`` so the mint (ingress) and admission
 (egress) never disagree on the status of the same outage."""
 
 
+def _database_failure(exc: Exception) -> Literal["unavailable", "faulted"]:
+    from litellm.proxy.db.exception_handler import (  # noqa: PLC0415  # inline import avoids a module-load circular import
+        PrismaDBExceptionHandler,
+    )
+
+    fault: Final = PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(exc) or exc
+    return "faulted" if PrismaDBExceptionHandler.is_permanent_database_fault(fault) else "unavailable"
+
+
 async def _resolve_active_litellm_key(request: Request) -> "_ResolvedKey | _KeyResolutionFailure":
     """Resolve the presented litellm key to an active key record, or say precisely why not.
 
@@ -170,7 +181,7 @@ async def _reload_active_key_by_hash(key_hash: str) -> "_ResolvedKey | _KeyResol
         return "no_active_key"
     except Exception as exc:  # noqa: BLE001  # classify: a DB outage is retryable, anything else is an opaque gateway fault
         if PrismaDBExceptionHandler.is_database_service_unavailable_error(exc):
-            return "unavailable"
+            return _database_failure(exc)
         verbose_logger.debug(
             "_reload_active_key_by_hash: unexpected key-resolution error (%s)",
             type(exc).__name__,
@@ -225,8 +236,9 @@ async def load_active_user_by_id(user_id: str) -> "LiteLLM_UserTable | _KeyResol
     except (ProxyException, HTTPException):
         return "no_active_key"
     except Exception as exc:  # noqa: BLE001  # a DB outage is retryable; a missing user (get_user_object's wrapped ValueError) or any other resolution failure fails closed as no_active_key, never a 500
-        if PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(exc):
-            return "unavailable"
+        outage: Final = PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(exc)
+        if outage is not None:
+            return _database_failure(outage)
         verbose_logger.debug("_reload_active_user_by_id: user-resolution error (%s)", type(exc).__name__)
         return "no_active_key"
     if user_object is None:
@@ -383,6 +395,7 @@ _BridgeMintError = Literal[
     "no_identity",
     "invalid_refresh",
     "identity_unavailable",
+    "identity_faulted",
     "identity_unresolvable",
     "not_configured",
     "no_upstream_token",
@@ -433,6 +446,13 @@ def _bridge_mint_error_response(error: _BridgeMintError) -> JSONResponse:
                 "temporarily_unavailable",
                 "the authentication database is temporarily unreachable; retry shortly",
             )
+        case "identity_faulted":
+            status, code, desc = (
+                503,
+                "temporarily_unavailable",
+                "the authentication database reported a fault that is not a transient outage; "
+                "retrying will not help until the gateway deployment is repaired",
+            )
         case "identity_unresolvable":
             status, code, desc = (
                 500,
@@ -485,6 +505,8 @@ def _key_resolution_failure_to_mint_error(failure: _KeyResolutionFailure) -> _Br
             return "no_identity"
         case "unavailable":
             return "identity_unavailable"
+        case "faulted":
+            return "identity_faulted"
         case "unresolvable":
             return "identity_unresolvable"
         case _:
@@ -569,6 +591,8 @@ def _refresh_key_failure_to_mint_error(failure: _KeyResolutionFailure) -> _Bridg
             return "invalid_refresh"
         case "unavailable":
             return "identity_unavailable"
+        case "faulted":
+            return "identity_faulted"
         case "unresolvable":
             return "identity_unresolvable"
         case _:
diff --git a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
index 94bca9460dd..81dd9057c9b 100644
--- a/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/discoverable_endpoints.py
@@ -448,6 +448,17 @@ def _append_query_params(url: str, params: dict[str, str]) -> str:
     return urlunparse(parsed._replace(query=urlencode(query_params)))
 
 
+def _resolve_mcp_server_by_name_or_id(lookup: str, client_ip: str | None) -> MCPServer | None:
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
+        global_mcp_server_manager,
+    )
+
+    by_name: Final = global_mcp_server_manager.get_mcp_server_by_name(lookup, client_ip=client_ip)
+    if by_name is not None:
+        return by_name
+    return global_mcp_server_manager.get_mcp_server_by_id(lookup, client_ip=client_ip)
+
+
 def _resolve_oauth2_server_for_root_endpoints(
     client_ip: str | None = None,
 ) -> MCPServer | None:
@@ -1766,10 +1777,6 @@ async def authorize(
     resource: str | None = None,
 ):
     # Redirect to real OAuth provider with PKCE support
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
-
     if mcp_server_name is None and client_id and is_gateway_dcr_client_id(client_id):
         if is_proxy_api_resource(request, resource):
             return await native_client_authorize(
@@ -1797,9 +1804,7 @@ async def authorize(
 
     lookup_name: Final[str | None] = mcp_server_name or client_id
     client_ip: Final = IPAddressUtils.get_mcp_client_ip(request)
-    mcp_server = (
-        global_mcp_server_manager.get_mcp_server_by_name(lookup_name, client_ip=client_ip) if lookup_name else None
-    )
+    mcp_server = _resolve_mcp_server_by_name_or_id(lookup_name, client_ip) if lookup_name else None
     if mcp_server is None and mcp_server_name is None:
         mcp_server = _resolve_oauth2_server_for_root_endpoints(client_ip=client_ip)
     if mcp_server is None:
@@ -1855,10 +1860,6 @@ async def token_endpoint(
     3. Return the token
     4. Return a virtual key in this response
     """
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
-
     if mcp_server_name is None and is_gateway_dcr_client_id(client_id):
         from litellm.proxy.proxy_server import (  # noqa: PLC0415  # circular import at module load
             master_key,
@@ -1882,7 +1883,7 @@ async def token_endpoint(
 
     lookup_name: Final = mcp_server_name or client_id
     client_ip: Final = IPAddressUtils.get_mcp_client_ip(request)
-    mcp_server = global_mcp_server_manager.get_mcp_server_by_name(lookup_name, client_ip=client_ip)
+    mcp_server = _resolve_mcp_server_by_name_or_id(lookup_name, client_ip)
     if mcp_server is None and mcp_server_name is None:
         mcp_server = _resolve_oauth2_server_for_root_endpoints(client_ip=client_ip)
     if mcp_server is None:
@@ -2288,10 +2289,6 @@ async def _build_oauth_protected_resource_response(
     Returns:
         OAuth protected resource metadata dict
     """
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
-
     request_base_url: Final = get_request_base_url(request)
     client_ip: Final = IPAddressUtils.get_mcp_client_ip(request)
     explicitly_named: Final = mcp_server_name is not None
@@ -2304,7 +2301,7 @@ async def _build_oauth_protected_resource_response(
 
     mcp_server: MCPServer | None = None
     if mcp_server_name:
-        mcp_server = global_mcp_server_manager.get_mcp_server_by_name(mcp_server_name, client_ip=client_ip)
+        mcp_server = _resolve_mcp_server_by_name_or_id(mcp_server_name, client_ip)
 
     # Build resource URL based on the pattern
     if mcp_server_name:
@@ -2562,10 +2559,6 @@ def _build_oauth_authorization_server_response(
     registry lookups; unlike :func:`_build_oauth_protected_resource_response`
     it does not need to await any upstream IO.
     """
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
-
     request_base_url: Final = get_request_base_url(request)
     client_ip: Final = IPAddressUtils.get_mcp_client_ip(request)
     explicitly_named: Final = mcp_server_name is not None
@@ -2583,7 +2576,7 @@ def _build_oauth_authorization_server_response(
 
     mcp_server: MCPServer | None = None
     if mcp_server_name:
-        mcp_server = global_mcp_server_manager.get_mcp_server_by_name(mcp_server_name, client_ip=client_ip)
+        mcp_server = _resolve_mcp_server_by_name_or_id(mcp_server_name, client_ip)
 
     _raise_unless_oauth2_discovery_server(mcp_server, mcp_server_name, "not an OAuth authorization server")
 
@@ -2709,10 +2702,6 @@ async def oauth_authorization_server_legacy(request: Request, mcp_server_name: s
 @router.post("/{mcp_server_name}/register")
 @router.post("/register")
 async def register_client(request: Request, mcp_server_name: str | None = None):
-    from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
-        global_mcp_server_manager,
-    )
-
     # Get the correct base URL considering X-Forwarded-* headers
     request_base_url: Final = get_request_base_url(request)
 
@@ -2748,7 +2737,7 @@ async def register_client(request: Request, mcp_server_name: str | None = None):
             )
         return dummy_return
 
-    mcp_server: Final = global_mcp_server_manager.get_mcp_server_by_name(mcp_server_name, client_ip=client_ip)
+    mcp_server: Final = _resolve_mcp_server_by_name_or_id(mcp_server_name, client_ip)
     if mcp_server is None:
         return dummy_return
     return await register_client_with_server(
diff --git a/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py b/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
index a43e762a456..c7b0045dde5 100644
--- a/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
+++ b/litellm/proxy/_experimental/mcp_server/gateway_dcr_flow.py
@@ -150,11 +150,18 @@ _CLIENT_RECORD_DEBUG_KEY: Final = "gateway_dcr_client"
 _CONNECT_FLOW_DEBUG_KEY: Final = "gateway_connect_flow"
 _AUTH_CODE_DEBUG_KEY: Final = "gateway_authorization_code"
 
-ReloadUserFailure = Literal["unresolvable", "unavailable", "no_active_key"]
+ReloadUserFailure = Literal["unresolvable", "unavailable", "faulted", "no_active_key"]
 ReloadUser = Callable[[str], Awaitable[ReloadUserFailure | None]]
 """Injected live-user revalidation (the token endpoint's mirror of admission):
-``None`` means the user is active; ``unavailable`` is a retryable DB outage; anything
-else fails the grant closed."""
+``None`` means the user is active; ``unavailable`` is a retryable DB outage; ``faulted`` is
+a DB fault retrying will not clear (still 503, worded so nobody just waits); anything else
+fails the grant closed."""
+
+_DB_UNAVAILABLE_DESCRIPTION: Final = "the gateway database is unavailable; retry"
+_DB_FAULTED_DESCRIPTION: Final = (
+    "the gateway database reported a fault that is not a transient outage; "
+    "retrying will not help until the gateway deployment is repaired"
+)
 
 PROXY_API_AUDIENCE: Final[SessionAudience] = "proxy_api"
 """The audience a native client (``lite login --pkce``, a Go CLI) asks for by sending the
@@ -659,7 +666,9 @@ def _set_flow_cookie(response: Response, request: Request, handle: str, flow: _C
 def _consent_lookup_failure_response(failure: ReloadUserFailure) -> Response:
     match failure:
         case "unavailable":
-            return _oauth_error(503, "temporarily_unavailable", "the gateway database is unavailable; retry")
+            return _oauth_error(503, "temporarily_unavailable", _DB_UNAVAILABLE_DESCRIPTION)
+        case "faulted":
+            return _oauth_error(503, "temporarily_unavailable", _DB_FAULTED_DESCRIPTION)
         case "unresolvable":
             return _oauth_error(500, "server_error", "the gateway is not configured to resolve users")
         case "no_active_key":
@@ -962,7 +971,9 @@ def _reload_failure_response(failure: ReloadUserFailure) -> Response:
     ``ReloadUserFailure`` member is a type error here rather than silently 400ing."""
     match failure:
         case "unavailable":
-            return _oauth_error(503, "temporarily_unavailable", "the gateway database is unavailable; retry")
+            return _oauth_error(503, "temporarily_unavailable", _DB_UNAVAILABLE_DESCRIPTION)
+        case "faulted":
+            return _oauth_error(503, "temporarily_unavailable", _DB_FAULTED_DESCRIPTION)
         case "unresolvable":
             return _oauth_error(500, "server_error", "the gateway is not configured to resolve users")
         case "no_active_key":
@@ -981,7 +992,7 @@ def _mint_failure_response(failure: ProxyCredentialMintFailure) -> Response:
             return _oauth_error(
                 400, "invalid_grant", "this user belongs to a team; sign in again and pick the team for this credential"
             )
-        case "unavailable" | "unresolvable" | "no_active_key":
+        case "unavailable" | "faulted" | "unresolvable" | "no_active_key":
             return _reload_failure_response(failure)
         case _:
             assert_never(failure)
@@ -1297,8 +1308,8 @@ async def introspect_gateway_token(
         if peeked == "claimed":
             return _inactive_introspection_response()
     failure: Final = await reload_user(opened.principal.user_id)
-    if failure == "unavailable":
-        return _oauth_error(503, "temporarily_unavailable", "the gateway database is unavailable; retry")
+    if failure == "unavailable" or failure == "faulted":
+        return _reload_failure_response(failure)
     if failure is not None:
         return _inactive_introspection_response()
     return _active_introspection_response(opened)
diff --git a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
index 1f552ff3e13..bfc5f629faf 100644
--- a/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
+++ b/litellm/proxy/_experimental/mcp_server/mcp_server_manager.py
@@ -47,7 +47,7 @@ from litellm.constants import (
     MCP_TOOL_LISTING_TIMEOUT,
 )
 from litellm.exceptions import BlockedPiiEntityError, GuardrailRaisedException
-from litellm.experimental_mcp_client.client import MCPClient, MCPSigV4Auth, strip_auth_scheme
+from litellm.experimental_mcp_client.client import MCPClient, MCPSigV4Auth, strip_auth_scheme, to_basic_credentials
 from litellm.integrations.custom_guardrail import (
     _sync_guardrail_info_to_logging_obj,  # pyright: ignore[reportPrivateUsage] - the same bridge @log_guardrail_information uses; reimplementing it here would fork the metadata-key logic
 )
@@ -55,6 +55,7 @@ from litellm.litellm_core_utils.url_utils import SSRFError, async_safe_get
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
     MCPRequestHandler,
+    MCPServerAccess,
     _is_mcp_admitted_user_subject,
 )
 from litellm.proxy._experimental.mcp_server.elicitation_handler import (
@@ -820,20 +821,46 @@ def _should_strip_caller_authorization(
     if not (mcp_server.is_oauth_passthrough or mcp_server.is_oauth_delegate):
         return False
 
-    normalized_raw_headers: Final = {str(k).lower(): v for k, v in (raw_headers or {}).items() if isinstance(k, str)}
-    has_explicit_litellm_admission_header: Final = normalized_raw_headers.get("x-litellm-api-key") is not None
+    has_explicit_litellm_admission_header: Final = _has_explicit_litellm_admission_header(raw_headers)
     if mcp_server.is_oauth_delegate:
         return not has_explicit_litellm_admission_header
-    admission_consumed_authorization_as_litellm_key: Final = (
-        user_api_key_auth is not None
-        and bool(getattr(user_api_key_auth, "api_key", None))
-        and not has_explicit_litellm_admission_header
-    )
-    return admission_consumed_authorization_as_litellm_key or (
+    return _authorization_is_litellm_admission_credential(raw_headers, user_api_key_auth) or (
         user_api_key_auth is None and not has_explicit_litellm_admission_header
     )
 
 
+LITELLM_VIRTUAL_KEY_PREFIX: Final = "sk-"
+
+
+def _raw_header_value(raw_headers: Mapping[str, str] | None, name: str) -> str | None:
+    return next((v for k, v in (raw_headers or {}).items() if isinstance(k, str) and k.lower() == name), None)
+
+
+def _has_explicit_litellm_admission_header(raw_headers: Mapping[str, str] | None) -> bool:
+    """Admission only consumes a non-empty ``x-litellm-api-key``; an empty one falls back to ``Authorization``."""
+    return bool(_raw_header_value(raw_headers, "x-litellm-api-key"))
+
+
+def _authorization_is_litellm_admission_credential(
+    raw_headers: Mapping[str, str] | None,
+    user_api_key_auth: UserAPIKeyAuth | None,
+) -> bool:
+    """True when ``Authorization`` carries the LiteLLM key admission validated.
+
+    That is the case when no usable ``x-litellm-api-key`` was sent, or when the client repeated the
+    same key in both headers.
+    """
+    if user_api_key_auth is None or not user_api_key_auth.api_key:
+        return False
+    admission_header: Final = _raw_header_value(raw_headers, "x-litellm-api-key")
+    if not admission_header:
+        return True
+    authorization: Final = _raw_header_value(raw_headers, "authorization")
+    return authorization is not None and strip_auth_scheme(authorization, "Bearer") == strip_auth_scheme(
+        admission_header, "Bearer"
+    )
+
+
 def _format_byok_openapi_auth_header(mcp_server: MCPServer, mcp_auth_header: str) -> str:
     """Format a raw BYOK credential for OpenAPI tool ``Authorization`` injection.
 
@@ -901,6 +928,7 @@ def _resolve_openapi_tool_auth(
             mcp_server_auth_headers,
             alias=mcp_server.alias,
             server_name=mcp_server.server_name,
+            access_groups=mcp_server.access_groups,
         )
         if mcp_server_auth_headers
         else None
@@ -2272,13 +2300,13 @@ class MCPServerManager:
                 from litellm.types.mcp import MCPAuth
 
                 if server.auth_type == MCPAuth.bearer_token:
-                    headers["Authorization"] = f"Bearer {server.authentication_token}"
+                    headers["Authorization"] = f"Bearer {strip_auth_scheme(server.authentication_token, 'Bearer')}"
                 elif server.auth_type == MCPAuth.api_key:
-                    headers["Authorization"] = f"ApiKey {server.authentication_token}"
+                    headers["Authorization"] = f"ApiKey {strip_auth_scheme(server.authentication_token, 'ApiKey')}"
                 elif server.auth_type == MCPAuth.basic:
-                    headers["Authorization"] = f"Basic {server.authentication_token}"
+                    headers["Authorization"] = f"Basic {to_basic_credentials(server.authentication_token)}"
                 elif server.auth_type == MCPAuth.token:
-                    headers["Authorization"] = f"token {server.authentication_token}"
+                    headers["Authorization"] = f"token {strip_auth_scheme(server.authentication_token, 'token')}"
 
             # Add any static headers from server config.
             #
@@ -2932,7 +2960,13 @@ class MCPServerManager:
             return None
         return user_api_key_auth.mcp_session_resource_server_id
 
-    async def get_allowed_mcp_servers(self, user_api_key_auth: UserAPIKeyAuth | None = None) -> list[str]:
+    async def get_allowed_mcp_servers(
+        self,
+        user_api_key_auth: UserAPIKeyAuth | None = None,
+        *,
+        access: MCPServerAccess | None = None,
+        general_settings: Mapping[str, object] | None = None,
+    ) -> list[str]:
         """
         Get the allowed MCP Servers for the user.
 
@@ -2941,6 +2975,9 @@ class MCPServerManager:
         2. If admin and no object_permission, return all servers
         3. Otherwise, use standard permission checks
         """
+        from litellm.proxy.proxy_server import general_settings as proxy_general_settings
+
+        resolved_general_settings: Final = proxy_general_settings if general_settings is None else general_settings
         allow_all_server_ids: Final = self.get_allow_all_keys_server_ids()
 
         # A keyless admitted subject is resolved per grant source, and channel decisions that are
@@ -2981,11 +3018,16 @@ class MCPServerManager:
             # whole registry, for keys AND admitted session subjects alike (one predicate owns the
             # question). Seeded into the union rather than returned early so the session resource
             # scope below still bounds a per-server envelope held by an admin.
-            combined_servers: Final = (
-                set(self.get_registry().keys())
-                if await MCPRequestHandler.admin_view_unscoped(user_api_key_auth)
-                else set(await MCPRequestHandler.get_allowed_mcp_servers(user_api_key_auth))
+            admin_unscoped: Final = await MCPRequestHandler.admin_view_unscoped(user_api_key_auth)
+            resolved_access: Final = (
+                MCPServerAccess(server_ids=())
+                if admin_unscoped
+                else access or await MCPRequestHandler.get_mcp_server_access(user_api_key_auth)
             )
+            resolved_server_ids: Final = (
+                set(self.get_registry().keys()) if admin_unscoped else set(resolved_access.server_ids)
+            )
+            combined_servers: Final = set(resolved_server_ids)
             verbose_logger.debug("Allowed MCP Servers for user api key auth: %s", combined_servers)
             combined_servers.update(
                 await self.operator_open_server_ids(
@@ -3026,6 +3068,18 @@ class MCPServerManager:
                 ]
                 combined_servers.update(delegate_server_ids)
 
+            restrict_allow_all: Final = (
+                resolved_general_settings.get("mcp_allow_all_keys_respects_mcp_scope", False)
+                and user_api_key_auth is not None
+                and user_api_key_auth.via_virtual_key
+                and resolved_access.scope != "unscoped"
+            )
+            if restrict_allow_all:
+                combined_servers.difference_update(
+                    set(allow_all_server_ids)
+                    - resolved_server_ids
+                    - (set(submitted_server_ids) if resolved_access.scope != "unresolved" else set())
+                )
             if len(combined_servers) == 0:
                 verbose_logger.debug("No allowed MCP Servers found for user api key auth.")
             scope = MCPServerManager._admitted_session_resource_scope(user_api_key_auth)
@@ -3243,6 +3297,7 @@ class MCPServerManager:
                     mcp_server_auth_headers,
                     alias=server.alias,
                     server_name=server.server_name,
+                    access_groups=server.access_groups,
                 )
 
             # Fall back to deprecated mcp_auth_header if no server-specific header found
@@ -3277,8 +3332,8 @@ class MCPServerManager:
     #########################################################
     @staticmethod
     def _extract_bearer_token(
-        oauth2_headers: dict[str, str] | None,
-        raw_headers: dict[str, str] | None,
+        oauth2_headers: Mapping[str, str] | None,
+        raw_headers: Mapping[str, str] | None,
     ) -> str | None:
         """Extract the bare Bearer token from oauth2_headers or raw_headers.
 
@@ -3293,15 +3348,32 @@ class MCPServerManager:
             normalized: Final = {k.lower(): v for k, v in raw_headers.items()}
             auth_value = normalized.get("authorization")
         if auth_value:
-            if auth_value.startswith("Bearer "):
-                return auth_value[len("Bearer ") :]
-            return auth_value
+            return strip_auth_scheme(auth_value, "Bearer")
         return None
 
+    @staticmethod
+    def _extract_subject_token(
+        oauth2_headers: Mapping[str, str] | None,
+        raw_headers: Mapping[str, str] | None,
+        user_api_key_auth: UserAPIKeyAuth | None,
+    ) -> str | None:
+        """The caller's upstream identity token, or ``None`` when the bearer is a LiteLLM key.
+
+        Rejects the key admission validated and, because virtual keys always carry the ``sk-`` prefix,
+        any other LiteLLM key a client puts in ``Authorization`` next to ``x-litellm-api-key``.
+        """
+        if _authorization_is_litellm_admission_credential(raw_headers, user_api_key_auth):
+            return None
+        bearer: Final = MCPServerManager._extract_bearer_token(oauth2_headers, raw_headers)
+        if bearer is not None and bearer.startswith(LITELLM_VIRTUAL_KEY_PREFIX):
+            return None
+        return bearer
+
     def _obo_subject_token(
         self,
         server: MCPServer,
-        raw_headers: dict[str, str] | None,
+        raw_headers: Mapping[str, str] | None,
+        user_api_key_auth: UserAPIKeyAuth | None,
     ) -> str | None:
         """The caller's bearer as the token_exchange (OBO) subject token, for that mode only.
 
@@ -3311,7 +3383,7 @@ class MCPServerManager:
         """
         if server.auth_type != MCPAuth.oauth2_token_exchange:
             return None
-        return self._extract_bearer_token(None, raw_headers)
+        return self._extract_subject_token(None, raw_headers, user_api_key_auth)
 
     def _build_stdio_env(
         self,
@@ -3566,29 +3638,50 @@ class MCPServerManager:
         server: MCPServer,
         oauth2_headers: dict[str, str] | None,
         user_api_key_auth: UserAPIKeyAuth | None,
+        raw_headers: Mapping[str, str] | None = None,
     ) -> None:
-        """Run the OBO exchange for a caller-supplied subject at the transport edge.
+        """Mint an exchange-backed server's upstream credential at the transport edge.
 
         Single-server routes call this before the MCP session opens, where an HTTP status and
         ``WWW-Authenticate`` still reach the client. A rejected subject raises the RFC 9728
         challenge and any other ``CredError`` maps onto its public HTTP status, so an exchange
         failure surfaces as a failure instead of the session continuing into an empty tool list.
         A successful exchange is cached by the exchanger, so the session's list/call reuses it.
+
+        Each mode pre-flights only where it would resolve the subject the session goes on to use,
+        which is what keeps the pre-flight from reaching a verdict the session would contradict.
+        ``oauth2_token_exchange`` mints from the caller's inbound bearer, so without one there is
+        nothing to exchange and the missing-subject case stays the preemptive challenge's job.
+        ``oauth2_id_jag`` is the mirror image: tool listing resolves it from the identity assertion
+        captured for this user at SSO login and never from the inbound bearer, so the pre-flight is
+        faithful exactly when no identity bearer was sent (a LiteLLM key in ``Authorization`` is not one),
+        and a caller that did send one is passed through
+        untouched rather than judged against a subject the listing will not use. That store-sourced
+        case is the one whose missing-assertion 412 and store-outage 503 the session cannot report.
+        Only OBO has a discovery challenge to raise; ID-JAG's failures are plain statuses whose body
+        already names what the user has to do, so they map through ``raise_public`` as at egress.
         """
-        if server.auth_type != MCPAuth.oauth2_token_exchange:
-            return
-        subject_token: Final = self._extract_bearer_token(oauth2_headers, None)
-        if not subject_token:
-            return
+        subject_token: Final = self._extract_subject_token(oauth2_headers, raw_headers, user_api_key_auth)
+        match server.auth_type:
+            case MCPAuth.oauth2_token_exchange:
+                if not self._extract_bearer_token(oauth2_headers, None):
+                    return
+            case MCPAuth.oauth2_id_jag:
+                if subject_token is not None:
+                    return
+            case _:
+                return
         resolved_server: Final = await self.ensure_oauth_metadata_discovered(server)
-        spec: Final = to_server_spec(resolved_server)
-        if spec is None or not isinstance(spec.config, TokenExchangeConfig):
+        spec: Final = _to_server_spec_fail_closed(resolved_server)
+        if spec is None or not isinstance(spec.config, (TokenExchangeConfig, IdJagConfig)):
             return
+        if subject_token is None and isinstance(spec.config, TokenExchangeConfig):
+            raise_token_exchange_challenge(resolved_server, root_path=get_server_root_path())
         match await self._cred_provider.resolve_credentials(to_subject(user_api_key_auth, subject_token), spec):
             case Ok(_):
                 return
             case Error(err):
-                if err.tag == "unauthorized":
+                if err.tag == "unauthorized" and isinstance(spec.config, TokenExchangeConfig):
                     raise_token_exchange_challenge(
                         resolved_server,
                         root_path=get_server_root_path(),
@@ -3851,7 +3944,7 @@ class MCPServerManager:
             # token (mirrors the call path), not v1's deleted client_credentials fallback. Other modes
             # never read the inbound bearer, so leave subject_token None to avoid forwarding it.
             subject_token: Final = (
-                self._extract_bearer_token(oauth2_headers, raw_headers)
+                self._extract_subject_token(oauth2_headers, raw_headers, user_api_key_auth)
                 if server.auth_type == MCPAuth.oauth2_token_exchange
                 else None
             )
@@ -3931,6 +4024,7 @@ class MCPServerManager:
     async def get_prompts_from_server(
         self,
         server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
         mcp_auth_header: str | dict[str, str] | None = None,
         extra_headers: dict[str, str] | None = None,
         add_prefix: bool = True,
@@ -3959,7 +4053,7 @@ class MCPServerManager:
                 extra_headers.update(server.static_headers)
 
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
-            subject_token: Final = self._obo_subject_token(server, raw_headers)
+            subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
 
             client = await self._create_mcp_client(
                 server=server,
@@ -3982,6 +4076,7 @@ class MCPServerManager:
     async def get_resources_from_server(
         self,
         server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
         mcp_auth_header: str | dict[str, str] | None = None,
         extra_headers: dict[str, str] | None = None,
         add_prefix: bool = True,
@@ -4001,7 +4096,7 @@ class MCPServerManager:
                 extra_headers.update(server.static_headers)
 
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
-            subject_token: Final = self._obo_subject_token(server, raw_headers)
+            subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
 
             client = await self._create_mcp_client(
                 server=server,
@@ -4024,6 +4119,7 @@ class MCPServerManager:
     async def get_resource_templates_from_server(
         self,
         server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
         mcp_auth_header: str | dict[str, str] | None = None,
         extra_headers: dict[str, str] | None = None,
         add_prefix: bool = True,
@@ -4043,7 +4139,7 @@ class MCPServerManager:
                 extra_headers.update(server.static_headers)
 
             stdio_env: Final = self._build_stdio_env(server, raw_headers)
-            subject_token: Final = self._obo_subject_token(server, raw_headers)
+            subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
 
             client = await self._create_mcp_client(
                 server=server,
@@ -4068,6 +4164,7 @@ class MCPServerManager:
     async def read_resource_from_server(
         self,
         server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
         url: AnyUrl,
         mcp_auth_header: str | dict[str, str] | None = None,
         extra_headers: dict[str, str] | None = None,
@@ -4084,7 +4181,7 @@ class MCPServerManager:
             extra_headers.update(server.static_headers)
 
         stdio_env: Final = self._build_stdio_env(server, raw_headers)
-        subject_token: Final = self._obo_subject_token(server, raw_headers)
+        subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
 
         client: Final = await self._create_mcp_client(
             server=server,
@@ -4099,6 +4196,7 @@ class MCPServerManager:
     async def get_prompt_from_server(
         self,
         server: MCPServer,
+        user_api_key_auth: UserAPIKeyAuth | None,
         prompt_name: str,
         arguments: dict[str, str] | None = None,
         mcp_auth_header: str | dict[str, str] | None = None,
@@ -4116,7 +4214,7 @@ class MCPServerManager:
             extra_headers.update(server.static_headers)
 
         stdio_env: Final = self._build_stdio_env(server, raw_headers)
-        subject_token: Final = self._obo_subject_token(server, raw_headers)
+        subject_token: Final = self._obo_subject_token(server, raw_headers, user_api_key_auth)
 
         client: Final = await self._create_mcp_client(
             server=server,
@@ -5277,6 +5375,7 @@ class MCPServerManager:
                 mcp_server_auth_headers,
                 alias=mcp_server.alias,
                 server_name=mcp_server.server_name,
+                access_groups=mcp_server.access_groups,
             )
 
         # Fall back to deprecated mcp_auth_header if no server-specific header found
@@ -5290,7 +5389,7 @@ class MCPServerManager:
             MCPAuth.oauth2_token_exchange,
             MCPAuth.oauth2_id_jag,
         ):
-            subject_token = self._extract_bearer_token(oauth2_headers, raw_headers)
+            subject_token = self._extract_subject_token(oauth2_headers, raw_headers, user_api_key_auth)
         elif mcp_server.auth_type == MCPAuth.oauth2:
             if mcp_server.has_client_credentials:
                 # For M2M OAuth servers, Authorization must come from token fetch.
@@ -5638,7 +5737,7 @@ class MCPServerManager:
 
         subject_token: str | None = None
         if isinstance(spec.config, (TokenExchangeConfig, IdJagConfig)):
-            subject_token = self._extract_bearer_token(oauth2_headers, raw_headers)
+            subject_token = self._extract_subject_token(oauth2_headers, raw_headers, user_api_key_auth)
         elif isinstance(spec.config, PassthroughConfig):
             inbound_token, forwarded_headers = _take_forwarded_authorization(forwarded_headers)
             per_server_token: Final = _passthrough_token_from_mcp_auth_header(mcp_auth_header)
@@ -6067,13 +6166,13 @@ class MCPServerManager:
         internal_networks = IPAddressUtils.parse_internal_networks(general_settings.get("mcp_internal_ip_ranges"))
         return IPAddressUtils.is_internal_ip(client_ip, internal_networks)
 
-    def get_mcp_server_by_id(self, server_id: str) -> MCPServer | None:
-        """
-        Get the MCP Server from the server id
-        """
+    def get_mcp_server_by_id(self, server_id: str, client_ip: str | None = None) -> MCPServer | None:
+        """Get the MCP Server from the server id."""
         registry: Final = self.get_registry()
         for server in registry.values():
             if server.server_id == server_id:
+                if not self._is_server_accessible_from_ip(server, client_ip):
+                    return None
                 return server
         return None
 
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
index 4458ac7f190..6a95a93a2a8 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/adapter.py
@@ -18,6 +18,7 @@ from fastapi import HTTPException
 from pydantic import SecretStr
 from typing_extensions import assert_never
 
+from litellm.experimental_mcp_client.client import strip_auth_scheme, to_basic_credentials
 from litellm.proxy._experimental.mcp_server.oauth_utils import resolve_upstream_resource
 from litellm.proxy._experimental.mcp_server.outbound_credentials.types import (
     DEFAULT_CREDENTIAL_HEADER,
@@ -213,7 +214,9 @@ def _shared_key_spec(
     token: Final = server.authentication_token
     if not token:
         return None  # no key configured -> defer to v1 (parity-safe)
-    value: Final = base64.b64encode(token.encode("utf-8")).decode() if encode else token
+    value: Final = (
+        to_basic_credentials(token) if encode else strip_auth_scheme(token, value_prefix) if value_prefix else token
+    )
     return ServerSpec(
         server_id=server.server_id,
         resource=resource,
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/sso_assertion_store.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/sso_assertion_store.py
index 8a0d41584f9..6552008ca54 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/sso_assertion_store.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/sso_assertion_store.py
@@ -11,7 +11,8 @@ being registered, so a gateway with no EMA upstream never stores bearer material
 The row is one encrypted payload per user, latest login wins. ``expires_at`` mirrors the
 id_token ``exp`` claim and is judged by the reader, never enforced by deletion here: an
 expired assertion with a refresh token is still renewable, and the DB row is the source of
-truth, the same contract as the per-user OAuth credential store.
+truth, the same contract as the per-user OAuth credential store. Reads use a per-process cache with
+TTL ``MCP_SSO_ASSERTION_CACHE_TTL_SECONDS``; invalidation also guards against stale in-flight reads.
 """
 
 from __future__ import annotations
@@ -24,6 +25,8 @@ import jwt
 from pydantic import BaseModel, ConfigDict, SecretStr, TypeAdapter, ValidationError
 
 from litellm._logging import verbose_proxy_logger
+from litellm.caching.in_memory_cache import InMemoryCache
+from litellm.constants import MCP_OAUTH2_TOKEN_CACHE_MAX_SIZE, MCP_SSO_ASSERTION_CACHE_TTL_SECONDS
 
 if TYPE_CHECKING:
     from litellm.proxy.utils import PrismaClient
@@ -45,6 +48,46 @@ class SSOIdentityAssertion(BaseModel):
     expires_at: datetime | None = None
 
 
+class SSOAssertionCache:
+    """Process-local read cache. ``invalidate`` bumps a process-wide epoch so a fetch that started
+    before a login cannot repopulate the old assertion after it."""
+
+    def __init__(self, ttl_seconds: int = MCP_SSO_ASSERTION_CACHE_TTL_SECONDS) -> None:
+        self._entries = InMemoryCache(
+            max_size_in_memory=MCP_OAUTH2_TOKEN_CACHE_MAX_SIZE,
+            default_ttl=ttl_seconds,
+        )
+        self._epoch: int = 0
+
+    def epoch(self) -> int:
+        return self._epoch
+
+    def get(self, user_id: str) -> SSOIdentityAssertion | None:
+        cached: Final = self._entries.get_cache(  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+            user_id
+        )
+        return cached if isinstance(cached, SSOIdentityAssertion) else None
+
+    def set_if_unchanged(self, user_id: str, assertion: SSOIdentityAssertion, seen_epoch: int) -> None:
+        if self._epoch != seen_epoch:
+            return
+        self._entries.set_cache(  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+            user_id, assertion
+        )
+
+    def invalidate(self, user_id: str) -> None:
+        self._epoch += 1
+        self._entries.delete_cache(  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+            user_id
+        )
+
+    def flush(self) -> None:
+        self._entries.flush_cache()  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+
+
+_ASSERTION_CACHE: Final = SSOAssertionCache()
+
+
 class _IdTokenClaims(BaseModel):
     exp: float | None = None
     iss: str | None = None
@@ -107,7 +150,9 @@ async def ema_assertion_retention_enabled() -> bool:
     return row is not None
 
 
-async def persist_sso_identity_assertion(user_id: str, assertion: SSOIdentityAssertion) -> None:
+async def persist_sso_identity_assertion(
+    user_id: str, assertion: SSOIdentityAssertion, cache: SSOAssertionCache = _ASSERTION_CACHE
+) -> None:
     from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper  # noqa: PLC0415  # runtime global
     from litellm.proxy.proxy_server import prisma_client  # noqa: PLC0415  # runtime global
 
@@ -127,11 +172,10 @@ async def persist_sso_identity_assertion(user_id: str, assertion: SSOIdentityAss
             "update": {"assertion_b64": encoded},
         },
     )
+    cache.invalidate(user_id)
 
 
-async def fetch_sso_identity_assertion(user_id: str) -> SSOIdentityAssertion | None:
-    """The stored assertion for ``user_id``, or ``None`` when absent, undecryptable (salt-key
-    rotation), or unparseable. Expiry is not judged here; the reader owns that policy."""
+async def _read_assertion_from_db(user_id: str) -> SSOIdentityAssertion | None:
     from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper  # noqa: PLC0415  # runtime global
     from litellm.proxy.proxy_server import prisma_client  # noqa: PLC0415  # runtime global
 
@@ -160,6 +204,21 @@ async def fetch_sso_identity_assertion(user_id: str) -> SSOIdentityAssertion | N
     )
 
 
+async def fetch_sso_identity_assertion(
+    user_id: str, cache: SSOAssertionCache = _ASSERTION_CACHE
+) -> SSOIdentityAssertion | None:
+    """The stored assertion for ``user_id``, or ``None`` when absent, undecryptable (salt-key
+    rotation), or unparseable. Expiry is not judged here; the reader owns that policy."""
+    cached: Final = cache.get(user_id)
+    if cached is not None:
+        return cached
+    seen_epoch: Final = cache.epoch()
+    assertion: Final = await _read_assertion_from_db(user_id)
+    if assertion is not None:
+        cache.set_if_unchanged(user_id, assertion, seen_epoch)
+    return assertion
+
+
 class AssertionStoreUnavailable(Exception):
     """Raised by ``fetch`` when the backing store is unreachable (e.g. the DB is down).
 
@@ -189,9 +248,12 @@ class DbSSOAssertionStore:
     from credential resolution and from the upstream-401 retry.
     """
 
+    def __init__(self, cache: SSOAssertionCache = _ASSERTION_CACHE) -> None:
+        self._cache = cache
+
     async def fetch(self, user_id: str) -> SSOIdentityAssertion | None:
         try:
-            return await fetch_sso_identity_assertion(user_id)
+            return await fetch_sso_identity_assertion(user_id, cache=self._cache)
         except Exception as exc:  # noqa: BLE001  # any driver/storage failure is an outage, not an absence
             raise AssertionStoreUnavailable(str(exc)) from exc
 
diff --git a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py
index 84f714db449..6f1e5baa109 100644
--- a/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py
+++ b/litellm/proxy/_experimental/mcp_server/outbound_credentials/token_endpoint.py
@@ -121,6 +121,23 @@ class TokenEndpointClient:
         return Ok(ExchangedToken(access_token=parsed.access_token, expires_in=parsed.expires_in))
 
 
+class _KeyGuard:
+    """The per-key single-flight lock plus the invalidation generation that lock protects.
+
+    Both live on one object so their lifetimes cannot diverge. `get_or_compute` binds the guard to
+    a local for its whole critical section, which keeps the weak map's entry alive for as long as
+    that compute could still write; an `invalidate` overlapping the compute therefore reaches the
+    very same object and its bump is guaranteed to be observed. Conversely a guard nobody holds is
+    collectible precisely because no write is outstanding for it to fence.
+    """
+
+    __slots__ = ("__weakref__", "generation", "lock")
+
+    def __init__(self) -> None:
+        self.lock = asyncio.Lock()
+        self.generation = 0
+
+
 class ExchangedTokenCache:
     """Memoizes the final token string per key, single-flighting concurrent misses on one lock."""
 
@@ -129,7 +146,7 @@ class ExchangedTokenCache:
             max_size_in_memory=MCP_TOKEN_EXCHANGE_CACHE_MAX_SIZE,
             default_ttl=MCP_OAUTH2_TOKEN_CACHE_DEFAULT_TTL,
         )
-        self._locks: weakref.WeakValueDictionary[str, asyncio.Lock] = weakref.WeakValueDictionary()
+        self._guards: weakref.WeakValueDictionary[str, _KeyGuard] = weakref.WeakValueDictionary()
 
     async def get_or_compute(
         self,
@@ -144,28 +161,50 @@ class ExchangedTokenCache:
         guaranteeing the token it gets back was minted for the *current* inputs: a stored entry
         whose fingerprint differs reads as a miss and is re-minted over. That keeps eviction
         addressable without the key having to encode the credential material it protects.
+
+        An `invalidate` landing while `compute` is in flight wins over that compute's write. The
+        token is still returned to the caller it was minted for, but it is not stored, so the next
+        resolution re-mints rather than serving a bearer that predates the invalidation for the
+        rest of its TTL.
         """
         cached = self._get(cache_key, fingerprint)
         if cached is not None:
             return Ok(cached)
-        async with self._lock(cache_key):
+        guard = self._guard(cache_key)
+        async with guard.lock:
             cached = self._get(cache_key, fingerprint)
             if cached is not None:
                 return Ok(cached)
+            generation = guard.generation
             match await compute():
                 case Ok(token):
-                    self._cache.set_cache(  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
-                        cache_key,
-                        (fingerprint, token.access_token),
-                        ttl=_cache_ttl_seconds(token.expires_in),
-                    )
+                    if guard.generation == generation:
+                        self._store(cache_key, fingerprint, token)
                     return Ok(token.access_token)
                 case Error(err):
                     return Error(err)
 
     def invalidate(self, cache_key: str) -> None:
-        """Evict one cached token so the next `get_or_compute` re-mints (e.g. after an upstream 401)."""
+        """Evict one cached token so the next `get_or_compute` re-mints (e.g. after an upstream 401).
+
+        Bumping the guard's generation is what makes the eviction stick against a compute already
+        awaiting the token endpoint: that compute snapshotted the old generation and so skips its
+        write. No guard means no compute is in flight, since an in-flight one pins its own.
+
+        Stays synchronous: callers invalidate from plain `def`s.
+        """
         self._cache.delete_cache(cache_key)  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+        guard = self._guards.get(cache_key)
+        if guard is None:
+            return
+        guard.generation += 1
+
+    def _store(self, cache_key: str, fingerprint: str, token: ExchangedToken) -> None:
+        self._cache.set_cache(  # pyright: ignore[reportUnknownMemberType]  # InMemoryCache is untyped
+            cache_key,
+            (fingerprint, token.access_token),
+            ttl=_cache_ttl_seconds(token.expires_in),
+        )
 
     def _get(self, cache_key: str, fingerprint: str) -> str | None:
         """The stored token, or None when absent or minted for different inputs.
@@ -180,12 +219,12 @@ class ExchangedTokenCache:
             return None
         return token if stored_fingerprint == fingerprint else None
 
-    def _lock(self, cache_key: str) -> asyncio.Lock:
-        lock = self._locks.get(cache_key)
-        if lock is None:
-            lock = asyncio.Lock()
-            self._locks[cache_key] = lock
-        return lock
+    def _guard(self, cache_key: str) -> _KeyGuard:
+        guard = self._guards.get(cache_key)
+        if guard is None:
+            guard = _KeyGuard()
+            self._guards[cache_key] = guard
+        return guard
 
 
 def _cache_ttl_seconds(expires_in: int | None) -> int:
diff --git a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
index 3efb6429326..b3469da9071 100644
--- a/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
+++ b/litellm/proxy/_experimental/mcp_server/rest_endpoints.py
@@ -1,13 +1,16 @@
 import asyncio
 import importlib
-from collections.abc import Awaitable, Callable, Mapping
+from collections.abc import Awaitable, Callable, Mapping, Sequence
 from datetime import datetime
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal
 
+import anyio
 import httpx
 from fastapi import APIRouter, Depends, HTTPException, Query, Request, status
 
 from litellm._logging import verbose_logger
+from litellm.constants import MCP_CLIENT_TIMEOUT, MCP_TOOL_LISTING_TIMEOUT
 from litellm.exceptions import (
     BlockedPiiEntityError,
     GuardrailRaisedException,
@@ -18,8 +21,11 @@ from litellm.proxy._experimental.mcp_server.exceptions import (
     MCPUpstreamAuthError,
 )
 from litellm.proxy._experimental.mcp_server.faults.list_outcomes import (
+    ServerListOk,
+    ServerOutcome,
     classify_list_exception,
     list_fault_http_status,
+    outcome_wire_value,
 )
 from litellm.proxy._experimental.mcp_server.ui_session_utils import (
     acting_user_auth,
@@ -68,7 +74,13 @@ _MCP_GUARDRAIL_REJECTIONS: Final = (
 )
 
 
-def _connection_error_message(exc: BaseException) -> str:
+def _connection_error_message(exc: BaseException, url: str | None, timeout_seconds: float) -> str:
+    if isinstance(exc, TimeoutError):
+        return (
+            f"Failed to connect to MCP server: no response from {url or 'the server'} "
+            f"within {timeout_seconds:.0f}s. Check that the LiteLLM proxy can reach this URL "
+            "from its network (DNS, egress rules, firewalls) and that the server answers MCP requests."
+        )
     if isinstance(exc, httpx.LocalProtocolError):
         return (
             "Failed to connect to MCP server: a request header is malformed. "
@@ -88,6 +100,7 @@ def _connection_error_message(exc: BaseException) -> str:
 if MCP_AVAILABLE:
     from mcp.types import Tool as MCPTool
 
+    from litellm.experimental_mcp_client.client import MCPClient
     from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
         _UPSTREAM_OAUTH_DISCOVERY_AUTH_TYPES,
         global_mcp_server_manager,
@@ -99,6 +112,7 @@ if MCP_AVAILABLE:
         ListMCPToolsRestAPIResponseObject,
         MCPInfo,
         MCPServer,
+        _aggregate_server_key,  # pyright: ignore[reportPrivateUsage]  # same per-server key as the tools/list _meta outcomes
         _apply_toolset_scope,
         _fire_mcp_tool_call_logging,
         execute_mcp_tool,
@@ -243,7 +257,7 @@ if MCP_AVAILABLE:
         )
 
     def _get_server_auth_header(
-        server,
+        server: MCPServer,
         mcp_server_auth_headers: dict[str, dict[str, str]] | None,
         mcp_auth_header: str | None,
     ) -> dict[str, str] | str | None:
@@ -255,8 +269,9 @@ if MCP_AVAILABLE:
         if mcp_server_auth_headers:
             server_auth: Final = lookup_mcp_server_auth_in_headers(
                 mcp_server_auth_headers,
-                alias=getattr(server, "alias", None),
-                server_name=getattr(server, "server_name", None),
+                alias=server.alias,
+                server_name=server.server_name,
+                access_groups=server.access_groups,
             )
             if server_auth is not None:
                 return server_auth
@@ -803,9 +818,6 @@ if MCP_AVAILABLE:
                 list(allowed_server_ids_set), _rest_client_ip
             )
 
-            list_tools_result: Final = []
-            error_message = None
-
             # If server_id is specified, only query that specific server
             if server_id:
                 return await _list_tools_for_single_server(
@@ -849,22 +861,19 @@ if MCP_AVAILABLE:
                     else {}
                 )
 
-                # Query all servers the user has access to
-                errors: Final = []
-                for allowed_server_id in allowed_server_ids:
-                    server = global_mcp_server_manager.get_mcp_server_by_id(allowed_server_id)
-                    if server is None:
-                        continue
-
-                    server_auth_header = _get_server_auth_header(server, mcp_server_auth_headers, mcp_auth_header)
-                    user_oauth_extra_headers = await _get_user_oauth_extra_headers(
+                async def list_server(
+                    server: MCPServer,
+                ) -> tuple[Sequence[ListMCPToolsRestAPIResponseObject], ServerOutcome]:
+                    server_auth_header: Final = _get_server_auth_header(
+                        server, mcp_server_auth_headers, mcp_auth_header
+                    )
+                    user_oauth_extra_headers: Final = await _get_user_oauth_extra_headers(
                         server,
                         user_api_key_dict,
                         prefetched_creds=prefetched_oauth_creds,
                     )
-
                     try:
-                        tools_result = await _get_tools_for_single_server(
+                        tools_result: Final = await _get_tools_for_single_server(
                             server,
                             server_auth_header,
                             raw_headers_from_request,
@@ -872,24 +881,35 @@ if MCP_AVAILABLE:
                             extra_headers=user_oauth_extra_headers,
                             apply_tool_filters=apply_tool_filters,
                         )
-                        list_tools_result.extend(tools_result)
                     except Exception as e:
                         verbose_logger.exception("Error getting tools from %s: %s", server.name, e)
-                        errors.append(
-                            f"{get_server_prefix(server)}: {classify_list_exception(e).tag}"
-                            if isinstance(e, (MCPServerListError, MCPUpstreamAuthError))
-                            else f"{get_server_prefix(server)}: {e}"
-                        )
-                        continue
+                        return (), classify_list_exception(e)
+                    return tools_result, ServerListOk(tool_count=len(tools_result))
 
-                if errors and not list_tools_result:
-                    error_message = "Failed to get tools from servers: " + "; ".join(errors)
-
-            return {
-                "tools": list_tools_result,
-                "error": "partial_failure" if error_message else None,
-                "message": (error_message if error_message else "Successfully retrieved tools"),
-            }
+                queried_servers: Final = tuple(
+                    server
+                    for server in map(global_mcp_server_manager.get_mcp_server_by_id, allowed_server_ids)
+                    if server is not None
+                )
+                listings: Final = tuple([await list_server(server) for server in queried_servers])
+                list_tools_result: Final = [tool for tools, _ in listings for tool in tools]
+                server_outcomes: Final = MappingProxyType(
+                    {_aggregate_server_key(server): outcome for server, (_, outcome) in zip(queried_servers, listings)}
+                )
+                errors: Final = tuple(
+                    f"{key}: {outcome.tag}" for key, outcome in server_outcomes.items() if outcome.tag != "ok"
+                )
+                error_message: Final = (
+                    "Failed to get tools from servers: " + "; ".join(errors)
+                    if errors and not list_tools_result
+                    else None
+                )
+                return {
+                    "tools": list_tools_result,
+                    "error": "partial_failure" if error_message else None,
+                    "message": (error_message if error_message else "Successfully retrieved tools"),
+                    "server_outcomes": {key: outcome_wire_value(outcome) for key, outcome in server_outcomes.items()},
+                }
 
         except MCPUpstreamAuthError as e:
             # Surface upstream pass-through 401/403 challenges to the client so
@@ -1130,12 +1150,18 @@ if MCP_AVAILABLE:
         scopes: Final[list[str] | None] = scopes_raw if isinstance(scopes_raw, list) else None
         return client_id, client_secret, scopes
 
+    async def _list_tools_within(client: MCPClient, deadline: float) -> list[MCPTool] | None:
+        with anyio.move_on_after(deadline):
+            return await client.list_tools(raise_on_error=True)
+        return None
+
     async def _execute_with_mcp_client(
         request: NewMCPServerRequest,
         operation: Callable[..., Awaitable[Mapping[str, object]]],
         mcp_auth_header: str | dict[str, str] | None = None,
         oauth2_headers: dict[str, str] | None = None,
         raw_headers: dict[str, str] | None = None,
+        timeout_seconds: float = MCP_TOOL_LISTING_TIMEOUT,
     ) -> Mapping[str, object]:
         """
         Create a temporary MCP client from *request*, run *operation*, and return the result.
@@ -1151,6 +1177,10 @@ if MCP_AVAILABLE:
             oauth2_headers: Headers extracted from the incoming request (may contain the
                 litellm API key — must NOT be forwarded for M2M servers).
             raw_headers: Raw request headers forwarded for stdio env construction.
+            timeout_seconds: Cap on OAuth discovery, connect, handshake, and *operation*
+                combined. Defaults to ``MCP_TOOL_LISTING_TIMEOUT`` (30s, below common LB
+                timeouts) so an unreachable upstream yields this endpoint's JSON error
+                instead of an opaque load-balancer 504 with an empty body.
 
         Returns:
             The dict returned by *operation*, or an error dict on failure.
@@ -1173,6 +1203,7 @@ if MCP_AVAILABLE:
                 transport=request.transport,
                 auth_type=request.auth_type,
                 mcp_info=request.mcp_info,
+                timeout=request.timeout,
                 command=request.command,
                 args=request.args,
                 env=request.env,
@@ -1240,15 +1271,16 @@ if MCP_AVAILABLE:
                 static_headers=request.static_headers,
             )
 
-            client: Final = await global_mcp_server_manager._create_mcp_client(
-                server=server_model,
-                mcp_auth_header=mcp_auth_header,
-                extra_headers=merged_headers,
-                stdio_env=stdio_env,
-                cred_provider=preview_cred_provider,
-            )
+            with anyio.fail_after(timeout_seconds):
+                client: Final = await global_mcp_server_manager._create_mcp_client(
+                    server=server_model,
+                    mcp_auth_header=mcp_auth_header,
+                    extra_headers=merged_headers,
+                    stdio_env=stdio_env,
+                    cred_provider=preview_cred_provider,
+                )
 
-            return await operation(client)
+                return await operation(client)
 
         except (KeyboardInterrupt, SystemExit, asyncio.CancelledError):
             raise
@@ -1257,7 +1289,7 @@ if MCP_AVAILABLE:
             return {
                 "status": "error",
                 "error": True,
-                "message": _connection_error_message(e),
+                "message": _connection_error_message(e, request.url, timeout_seconds),
             }
 
     async def _preview_openapi_tools(spec_path: str) -> dict:
@@ -1402,11 +1434,26 @@ if MCP_AVAILABLE:
             oauth2_headers = MCPRequestHandler._get_oauth2_headers_from_headers(headers)
 
         async def _list_tools_operation(client):
-            async def _list_tools_session_operation(session):
-                return await session.list_tools()
-
-            list_tools_response: Final = await client.run_with_session(_list_tools_session_operation)
-            list_tools_result: Final[list[MCPTool]] = list_tools_response.tools
+            # Bound the whole pagination walk: without this the preview is limited only by the
+            # per-request timeout times the page cap. max() keeps the pre-pagination guarantee
+            # that a single slow page within the client timeout still succeeds, and a
+            # per-server timeout above the global default extends the deadline with it.
+            listing_deadline: Final = max(
+                getattr(client, "timeout", MCP_CLIENT_TIMEOUT) or MCP_CLIENT_TIMEOUT,
+                MCP_TOOL_LISTING_TIMEOUT,
+            )
+            list_tools_result: Final = await _list_tools_within(client, listing_deadline)
+            if list_tools_result is None:
+                verbose_logger.warning(
+                    "MCP tools/list preview timed out after %s seconds while paginating upstream tools",
+                    listing_deadline,
+                )
+                return {  # mutable-ok: error response payload
+                    "status": "error",
+                    "error": True,
+                    "message": f"Timed out listing tools after {listing_deadline} seconds. "
+                    "The MCP server may be responding slowly or paginating excessively.",
+                }
             model_dumped_tools: Final[list[dict]] = [tool.model_dump() for tool in list_tools_result]
             return {
                 "tools": model_dumped_tools,
diff --git a/litellm/proxy/_experimental/mcp_server/server.py b/litellm/proxy/_experimental/mcp_server/server.py
index 989b08b929a..975d9642b36 100644
--- a/litellm/proxy/_experimental/mcp_server/server.py
+++ b/litellm/proxy/_experimental/mcp_server/server.py
@@ -1612,7 +1612,10 @@ if MCP_AVAILABLE:
         )
 
         server_headers: Final = lookup_mcp_server_auth_in_headers(
-            mcp_server_auth_headers, alias=server.alias, server_name=server.server_name
+            mcp_server_auth_headers,
+            alias=server.alias,
+            server_name=server.server_name,
+            access_groups=server.access_groups,
         )
         if isinstance(server_headers, str):
             return bool(server_headers.strip())
@@ -1712,6 +1715,7 @@ if MCP_AVAILABLE:
                 mcp_server_auth_headers,
                 alias=server.alias,
                 server_name=server.server_name,
+                access_groups=server.access_groups,
             )
 
         extra_headers: dict[str, str] | None = None
@@ -2189,6 +2193,7 @@ if MCP_AVAILABLE:
             try:
                 prompts = await global_mcp_server_manager.get_prompts_from_server(
                     server=server,
+                    user_api_key_auth=user_api_key_auth,
                     mcp_auth_header=server_auth_header,
                     extra_headers=extra_headers,
                     add_prefix=True,  # Always add server prefix
@@ -2242,6 +2247,7 @@ if MCP_AVAILABLE:
             try:
                 resources = await global_mcp_server_manager.get_resources_from_server(
                     server=server,
+                    user_api_key_auth=user_api_key_auth,
                     mcp_auth_header=server_auth_header,
                     extra_headers=extra_headers,
                     add_prefix=True,  # Always add server prefix
@@ -2293,6 +2299,7 @@ if MCP_AVAILABLE:
             try:
                 resource_templates = await global_mcp_server_manager.get_resource_templates_from_server(
                     server=server,
+                    user_api_key_auth=user_api_key_auth,
                     mcp_auth_header=server_auth_header,
                     extra_headers=extra_headers,
                     add_prefix=True,  # Always add server prefix
@@ -3211,6 +3218,7 @@ if MCP_AVAILABLE:
 
         return await global_mcp_server_manager.get_prompt_from_server(
             server=server,
+            user_api_key_auth=user_api_key_auth,
             prompt_name=original_prompt_name,
             arguments=arguments,
             mcp_auth_header=server_auth_header,
@@ -3261,6 +3269,7 @@ if MCP_AVAILABLE:
 
         return await global_mcp_server_manager.read_resource_from_server(
             server=server,
+            user_api_key_auth=user_api_key_auth,
             url=url,
             mcp_auth_header=server_auth_header,
             extra_headers=extra_headers,
@@ -3723,6 +3732,7 @@ if MCP_AVAILABLE:
         user_api_key_auth: UserAPIKeyAuth | None,
         client_ip: str | None,
         allowed_server_ids: set[str] | None = None,
+        raw_headers: Mapping[str, str] | None = None,
     ) -> None:
         """Fail fast with HTTP 401 for MCP servers that need user auth but
         didn't receive it on this request. Covers both gateway-managed OAuth2
@@ -3845,21 +3855,29 @@ if MCP_AVAILABLE:
 
                 raise_token_exchange_challenge(server, root_path=get_server_root_path())
 
-            # token_exchange (OBO) with a subject present: run the exchange here at the transport
-            # edge, so a rejected subject raises the RFC 9728 challenge (and a gateway fault its
-            # public status) instead of the session opening and list_tools masking the failure as
-            # an empty tool list. Gated to single-server routes; the multi-server aggregate keeps
-            # absorbing per-server auth failures so one bad server cannot 401 the whole connect.
+            # Exchange-backed modes (token_exchange's OBO mint, id_jag's stored-assertion mint): run
+            # the exchange here at the transport edge, so a rejected subject raises the RFC 9728
+            # challenge and any other failure its public status, instead of the session opening and
+            # list_tools masking it as an empty tool list. The manager owns which modes pre-flight
+            # and what each mints from. Gated to single-server routes the key may reach; the
+            # multi-server aggregate keeps absorbing per-server auth failures so one bad server
+            # cannot 401 the whole connect.
             if (
                 server
-                and server.auth_type == MCPAuth.oauth2_token_exchange
-                and oauth2_headers
                 and len(mcp_servers or []) == 1
+                and server.server_id
+                in frozenset(
+                    allowed.server_id
+                    for allowed in await _get_allowed_mcp_servers(
+                        user_api_key_auth=user_api_key_auth, mcp_servers=mcp_servers, client_ip=client_ip
+                    )
+                )
             ):
                 await global_mcp_server_manager.preflight_token_exchange(
                     server=server,
                     oauth2_headers=oauth2_headers,
                     user_api_key_auth=user_api_key_auth,
+                    raw_headers=raw_headers,
                 )
 
             # Pass-through OAuth: when the admin has opted a server into
@@ -4188,6 +4206,7 @@ if MCP_AVAILABLE:
                 user_api_key_auth=user_api_key_auth,
                 client_ip=_client_ip,
                 allowed_server_ids=toolset_allowed_server_ids,
+                raw_headers=raw_headers,
             )
 
             # Pre-flight auth check for pass-through servers.  Must run after
@@ -4511,6 +4530,7 @@ if MCP_AVAILABLE:
                 user_api_key_auth=user_api_key_auth,
                 client_ip=_sse_client_ip,
                 allowed_server_ids=toolset_allowed_server_ids,
+                raw_headers=raw_headers,
             )
 
             # Pre-flight auth check for pass-through servers: surface upstream
diff --git a/litellm/proxy/_experimental/mcp_server/tool_search.py b/litellm/proxy/_experimental/mcp_server/tool_search.py
index f79765f6d01..af02c11ad86 100644
--- a/litellm/proxy/_experimental/mcp_server/tool_search.py
+++ b/litellm/proxy/_experimental/mcp_server/tool_search.py
@@ -2,20 +2,31 @@ from __future__ import annotations
 
 import json
 from collections.abc import Mapping, Sequence
+from dataclasses import dataclass
 from datetime import datetime
-from typing import TYPE_CHECKING, Any, Final, TypedDict, assert_never
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Any, Final, TypedDict
 
-from typing_extensions import ReadOnly, Required
+from pydantic import ValidationError
+from typing_extensions import ReadOnly, Required, assert_never
 
 import litellm
 from litellm.proxy.agent_endpoints.agent_search import DEFAULT_AGENT_SEARCH_TOP_K
+from litellm.proxy.common_utils.semantic_text_index import (
+    Embedder,
+    EmbeddingFailed,
+    SemanticTextIndex,
+    router_embedder,
+)
+from litellm.types.mcp import MCPToolSearchSettings
 
 if TYPE_CHECKING:
-    from mcp.types import CallToolResult
+    from mcp.types import CallToolResult, Tool
 
     from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
     from litellm.proxy._types import UserAPIKeyAuth
 
+MCP_TOOL_SEARCH_SETTINGS_KEY: Final[str] = "mcp_tool_search"
 MCP_TOOL_SEARCH_TOOL_NAME: Final[str] = "mcp_tool_search"
 MCP_TOOL_CALL_TOOL_NAME: Final[str] = "mcp_tool_call"
 AGENT_SEARCH_TOOL_NAME: Final[str] = "agent_search"
@@ -29,17 +40,91 @@ def coerce_top_k(value: Any, default: int = 5) -> int:
         return default
 
 
-def search_tools(query: str, tools: list[dict[str, Any]], top_k: int = 5) -> list[dict[str, Any]]:
+class ToolSearchResult(TypedDict, total=False):
+    name: Required[ReadOnly[str]]
+    description: Required[ReadOnly[str]]
+    inputSchema: Required[ReadOnly[Mapping[str, object]]]
+    score: ReadOnly[float]
+
+
+@dataclass(frozen=True, slots=True)
+class SemanticToolRanker:
+    embed: Embedder
+    embedding_model: str
+    index: SemanticTextIndex
+
+
+global_mcp_tool_search_index: Final = SemanticTextIndex()
+
+
+def mcp_tool_search_settings() -> MCPToolSearchSettings | ValidationError:
+    try:
+        return MCPToolSearchSettings.model_validate(litellm.mcp_tool_search or {})
+    except ValidationError as exc:
+        return exc
+
+
+def _tool_result(tool: Tool) -> ToolSearchResult:
+    return {"name": tool.name, "description": tool.description or "", "inputSchema": tool.inputSchema}
+
+
+def _scored_result(tool: Tool, score: float) -> ToolSearchResult:
+    return {"name": tool.name, "description": tool.description or "", "inputSchema": tool.inputSchema, "score": score}
+
+
+def _tool_text(tool: Tool) -> str:
+    return "\n".join(part for part in (tool.name, tool.description or "") if part)
+
+
+def _keyword_score(query: str, tool: Tool) -> float:
+    haystack: Final = _tool_text(tool).lower()
+    return float(sum(1 for token in query.lower().split() if token in haystack))
+
+
+def _split_core_tools(tools: Sequence[Tool], core_tools: Sequence[str]) -> tuple[tuple[Tool, ...], tuple[Tool, ...]]:
+    by_name: Final = MappingProxyType({tool.name: tool for tool in tools})
+    core: Final = tuple(by_name[name] for name in dict.fromkeys(core_tools) if name in by_name)
+    rest: Final = tuple(tool for tool in tools if tool.name not in frozenset(core_tools))
+    return core, rest
+
+
+def _top_hits(
+    tools: Sequence[Tool], scores: Sequence[float], minimum: float, limit: int
+) -> tuple[tuple[float, Tool], ...]:
+    hits: Final = ((score, tool) for score, tool in zip(scores, tools, strict=True) if score >= minimum)
+    return tuple(sorted(hits, key=lambda hit: hit[0], reverse=True)[:limit])
+
+
+def search_tools(query: str, tools: Sequence[Tool], top_k: int = 5) -> tuple[ToolSearchResult, ...]:
+    """Keyword fallback used when no embedding model is configured: one point per query token found in the tool."""
     if not query:
-        return []
-    tokens: Final = query.lower().split()
+        return ()
+    scores: Final = tuple(_keyword_score(query, tool) for tool in tools)
+    return tuple(_tool_result(tool) for _, tool in _top_hits(tools, scores, minimum=1.0, limit=top_k))
 
-    def _score(tool: dict[str, Any]) -> int:
-        haystack: Final = (tool.get("name", "") + " " + tool.get("description", "")).lower()
-        return sum(1 for t in tokens if t in haystack)
 
-    scored: Final = ((s, tool) for tool in tools if (s := _score(tool)) > 0)
-    return [tool for _, tool in sorted(scored, key=lambda x: x[0], reverse=True)[:top_k]]
+async def search_mcp_tools(
+    query: str,
+    tools: Sequence[Tool],
+    top_k: int,
+    settings: MCPToolSearchSettings,
+    ranker: SemanticToolRanker | None,
+) -> tuple[ToolSearchResult, ...] | EmbeddingFailed:
+    """Core tools the caller can access come first, then up to `top_k` ranked matches from the remaining tools."""
+    core, rest = _split_core_tools(tools, settings.core_tools)
+    limit: Final = min(top_k, settings.top_k)
+    core_results: Final = tuple(_tool_result(tool) for tool in core)
+    if ranker is None:
+        return (*core_results, *search_tools(query, rest, limit))
+    if not query:
+        return core_results
+    scores: Final = await ranker.index.scores(
+        query, tuple(_tool_text(tool) for tool in rest), ranker.embed, ranker.embedding_model
+    )
+    if isinstance(scores, EmbeddingFailed):
+        return scores
+    hits: Final = _top_hits(rest, scores, minimum=settings.similarity_threshold, limit=limit)
+    return (*core_results, *(_scored_result(tool, score) for score, tool in hits))
 
 
 class _ToolParamSchema(TypedDict, total=False):
@@ -66,11 +151,17 @@ def _json_array(*items: str) -> Sequence[str]:
 
 _MCP_TOOL_SEARCH_DEFINITION: Final[VirtualToolDefinition] = {
     "name": MCP_TOOL_SEARCH_TOOL_NAME,
-    "description": "Search for MCP tools by keyword. Returns top matching tools with names, descriptions, and input schemas.",
+    "description": (
+        "Search for MCP tools by describing what you need. "
+        "Returns top matching tools with names, descriptions, and input schemas."
+    ),
     "inputSchema": {
         "type": "object",
         "properties": {
-            "query": {"type": "string", "description": "Keywords to search for in tool names and descriptions."},
+            "query": {
+                "type": "string",
+                "description": "What the tool should do, matched against names and descriptions.",
+            },
             "top_k": {"type": "integer", "description": "Maximum number of results to return.", "default": 5},
         },
         "required": _json_array("query"),
@@ -165,10 +256,28 @@ async def handle_mcp_tool_search(
     oauth2_headers: dict[str, str] | None = None,
     raw_headers: dict[str, str] | None = None,
 ) -> CallToolResult:
-    from mcp.types import CallToolResult, TextContent
-
     from litellm.proxy._experimental.mcp_server.server import _list_mcp_tools
+    from litellm.proxy.proxy_server import llm_router
 
+    settings: Final = mcp_tool_search_settings()
+    if isinstance(settings, ValidationError):
+        return _text_tool_result(
+            f"litellm_settings.{MCP_TOOL_SEARCH_SETTINGS_KEY} is invalid: {settings}", is_error=True
+        )
+    if settings.embedding_model is not None and llm_router is None:
+        return _text_tool_result(
+            f"litellm_settings.{MCP_TOOL_SEARCH_SETTINGS_KEY}.embedding_model needs a model_list so it can be called",
+            is_error=True,
+        )
+    ranker: Final = (
+        SemanticToolRanker(
+            embed=router_embedder(llm_router, settings.embedding_model, user_api_key_dict),
+            embedding_model=settings.embedding_model,
+            index=global_mcp_tool_search_index,
+        )
+        if settings.embedding_model is not None and llm_router is not None
+        else None
+    )
     mcp_listing: Final = await _list_mcp_tools(
         user_api_key_auth=user_api_key_dict,
         mcp_servers=mcp_servers,
@@ -178,17 +287,10 @@ async def handle_mcp_tool_search(
         oauth2_headers=oauth2_headers,
         raw_headers=raw_headers,
     )
-    mcp_tools: Final = mcp_listing.tools
-    tools: Final = [
-        {
-            "name": t.name,
-            "description": t.description or "",
-            "inputSchema": t.inputSchema,
-        }
-        for t in mcp_tools
-    ]
-    results: Final = search_tools(query, tools, top_k)
-    return CallToolResult(content=[TextContent(type="text", text=json.dumps(results))], isError=False)
+    results: Final = await search_mcp_tools(query, mcp_listing.tools, top_k, settings, ranker)
+    if isinstance(results, EmbeddingFailed):
+        return _text_tool_result(results.reason, is_error=True)
+    return _text_tool_result(json.dumps(results), is_error=False)
 
 
 async def handle_mcp_tool_call(
diff --git a/litellm/proxy/_experimental/mcp_server/utils.py b/litellm/proxy/_experimental/mcp_server/utils.py
index 83883664df5..252756e0458 100644
--- a/litellm/proxy/_experimental/mcp_server/utils.py
+++ b/litellm/proxy/_experimental/mcp_server/utils.py
@@ -8,11 +8,12 @@ import json
 import os
 import re
 import typing
-from collections.abc import Iterable, Iterator, Mapping, MutableMapping, MutableSequence
+from collections.abc import Iterable, Iterator, Mapping, MutableMapping, MutableSequence, Sequence
 from collections.abc import Set as AbstractSet
 from typing import Any, Final, Protocol
 from urllib.parse import quote
 
+from litellm._logging import verbose_logger
 from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
 if typing.TYPE_CHECKING:
@@ -169,34 +170,58 @@ def sanitize_mcp_alias_for_header(alias: str) -> str:
     return sanitized.strip("_")
 
 
+def _header_keys_for_identifier(identifier: str) -> tuple[str, ...]:
+    lowered: Final = identifier.lower()
+    sanitized: Final = sanitize_mcp_alias_for_header(identifier)
+    return (lowered,) if not sanitized or sanitized == lowered else (lowered, sanitized)
+
+
+def _matching_header_key(normalized_headers: Mapping[str, object], identifier: str) -> str | None:
+    return next((key for key in _header_keys_for_identifier(identifier) if key in normalized_headers), None)
+
+
 def lookup_mcp_server_auth_in_headers(
     mcp_server_auth_headers: Mapping[str, str | dict[str, str]],
     *,
     alias: str | None = None,
     server_name: str | None = None,
+    access_groups: Sequence[str] | None = None,
 ) -> str | dict[str, str] | None:
     """
     Resolve server-specific auth headers with case-insensitive matching.
 
     Tries the raw alias/server_name (lowercased) and the header-safe sanitized
     alias so dashboard clients using sanitize_mcp_alias_for_header() still match.
+
+    When no server-level header matches, an ``x-mcp-{access_group}-*`` header is
+    used as the default for every server in that group. If the server belongs to
+    several groups that each carry a different credential, nothing is returned so
+    a token is never forwarded to a server it may not have been meant for.
     """
     if not mcp_server_auth_headers:
         return None
 
     normalized_headers: Final = {k.lower(): v for k, v in mcp_server_auth_headers.items()}
 
-    for identifier in (alias, server_name):
-        if not identifier:
-            continue
-        keys_to_try = [identifier.lower()]
-        sanitized = sanitize_mcp_alias_for_header(identifier)
-        if sanitized and sanitized not in keys_to_try:
-            keys_to_try.append(sanitized)
-        for key in keys_to_try:
-            if key in normalized_headers:
-                return normalized_headers[key]
-    return None
+    server_keys: Final = (
+        _matching_header_key(normalized_headers, identifier) for identifier in (alias, server_name) if identifier
+    )
+    server_key: Final = next((key for key in server_keys if key is not None), None)
+    if server_key is not None:
+        return normalized_headers[server_key]
+
+    group_keys: Final = (_matching_header_key(normalized_headers, group) for group in access_groups or ())
+    group_matches: Final = tuple(normalized_headers[key] for key in group_keys if key is not None)
+    if not group_matches:
+        return None
+    if any(match != group_matches[0] for match in group_matches[1:]):
+        verbose_logger.debug(
+            "Ambiguous MCP group auth headers for server alias=%s (groups=%s); not forwarding any group credential",
+            alias,
+            access_groups,
+        )
+        return None
+    return group_matches[0]
 
 
 MCP_TOOL_ALLOWLIST_ENFORCED_KEY: Final = "tool_allowlist_enforced"
diff --git a/litellm/proxy/_lazy_openapi_snapshot.json b/litellm/proxy/_lazy_openapi_snapshot.json
index fff4bb9cd6f..316bfb8cf92 100644
--- a/litellm/proxy/_lazy_openapi_snapshot.json
+++ b/litellm/proxy/_lazy_openapi_snapshot.json
@@ -3151,6 +3151,17 @@
                 }
               ],
               "title": "Team Id"
+            },
+            "user_email": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "User Email"
             }
           },
           "title": "KeyMetadata",
@@ -32163,6 +32174,62 @@
           "title": "SCIMPatchOperation",
           "type": "object"
         },
+        "SCIMPlaceholder": {
+          "description": "A user row keyed by a value that names another account by SSO identity or email.",
+          "properties": {
+            "placeholder_user_id": {
+              "title": "Placeholder User Id",
+              "type": "string"
+            },
+            "resolved_user_ids": {
+              "items": {
+                "type": "string"
+              },
+              "title": "Resolved User Ids",
+              "type": "array"
+            },
+            "team_ids": {
+              "items": {
+                "type": "string"
+              },
+              "title": "Team Ids",
+              "type": "array"
+            }
+          },
+          "required": [
+            "placeholder_user_id",
+            "resolved_user_ids",
+            "team_ids"
+          ],
+          "title": "SCIMPlaceholder",
+          "type": "object"
+        },
+        "SCIMPlaceholderMergeResult": {
+          "properties": {
+            "merged_into_user_id": {
+              "title": "Merged Into User Id",
+              "type": "string"
+            },
+            "placeholder_user_id": {
+              "title": "Placeholder User Id",
+              "type": "string"
+            },
+            "team_ids": {
+              "items": {
+                "type": "string"
+              },
+              "title": "Team Ids",
+              "type": "array"
+            }
+          },
+          "required": [
+            "placeholder_user_id",
+            "merged_into_user_id",
+            "team_ids"
+          ],
+          "title": "SCIMPlaceholderMergeResult",
+          "type": "object"
+        },
         "SCIMServiceProviderConfig": {
           "properties": {
             "authenticationSchemes": {
@@ -33802,6 +33869,129 @@
             "scim"
           ]
         }
+      },
+      "/scim/v2/placeholders": {
+        "get": {
+          "description": "List user rows whose id is another account's SSO identity or email.\n\nAn earlier release provisioned a group member it could not match as a user keyed\nby the raw member value, and that row now shadows the account the value really\nnames, so every push of that member is refused. This lists those rows so an\noperator can fold each one into the account it shadows with\n``POST /scim/v2/placeholders/{user_id}/merge``. A row that has an SSO identity of\nits own or owns virtual keys is left out: someone uses that account.",
+          "operationId": "list_placeholders_scim_v2_placeholders_get",
+          "parameters": [
+            {
+              "in": "query",
+              "name": "feature",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Feature"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "items": {
+                      "$ref": "#/components/schemas/SCIMPlaceholder"
+                    },
+                    "title": "Response List Placeholders Scim V2 Placeholders Get",
+                    "type": "array"
+                  }
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "List Placeholders",
+          "tags": [
+            "scim"
+          ]
+        }
+      },
+      "/scim/v2/placeholders/{user_id}/merge": {
+        "post": {
+          "description": "Fold a placeholder user into the one account its id names by SSO identity or email.\n\nThe account is added to every team the placeholder is on, then the placeholder is\ndeleted the way ``DELETE /scim/v2/Users/{id}`` deletes a user, so the next group\npush resolves the member value to the real account. Refused with 409 when the row\nhas an SSO identity of its own, owns virtual keys, or names no account or several.",
+          "operationId": "merge_placeholder_scim_v2_placeholders__user_id__merge_post",
+          "parameters": [
+            {
+              "in": "path",
+              "name": "user_id",
+              "required": true,
+              "schema": {
+                "title": "User ID",
+                "type": "string"
+              }
+            },
+            {
+              "in": "query",
+              "name": "feature",
+              "required": false,
+              "schema": {
+                "anyOf": [
+                  {
+                    "type": "string"
+                  },
+                  {
+                    "type": "null"
+                  }
+                ],
+                "title": "Feature"
+              }
+            }
+          ],
+          "responses": {
+            "200": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/SCIMPlaceholderMergeResult"
+                  }
+                }
+              },
+              "description": "Successful Response"
+            },
+            "422": {
+              "content": {
+                "application/json": {
+                  "schema": {
+                    "$ref": "#/components/schemas/HTTPValidationError"
+                  }
+                }
+              },
+              "description": "Validation Error"
+            }
+          },
+          "security": [
+            {
+              "APIKeyHeader": []
+            }
+          ],
+          "summary": "Merge Placeholder",
+          "tags": [
+            "scim"
+          ]
+        }
       }
     }
   },
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index c549f48126e..b33e2fe7ff6 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -670,6 +670,7 @@ class LiteLLMRoutes(enum.Enum):
             "/team/permissions_bulk_update",
             "/team/daily/activity",
             "/team/daily/activity/aggregated",
+            "/team/spend/by_user",
             # gateway request counts (SGR); deployment-wide, admin-only
             "/gateway/daily/activity",
             # model
@@ -737,6 +738,9 @@ class LiteLLMRoutes(enum.Enum):
             "/.well-known/litellm-ui-config",
             "/public/model_hub",
             "/public/v1/model_hub",
+            "/public/v1/model_hub/providers",
+            "/public/v1/model_hub/modes",
+            "/public/v1/model_hub/features",
             "/public/model_hub/info",
             "/public/agent_hub",
             "/public/mcp_hub",
@@ -829,6 +833,7 @@ class LiteLLMRoutes(enum.Enum):
         "/team/permissions_update",
         "/team/daily/activity",
         "/team/daily/activity/aggregated",
+        "/team/spend/by_user",
         "/team/{team_id}/members/me",
         "/model/new",
         "/model/update",
@@ -1216,6 +1221,13 @@ class GenerateKeyRequest(KeyRequestBase):
     organization_id: str | None = None
     project_id: str | None = None
 
+    @field_validator("team_id", "organization_id", "project_id", mode="before")
+    @classmethod
+    def treat_cleared_id_as_unset(cls, v: object) -> object:
+        if v == "":
+            return None
+        return v
+
 
 class GenerateKeyResponse(KeyRequestBase):
     key: str
@@ -1271,6 +1283,13 @@ class UpdateKeyRequest(KeyRequestBase):
     rotation_interval: str | None = None
     organization_id: str | None = None
 
+    @field_validator("organization_id", mode="before")
+    @classmethod
+    def treat_cleared_organization_id_as_unset(cls, v: object) -> object:
+        if v == "":
+            return None
+        return v
+
     @model_validator(mode="after")
     def validate_temp_budget(self) -> "UpdateKeyRequest":
         if self.temp_budget_increase is not None or self.temp_budget_expiry is not None:
@@ -1916,6 +1935,13 @@ class NewTeamRequest(TeamBase):
 
     model_config = ConfigDict(protected_namespaces=())
 
+    @field_validator("team_id", mode="before")
+    @classmethod
+    def treat_blank_team_id_as_unset(cls, v: object) -> object:
+        if isinstance(v, str) and not v.strip():
+            return None
+        return v
+
 
 class GlobalEndUsersSpend(LiteLLMPydanticObjectBase):
     api_key: str | None = None
@@ -2383,6 +2409,15 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     """
 
     completion_model: str | None = Field(None, description="proxy level default model for all chat completion calls")
+    max_in_flight_requests_per_worker: int | None = Field(
+        None, gt=0, description="maximum concurrent requests handled by each worker"
+    )
+    max_queued_requests_per_worker: int | None = Field(
+        None, ge=0, description="maximum requests waiting for a worker slot"
+    )
+    admission_queue_timeout_seconds: float = Field(
+        1.0, gt=0, description="maximum time a request waits for a worker slot"
+    )
     plugins: list[PluginConfig] | None = Field(
         None, description="external services registered as embeddable UI plugins"
     )
@@ -2436,9 +2471,22 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
     database_socket_timeout: float | None = Field(
         None,
         description=(
-            "Prisma `socket_timeout` URL param (seconds). When set, an idle/slow "
-            "connection that has not produced data within this window is closed. "
-            "This is the main knob for capping idle DB connections from LiteLLM."
+            "Prisma `socket_timeout` URL param (seconds). When set, an in-flight "
+            "operation that has not produced data within this window is aborted. "
+            "For capping how long idle pooled connections are kept, see "
+            "`database_max_idle_connection_lifetime`."
+        ),
+    )
+    database_max_idle_connection_lifetime: float | None = Field(
+        60,
+        description=(
+            "Prisma `max_idle_connection_lifetime` URL param (seconds). A pooled "
+            "connection idle longer than this is closed and replaced instead of "
+            "being handed to the next request. Defaults to 60 so connections are "
+            "recycled before common infra idle timeouts (AWS NLB / RDS Proxy "
+            "~350s, many LBs 60-350s) silently drop them and requests fail with "
+            "`Error { kind: Closed }`. A value pinned on the DATABASE_URL or set "
+            "via `database_extra_connection_params` takes precedence."
         ),
     )
     database_extra_connection_params: dict[str, Any] | None = Field(
@@ -2488,6 +2536,14 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
         None,
         description="max batch input file size in MB for /v1/files uploads with purpose=batch, if a file is larger than this size it will be rejected before being forwarded to the provider",
     )
+    max_file_size_mb: int | None = Field(
+        None,
+        description="max file size in MB for /v1/files uploads, for any purpose, if a file is larger than this size it will be rejected before being forwarded to the provider",
+    )
+    blocked_file_extensions: tuple[str, ...] | None = Field(
+        None,
+        description="file extensions (e.g. ['.exe', '.sh']) rejected on /v1/files uploads, for any purpose, matched case-insensitively against the uploaded filename",
+    )
     max_response_size_mb: int | None = Field(
         None,
         description="max response size in MB, if a response is larger than this size it will be rejected",
@@ -2566,6 +2622,10 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
         None,
         description="When set to True, rejects requests that contain client-side 'metadata.tags' to prevent users from influencing budgets by sending different tags. Tags can only be inherited from the API key metadata.",
     )
+    missing_session_id: Literal["generate", "reject", "omit"] | None = Field(
+        None,
+        description="What to do with LLM API requests that carry no session id (x-litellm-session-id header, metadata.session_id, etc.). 'generate' stamps one id into litellm_session_id, litellm_trace_id and metadata.session_id so SpendLogs and logging callbacks agree; 'reject' returns 400; 'omit' leaves SpendLogs.session_id null, matching callbacks such as Langfuse that only record a client-established metadata.session_id. Unset keeps the legacy behavior where SpendLogs falls back to the trace id while callbacks get no session id.",
+    )
     enable_public_model_hub: bool = Field(
         default=False,
         description="Public model hub for users to see what models they have access to, supported openai params, etc.",
@@ -2676,6 +2736,40 @@ class ConfigGeneralSettings(LiteLLMPydanticObjectBase):
         None,
         description="List of MCP server fields that must be filled in for a submission to pass standards checks (e.g. ['description', 'source_url', 'alias']).",
     )
+    password_policy_min_length: int | None = Field(
+        None,
+        description=(
+            "Minimum length required for a locally-managed user's password. Default is 12; "
+            "a value below 8 is floored to 8 rather than weakening the requirement further."
+        ),
+    )
+    password_policy_require_uppercase: bool | None = Field(
+        None,
+        description="If True (default), a locally-managed user's password must contain an uppercase letter.",
+    )
+    password_policy_require_lowercase: bool | None = Field(
+        None,
+        description="If True (default), a locally-managed user's password must contain a lowercase letter.",
+    )
+    password_policy_require_numbers: bool | None = Field(
+        None,
+        description="If True (default), a locally-managed user's password must contain a number.",
+    )
+    password_policy_require_special_characters: bool | None = Field(
+        None,
+        description="If True (default), a locally-managed user's password must contain a special (non-alphanumeric) character.",
+    )
+    disable_password_login_when_sso_enabled: bool | None = Field(
+        None,
+        description=(
+            "If True and SSO is configured (MICROSOFT_CLIENT_ID, GOOGLE_CLIENT_ID, "
+            "GENERIC_CLIENT_ID, or SAML_IDP_METADATA_URL/XML), disables username/password "
+            "login on /login, /v2/login, and /v3/login so SSO is the only way to reach the "
+            "Admin UI. An admin locked out of the UI can still administer the proxy over the "
+            "API with the master key; unset this setting and restart the proxy to restore "
+            "UI username/password login. Default is False."
+        ),
+    )
     disable_budget_reservation: bool | None = Field(
         None,
         description=(
@@ -4159,6 +4253,8 @@ class TeamAccessGroupModelGrant(LiteLLMPydanticObjectBase):
     access_group_id: str
     access_group_name: str
     models: tuple[str, ...]
+    mcp_server_ids: tuple[str, ...] = ()
+    agent_ids: tuple[str, ...] = ()
 
 
 class TeamInfoResponseObjectTeamTable(LiteLLM_TeamTable):
diff --git a/litellm/proxy/agent_endpoints/a2a_endpoints.py b/litellm/proxy/agent_endpoints/a2a_endpoints.py
index 31b05320cd3..28882484db4 100644
--- a/litellm/proxy/agent_endpoints/a2a_endpoints.py
+++ b/litellm/proxy/agent_endpoints/a2a_endpoints.py
@@ -1019,4 +1019,6 @@ async def invoke_agent_a2a(
             )
         except Exception:
             pass
+        if isinstance(e, litellm.BadRequestError):
+            return _jsonrpc_error(body.get("id"), -32602, e.message, 400)
         return _jsonrpc_error(body.get("id"), -32603, f"Internal error: {e}", 500)
diff --git a/litellm/proxy/agent_endpoints/agent_registry.py b/litellm/proxy/agent_endpoints/agent_registry.py
index 144de52d0d2..c7b6bca72cf 100644
--- a/litellm/proxy/agent_endpoints/agent_registry.py
+++ b/litellm/proxy/agent_endpoints/agent_registry.py
@@ -6,8 +6,12 @@ from datetime import datetime, timezone
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, NamedTuple, Protocol, TypedDict
 
+from pydantic import TypeAdapter, ValidationError
+
 import litellm
+from litellm.constants import REDACTED_BY_LITELM_STRING
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker
 from litellm.proxy.management_helpers.object_permission_utils import (
     handle_update_object_permission_common,
 )
@@ -52,6 +56,9 @@ class AgentRecord(Protocol):
     @property
     def agent_name(self) -> str: ...
 
+    @property
+    def litellm_params(self) -> Mapping[str, object] | None: ...
+
     @property
     def object_permission_id(self) -> str | None: ...
 
@@ -121,6 +128,188 @@ def _dump_agent_params(raw: Mapping[str, object]) -> dict[str, object]:
     return dict(raw) if raw else {}
 
 
+_AGENT_PARAMS_MASKER: Final = SensitiveDataMasker()
+_REDACT_AGENT_PARAMS_MAX_DEPTH: Final = 10
+_AGENT_PARAMS_ADAPTER: Final[TypeAdapter[dict[str, object]]] = TypeAdapter(
+    dict[str, object]
+)  # mutable-ok: safe_dumps() and AgentResponse.litellm_params both require a real dict, not a Mapping
+_AGENT_PARAMS_SEQUENCE_ADAPTER: Final[TypeAdapter[tuple[object, ...]]] = TypeAdapter(tuple[object, ...])
+_EMPTY_LITELLM_PARAMS: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def redact_sensitive_agent_litellm_params(litellm_params: object, _depth: int = 0) -> object:
+    """
+    Replace credential-bearing values in an agent's litellm_params with
+    ``REDACTED_BY_LITELM_STRING`` while preserving non-secret keys (``model``,
+    ``is_public``, rate-limit config). Used so list/get/create/update
+    responses never echo a stored provider credential back to the caller.
+
+    Handles a plain dict, a JSON-serialized string (some callers hold the
+    in-memory registry's params that way), and ``None`` at the top level;
+    anything else is passed through. Recursion depth is bounded to match the
+    convention documented in ``tests/code_coverage_tests/recursive_detector.py``.
+    """
+    if litellm_params is None:
+        return None
+    if isinstance(litellm_params, str):
+        if _depth >= _REDACT_AGENT_PARAMS_MAX_DEPTH:
+            return REDACTED_BY_LITELM_STRING
+        try:
+            parsed_params: Final = _AGENT_PARAMS_ADAPTER.validate_json(litellm_params)
+        except ValidationError:
+            return REDACTED_BY_LITELM_STRING
+        return json.dumps(_redact_agent_params_tree(parsed_params, _depth + 1))
+    return _redact_agent_params_tree(litellm_params, _depth)
+
+
+def _redact_agent_params_tree(value: object, _depth: int) -> object:
+    """Structural recursion over an already-parsed litellm_params value: a
+    dict redacts sensitive keys and recurses into the rest, a list redacts
+    each element (so a secret nested inside a list of provider configs is
+    still caught), and anything else -- including a plain string leaf, which
+    must never be re-interpreted as a JSON blob -- passes through unchanged.
+    """
+    if _depth >= _REDACT_AGENT_PARAMS_MAX_DEPTH:
+        return REDACTED_BY_LITELM_STRING
+    if isinstance(value, list):
+        typed_items: Final = _AGENT_PARAMS_SEQUENCE_ADAPTER.validate_python(value)
+        return tuple(_redact_agent_params_tree(item, _depth + 1) for item in typed_items)
+    if not isinstance(value, dict):
+        return value
+    typed_params: Final = _AGENT_PARAMS_ADAPTER.validate_python(value)
+    return {
+        key: (
+            REDACTED_BY_LITELM_STRING
+            if _AGENT_PARAMS_MASKER.is_sensitive_key(key)
+            else _redact_agent_params_tree(nested_value, _depth + 1)
+        )
+        for key, nested_value in typed_params.items()
+    }  # mutable-ok: consumed by json.dumps()/AgentResponse.litellm_params, both of which require a real dict
+
+
+def parse_agent_litellm_params(value: object) -> Mapping[str, object]:
+    """Normalize a stored litellm_params column to a read-only mapping.
+
+    The prisma Json column comes back as either an already-parsed dict or a
+    JSON string depending on the read path, so handle both rather than
+    assuming one. Only ever read from (merge-source lookups), never mutated
+    or re-serialized directly, so a read-only view is enough here.
+    """
+    if isinstance(value, str):
+        try:
+            return _AGENT_PARAMS_ADAPTER.validate_json(value)
+        except ValidationError:
+            return _EMPTY_LITELLM_PARAMS
+    if isinstance(value, Mapping):
+        try:
+            return _AGENT_PARAMS_ADAPTER.validate_python(value)
+        except ValidationError:
+            return _EMPTY_LITELLM_PARAMS
+    return _EMPTY_LITELLM_PARAMS
+
+
+_MISSING_AGENT_PARAM: Final = object()
+_RESTORE_AGENT_PARAMS_MAX_DEPTH: Final = 10
+
+
+def _restore_redacted_nested_value(incoming_value: object, existing_value: object, _depth: int) -> object:
+    """Recurse into a non-sensitively-named dict/list value so a secret
+    nested underneath it (e.g. inside a list of per-provider configs) is
+    still restored, not just top-level keys. Mirrors the shapes
+    ``redact_sensitive_agent_litellm_params`` recurses into on read, so
+    restore and redact stay symmetric.
+
+    List elements are paired with the existing list by position: with no
+    stable per-element identity in an arbitrary ``dict[str, object]`` schema,
+    index is the same correspondence every other part of this restore (and
+    the endpoints' existing full-replace-on-PUT semantics) already assumes.
+    This correctly preserves a masked secret across an ordinary edit of that
+    same entry's other fields; it does not protect against a caller who both
+    reorders/resizes the list AND echoes back a masked marker in the same
+    request, which is a known, narrow limitation (see LIT-6736 PR discussion)
+    rather than a cross-entry credential leak in the common case.
+
+    A value collapsed to the flat marker by the read side's depth cap is
+    recovered wholesale from ``existing_value`` (rather than the marker
+    string itself getting persisted) whenever ``existing_value`` isn't
+    already that same flat marker. Depth-bounded like its read-side
+    counterpart; a value at the cap is returned unchanged rather than
+    corrupted.
+    """
+    if incoming_value == REDACTED_BY_LITELM_STRING and existing_value != REDACTED_BY_LITELM_STRING:
+        return existing_value
+    if _depth >= _RESTORE_AGENT_PARAMS_MAX_DEPTH:
+        return incoming_value
+    if isinstance(incoming_value, Mapping):
+        typed_incoming_map: Final = _AGENT_PARAMS_ADAPTER.validate_python(incoming_value)
+        existing_map: Final = (
+            _AGENT_PARAMS_ADAPTER.validate_python(existing_value)
+            if isinstance(existing_value, Mapping)
+            else _EMPTY_LITELLM_PARAMS
+        )
+        return _restore_redacted_litellm_params(typed_incoming_map, existing_map, _depth + 1)
+    if isinstance(incoming_value, (list, tuple)):
+        typed_incoming_seq: Final = _AGENT_PARAMS_SEQUENCE_ADAPTER.validate_python(incoming_value)
+        existing_seq: Final = (
+            _AGENT_PARAMS_SEQUENCE_ADAPTER.validate_python(existing_value)
+            if isinstance(existing_value, (list, tuple))
+            else ()
+        )
+        return tuple(
+            _restore_redacted_nested_value(
+                item,
+                existing_seq[index] if index < len(existing_seq) else None,
+                _depth + 1,
+            )
+            for index, item in enumerate(typed_incoming_seq)
+        )
+    return incoming_value
+
+
+def _resolved_agent_param_value(
+    key: str,
+    incoming: Mapping[str, object],
+    existing: Mapping[str, object],
+    _depth: int,
+) -> object:
+    """The value ``key`` should end up with in a restored litellm_params, or
+    ``_MISSING_AGENT_PARAM`` when it should be dropped entirely."""
+    if key in incoming:
+        value: Final = incoming[key]
+        if _AGENT_PARAMS_MASKER.is_sensitive_key(key):
+            return existing.get(key, _MISSING_AGENT_PARAM) if value == REDACTED_BY_LITELM_STRING else value
+        return _restore_redacted_nested_value(value, existing.get(key), _depth)
+    if _AGENT_PARAMS_MASKER.is_sensitive_key(key):
+        return existing.get(key, _MISSING_AGENT_PARAM)
+    return _MISSING_AGENT_PARAM
+
+
+def _restore_redacted_litellm_params(
+    incoming: Mapping[str, object],
+    existing: Mapping[str, object],
+    _depth: int = 0,
+) -> dict[str, object]:
+    """Restore the real credential behind any litellm_params value the caller
+    echoed back as ``REDACTED_BY_LITELM_STRING``, and behind any sensitive key
+    omitted entirely, so an edit to an unrelated field never overwrites (or
+    silently drops) a stored provider credential -- the UI never has to
+    read-and-resend a secret to keep it. Recurses into nested dicts and lists
+    so a secret nested under a non-sensitively-named key is restored too.
+
+    A sensitive key given a real (non-marker) value, including an explicit
+    empty string, is treated as a deliberate update -- that's how a caller
+    clears a credential. Non-sensitive keys always take the incoming value
+    (recursed into), matching the endpoints' existing full-replace-on-PUT /
+    merge-on-PATCH semantics for everything that isn't a secret.
+    """
+    all_keys: Final = frozenset(incoming) | frozenset(existing)
+    return {
+        key: value
+        for key in all_keys
+        if (value := _resolved_agent_param_value(key, incoming, existing, _depth)) is not _MISSING_AGENT_PARAM
+    }  # mutable-ok: fed to safe_dumps() for JSON-column storage, which requires a real dict
+
+
 class GrantMigrationResult(NamedTuple):
     rewritten: int
     missed: int
@@ -301,9 +490,14 @@ class AgentRegistry:
         try:
             agent_name: Final = agent.get("agent_name")
 
-            # Serialize litellm_params
+            # Serialize litellm_params. A create has no stored row to restore a
+            # secret behind, so a sensitive key submitted as the redaction
+            # marker (e.g. a stray client re-post) is dropped rather than
+            # persisted as the literal placeholder string.
             litellm_params_obj: Final = agent.get("litellm_params", {})
-            litellm_params_dict: Final[dict[str, object]] = _dump_agent_params(litellm_params_obj)
+            litellm_params_dict: Final = _restore_redacted_litellm_params(
+                _dump_agent_params(litellm_params_obj), _EMPTY_LITELLM_PARAMS
+            )
             litellm_params: Final[str] = safe_dumps(litellm_params_dict)
 
             # Serialize agent_card_params
@@ -410,8 +604,14 @@ class AgentRegistry:
             update_data: Final[dict[str, object]] = {}
             if augment_agent.get("agent_name"):
                 update_data["agent_name"] = augment_agent.get("agent_name")
-            if augment_agent.get("litellm_params"):
-                update_data["litellm_params"] = safe_dumps(augment_agent.get("litellm_params"))
+            if "litellm_params" in agent:
+                existing_litellm_params: Final = parse_agent_litellm_params(existing_agent.get("litellm_params"))
+                update_data["litellm_params"] = safe_dumps(
+                    _restore_redacted_litellm_params(
+                        _dump_agent_params(agent.get("litellm_params") or _EMPTY_LITELLM_PARAMS),
+                        existing_litellm_params,
+                    )
+                )
             if augment_agent.get("agent_card_params"):
                 update_data["agent_card_params"] = safe_dumps(augment_agent.get("agent_card_params"))
 
@@ -474,9 +674,22 @@ class AgentRegistry:
         try:
             agent_name: Final = agent.get("agent_name")
 
+            # A PUT fully replaces litellm_params from the request body, so the
+            # existing row is read up front to restore any sensitive key the
+            # caller echoed back redacted (or omitted) rather than persisting
+            # the marker -- or nothing -- over the real stored credential.
+            existing_row: Final = await agents_table(prisma_client).find_unique(
+                where={"agent_id": agent_id}  # mutable-ok: prisma's query builder rejects a Mapping/MappingProxyType
+            )
+            existing_litellm_params: Final = parse_agent_litellm_params(
+                existing_row.litellm_params if existing_row is not None else None
+            )
+
             # Serialize litellm_params
             litellm_params_obj: Final = agent.get("litellm_params", {})
-            litellm_params_dict: Final[dict[str, object]] = _dump_agent_params(litellm_params_obj)
+            litellm_params_dict: Final = _restore_redacted_litellm_params(
+                _dump_agent_params(litellm_params_obj), existing_litellm_params
+            )
             litellm_params: Final[str] = safe_dumps(litellm_params_dict)
 
             # Serialize agent_card_params
@@ -512,9 +725,8 @@ class AgentRegistry:
                     update_data[rate_field] = _val
 
             if agent.get("object_permission") is not None:
-                existing_agent: Final = await agents_table(prisma_client).find_unique(where={"agent_id": agent_id})
                 existing_object_permission_id: Final = (
-                    existing_agent.object_permission_id if existing_agent is not None else None
+                    existing_row.object_permission_id if existing_row is not None else None
                 )
                 agent_copy: Final = dict(agent)
                 object_permission_id: Final = await handle_update_object_permission_common(
diff --git a/litellm/proxy/agent_endpoints/agent_search.py b/litellm/proxy/agent_endpoints/agent_search.py
index 46ab36d7b72..76e3fe6c5ad 100644
--- a/litellm/proxy/agent_endpoints/agent_search.py
+++ b/litellm/proxy/agent_endpoints/agent_search.py
@@ -2,17 +2,18 @@
 
 from __future__ import annotations
 
-import math
-from collections.abc import Awaitable, Mapping, Sequence
+from collections.abc import Sequence
 from dataclasses import dataclass
-from itertools import chain
-from types import MappingProxyType
-from typing import TYPE_CHECKING, Final, Protocol, TypeAlias
+from typing import TYPE_CHECKING, Final, TypeAlias
 
-from openai import OpenAIError
 from pydantic import BaseModel, ConfigDict, ValidationError
 
-from litellm.exceptions import BudgetExceededError
+from litellm.proxy.common_utils.semantic_text_index import (
+    Embedder,
+    EmbeddingFailed,
+    SemanticTextIndex,
+    router_embedder,
+)
 from litellm.types.agents import AgentResponse
 
 if TYPE_CHECKING:
@@ -21,12 +22,6 @@ if TYPE_CHECKING:
 
 DEFAULT_AGENT_SEARCH_TOP_K: Final = 5
 
-Vector: TypeAlias = tuple[float, ...]
-
-
-class Embedder(Protocol):
-    def __call__(self, texts: Sequence[str]) -> Awaitable[Sequence[Vector]]: ...
-
 
 @dataclass(frozen=True, slots=True)
 class AgentSearchHit:
@@ -67,18 +62,6 @@ class _SearchableCard(BaseModel):
     skills: tuple[_SearchableSkill, ...] = ()
 
 
-class _EmbeddingItem(BaseModel):
-    model_config = ConfigDict(frozen=True, extra="ignore")
-
-    embedding: tuple[float, ...]
-
-
-class _EmbeddingData(BaseModel):
-    model_config = ConfigDict(frozen=True, extra="ignore")
-
-    data: tuple[_EmbeddingItem, ...]
-
-
 class AgentSearchResult(BaseModel):
     model_config = ConfigDict(frozen=True)
 
@@ -117,110 +100,21 @@ def agent_search_result(hit: AgentSearchHit) -> AgentSearchResult:
     )
 
 
-def cosine_similarity(left: Vector, right: Vector) -> float:
-    dot: Final = sum(a * b for a, b in zip(left, right, strict=True))
-    norms: Final = math.sqrt(sum(a * a for a in left)) * math.sqrt(sum(b * b for b in right))
-    return dot / norms if norms else 0.0
-
-
-def embedding_spend_metadata(user_api_key_dict: UserAPIKeyAuth) -> dict[str, object]:
-    from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
-
-    return {  # mutable-ok: the router mutates the metadata dict it is handed
-        **LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict),
-        "user_api_key": user_api_key_dict.api_key,
-    }
-
-
-def router_embedder(router: Router, embedding_model: str, user_api_key_dict: UserAPIKeyAuth) -> Embedder:
-    async def embed(texts: Sequence[str]) -> Sequence[Vector]:
-        batch: Final = list(texts)  # mutable-ok: Router.aembedding accepts only str | list input
-        response: Final = await router.aembedding(
-            model=embedding_model, input=batch, metadata=embedding_spend_metadata(user_api_key_dict)
-        )
-        return tuple(item.embedding for item in _EmbeddingData.model_validate(response.model_dump()).data)
-
-    return embed
-
-
-_NO_VECTORS: Final[Mapping[str, Vector]] = MappingProxyType({})
-
-
-async def _embed_all(embed: Embedder, texts: Sequence[str]) -> tuple[Vector, ...] | AgentSearchEmbeddingFailed:
-    try:
-        vectors: Final = tuple(await embed(texts))
-    except (OpenAIError, ValueError, BudgetExceededError) as exc:
-        return AgentSearchEmbeddingFailed(reason=f"embedding the search query failed: {exc}")
-    if len(vectors) != len(texts):
-        return AgentSearchEmbeddingFailed(
-            reason=f"embedding model returned {len(vectors)} vectors for {len(texts)} inputs"
-        )
-    return vectors
-
-
-@dataclass(frozen=True, slots=True)
-class _Embedded:
-    query_vector: Vector
-    vectors: Mapping[str, Vector]
-
-
-def _same_dimension(query_vector: Vector, vectors: Mapping[str, Vector], texts: Sequence[str]) -> bool:
-    return all(len(vectors[text]) == len(query_vector) for text in texts)
-
-
-async def _embed_query_and_agents(
-    embed: Embedder, query: str, texts: Sequence[str], cached: Mapping[str, Vector]
-) -> _Embedded | AgentSearchEmbeddingFailed:
-    missing: Final = tuple(dict.fromkeys(text for text in texts if text not in cached))
-    embedded: Final = await _embed_all(embed, (query, *missing))
-    if isinstance(embedded, AgentSearchEmbeddingFailed):
-        return embedded
-    vectors: Final = MappingProxyType(dict(chain(cached.items(), zip(missing, embedded[1:], strict=True))))
-    if _same_dimension(embedded[0], vectors, texts):
-        return _Embedded(query_vector=embedded[0], vectors=vectors)
-    unique: Final = tuple(dict.fromkeys(texts))
-    reembedded: Final = await _embed_all(embed, (query, *unique))
-    if isinstance(reembedded, AgentSearchEmbeddingFailed):
-        return reembedded
-    return _Embedded(
-        query_vector=reembedded[0], vectors=MappingProxyType(dict(zip(unique, reembedded[1:], strict=True)))
-    )
-
-
 class AgentSearchIndex:
     """Caches one vector per distinct agent text per embedding model, so repeat searches only embed the query."""
 
     def __init__(self) -> None:
-        self._vectors: Mapping[str, Mapping[str, Vector]] = MappingProxyType({})
-
-    def _merged(self, embedding_model: str, embedded: _Embedded) -> Mapping[str, Vector]:
-        kept: Final = {
-            text: vector
-            for text, vector in self._vectors.get(embedding_model, _NO_VECTORS).items()
-            if len(vector) == len(embedded.query_vector)
-        }
-        return MappingProxyType({**kept, **embedded.vectors})
+        self._index: Final = SemanticTextIndex()
 
     async def search(
         self, query: str, agents: Sequence[AgentResponse], top_k: int, embed: Embedder, embedding_model: str
     ) -> AgentSearchHits | AgentSearchEmbeddingFailed:
-        if not agents:
-            return AgentSearchHits(hits=())
         texts: Final = tuple(agent_search_text(agent) for agent in agents)
-        cached: Final = self._vectors.get(embedding_model, _NO_VECTORS)
-        embedded: Final = await _embed_query_and_agents(embed, query, texts, cached)
-        if isinstance(embedded, AgentSearchEmbeddingFailed):
-            return embedded
-        if not _same_dimension(embedded.query_vector, embedded.vectors, texts):
-            return AgentSearchEmbeddingFailed(
-                reason=f"embedding model {embedding_model} returned vectors of mixed dimensions"
-            )
-        self._vectors = MappingProxyType({**self._vectors, embedding_model: self._merged(embedding_model, embedded)})
+        scores: Final = await self._index.scores(query, texts, embed, embedding_model)
+        if isinstance(scores, EmbeddingFailed):
+            return AgentSearchEmbeddingFailed(reason=scores.reason)
         ranked: Final = sorted(
-            (
-                AgentSearchHit(agent=agent, score=cosine_similarity(embedded.query_vector, embedded.vectors[text]))
-                for agent, text in zip(agents, texts, strict=True)
-            ),
+            (AgentSearchHit(agent=agent, score=score) for agent, score in zip(agents, scores, strict=True)),
             key=lambda hit: hit.score,
             reverse=True,
         )
diff --git a/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py b/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py
index d0ac94d3710..e4dd77e2f82 100644
--- a/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py
+++ b/litellm/proxy/agent_endpoints/auth/agent_permission_handler.py
@@ -5,10 +5,13 @@ Handles agent permission checking for keys and teams using object_permission_id.
 Follows the same pattern as MCP permission handling.
 """
 
+import asyncio
+from collections.abc import Awaitable, Callable, Sequence
 from dataclasses import dataclass
 from typing import Final, TypeAlias
 
 from litellm._logging import verbose_logger
+from litellm.proxy._experimental.mcp_server.ui_session_utils import build_effective_auth_contexts
 from litellm.proxy._types import (
     UI_TEAM_ID,
     LiteLLM_ObjectPermissionTable,
@@ -443,15 +446,47 @@ class AgentRequestHandler:
             return []
 
 
-async def accessible_agents(user_api_key_auth: UserAPIKeyAuth) -> tuple[AgentResponse, ...]:
-    """Every registry agent for proxy admins, else the agents the key's and team's grants reach."""
+def _granted_ids(access: AgentAccess) -> frozenset[str]:
+    match access:
+        case UnrestrictedAgentAccess():
+            return frozenset()
+        case RestrictedAgentAccess(agent_ids):
+            return agent_ids
+
+
+ResolveAgentAccess: TypeAlias = Callable[[UserAPIKeyAuth], Awaitable[AgentAccess]]
+EffectiveAuthContexts: TypeAlias = Callable[[UserAPIKeyAuth], Awaitable[Sequence[UserAPIKeyAuth]]]
+
+
+async def _granted_agent_ids(
+    user_api_key_auth: UserAPIKeyAuth,
+    resolve_access: ResolveAgentAccess,
+    effective_contexts: EffectiveAuthContexts,
+) -> frozenset[str]:
+    """Union of the explicit grants reachable from the key, its team, or (for a dashboard session)
+    the user's real teams and user row. No grant anywhere yields the empty set, unlike the
+    open-by-default ``resolve_agent_access`` that guards direct access."""
+    accesses: Final = await asyncio.gather(
+        *(resolve_access(auth_context) for auth_context in await effective_contexts(user_api_key_auth))
+    )
+    return frozenset().union(*(_granted_ids(access) for access in accesses))
+
+
+async def accessible_agents(
+    user_api_key_auth: UserAPIKeyAuth,
+    all_agents: tuple[AgentResponse, ...] | None = None,
+    resolve_access: ResolveAgentAccess | None = None,
+    effective_contexts: EffectiveAuthContexts = build_effective_auth_contexts,
+) -> tuple[AgentResponse, ...]:
+    """Every registry agent for proxy admins, else only the agents the caller was granted."""
     from litellm.proxy.agent_endpoints.agent_registry import global_agent_registry
 
-    all_agents: Final = global_agent_registry.get_agent_list()
+    agents: Final = global_agent_registry.get_agent_list() if all_agents is None else all_agents
     if user_api_key_auth.user_role in (LitellmUserRoles.PROXY_ADMIN, LitellmUserRoles.PROXY_ADMIN.value):
-        return all_agents
-    match await AgentRequestHandler.resolve_agent_access(user_api_key_auth=user_api_key_auth):
-        case UnrestrictedAgentAccess():
-            return all_agents
-        case RestrictedAgentAccess(allowed_agent_ids):
-            return tuple(agent for agent in all_agents if agent.agent_id in allowed_agent_ids)
+        return agents
+    allowed_agent_ids: Final = await _granted_agent_ids(
+        user_api_key_auth,
+        AgentRequestHandler.resolve_agent_access if resolve_access is None else resolve_access,
+        effective_contexts,
+    )
+    return tuple(agent for agent in agents if agent.agent_id in allowed_agent_ids)
diff --git a/litellm/proxy/agent_endpoints/endpoints.py b/litellm/proxy/agent_endpoints/endpoints.py
index b6c41a17503..cc17672553b 100644
--- a/litellm/proxy/agent_endpoints/endpoints.py
+++ b/litellm/proxy/agent_endpoints/endpoints.py
@@ -13,14 +13,13 @@ import os
 import uuid
 from collections.abc import Mapping, Sequence
 from types import MappingProxyType
-from typing import Annotated, Final, TypedDict, assert_never
+from typing import Annotated, Final, TypedDict
 
 from fastapi import APIRouter, Depends, HTTPException, Query, Request
-from typing_extensions import ReadOnly, Required
+from typing_extensions import ReadOnly, Required, assert_never
 
 import litellm
 from litellm._logging import verbose_proxy_logger
-from litellm.litellm_core_utils.litellm_logging import _get_masked_values
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.proxy._types import (
     CommonProxyErrors,
@@ -33,6 +32,10 @@ from litellm.proxy.a2a.agent_card import (
     merge_agent_card,
     normalize_protocol_version,
 )
+from litellm.proxy.agent_endpoints.agent_registry import (
+    parse_agent_litellm_params,
+    redact_sensitive_agent_litellm_params,
+)
 from litellm.proxy.agent_endpoints.agent_search import (
     DEFAULT_AGENT_SEARCH_TOP_K,
     AgentSearchEmbeddingFailed,
@@ -139,25 +142,37 @@ async def _attach_keys_to_agents(agents: Sequence[AgentResponse], prisma_client)
         agent.keys = matched_keys or None
 
 
+def _redact_agent_litellm_params_dict(
+    litellm_params: Mapping[str, object],
+) -> dict[str, object]:  # mutable-ok: AgentResponse.litellm_params is declared as a plain dict, not Mapping
+    """Type-narrowing wrapper: a dict in always yields a dict back from
+    ``redact_sensitive_agent_litellm_params``, which the function's general
+    (possible-JSON-string, possibly-None) signature can't express."""
+    return dict(  # mutable-ok: AgentResponse.litellm_params is declared as a plain dict, not Mapping
+        parse_agent_litellm_params(redact_sensitive_agent_litellm_params(litellm_params))
+    )
+
+
 def _redact_sensitive_agent_fields(
     agents: Sequence[AgentResponse],
+    *,
+    is_admin: bool,
 ) -> list[AgentResponse]:
     """
-    Return copies of the given agents with sensitive configuration fields
-    redacted.  The original objects are not modified.
+    Return copies of the given agents with credential-bearing litellm_params
+    values replaced by a fixed marker (never returned to ANY caller,
+    admin included) and, for non-admin callers, virtual-key and header
+    fields stripped entirely. The original objects are not modified.
     """
     redacted: Final[list[AgentResponse]] = []
     for agent in agents:
         copy = agent.model_copy(deep=True)
-        copy.static_headers = None
-        copy.extra_headers = None
-        copy.keys = None
+        if not is_admin:
+            copy.static_headers = None
+            copy.extra_headers = None
+            copy.keys = None
         if copy.litellm_params:
-            copy.litellm_params = _get_masked_values(
-                copy.litellm_params,
-                unmasked_length=4,
-                number_of_asterisks=4,
-            )
+            copy.litellm_params = _redact_agent_litellm_params_dict(copy.litellm_params)
         redacted.append(copy)
     return redacted
 
@@ -345,13 +360,13 @@ async def get_agents(
                 global_agent_registry.ids_for_agent(agent.agent_id).isdisjoint(litellm.public_agent_groups)
             )
 
-        # Redact sensitive fields for non-admin users
+        # litellm_params secrets are always redacted; keys/headers stay
+        # admin-only.
         is_admin: Final = (
             user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
             or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
         )
-        if not is_admin:
-            returned_agents = _redact_sensitive_agent_fields(returned_agents)
+        returned_agents = _redact_sensitive_agent_fields(returned_agents, is_admin=is_admin)
 
         if health_check:
             agents_with_url: Final = [agent for agent in returned_agents if (agent.agent_card_params or {}).get("url")]
@@ -505,7 +520,9 @@ async def create_agent(
                 "Failed to register agent '%s' (ID: %s) in memory: %s", agent_name, agent_id, reg_error
             )
 
-        return result
+        # The caller is a proxy admin (enforced above); litellm_params
+        # secrets are still never echoed back in the response.
+        return _redact_sensitive_agent_fields((result,), is_admin=True)[0]
 
     except HTTPException:
         raise
@@ -578,13 +595,13 @@ async def get_agent_by_id(
 
         await _attach_keys_to_agents([agent], prisma_client)
 
-        # Redact sensitive fields for non-admin users
+        # litellm_params secrets are always redacted; keys/headers stay
+        # admin-only.
         is_admin = (
             user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN
             or user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value
         )
-        if not is_admin:
-            agent = _redact_sensitive_agent_fields([agent])[0]
+        agent = _redact_sensitive_agent_fields((agent,), is_admin=is_admin)[0]
 
         return agent
     except HTTPException:
@@ -688,7 +705,7 @@ async def update_agent(
             "Successfully updated agent '%s' (ID: %s) in memory", existing_agent.get("agent_name"), agent_id
         )
 
-        return result
+        return _redact_sensitive_agent_fields((result,), is_admin=True)[0]
     except HTTPException:
         raise
     except Exception as e:
@@ -791,7 +808,7 @@ async def patch_agent(
             "Successfully updated agent '%s' (ID: %s) in memory", existing_agent.get("agent_name"), agent_id
         )
 
-        return result
+        return _redact_sensitive_agent_fields((result,), is_admin=True)[0]
     except HTTPException:
         raise
     except Exception as e:
@@ -922,35 +939,32 @@ async def make_agent_public(
             if agent is None:
                 raise HTTPException(status_code=404, detail=f"Agent with ID {agent_id} not found")
 
-        if litellm.public_agent_groups is None:
-            litellm.public_agent_groups = []
-        # handle duplicates
-        if not AGENT_REGISTRY.ids_for_agent(agent.agent_id).isdisjoint(litellm.public_agent_groups):
+        config: Final = await proxy_config.get_config()
+
+        current_public_agent_groups: Final = list(litellm.public_agent_groups or [])
+        if not AGENT_REGISTRY.ids_for_agent(agent.agent_id).isdisjoint(current_public_agent_groups):
             raise HTTPException(
                 status_code=400,
                 detail=f"Agent with name {agent.agent_name} already in public agent groups",
             )
-        litellm.public_agent_groups.append(agent.agent_id)
+        updated_public_agent_groups: Final = [*current_public_agent_groups, agent.agent_id]
 
-        # Load existing config
-        config: Final = await proxy_config.get_config()
-
-        # Update config with new settings
         if "litellm_settings" not in config or config["litellm_settings"] is None:
             config["litellm_settings"] = {}
 
-        config["litellm_settings"]["public_agent_groups"] = litellm.public_agent_groups
+        config["litellm_settings"]["public_agent_groups"] = updated_public_agent_groups
 
-        # Save the updated config
         await proxy_config.save_config(new_config=config)
 
+        litellm.public_agent_groups = updated_public_agent_groups
+
         verbose_proxy_logger.debug(
-            "Updated public agent groups to: %s by user: %s", litellm.public_agent_groups, user_api_key_dict.user_id
+            "Updated public agent groups to: %s by user: %s", updated_public_agent_groups, user_api_key_dict.user_id
         )
 
         return {
             "message": "Successfully updated public agent groups",
-            "public_agent_groups": litellm.public_agent_groups,
+            "public_agent_groups": updated_public_agent_groups,
             "updated_by": user_api_key_dict.user_id,
         }
     except HTTPException:
diff --git a/litellm/proxy/anthropic_endpoints/endpoints.py b/litellm/proxy/anthropic_endpoints/endpoints.py
index 7f0045c1d93..b243b737b0a 100644
--- a/litellm/proxy/anthropic_endpoints/endpoints.py
+++ b/litellm/proxy/anthropic_endpoints/endpoints.py
@@ -9,7 +9,7 @@ from fastapi.responses import JSONResponse
 
 import litellm
 from litellm._logging import verbose_proxy_logger
-from litellm.anthropic_interface.exceptions import AnthropicExceptionMapping
+from litellm.anthropic_interface.exceptions import AnthropicErrorResponse, AnthropicExceptionMapping
 from litellm.integrations.custom_guardrail import ModifyResponseException
 from litellm.llms.anthropic.experimental_pass_through.context_management import (
     AnthropicContextManagementError,
@@ -30,6 +30,27 @@ from litellm.types.utils import TokenCountResponse
 router: Final = APIRouter()
 
 
+def _anthropic_error_json_response(exc: ProxyException, request: Request) -> JSONResponse:
+    from litellm.proxy.proxy_server import (
+        _close_dangling_otel_server_span,  # pyright: ignore[reportPrivateUsage]  # proxy_server keeps the span-close helper private; error JSONResponses returned by the route must stamp the OTel server span like the global ProxyException handler does
+    )
+
+    status_code: Final = int(exc.code) if exc.code is not None and exc.code.isdigit() else 500
+    _close_dangling_otel_server_span(request, status_code, exc=exc)
+    envelope: Final = AnthropicExceptionMapping.transform_to_anthropic_error(
+        status_code=status_code,
+        raw_message=exc.message,
+        request_id=request.headers.get("x-request-id"),
+    )
+    if not exc.provider_specific_fields:
+        return JSONResponse(status_code=status_code, content=envelope, headers=exc.headers)
+    content: Final[AnthropicErrorResponse] = {
+        **envelope,
+        "error": {**envelope["error"], "provider_specific_fields": exc.provider_specific_fields},
+    }
+    return JSONResponse(status_code=status_code, content=content, headers=exc.headers)
+
+
 def _strip_total_tokens_from_anthropic_response(response: Any) -> None:
     """Remove the OpenAI-flavored `usage.total_tokens` field that LiteLLM
     injects into Anthropic /v1/messages responses.
@@ -195,7 +216,7 @@ async def anthropic_response(
         verbose_proxy_logger.exception("litellm.proxy.proxy_server.anthropic_response(): Exception occured - %s", e)
 
         if isinstance(e, ProxyException):
-            raise
+            return _anthropic_error_json_response(e, request)
 
         # Extract model_id from request metadata (same as success path)
         litellm_metadata: Final = data.get("litellm_metadata", {}) or {}
@@ -216,15 +237,18 @@ async def anthropic_response(
         )
 
         if isinstance(e, HTTPException):
-            raise proxy_exception_from_http_exception(e, headers)
+            return _anthropic_error_json_response(proxy_exception_from_http_exception(e, headers), request)
 
         error_msg: Final = f"{e}"
-        raise ProxyException(
-            message=getattr(e, "message", error_msg),
-            type=getattr(e, "type", "None"),
-            param=getattr(e, "param", "None"),
-            code=getattr(e, "status_code", 500),
-            headers=headers,
+        return _anthropic_error_json_response(
+            ProxyException(
+                message=getattr(e, "message", error_msg),
+                type=getattr(e, "type", "None"),
+                param=getattr(e, "param", "None"),
+                code=getattr(e, "status_code", 500),
+                headers=headers,
+            ),
+            request,
         )
 
 
diff --git a/litellm/proxy/anthropic_endpoints/streaming_model_restamp.py b/litellm/proxy/anthropic_endpoints/streaming_model_restamp.py
new file mode 100644
index 00000000000..7da5e5099fc
--- /dev/null
+++ b/litellm/proxy/anthropic_endpoints/streaming_model_restamp.py
@@ -0,0 +1,174 @@
+"""
+Restamp the public ``model`` on the Anthropic Messages ``message_start`` event, the only
+stream event carrying a model, so streamed responses report the requested model like
+non-streaming ones do.
+
+Chunks reach the serializer either as already-encoded SSE frames (``bytes``/``str``, the
+provider passthrough path) or as event dicts (fake-stream and agentic paths).
+"""
+
+import json
+import re
+from collections.abc import Mapping
+from typing import Final
+
+from pydantic import TypeAdapter, ValidationError
+
+_MESSAGE_START_EVENT: Final = "message_start"
+_MESSAGE_START_MARKER: Final = b"message_start"
+_SSE_DATA_FIELD: Final = "data:"
+_SSE_FRAME_END_PATTERN: Final = re.compile(rb"\r\n\r\n|\r\r|\n\n")
+_MAX_HELD_BYTES: Final = 65536
+_PING_MARKERS: Final = (b"event: ping", b'"type": "ping"', b'"type":"ping"')
+
+_EVENT_ADAPTER: Final = TypeAdapter(Mapping[str, object])
+
+
+def _restamped_event(event: Mapping[str, object], requested_model: str) -> Mapping[str, object] | None:
+    message: Final = event.get("message")
+    if event.get("type") != _MESSAGE_START_EVENT or not isinstance(message, dict):
+        return None
+    if message.get("model") == requested_model:
+        return None
+    return {**event, "message": {**message, "model": requested_model}}  # mutable-ok: SSE payload, re-serialized as is
+
+
+def _restamped_data_line(line: str, requested_model: str) -> str | None:
+    stripped: Final = line.strip()
+    if not stripped.startswith(_SSE_DATA_FIELD):
+        return None
+    payload: Final = stripped[len(_SSE_DATA_FIELD) :].strip()
+    if not payload or payload == "[DONE]":
+        return None
+    try:
+        event: Final = _EVENT_ADAPTER.validate_json(payload)
+    except ValidationError:
+        return None
+    restamped: Final = _restamped_event(event, requested_model)
+    if restamped is None:
+        return None
+    terminator: Final = line[len(line.rstrip("\r\n")) :]
+    return f"data: {json.dumps(restamped, separators=(',', ':'))}{terminator}"
+
+
+def _restamped_frame(frame: str, requested_model: str) -> str | None:
+    lines: Final = frame.splitlines(keepends=True)
+    restamped: Final = tuple(_restamped_data_line(line, requested_model) for line in lines)
+    if all(line is None for line in restamped):
+        return None
+    return "".join(new if new is not None else old for new, old in zip(restamped, lines))
+
+
+def restamp_anthropic_stream_chunk_model(chunk: object, requested_model: str) -> object:
+    """
+    Return ``chunk`` with the ``message_start`` model replaced by ``requested_model``.
+
+    Chunks that carry no model are returned unchanged.
+    """
+    if isinstance(chunk, dict):
+        try:
+            event: Final = _EVENT_ADAPTER.validate_python(chunk)
+        except ValidationError:
+            return chunk
+        return _restamped_event(event, requested_model) or chunk
+
+    if isinstance(chunk, (bytes, bytearray)):
+        if _MESSAGE_START_EVENT.encode() not in chunk:
+            return chunk
+        restamped_bytes: Final = _restamped_frame(chunk.decode("utf-8", errors="ignore"), requested_model)
+        return chunk if restamped_bytes is None else restamped_bytes.encode("utf-8")
+
+    if isinstance(chunk, str):
+        if _MESSAGE_START_EVENT not in chunk:
+            return chunk
+        restamped_text: Final = _restamped_frame(chunk, requested_model)
+        return chunk if restamped_text is None else restamped_text
+
+    return chunk
+
+
+def _is_ping_frame(frame: bytes) -> bool:
+    return any(marker in frame for marker in _PING_MARKERS)
+
+
+class AnthropicStreamModelRestamper:
+    """
+    Per-stream restamper for the encoded passthrough path, where chunks are raw
+    transport reads: the ``message_start`` SSE frame can arrive split across
+    chunks or coalesced with later frames. Complete frames (``\\n\\n``,
+    ``\\r\\n\\r\\n``, or ``\\r\\r`` terminated) are emitted as their terminator
+    closes them and an incomplete tail is held until it completes, so the
+    restamp never misses a torn frame; ``flush`` returns whatever is still held
+    when the stream ends so no bytes are swallowed. Once ``message_start`` has
+    been handled, or the first real event proves the stream carries none, every
+    later chunk passes through untouched.
+    """
+
+    def __init__(self, requested_model: str) -> None:
+        self._requested_model: Final = requested_model
+        self._held = b""
+        self._armed = True
+
+    def process(self, chunk: object) -> object:
+        if not self._armed:
+            return chunk
+        if isinstance(chunk, (bytes, bytearray)):
+            return self._process_encoded(bytes(chunk))
+        if isinstance(chunk, str):
+            return self._process_encoded(chunk.encode("utf-8"))
+        restamped: Final = restamp_anthropic_stream_chunk_model(chunk, self._requested_model)
+        if isinstance(chunk, dict) and chunk.get("type") not in (None, "ping"):
+            self._armed = False
+        return restamped
+
+    def flush(self) -> bytes:
+        held: Final = self._held
+        self._held = b""
+        self._armed = False
+        if not held:
+            return b""
+        restamped: Final = restamp_anthropic_stream_chunk_model(held, self._requested_model)
+        return restamped if isinstance(restamped, bytes) else held
+
+    def _process_encoded(self, data: bytes) -> bytes:
+        combined: Final = self._held + data
+        boundaries: Final = tuple(match.end() for match in _SSE_FRAME_END_PATTERN.finditer(combined))
+        if not boundaries:
+            if len(combined) > _MAX_HELD_BYTES:
+                self._held = b""
+                self._armed = False
+                return combined
+            self._held = combined
+            return b""
+        emitted: Final = self._restamped_closed_block(combined[: boundaries[-1]])
+        tail: Final = combined[boundaries[-1] :]
+        if not self._armed:
+            self._held = b""
+            return emitted + tail
+        self._held = tail
+        return emitted
+
+    def _restamped_closed_block(self, closed: bytes) -> bytes:
+        boundaries: Final = tuple(match.end() for match in _SSE_FRAME_END_PATTERN.finditer(closed))
+        frames: Final = tuple(closed[start:end] for start, end in zip((0, *boundaries[:-1]), boundaries))
+        decider: Final = next(
+            (
+                index
+                for index, frame in enumerate(frames)
+                if _MESSAGE_START_MARKER in frame or (b"data:" in frame and not _is_ping_frame(frame))
+            ),
+            None,
+        )
+        if decider is None:
+            return closed
+        self._armed = False
+        if _MESSAGE_START_MARKER not in frames[decider]:
+            return closed
+        restamped_text: Final = _restamped_frame(
+            frames[decider].decode("utf-8", errors="ignore"), self._requested_model
+        )
+        if restamped_text is None:
+            return closed
+        return b"".join(
+            restamped_text.encode("utf-8") if index == decider else frame for index, frame in enumerate(frames)
+        )
diff --git a/litellm/proxy/auth/auth_checks.py b/litellm/proxy/auth/auth_checks.py
index 5703c6cd5e8..2b328b455dc 100644
--- a/litellm/proxy/auth/auth_checks.py
+++ b/litellm/proxy/auth/auth_checks.py
@@ -4705,6 +4705,13 @@ async def is_valid_fallback_model(
     return True
 
 
+# The shape abbreviate_api_key writes into LiteLLM_VerificationToken.key_name. The
+# last four characters are only barred from being whitespace or a control code,
+# because a custom key's can be anything else, punctuation and non-ASCII included;
+# a real key is at least MINIMUM_CUSTOM_KEY_LENGTH long, so it never fullmatches.
+_MASKED_KEY_NAME_RE: Final = re.compile(r"sk-\.\.\.(?:[^\s\x00-\x1f\x7f-\x9f]{4})?")
+
+
 def _apply_budget_exceeded_throttle(valid_token: UserAPIKeyAuth) -> bool:
     """
     Throttle an over-budget key instead of blocking it, when the key opted in
@@ -4785,10 +4792,15 @@ async def _virtual_key_max_budget_check(
         if math.isfinite(valid_token.max_budget) and spend >= valid_token.max_budget:
             if _apply_budget_exceeded_throttle(valid_token):
                 return
-            # name the key in the error so operators don't have to reverse-map
-            # spend back to a key; key_name is the masked form (last 4 chars)
+            # This message is returned to the caller, and key_name has no enforced
+            # shape (a direct DB write bypasses abbreviate_api_key), so echo it only
+            # when it still looks masked and fall back to the alias otherwise.
             key_label: Final = valid_token.key_alias or "key"
-            key_descriptor: Final = f"{key_label} ({valid_token.key_name})" if valid_token.key_name else key_label
+            key_descriptor: Final = (
+                f"{key_label} ({valid_token.key_name})"
+                if valid_token.key_name and _MASKED_KEY_NAME_RE.fullmatch(valid_token.key_name)
+                else key_label
+            )
             raise litellm.BudgetExceededError(
                 current_cost=spend,
                 max_budget=valid_token.max_budget,
@@ -5776,7 +5788,7 @@ async def vector_store_access_check(
     vector_store_ids_to_run: Final = litellm.vector_store_registry.get_vector_store_ids_to_run(
         non_default_params=request_body, tools=request_body.get("tools", None)
     )
-    if vector_store_ids_to_run is None:
+    if not vector_store_ids_to_run:
         verbose_proxy_logger.debug("Vector store to run not found, skipping vector store access check")
         return True
 
diff --git a/litellm/proxy/auth/auth_exception_handler.py b/litellm/proxy/auth/auth_exception_handler.py
index 64878a480a7..b36c8a038fc 100644
--- a/litellm/proxy/auth/auth_exception_handler.py
+++ b/litellm/proxy/auth/auth_exception_handler.py
@@ -61,9 +61,7 @@ def _as_proxy_exception(e: Exception) -> ProxyException:
         return e
     if PrismaDBExceptionHandler.is_database_service_unavailable_error(e):
         return ProxyException(
-            message=(
-                "Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly."
-            ),
+            message=PrismaDBExceptionHandler.database_unavailable_message(e),
             type=ProxyErrorTypes.no_db_connection,
             param="None",
             code=status.HTTP_503_SERVICE_UNAVAILABLE,
diff --git a/litellm/proxy/auth/auth_utils.py b/litellm/proxy/auth/auth_utils.py
index 89b2c92cdfd..d6007a2d56e 100644
--- a/litellm/proxy/auth/auth_utils.py
+++ b/litellm/proxy/auth/auth_utils.py
@@ -1,3 +1,4 @@
+import importlib.util
 import os
 import re
 import sys
@@ -1402,7 +1403,7 @@ def is_pass_through_provider_route(route: str) -> bool:
     return False
 
 
-def _has_user_setup_sso() -> bool:
+def has_user_setup_sso() -> bool:
     """
     Check if the user has set up single sign-on (SSO).
 
@@ -1425,6 +1426,63 @@ def _has_user_setup_sso() -> bool:
     )
 
 
+def _is_google_ready() -> bool:
+    return bool(os.getenv("GOOGLE_CLIENT_ID")) and bool(os.getenv("GOOGLE_CLIENT_SECRET"))
+
+
+def _is_microsoft_ready() -> bool:
+    return (
+        bool(os.getenv("MICROSOFT_CLIENT_ID"))
+        and bool(os.getenv("MICROSOFT_CLIENT_SECRET"))
+        and bool(os.getenv("MICROSOFT_TENANT"))
+    )
+
+
+def _is_generic_oauth_ready() -> bool:
+    return (
+        bool(os.getenv("GENERIC_CLIENT_ID"))
+        and bool(os.getenv("GENERIC_CLIENT_SECRET"))
+        and bool(os.getenv("GENERIC_AUTHORIZATION_ENDPOINT"))
+        and bool(os.getenv("GENERIC_TOKEN_ENDPOINT"))
+        and bool(os.getenv("GENERIC_USERINFO_ENDPOINT"))
+    )
+
+
+def _is_saml_ready() -> bool:
+    if not (os.getenv("SAML_IDP_METADATA_URL") or os.getenv("SAML_IDP_METADATA_XML")):
+        return False
+    # SAML's runtime (python3-saml) is an optional dependency; the SAML
+    # handler itself fails closed on every request when it is missing
+    # (SAMLAuthHandler raises before touching the IdP), so metadata alone
+    # is not "ready" either. find_spec raises ModuleNotFoundError (rather
+    # than returning None) when the top-level package is absent entirely,
+    # so this must not be a bare boolean expression or every password
+    # login would 500 on a deployment that configured SAML metadata
+    # without installing the optional extra.
+    try:
+        return importlib.util.find_spec("onelogin.saml2.auth") is not None
+    except ModuleNotFoundError:
+        return False
+
+
+def is_sso_provider_fully_configured() -> bool:
+    """Whether ANY configured SSO provider has every companion setting it
+    needs to actually authenticate a user, not merely a client id.
+
+    A lone ``MICROSOFT_CLIENT_ID`` with no secret or tenant makes
+    ``has_user_setup_sso()`` return True while every real sign-in attempt
+    fails, so a gate that BLOCKS the password fallback (unlike the UI
+    discovery use of ``has_user_setup_sso()``, where a dead login button is
+    merely confusing) must check readiness here, or it can lock every admin
+    out with no way to sign in at all. Checks every provider independently
+    (mirroring ``/sso/readiness``'s per-provider requirements) rather than
+    stopping at the first one with a client id set, so a stray leftover
+    client id for an unused provider can never mask a different, fully
+    configured provider that would otherwise satisfy this gate.
+    """
+    return _is_google_ready() or _is_microsoft_ready() or _is_generic_oauth_ready() or _is_saml_ready()
+
+
 def get_customer_user_header_from_mapping(user_id_mapping) -> list | None:
     """Return the header_name mapped to CUSTOMER role, if any (dict-based)."""
     if not user_id_mapping:
diff --git a/litellm/proxy/auth/ip_address_utils.py b/litellm/proxy/auth/ip_address_utils.py
index 558ea54495f..c2614b85016 100644
--- a/litellm/proxy/auth/ip_address_utils.py
+++ b/litellm/proxy/auth/ip_address_utils.py
@@ -6,8 +6,11 @@ External callers (public IPs) only see servers with available_on_public_internet
 """
 
 import ipaddress
+import os
+from collections.abc import Mapping
 from dataclasses import dataclass
 from typing import Any, Final
+from urllib.parse import urlparse
 
 from fastapi import Request
 from pydantic import TypeAdapter, ValidationError
@@ -137,7 +140,7 @@ class IPAddressUtils:
     @staticmethod
     def is_request_from_trusted_proxy(
         request: Request,
-        general_settings: dict[str, Any] | None = None,
+        general_settings: Mapping[str, Any] | None = None,
     ) -> bool:
         """
         Return True if X-Forwarded-* headers on this request should be trusted.
@@ -190,6 +193,36 @@ class IPAddressUtils:
         trusted_networks: Final = IPAddressUtils.parse_trusted_proxy_networks(trusted_ranges)
         return IPAddressUtils.is_trusted_proxy(direct_ip, trusted_networks)
 
+    @staticmethod
+    def is_request_https(
+        request: Request,
+        general_settings: Mapping[str, Any] | None = None,
+    ) -> bool:
+        """
+        Whether this request's PUBLIC-facing origin is HTTPS, for deciding
+        whether a cookie set on the response should be marked ``Secure``.
+
+        litellm only sees a plain-HTTP hop whenever TLS terminates at a
+        reverse proxy, so ``request.url.scheme`` alone cannot answer this in
+        that deployment shape. Resolved from the first trusted signal:
+          1. ``PROXY_BASE_URL`` (operator-declared public origin).
+          2. ``X-Forwarded-Proto``, only when the request's direct peer is a
+             configured trusted proxy -- see ``is_request_from_trusted_proxy``.
+             An untrusted caller cannot spoof this header to strip Secure.
+          3. The request's own literal scheme (direct TLS termination, or no
+             reverse proxy in front of litellm).
+        """
+        configured_base_url: Final = os.environ.get("PROXY_BASE_URL", "").strip()
+        if configured_base_url:
+            return urlparse(configured_base_url).scheme == "https"
+
+        if IPAddressUtils.is_request_from_trusted_proxy(request, general_settings=general_settings):
+            forwarded_proto: Final = request.headers.get("X-Forwarded-Proto")
+            if forwarded_proto:
+                return forwarded_proto.split(",")[0].strip().lower() == "https"
+
+        return request.url.scheme == "https"
+
     @staticmethod
     def extract_client_ip_from_xff_hops(
         xff_header: str,
diff --git a/litellm/proxy/auth/litellm_license.py b/litellm/proxy/auth/litellm_license.py
index 677f1a0fdda..55bb1e3925a 100644
--- a/litellm/proxy/auth/litellm_license.py
+++ b/litellm/proxy/auth/litellm_license.py
@@ -16,6 +16,10 @@ if TYPE_CHECKING:
     from litellm.proxy._types import EnterpriseLicenseData
 
 
+AUTO_ROUTER_LICENSE_FEATURE: Final = "auto_router"
+HEURISTIC_V2_LICENSE_REMEDY: Final = "A LiteLLM license with the 'auto_router' feature lifts the limit."
+
+
 class LicenseCheck:
     """
     - Check if license in env
@@ -149,6 +153,19 @@ class LicenseCheck:
             return False
         return team_count > _max_teams_in_license
 
+    def heuristic_v2_router_limit(self) -> int | None:
+        """
+        How many heuristic_v2 auto-routers this proxy may hold: unlimited (None) only when the
+        signed license lists the auto_router feature, otherwise one. A license verified through
+        the API carries no feature list, so it does not lift the limit either.
+        """
+        if self.airgapped_license_data is None:
+            return 1
+        allowed_features: Final = self.airgapped_license_data.get("allowed_features")
+        if isinstance(allowed_features, list) and AUTO_ROUTER_LICENSE_FEATURE in allowed_features:
+            return None
+        return 1
+
     def verify_license_without_api_request(self, public_key, license_key):
         try:
             from cryptography.hazmat.primitives import hashes
@@ -179,19 +196,21 @@ class LicenseCheck:
             # Decode and parse the data
             license_data: Final = json.loads(message.decode())
 
-            self.airgapped_license_data = EnterpriseLicenseData(**license_data)
-
             # debug information provided in license data
             verbose_proxy_logger.debug("License data: %s", license_data)
 
             # Check expiration date
             expiration_date: Final = datetime.strptime(license_data["expiration_date"], "%Y-%m-%d")
             if expiration_date < datetime.now():
+                self.airgapped_license_data = None
                 return False, "License has expired"
 
+            self.airgapped_license_data = EnterpriseLicenseData(**license_data)
+
             return True
 
         except Exception as e:
+            self.airgapped_license_data = None
             verbose_proxy_logger.debug(
                 "litellm.proxy.auth.litellm_license.py::verify_license_without_api_request - Unable to verify License locally. - %s",
                 e,
diff --git a/litellm/proxy/auth/login_utils.py b/litellm/proxy/auth/login_utils.py
index fba95972944..8d4f6f81363 100644
--- a/litellm/proxy/auth/login_utils.py
+++ b/litellm/proxy/auth/login_utils.py
@@ -7,7 +7,9 @@ login endpoints (e.g., /login and /v2/login).
 
 import os
 import secrets
+from collections.abc import Mapping
 from datetime import datetime, timedelta, timezone
+from types import MappingProxyType
 from typing import Final, Literal, cast
 
 import jwt
@@ -24,6 +26,7 @@ from litellm.proxy._types import (
     UpdateUserRequest,
     UserAPIKeyAuth,
 )
+from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
 from litellm.proxy.management_endpoints.internal_user_endpoints import user_update
 from litellm.proxy.management_endpoints.key_management_endpoints import (
     generate_key_helper_fn,
@@ -111,6 +114,7 @@ async def authenticate_user(
     password: str,
     master_key: str | None,
     prisma_client: PrismaClient | None,
+    general_settings: Mapping[str, object] = MappingProxyType({}),
 ) -> LoginResult:
     """
     Authenticate a user and generate an API key for UI access.
@@ -124,13 +128,40 @@ async def authenticate_user(
         password: Password from the login form
         master_key: Master key for the proxy (required)
         prisma_client: Prisma database client (optional)
+        general_settings: Proxy general_settings, checked for
+            `disable_password_login_when_sso_enabled`
 
     Returns:
         LoginResult: Object containing authentication data
 
     Raises:
-        ProxyException: If authentication fails or required configuration is missing
+        ProxyException: If authentication fails or required configuration is missing,
+            or if username/password login is disabled while SSO is configured
+
+    Recovery: an admin locked out of the UI by
+    `disable_password_login_when_sso_enabled` can still administer the proxy over
+    the API with the master key (Authorization: Bearer <master_key>), which never
+    goes through this function. To restore UI username/password login, unset the
+    setting in config.yaml (or the DB-persisted general_settings) and restart the
+    proxy; this is a deliberate, auditable config change rather than a hidden
+    bypass.
+
+    The gate below requires the SSO provider to be FULLY configured (every
+    companion secret/endpoint an actual sign-in needs), not merely that a
+    client id is present, so an incomplete SSO setup can never disable the
+    only working login path.
     """
+    if general_settings.get("disable_password_login_when_sso_enabled") is True and is_sso_provider_fully_configured():
+        raise ProxyException(
+            message=(
+                "Username/password login is disabled because SSO is configured "
+                "and 'disable_password_login_when_sso_enabled' is set. Sign in via SSO."
+            ),
+            type=ProxyErrorTypes.auth_error,
+            param="disable_password_login_when_sso_enabled",
+            code=403,
+        )
+
     if master_key is None:
         raise ProxyException(
             message="Master Key not set for Proxy. Please set Master Key to use Admin UI. Set `LITELLM_MASTER_KEY` in .env or set general_settings:master_key in config.yaml.  https://docs.litellm.ai/docs/proxy/virtual_keys. If set, use `--detailed_debug` to debug issue.",
diff --git a/litellm/proxy/auth/model_checks.py b/litellm/proxy/auth/model_checks.py
index 1625198892f..de2ca4762f1 100644
--- a/litellm/proxy/auth/model_checks.py
+++ b/litellm/proxy/auth/model_checks.py
@@ -387,33 +387,22 @@ def _get_wildcard_models(
     all_wildcard_models: Final = []
     for model in unique_models:
         if _check_wildcard_routing(model=model):
-            if return_wildcard_routes:  # will add the wildcard route to the list eg: anthropic/*.
+            if return_wildcard_routes:
                 all_wildcard_models.append(model)
 
-            ## get litellm params from model
-            if llm_router is not None:
-                model_list = llm_router.get_model_list(model_name=model, team_id=team_id)
-                if model_list:
-                    for router_model in model_list:
-                        wildcard_models = get_known_models_from_wildcard(
+            models_to_remove.add(model)
+
+            model_list = llm_router.get_model_list(model_name=model, team_id=team_id) if llm_router else None
+            if model_list:
+                for router_model in model_list:
+                    all_wildcard_models.extend(
+                        get_known_models_from_wildcard(
                             wildcard_model=model,
                             litellm_params=LiteLLM_Params(**router_model["litellm_params"]),
                         )
-                        all_wildcard_models.extend(wildcard_models)
-                else:
-                    # Router has no deployment for this wildcard (e.g., BYOK team models)
-                    # Fall back to expanding from known provider models
-                    wildcard_models = get_known_models_from_wildcard(wildcard_model=model, litellm_params=None)
-                    if wildcard_models:
-                        models_to_remove.add(model)
-                        all_wildcard_models.extend(wildcard_models)
+                    )
             else:
-                # get all known provider models
-                wildcard_models = get_known_models_from_wildcard(wildcard_model=model, litellm_params=None)
-
-                if wildcard_models:
-                    models_to_remove.add(model)
-                    all_wildcard_models.extend(wildcard_models)
+                all_wildcard_models.extend(get_known_models_from_wildcard(wildcard_model=model, litellm_params=None))
 
     for model in models_to_remove:
         unique_models.remove(model)
diff --git a/litellm/proxy/auth/password_policy.py b/litellm/proxy/auth/password_policy.py
new file mode 100644
index 00000000000..ab7a565894a
--- /dev/null
+++ b/litellm/proxy/auth/password_policy.py
@@ -0,0 +1,92 @@
+"""Password-strength policy enforcement for locally-managed proxy users.
+
+Applied at every path that persists a new or changed password for a DB-backed
+user (``/user/update``, ``/user/bulk_update``, and the invitation onboarding
+claim flow), so the strength bar is configured in one place instead of
+per-endpoint.
+"""
+
+from collections.abc import Mapping
+from dataclasses import dataclass
+from typing import Final
+
+from litellm.proxy._types import ProxyErrorTypes, ProxyException
+
+DEFAULT_MIN_LENGTH: Final = 12
+MIN_ALLOWED_LENGTH: Final = 8
+
+
+def _has_uppercase(password: str) -> bool:
+    return any(ch.isupper() for ch in password)
+
+
+def _has_lowercase(password: str) -> bool:
+    return any(ch.islower() for ch in password)
+
+
+def _has_digit(password: str) -> bool:
+    return any(ch.isdigit() for ch in password)
+
+
+def _has_special_character(password: str) -> bool:
+    """Unicode-aware: a letter or digit from ANY script counts as
+    alphanumeric, not just ASCII, so an accented letter (e.g. the second
+    character of "Passwörd1234") cannot be miscounted as the required
+    special character the way an ASCII-only `[^A-Za-z0-9]` regex would."""
+    return any(not ch.isalnum() for ch in password)
+
+
+@dataclass(frozen=True, slots=True)
+class PasswordPolicy:
+    min_length: int
+    require_uppercase: bool
+    require_lowercase: bool
+    require_numbers: bool
+    require_special_characters: bool
+
+
+def _configured_min_length(general_settings: Mapping[str, object]) -> int:
+    """The configured minimum, floored at MIN_ALLOWED_LENGTH so a nonpositive
+    or too-low override (a typo, or `0`/`false` coercing through) cannot
+    silently disable the length requirement rather than merely relaxing it."""
+    min_length_setting: Final = general_settings.get("password_policy_min_length")
+    if isinstance(min_length_setting, bool) or not isinstance(min_length_setting, (int, float)):
+        return DEFAULT_MIN_LENGTH
+    return max(MIN_ALLOWED_LENGTH, int(min_length_setting))
+
+
+def get_password_policy(general_settings: Mapping[str, object]) -> PasswordPolicy:
+    return PasswordPolicy(
+        min_length=_configured_min_length(general_settings),
+        require_uppercase=general_settings.get("password_policy_require_uppercase", True) is not False,
+        require_lowercase=general_settings.get("password_policy_require_lowercase", True) is not False,
+        require_numbers=general_settings.get("password_policy_require_numbers", True) is not False,
+        require_special_characters=(
+            general_settings.get("password_policy_require_special_characters", True) is not False
+        ),
+    )
+
+
+def _policy_violations(password: str, policy: PasswordPolicy) -> tuple[str, ...]:
+    checks: Final = (
+        (len(password) < policy.min_length, f"be at least {policy.min_length} characters long"),
+        (policy.require_uppercase and not _has_uppercase(password), "include an uppercase letter"),
+        (policy.require_lowercase and not _has_lowercase(password), "include a lowercase letter"),
+        (policy.require_numbers and not _has_digit(password), "include a number"),
+        (policy.require_special_characters and not _has_special_character(password), "include a special character"),
+    )
+    return tuple(message for failed, message in checks if failed)
+
+
+def validate_password_policy(password: str, general_settings: Mapping[str, object]) -> None:
+    """Raise ``ProxyException`` (400) if ``password`` fails the configured policy."""
+    policy: Final = get_password_policy(general_settings)
+    violations: Final = _policy_violations(password, policy)
+    if not violations:
+        return
+    raise ProxyException(
+        message="Password does not meet the required policy: must " + ", ".join(violations) + ".",
+        type=ProxyErrorTypes.validation_error,
+        param="password",
+        code=400,
+    )
diff --git a/litellm/proxy/client/cli/README.md b/litellm/proxy/client/cli/README.md
index 3ddce35b53d..47355f328dd 100644
--- a/litellm/proxy/client/cli/README.md
+++ b/litellm/proxy/client/cli/README.md
@@ -489,7 +489,7 @@ lite codex exec "summarize the repo"
 
 Each command resolves your LiteLLM key (logging in via SSO when none is stored and you are at a terminal; otherwise it expects `LITELLM_PROXY_API_KEY` or `--api-key`), checks the key against the proxy so bad credentials fail immediately instead of deep inside the agent, exports the environment variables the agent reads, then replaces itself with the agent process.
 
-The right variables are picked per agent. Claude Code gets `ANTHROPIC_BASE_URL` (the proxy root, so it appends `/v1/messages`) and `ANTHROPIC_AUTH_TOKEN`, with any stray `ANTHROPIC_API_KEY` cleared so the proxy token wins, and `ENABLE_TOOL_SEARCH=true` (unless you already set it) so Claude Code keeps tool search on even though the base URL is a proxy rather than a first-party Anthropic host. Codex and OpenCode get `OPENAI_BASE_URL` (the proxy plus `/v1`) and `OPENAI_API_KEY`. Codex ignores `OPENAI_BASE_URL`, so it is additionally pointed at the proxy through a custom provider passed as `-c` config overrides (HTTP/SSE Responses transport, since the proxy does not speak the Responses WebSocket protocol).
+The right variables are picked per agent. Claude Code gets `ANTHROPIC_BASE_URL` (the proxy root, so it appends `/v1/messages`) and `ANTHROPIC_AUTH_TOKEN`, with any stray `ANTHROPIC_API_KEY` cleared so the proxy token wins, and `ENABLE_TOOL_SEARCH=true` (unless you already set it) so Claude Code keeps tool search on even though the base URL is a proxy rather than a first-party Anthropic host. It also gets `CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY=1` (again unless you already set it) so Claude Code v2.1.129+ fills its `/model` picker from the proxy's `/v1/models`; Claude Code only lists entries whose id contains `claude` or `anthropic`, and older versions ignore the variable. Export it as `0` to turn discovery off. Codex and OpenCode get `OPENAI_BASE_URL` (the proxy plus `/v1`) and `OPENAI_API_KEY`. Codex ignores `OPENAI_BASE_URL`, so it is additionally pointed at the proxy through a custom provider passed as `-c` config overrides (HTTP/SSE Responses transport, since the proxy does not speak the Responses WebSocket protocol).
 
 Options (these belong to the wrapper, so put them before the agent's own flags):
 
@@ -505,7 +505,7 @@ The credential is short-lived by design (default 24h, configurable via `LITELLM_
 
 ### Route Every Claude Code Session Through the Proxy
 
-`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` when that key is missing, and `apiKeyHelper` to a `lite auth print-token` invocation, drops any stray static `ANTHROPIC_API_KEY` so the helper-issued token wins, and leaves every other setting in the file untouched. It backs up the original file before patching it.
+`lite claude` wraps a single invocation, but `lite up` goes further: it patches `~/.claude/settings.json`, Claude Code's own config file, so that every Claude Code session started afterward -- from any terminal, launched normally with just `claude`, no wrapper needed -- routes through your LiteLLM proxy. It sets `env.ANTHROPIC_BASE_URL` to the proxy URL, `env.ENABLE_TOOL_SEARCH` to `true` and `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY` to `1` when those keys are missing, and `apiKeyHelper` to a `lite auth print-token` invocation, drops any stray static `ANTHROPIC_API_KEY` so the helper-issued token wins, and leaves every other setting in the file untouched. It backs up the original file before patching it.
 
 Two things need to already be true: you've run `lite login` (or `lite login --pkce`, whose key the helper renews on its own), since the apiKeyHelper depends on that stored token, and the proxy is already reachable, since `lite up` does not start one for you.
 
@@ -529,7 +529,7 @@ Cursor is not supported: it has no equivalent file-based config to hot-patch thi
 lite --base-url https://your-proxy.example.com login --config-claude
 ```
 
-It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, and `apiKeyHelper`, but persistently: there is no backup, nothing to restore, and no foreground process to keep alive. Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag.
+It writes the same settings `lite up` does, `env.ANTHROPIC_BASE_URL`, `env.ENABLE_TOOL_SEARCH`, `env.CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY`, and `apiKeyHelper`, but persistently: there is no backup, nothing to restore, and no foreground process to keep alive. Every other key in `~/.claude/settings.json` is preserved, the file is created if it does not exist, and it is written atomically with owner-only permissions. Plain `lite login` is unchanged; nothing happens to your Claude Code config unless you pass the flag.
 
 Because the credential is reached through `apiKeyHelper` rather than copied into the file, a later `lite login` refreshes it with no further action: Claude Code re-runs the helper on every request and picks up whatever token the most recent login stored. Nothing secret is written to `settings.json`.
 
diff --git a/litellm/proxy/client/cli/commands/agents.py b/litellm/proxy/client/cli/commands/agents.py
index 45e05d353fb..baa21996c7e 100644
--- a/litellm/proxy/client/cli/commands/agents.py
+++ b/litellm/proxy/client/cli/commands/agents.py
@@ -9,12 +9,15 @@ import click
 import requests
 
 from .auth import context_secret_vault, get_stored_api_key, login
+from .cmd_quoting import quote_for_cmd
 
 ANTHROPIC_BASE_URL_ENV: Final = "ANTHROPIC_BASE_URL"
 ANTHROPIC_AUTH_TOKEN_ENV: Final = "ANTHROPIC_AUTH_TOKEN"
 ANTHROPIC_API_KEY_ENV: Final = "ANTHROPIC_API_KEY"
 ENABLE_TOOL_SEARCH_ENV: Final = "ENABLE_TOOL_SEARCH"
 ENABLE_TOOL_SEARCH_VALUE: Final = "true"
+ENABLE_GATEWAY_MODEL_DISCOVERY_ENV: Final = "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"
+ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE: Final = "1"
 OPENAI_BASE_URL_ENV: Final = "OPENAI_BASE_URL"
 OPENAI_API_KEY_ENV: Final = "OPENAI_API_KEY"
 
@@ -66,7 +69,9 @@ def build_agent_env(
     Anthropic key cannot win over the bearer token we set. ENABLE_TOOL_SEARCH
     defaults to true because Claude Code turns tool search off when
     ANTHROPIC_BASE_URL is not a first-party Anthropic host; a value already in
-    the environment is left alone.
+    the environment is left alone. CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY
+    defaults to 1 so Claude Code (v2.1.129+) fills its /model picker from the
+    proxy's /v1/models; likewise left alone when already set.
     """
     env: Final = dict(base_env)
     root: Final = base_url.rstrip("/")
@@ -76,6 +81,8 @@ def build_agent_env(
         env.pop(ANTHROPIC_API_KEY_ENV, None)
         if ENABLE_TOOL_SEARCH_ENV not in env:
             env[ENABLE_TOOL_SEARCH_ENV] = ENABLE_TOOL_SEARCH_VALUE
+        if ENABLE_GATEWAY_MODEL_DISCOVERY_ENV not in env:
+            env[ENABLE_GATEWAY_MODEL_DISCOVERY_ENV] = ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE
     if PROFILE_OPENAI in profiles:
         env[OPENAI_BASE_URL_ENV] = root + "/v1"
         env[OPENAI_API_KEY_ENV] = api_key
@@ -151,31 +158,9 @@ def verify_proxy_key(
 
 
 _WINDOWS_SHIM_SUFFIXES: Final[frozenset[str]] = frozenset({".cmd", ".bat"})
-_CMD_PERCENT_GUARD: Final = "%%cd:~,%"
 _CMD_LINE_BREAKS: Final = ("\r", "\n")
 
 
-def _double_trailing_backslashes(segment: str) -> str:
-    bare: Final = segment.rstrip("\\")
-    return bare + "\\" * 2 * (len(segment) - len(bare))
-
-
-def _quote_for_cmd(token: str) -> str:
-    """Quote one token so both parsers that read it see the original text.
-
-    Follows the algorithm the Rust standard library settled on for batch files
-    after CVE-2024-24576. Two parsers see this token: cmd.exe, which ends a
-    quoted string on a lone `"` and so wants an embedded one doubled, and the
-    shim's own interpreter, which re-splits `%*` under C runtime rules where a
-    backslash escapes the quote that follows it, so every backslash run standing
-    before a quote is doubled. Quoting cannot stop cmd expanding `%VAR%`, so each
-    `%` is prefixed with `%%cd:~,`: the zero-length substring of the always
-    defined `cd` expands to nothing and leaves no `%` pair for cmd to match.
-    """
-    escaped: Final = '""'.join(_double_trailing_backslashes(part) for part in token.split('"'))
-    return '"' + escaped.replace("%", _CMD_PERCENT_GUARD) + '"'
-
-
 def _windows_command(path: str, args: Sequence[str]) -> str | tuple[str, ...]:
     """Build what CreateProcess runs, routing batch shims through cmd.exe.
 
@@ -202,7 +187,7 @@ def _windows_command(path: str, args: Sequence[str]) -> str | tuple[str, ...]:
             f"Cannot pass an argument containing a line break to `{os.path.basename(path)}` on "
             "Windows: cmd.exe ends the command line there, so the agent would silently lose it."
         )
-    inner: Final = " ".join(_quote_for_cmd(token) for token in (path, *rest))
+    inner: Final = " ".join(quote_for_cmd(token) for token in (path, *rest))
     return f'cmd.exe /d /e:on /v:off /s /c "{inner}"'
 
 
diff --git a/litellm/proxy/client/cli/commands/auth.py b/litellm/proxy/client/cli/commands/auth.py
index 2fad9f933c1..a96d3fb9c85 100644
--- a/litellm/proxy/client/cli/commands/auth.py
+++ b/litellm/proxy/client/cli/commands/auth.py
@@ -100,9 +100,10 @@ class CliPollData(TypedDict, total=False):
 
 
 class CliSsoStartData(TypedDict):
-    login_id: str
-    poll_secret: str
-    user_code: str
+    login_id: ReadOnly[str]
+    poll_secret: ReadOnly[str]
+    user_code: ReadOnly[str]
+    verification_uri_complete: ReadOnly[NotRequired[str]]
 
 
 class CliAuthResult(TypedDict):
@@ -860,11 +861,22 @@ def login(ctx: click.Context, config_claude: bool, pkce: bool) -> None:
         poll_secret: Final = cli_sso_flow["poll_secret"]
         user_code: Final = cli_sso_flow["user_code"]
 
-        sso_url = f"{base_url}/sso/key/generate?" + urlencode({"source": LITELLM_CLI_SOURCE_IDENTIFIER, "key": key_id})
+        browser_prefills_code: Final = isinstance(cli_sso_flow.get("verification_uri_complete"), str)
+        sso_url: Final = f"{base_url}/sso/key/generate?" + urlencode(
+            (
+                ("source", LITELLM_CLI_SOURCE_IDENTIFIER),
+                ("key", key_id),
+                *((("user_code", user_code),) if browser_prefills_code else ()),
+            )
+        )
 
         click.echo(f"Opening browser to: {sso_url}")
         click.echo("Please complete the SSO authentication in your browser...")
-        click.echo(f"Verification code: {user_code}")
+        click.echo(
+            f"Verification code: {user_code} (pre-filled in the browser, check it matches)"
+            if browser_prefills_code
+            else f"Verification code: {user_code}"
+        )
         click.echo(f"Session ID: {key_id}")
 
         # Open browser
diff --git a/litellm/proxy/client/cli/commands/claude_settings.py b/litellm/proxy/client/cli/commands/claude_settings.py
index ea1fa019c83..5e3ce95f088 100644
--- a/litellm/proxy/client/cli/commands/claude_settings.py
+++ b/litellm/proxy/client/cli/commands/claude_settings.py
@@ -8,6 +8,7 @@ live here rather than in either command module.
 
 import shlex
 import shutil
+import sys
 from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from pathlib import Path
@@ -17,12 +18,16 @@ from pydantic import JsonValue, TypeAdapter, ValidationError
 
 from litellm.litellm_core_utils.private_json import write_private_json
 
+from .cmd_quoting import quote_for_cmd
+
 ENV_KEY: Final = "env"
 API_KEY_HELPER_KEY: Final = "apiKeyHelper"
 ANTHROPIC_BASE_URL_KEY: Final = "ANTHROPIC_BASE_URL"
 ANTHROPIC_API_KEY_KEY: Final = "ANTHROPIC_API_KEY"
 ENABLE_TOOL_SEARCH_KEY: Final = "ENABLE_TOOL_SEARCH"
 ENABLE_TOOL_SEARCH_VALUE: Final = "true"
+ENABLE_GATEWAY_MODEL_DISCOVERY_KEY: Final = "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"
+ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE: Final = "1"
 
 CLAUDE_SETTINGS_PATH: Final = Path.home() / ".claude" / "settings.json"
 BACKUP_PATH: Final = Path.home() / ".litellm" / "claude_settings_backup.json"
@@ -74,22 +79,28 @@ def merge_claude_settings(
     stray env.ANTHROPIC_API_KEY is dropped so it cannot outrank the helper-issued
     token (same reasoning as build_agent_env in agents.py). ENABLE_TOOL_SEARCH
     defaults to true because Claude Code turns tool search off when
-    ANTHROPIC_BASE_URL is not a first-party Anthropic host; an existing value is
-    left alone. Every other key is preserved untouched.
+    ANTHROPIC_BASE_URL is not a first-party Anthropic host, and
+    CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY defaults to 1 so the /model picker
+    is filled from the proxy's /v1/models; existing values of both are left
+    alone. Every other key is preserved untouched.
     """
     raw_env: Final = settings.get(ENV_KEY, {})
     base_env: Final = raw_env if isinstance(raw_env, dict) else {}
     env: Final = {
         ENABLE_TOOL_SEARCH_KEY: ENABLE_TOOL_SEARCH_VALUE,
+        ENABLE_GATEWAY_MODEL_DISCOVERY_KEY: ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE,
         **{key: value for key, value in base_env.items() if key != ANTHROPIC_API_KEY_KEY},
         ANTHROPIC_BASE_URL_KEY: base_url.rstrip("/"),
     }
     return {**settings, ENV_KEY: env, API_KEY_HELPER_KEY: api_key_helper}
 
 
-def resolve_api_key_helper(base_url: str) -> str:
+def resolve_api_key_helper(base_url: str, platform: str = sys.platform) -> str:
     """Build the shell command Claude Code should run for its apiKeyHelper.
 
+    Claude Code hands the string to the system shell, `sh` on POSIX and cmd.exe
+    on Windows, so every token is quoted for the shell that will read it.
+
     Resolves `lite` to an absolute path so the helper works regardless of the
     PATH visible to whatever subprocess Claude Code spawns it from. Passing
     --base-url explicitly (rather than relying on the bare invocation Claude
@@ -106,7 +117,8 @@ def resolve_api_key_helper(base_url: str) -> str:
         raise ClaudeSettingsError(
             "Could not find `lite` on your PATH. Claude Code's apiKeyHelper needs an absolute path to it."
         )
-    return f"{shlex.quote(lite_path)} --base-url {shlex.quote(base_url)} auth print-token"
+    quote: Final = quote_for_cmd if platform.startswith("win") else shlex.quote
+    return " ".join(quote(token) for token in (lite_path, "--base-url", base_url, "auth", "print-token"))
 
 
 def write_claude_settings(base_url: str, settings_path: Path, owners: Sequence[SettingsFileOwner]) -> None:
@@ -149,6 +161,8 @@ __all__ = (
     "AUTOROUTE_BACKUP_PATH",
     "BACKUP_PATH",
     "CLAUDE_SETTINGS_PATH",
+    "ENABLE_GATEWAY_MODEL_DISCOVERY_KEY",
+    "ENABLE_GATEWAY_MODEL_DISCOVERY_VALUE",
     "ENABLE_TOOL_SEARCH_KEY",
     "ENABLE_TOOL_SEARCH_VALUE",
     "ENV_KEY",
diff --git a/litellm/proxy/client/cli/commands/cmd_quoting.py b/litellm/proxy/client/cli/commands/cmd_quoting.py
new file mode 100644
index 00000000000..efd6d584527
--- /dev/null
+++ b/litellm/proxy/client/cli/commands/cmd_quoting.py
@@ -0,0 +1,26 @@
+"""Quoting for command lines that cmd.exe reads before handing them to a program."""
+
+from typing import Final
+
+_CMD_PERCENT_GUARD: Final = "%%cd:~,%"
+
+
+def _double_trailing_backslashes(segment: str) -> str:
+    bare: Final = segment.rstrip("\\")
+    return bare + "\\" * 2 * (len(segment) - len(bare))
+
+
+def quote_for_cmd(token: str) -> str:
+    """Quote one token so both parsers that read it see the original text.
+
+    Follows the algorithm the Rust standard library settled on for batch files
+    after CVE-2024-24576. Two parsers see this token: cmd.exe, which ends a
+    quoted string on a lone `"` and so wants an embedded one doubled, and the
+    program's own C runtime argv split, where a backslash escapes the quote that
+    follows it, so every backslash run standing before a quote is doubled.
+    Quoting cannot stop cmd expanding `%VAR%`, so each `%` is prefixed with
+    `%%cd:~,`: the zero-length substring of the always defined `cd` expands to
+    nothing and leaves no `%` pair for cmd to match.
+    """
+    escaped: Final = '""'.join(_double_trailing_backslashes(part) for part in token.split('"'))
+    return '"' + escaped.replace("%", _CMD_PERCENT_GUARD) + '"'
diff --git a/litellm/proxy/client/models.py b/litellm/proxy/client/models.py
index 4b16087e15b..603597cc117 100644
--- a/litellm/proxy/client/models.py
+++ b/litellm/proxy/client/models.py
@@ -32,7 +32,7 @@ class ModelsManagementClient:
             headers["Authorization"] = f"Bearer {self._api_key}"
         return headers
 
-    def list(self, return_request: bool = False) -> list[dict[str, Any]] | requests.Request:
+    def list(self, return_request: bool = False) -> builtins.list[dict[str, Any]] | requests.Request:
         """
         Get the list of models supported by the server.
 
diff --git a/litellm/proxy/client/teams.py b/litellm/proxy/client/teams.py
index 105060e5ca9..54a6e869fef 100644
--- a/litellm/proxy/client/teams.py
+++ b/litellm/proxy/client/teams.py
@@ -40,7 +40,7 @@ class TeamsManagementClient:
         self,
         user_id: str | None = None,
         organization_id: str | None = None,
-    ) -> list[dict[str, Any]]:
+    ) -> builtins.list[dict[str, Any]]:
         """
         List teams that the user belongs to.
 
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 1d860b02875..f25fa46197e 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -3,7 +3,6 @@ import contextlib
 import json
 import logging
 import math
-import traceback
 from collections.abc import AsyncGenerator, Awaitable, Callable, Coroutine, Mapping, Sequence
 from datetime import datetime
 from functools import lru_cache
@@ -18,7 +17,7 @@ from fastapi.responses import JSONResponse, Response, StreamingResponse
 from starlette.types import Receive, Scope, Send
 
 import litellm
-from litellm._logging import _redact_string, verbose_proxy_logger
+from litellm._logging import redact_internal_details_from_client_message, verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.constants import (
     DD_TRACER_STREAMING_CHUNK_YIELD_RESOURCE,
@@ -176,6 +175,9 @@ if TYPE_CHECKING:
     ProxyConfig = _ProxyConfig
 else:
     ProxyConfig = Any
+from litellm.proxy.anthropic_endpoints.streaming_model_restamp import (
+    AnthropicStreamModelRestamper,
+)
 from litellm.proxy.litellm_pre_call_utils import (
     add_litellm_data_to_request,
     refresh_proxy_server_request_body_snapshot,
@@ -465,6 +467,42 @@ def _getattr_object(value: object, name: str, default: object = None) -> object:
     return getattr(value, name, default)
 
 
+_OPENAI_ERROR_TYPE_BY_STATUS: Final[Mapping[int, str]] = MappingProxyType(
+    {
+        status.HTTP_401_UNAUTHORIZED: "authentication_error",
+        status.HTTP_403_FORBIDDEN: "permission_error",
+        status.HTTP_429_TOO_MANY_REQUESTS: "rate_limit_error",
+    }
+)
+
+
+def _error_status_code(exc: object, default: int) -> int:
+    """The HTTP status an exception carries, or ``default`` when it carries none."""
+    carried: Final = _getattr_object(exc, "status_code")
+    return carried if isinstance(carried, int) and not isinstance(carried, bool) else default
+
+
+def _openai_error_type(exc: object, status_code: int) -> str:
+    """OpenAI types ``error.type`` as a required string, so an exception carrying none
+    falls back to the type its status code stands for."""
+    carried: Final = _getattr_object(exc, "type")
+    if isinstance(carried, str):
+        return carried
+    mapped: Final = _OPENAI_ERROR_TYPE_BY_STATUS.get(status_code)
+    if mapped is not None:
+        return mapped
+    if status_code < status.HTTP_500_INTERNAL_SERVER_ERROR:
+        return "invalid_request_error"
+    return "internal_server_error"
+
+
+def _openai_error_param(exc: object) -> str | None:
+    """OpenAI types ``error.param`` as nullable, so an exception carrying none
+    serializes as JSON ``null``."""
+    carried: Final = _getattr_object(exc, "param")
+    return carried if isinstance(carried, str) else None
+
+
 class _UpstreamHttpResponse(Protocol):
     @property
     def status_code(self) -> int: ...
@@ -538,11 +576,12 @@ def proxy_exception_from_http_exception(exc: HTTPException, headers: dict[str, s
     message, structured_fields = serialize_http_exception_detail(raw_detail)
     existing_fields: Final = getattr(exc, "provider_specific_fields", None) or {}
     merged_fields: Final = {**existing_fields, **structured_fields} if structured_fields else (existing_fields or None)
+    error_status: Final = _error_status_code(exc, status.HTTP_400_BAD_REQUEST)
     return ProxyException(
         message=message,
-        type=getattr(exc, "type", "None"),
-        param=getattr(exc, "param", "None"),
-        code=getattr(exc, "status_code", status.HTTP_400_BAD_REQUEST),
+        type=_openai_error_type(exc, error_status),
+        param=_openai_error_param(exc),
+        code=error_status,
         provider_specific_fields=merged_fields,
         headers=headers,
     )
@@ -825,25 +864,22 @@ def sse_error_payload(exc: BaseException) -> tuple[int, Mapping[str, object]]:
     are byte-identical.
     """
     # Preserve status code from HTTPException (e.g. guardrail blocks)
-    error_status: Final = getattr(exc, "status_code", status.HTTP_500_INTERNAL_SERVER_ERROR)
+    error_status: Final = _error_status_code(exc, status.HTTP_500_INTERNAL_SERVER_ERROR)
     raw_detail: Final = _getattr_object(exc, "detail", "Error processing stream start")
     message, structured_fields = serialize_http_exception_detail(raw_detail)
 
     existing_fields: Final = getattr(exc, "provider_specific_fields", None) or {}
     merged_fields: Final = {**existing_fields, **structured_fields} if structured_fields else (existing_fields or None)
 
-    # Built in one statement then given its one optional key, rather than spread
-    # conditionally: the spread form costs two extra dict constructions, which
-    # type-discipline-budget.json's LIT002 ceiling has no room for.
     error_obj: Final = {
         "message": message,
-        "type": getattr(exc, "type", "None"),
-        "param": getattr(exc, "param", "None"),
+        "type": _openai_error_type(exc, error_status),
+        "param": _openai_error_param(exc),
         "code": str(error_status),
     }
-    if merged_fields:
-        error_obj["provider_specific_fields"] = merged_fields
-    return error_status, error_obj
+    if not merged_fields:
+        return error_status, error_obj
+    return error_status, {**error_obj, "provider_specific_fields": merged_fields}
 
 
 def _sse_error_frames(error_obj: Mapping[str, object]) -> tuple[str, str]:
@@ -920,7 +956,7 @@ async def create_response(
                 "error": {
                     "message": _CLIENT_DISCONNECT_DETAIL,
                     "type": "client_disconnect",
-                    "param": "None",
+                    "param": None,
                     "code": str(LITELLM_HTTP_STATUS_CLIENT_DISCONNECTED),
                 }
             },
@@ -2484,12 +2520,20 @@ class ProxyBaseLLMRequestProcessing:
                     # This handles cases like websearch_interception agentic loop
                     # which returns a non-streaming dict even for streaming requests
                     if self._is_streaming_response(response):
+                        self._arm_detached_stream_failure_hook(
+                            logging_obj=logging_obj,
+                            user_api_key_dict=user_api_key_dict,
+                            proxy_logging_obj=proxy_logging_obj,
+                        )
                         selected_data_generator = ProxyBaseLLMRequestProcessing.async_sse_data_generator(
                             response=response,
                             user_api_key_dict=user_api_key_dict,
                             request_data=self.data,
                             proxy_logging_obj=proxy_logging_obj,
                             request=request,
+                            restamp_model=(
+                                None if _should_return_raw_model_name(self.data) else requested_model_from_client
+                            ),
                         )
                         return await create_response(
                             generator=wrap_sse_stream_with_keepalive_pings(
@@ -2836,6 +2880,34 @@ class ProxyBaseLLMRequestProcessing:
             ),
         )
 
+    def _arm_detached_stream_failure_hook(
+        self,
+        logging_obj: LiteLLMLoggingObj,
+        user_api_key_dict: "UserAPIKeyAuth",
+        proxy_logging_obj: ProxyLogging,
+    ) -> None:
+        """Let a stream that fails after the client left still reach ``post_call_failure_hook``.
+
+        The client-facing generator reports a mid-stream failure itself, but once
+        the client disconnects that generator is gone and the detached upstream
+        drain is the only code that sees the provider error. It fires this closure
+        so the failed spend is still written and the budget reservation released;
+        a replacement error the hook raises has no client left to reach.
+        """
+        request_data: Final = self.data
+
+        async def _on_detached_stream_failure(exc: Exception) -> None:
+            try:
+                await proxy_logging_obj.post_call_failure_hook(
+                    user_api_key_dict=user_api_key_dict,
+                    original_exception=exc,
+                    request_data=request_data,
+                )
+            except HTTPException:
+                return
+
+        logging_obj._on_detached_stream_failure = _on_detached_stream_failure
+
     def _is_streaming_response(self, response: Any) -> bool:
         """
         Check if the response object is actually a streaming response by inspecting its type.
@@ -3411,9 +3483,9 @@ class ProxyBaseLLMRequestProcessing:
         else:
             _code = status.HTTP_500_INTERNAL_SERVER_ERROR
         raise ProxyException(
-            message=getattr(e, "message", error_msg),
-            type=getattr(e, "type", "None"),
-            param=getattr(e, "param", "None"),
+            message=redact_internal_details_from_client_message(getattr(e, "message", error_msg)),
+            type=_openai_error_type(e, _code),
+            param=_openai_error_param(e),
             openai_code=getattr(e, "code", None),
             code=_code,
             provider_specific_fields=getattr(e, "provider_specific_fields", None),
@@ -3442,6 +3514,16 @@ class ProxyBaseLLMRequestProcessing:
         else:
             return chunk
 
+    @staticmethod
+    def _sse_chunk_serializer(restamper: AnthropicStreamModelRestamper | None) -> StreamChunkSerializer:
+        if restamper is None:
+            return ProxyBaseLLMRequestProcessing.return_sse_chunk
+
+        def serialize(chunk: object) -> str:
+            return ProxyBaseLLMRequestProcessing.return_sse_chunk(restamper.process(chunk))
+
+        return serialize
+
     @staticmethod
     async def _finalize_streaming_generator_cleanup(
         request: Request | None,
@@ -3502,11 +3584,16 @@ class ProxyBaseLLMRequestProcessing:
         serialize_chunk: StreamChunkSerializer,
         serialize_error: StreamErrorSerializer,
         request: Request | None = None,
+        flush_tail: Callable[[], bytes] | None = None,
     ) -> AsyncGenerator[str, None]:
         """
         Shared streaming data generator: runs proxy iterator hook, per-chunk hook,
         cost injection, then yields chunks via serialize_chunk; on exception runs
         failure hook and yields via serialize_error. Use for SSE or NDJSON.
+
+        ``flush_tail`` runs once after the upstream iterator completes cleanly and
+        its non-empty result is yielded, so a serializer that buffers bytes across
+        chunks can emit anything still held at end of stream.
         """
         verbose_proxy_logger.debug("inside generator")
         # Resolve per-stream (not per-chunk) whether the heavy per-chunk path
@@ -3569,6 +3656,9 @@ class ProxyBaseLLMRequestProcessing:
                 # so it must not suppress that refund.
                 delivered_chunk = delivered_chunk or chunk != STREAM_SSE_KEEPALIVE_PING_BYTES
                 yield serialize_chunk(chunk)
+            held_tail: Final = flush_tail() if flush_tail is not None else b""
+            if held_tail:
+                yield serialize_chunk(held_tail)
             stream_completed = True
         except (asyncio.CancelledError, GeneratorExit):
             # Client disconnected mid-stream. CancelledError / GeneratorExit
@@ -3579,8 +3669,7 @@ class ProxyBaseLLMRequestProcessing:
             # billing and release exactly once. This is the outermost generator
             # Starlette closes on disconnect, so the nested iterator hook (which
             # only sees GeneratorExit on GC) cannot own the refund.
-            if not stream_completed:
-                client_disconnected = True
+            client_disconnected = not stream_completed
             if not delivered_chunk and not _withheld_provider_output(response):
                 from litellm.proxy.spend_tracking.budget_reservation import (
                     release_budget_reservation_on_cancel,
@@ -3606,13 +3695,12 @@ class ProxyBaseLLMRequestProcessing:
 
             if isinstance(e, HTTPException):
                 raise e
-            error_traceback: Final = _redact_string(traceback.format_exc())
-            error_msg: Final = f"{e}\n\n{error_traceback}"
+            stream_error_status: Final = _error_status_code(e, status.HTTP_500_INTERNAL_SERVER_ERROR)
             proxy_exception: Final = ProxyException(
-                message=getattr(e, "message", error_msg),
-                type=getattr(e, "type", "None"),
-                param=getattr(e, "param", "None"),
-                code=getattr(e, "status_code", 500),
+                message=redact_internal_details_from_client_message(getattr(e, "message", str(e))),
+                type=_openai_error_type(e, stream_error_status),
+                param=_openai_error_param(e),
+                code=stream_error_status,
             )
             stream_completed = True
             yield serialize_error(proxy_exception)
@@ -3634,6 +3722,7 @@ class ProxyBaseLLMRequestProcessing:
         request_data: dict,
         proxy_logging_obj: ProxyLogging,
         request: Request | None = None,
+        restamp_model: str | None = None,
     ) -> AsyncGenerator[str, None]:
         """
         Anthropic /messages and Google /generateContent streaming data generator require SSE events.
@@ -3642,17 +3731,23 @@ class ProxyBaseLLMRequestProcessing:
         SSE serializers directly (rather than re-wrapping it in another
         ``async for: yield`` trampoline), so a streamed chunk traverses one
         fewer async-generator layer / coroutine resume on the hot path.
+
+        ``restamp_model`` publishes that name on the Anthropic ``message_start``
+        event in place of the provider's model, matching what the non-streaming
+        response reports.
         """
+        restamper: Final = AnthropicStreamModelRestamper(restamp_model) if restamp_model else None
         return ProxyBaseLLMRequestProcessing.async_streaming_data_generator(
             response=response,
             user_api_key_dict=user_api_key_dict,
             request_data=request_data,
             proxy_logging_obj=proxy_logging_obj,
-            serialize_chunk=ProxyBaseLLMRequestProcessing.return_sse_chunk,
+            serialize_chunk=ProxyBaseLLMRequestProcessing._sse_chunk_serializer(restamper),
             serialize_error=lambda proxy_exc: (
                 f"{STREAM_SSE_DATA_PREFIX}{json.dumps({'error': proxy_exc.to_dict()})}\n\n"
             ),
             request=request,
+            flush_tail=None if restamper is None else restamper.flush,
         )
 
     @overload
diff --git a/litellm/proxy/common_utils/http_parsing_utils.py b/litellm/proxy/common_utils/http_parsing_utils.py
index 96621b08ba1..552d1ea434f 100644
--- a/litellm/proxy/common_utils/http_parsing_utils.py
+++ b/litellm/proxy/common_utils/http_parsing_utils.py
@@ -1,10 +1,12 @@
 import json
 import re
-from collections.abc import Collection
-from typing import Any, Final
+from collections.abc import Collection, Mapping
+from types import MappingProxyType, UnionType
+from typing import Any, Final, Union, get_args, get_origin
 
 import orjson
 from fastapi import Request, UploadFile, status
+from typing_extensions import ReadOnly
 
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import MAX_REQUEST_BODY_SIZE_TO_REPAIR_MB
@@ -40,6 +42,65 @@ def _is_json_content_type(content_type: str) -> bool:
     return _normalize_media_type(content_type) == "application/json"
 
 
+def _numeric_form_type(annotation: object) -> type[int] | type[float] | None:
+    """The scalar to parse an ``int``/``float``-typed field as, else ``None``."""
+    unwrapped: Final = get_args(annotation)[0] if get_origin(annotation) is ReadOnly else annotation
+    candidates: Final = (
+        tuple(arg for arg in get_args(unwrapped) if arg is not type(None))
+        if get_origin(unwrapped) in (Union, UnionType)
+        else (unwrapped,)
+    )
+    if len(candidates) != 1:
+        return None
+    if candidates[0] is int:
+        return int
+    if candidates[0] is float:
+        return float
+    return None
+
+
+def numeric_form_fields(annotations: Mapping[str, object]) -> Mapping[str, type[int] | type[float]]:
+    """
+    The numeric fields of a request schema, mapped to the scalar to parse them as.
+
+    Only a bare ``int``/``float`` or an optional one qualifies, so container and
+    literal fields are left alone and ``bool`` is excluded on purpose.
+    """
+    return MappingProxyType(
+        {
+            name: scalar
+            for name, annotation in annotations.items()
+            if (scalar := _numeric_form_type(annotation)) is not None
+        }
+    )
+
+
+def _numeric_form_value(value: object, scalar: type[int] | type[float]) -> object:
+    if not isinstance(value, str):
+        return value
+    try:
+        return scalar(value)
+    except ValueError:
+        return value
+
+
+def coerce_numeric_form_fields(
+    parsed_body: Mapping[str, object],
+    numeric_fields: Mapping[str, type[int] | type[float]],
+) -> Mapping[str, object]:
+    """
+    Parse the numeric fields of a form-encoded body back into numbers.
+
+    ``request.form()`` yields every field as a string, so a provider that puts the
+    value in a JSON body would send a string where its API requires a number. A
+    value that will not parse is left as-is for the provider to reject as before.
+    """
+    return {
+        name: _numeric_form_value(value, numeric_fields[name]) if name in numeric_fields else value
+        for name, value in parsed_body.items()
+    }
+
+
 async def _read_request_body(request: Request | None) -> dict:
     """
     Safely read the request body and parse it as JSON.
diff --git a/litellm/proxy/common_utils/model_listing_utils.py b/litellm/proxy/common_utils/model_listing_utils.py
index 9fd24162f7e..213a697b3dd 100644
--- a/litellm/proxy/common_utils/model_listing_utils.py
+++ b/litellm/proxy/common_utils/model_listing_utils.py
@@ -10,13 +10,36 @@ legacy internal names with `general_settings.use_team_public_model_name: false`.
 
 from __future__ import annotations
 
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Final, cast
 
 if TYPE_CHECKING:
     from litellm.router import Router
 
 
+def configured_display_names(
+    entries: Sequence[tuple[str, str]],
+    llm_router: Router | None,
+) -> Mapping[str, str]:
+    """response_id -> configured `model_info.display_name` for the listing entries
+    that have one.
+
+    Metadata is looked up by each entry's internal lookup id (so team-scoped rows
+    resolve), while the returned map is keyed by the public response id the
+    Anthropic-shaped listing is built from. Entries without a configured name are
+    omitted so the listing falls back to the id itself.
+    """
+    if llm_router is None:
+        return MappingProxyType({})
+    resolved: Final = (
+        (response_id, llm_router.get_configured_display_name(lookup_id)) for response_id, lookup_id in entries
+    )
+    return MappingProxyType(
+        {response_id: display_name for response_id, display_name in resolved if display_name is not None}
+    )
+
+
 class TeamModelNameTranslator:
     """Translates internal team routing keys to their public names for the model
     listing/retrieve responses. Stateless; the live router and general_settings
diff --git a/litellm/proxy/common_utils/reset_budget_job.py b/litellm/proxy/common_utils/reset_budget_job.py
index 1682cf12f4e..47f69732e95 100644
--- a/litellm/proxy/common_utils/reset_budget_job.py
+++ b/litellm/proxy/common_utils/reset_budget_job.py
@@ -7,7 +7,9 @@ from dataclasses import dataclass, field
 from datetime import datetime, timedelta, timezone
 from enum import Enum
 from types import MappingProxyType
-from typing import Final, Literal, Protocol, TypeVar, assert_never
+from typing import Final, Literal, Protocol, TypeVar
+
+from typing_extensions import assert_never
 
 import litellm
 from litellm._logging import verbose_proxy_logger
diff --git a/litellm/proxy/common_utils/semantic_text_index.py b/litellm/proxy/common_utils/semantic_text_index.py
new file mode 100644
index 00000000000..0820459af49
--- /dev/null
+++ b/litellm/proxy/common_utils/semantic_text_index.py
@@ -0,0 +1,142 @@
+"""Embedding-similarity ranking over short texts with a per-model vector cache, shared by agent search and MCP tool search."""
+
+from __future__ import annotations
+
+import math
+from collections.abc import Awaitable, Mapping, Sequence
+from dataclasses import dataclass
+from itertools import chain
+from types import MappingProxyType
+from typing import TYPE_CHECKING, Final, Protocol, TypeAlias
+
+from openai import OpenAIError
+from pydantic import BaseModel, ConfigDict
+
+from litellm.exceptions import BudgetExceededError
+
+if TYPE_CHECKING:
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.router import Router
+
+Vector: TypeAlias = tuple[float, ...]
+
+
+class Embedder(Protocol):
+    def __call__(self, texts: Sequence[str]) -> Awaitable[Sequence[Vector]]: ...
+
+
+@dataclass(frozen=True, slots=True)
+class EmbeddingFailed:
+    reason: str
+
+
+class _EmbeddingItem(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="ignore")
+
+    embedding: tuple[float, ...]
+
+
+class _EmbeddingData(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="ignore")
+
+    data: tuple[_EmbeddingItem, ...]
+
+
+def cosine_similarity(left: Vector, right: Vector) -> float:
+    dot: Final = sum(a * b for a, b in zip(left, right, strict=True))
+    norms: Final = math.sqrt(sum(a * a for a in left)) * math.sqrt(sum(b * b for b in right))
+    return dot / norms if norms else 0.0
+
+
+def embedding_spend_metadata(user_api_key_dict: UserAPIKeyAuth) -> dict[str, object]:  # mutable-ok: router mutates it
+    from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
+
+    return {  # mutable-ok: the router mutates the metadata dict it is handed
+        **LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict),
+        "user_api_key": user_api_key_dict.api_key,
+    }
+
+
+def router_embedder(router: Router, embedding_model: str, user_api_key_dict: UserAPIKeyAuth) -> Embedder:
+    async def embed(texts: Sequence[str]) -> Sequence[Vector]:
+        batch: Final = list(texts)  # mutable-ok: Router.aembedding accepts only str | list input
+        response: Final = await router.aembedding(
+            model=embedding_model, input=batch, metadata=embedding_spend_metadata(user_api_key_dict)
+        )
+        return tuple(item.embedding for item in _EmbeddingData.model_validate(response.model_dump()).data)
+
+    return embed
+
+
+_NO_VECTORS: Final[Mapping[str, Vector]] = MappingProxyType({})
+
+
+async def _embed_all(embed: Embedder, texts: Sequence[str]) -> tuple[Vector, ...] | EmbeddingFailed:
+    try:
+        vectors: Final = tuple(await embed(texts))
+    except (OpenAIError, ValueError, BudgetExceededError) as exc:
+        return EmbeddingFailed(reason=f"embedding the search query failed: {exc}")
+    if len(vectors) != len(texts):
+        return EmbeddingFailed(reason=f"embedding model returned {len(vectors)} vectors for {len(texts)} inputs")
+    return vectors
+
+
+@dataclass(frozen=True, slots=True)
+class _Embedded:
+    query_vector: Vector
+    vectors: Mapping[str, Vector]
+
+
+def _same_dimension(query_vector: Vector, vectors: Mapping[str, Vector], texts: Sequence[str]) -> bool:
+    return all(len(vectors[text]) == len(query_vector) for text in texts)
+
+
+async def _embed_query_and_texts(
+    embed: Embedder, query: str, texts: Sequence[str], cached: Mapping[str, Vector]
+) -> _Embedded | EmbeddingFailed:
+    missing: Final = tuple(dict.fromkeys(text for text in texts if text not in cached))
+    embedded: Final = await _embed_all(embed, (query, *missing))
+    if isinstance(embedded, EmbeddingFailed):
+        return embedded
+    vectors: Final = MappingProxyType(dict(chain(cached.items(), zip(missing, embedded[1:], strict=True))))
+    if _same_dimension(embedded[0], vectors, texts):
+        return _Embedded(query_vector=embedded[0], vectors=vectors)
+    unique: Final = tuple(dict.fromkeys(texts))
+    reembedded: Final = await _embed_all(embed, (query, *unique))
+    if isinstance(reembedded, EmbeddingFailed):
+        return reembedded
+    return _Embedded(
+        query_vector=reembedded[0], vectors=MappingProxyType(dict(zip(unique, reembedded[1:], strict=True)))
+    )
+
+
+class SemanticTextIndex:
+    """Caches one vector per distinct text per embedding model, so repeat searches only embed the query."""
+
+    def __init__(self) -> None:
+        self._vectors: Mapping[str, Mapping[str, Vector]] = MappingProxyType({})
+
+    def _merged(self, embedding_model: str, embedded: _Embedded) -> Mapping[str, Vector]:
+        kept: Final = MappingProxyType(
+            {
+                text: vector
+                for text, vector in self._vectors.get(embedding_model, _NO_VECTORS).items()
+                if len(vector) == len(embedded.query_vector)
+            }
+        )
+        return MappingProxyType({**kept, **embedded.vectors})
+
+    async def scores(
+        self, query: str, texts: Sequence[str], embed: Embedder, embedding_model: str
+    ) -> tuple[float, ...] | EmbeddingFailed:
+        """Cosine similarity of `query` to each entry of `texts`, in the same order."""
+        if not texts:
+            return ()
+        cached: Final = self._vectors.get(embedding_model, _NO_VECTORS)
+        embedded: Final = await _embed_query_and_texts(embed, query, texts, cached)
+        if isinstance(embedded, EmbeddingFailed):
+            return embedded
+        if not _same_dimension(embedded.query_vector, embedded.vectors, texts):
+            return EmbeddingFailed(reason=f"embedding model {embedding_model} returned vectors of mixed dimensions")
+        self._vectors = MappingProxyType({**self._vectors, embedding_model: self._merged(embedding_model, embedded)})
+        return tuple(cosine_similarity(embedded.query_vector, embedded.vectors[text]) for text in texts)
diff --git a/litellm/proxy/container_endpoints/endpoints.py b/litellm/proxy/container_endpoints/endpoints.py
index 4a088140725..f3a2abc1225 100644
--- a/litellm/proxy/container_endpoints/endpoints.py
+++ b/litellm/proxy/container_endpoints/endpoints.py
@@ -15,10 +15,11 @@ from litellm.proxy.common_utils.openai_endpoint_utils import (
     get_custom_llm_provider_from_request_headers,
     get_custom_llm_provider_from_request_query,
 )
+from litellm.proxy.common_utils.resource_ownership import is_proxy_admin
 from litellm.proxy.container_endpoints.ownership import (
     assert_user_can_access_container,
-    filter_container_list_response,
     get_container_forwarding_params,
+    list_owned_containers,
     record_container_owner,
 )
 
@@ -173,6 +174,9 @@ async def list_containers(
     request: Request,
     fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+    after: str | None = None,
+    limit: int | None = None,
+    order: str | None = None,
 ):
     """
     Container list endpoint for retrieving a list of containers.
@@ -206,55 +210,54 @@ async def list_containers(
         version,
     )
 
-    # Read query parameters
     query_params: Final = dict(request.query_params)
-    data: Final[dict[str, Any]] = {"query_params": query_params}
-
-    # Extract custom_llm_provider using priority chain
     custom_llm_provider: Final = (
         get_custom_llm_provider_from_request_headers(request=request)
         or get_custom_llm_provider_from_request_query(request=request)
         or "openai"
     )
+    data: Final[dict[str, Any]] = {
+        "query_params": query_params,
+        "model": query_params.get("model"),
+        "order": order,
+        "custom_llm_provider": custom_llm_provider,
+    }
 
-    # Add custom_llm_provider to data
-    data["custom_llm_provider"] = custom_llm_provider
+    async def fetch_page(page_after: str | None, page_limit: int | None) -> object:
+        processor: Final = ProxyBaseLLMRequestProcessing(data={**data, "after": page_after, "limit": page_limit})
+        try:
+            return await processor.base_process_llm_request(
+                request=request,
+                fastapi_response=fastapi_response,
+                user_api_key_dict=user_api_key_dict,
+                route_type="alist_containers",
+                proxy_logging_obj=proxy_logging_obj,
+                llm_router=llm_router,
+                general_settings=general_settings,
+                proxy_config=proxy_config,
+                select_data_generator=select_data_generator,
+                model=None,
+                user_model=user_model,
+                user_temperature=user_temperature,
+                user_request_timeout=user_request_timeout,
+                user_max_tokens=user_max_tokens,
+                user_api_base=user_api_base,
+                version=version,
+            )
+        except Exception as e:
+            raise await processor._handle_llm_api_exception(
+                e=e,
+                user_api_key_dict=user_api_key_dict,
+                proxy_logging_obj=proxy_logging_obj,
+                version=version,
+            )
 
-    # Process request using ProxyBaseLLMRequestProcessing
-    processor: Final = ProxyBaseLLMRequestProcessing(data=data)
-    try:
-        response: Final = await processor.base_process_llm_request(
-            request=request,
-            fastapi_response=fastapi_response,
-            user_api_key_dict=user_api_key_dict,
-            route_type="alist_containers",
-            proxy_logging_obj=proxy_logging_obj,
-            llm_router=llm_router,
-            general_settings=general_settings,
-            proxy_config=proxy_config,
-            select_data_generator=select_data_generator,
-            model=None,
-            user_model=user_model,
-            user_temperature=user_temperature,
-            user_request_timeout=user_request_timeout,
-            user_max_tokens=user_max_tokens,
-            user_api_base=user_api_base,
-            version=version,
-        )
-    except Exception as e:
-        raise await processor._handle_llm_api_exception(
-            e=e,
-            user_api_key_dict=user_api_key_dict,
-            proxy_logging_obj=proxy_logging_obj,
-            version=version,
-        )
-
-    # Ownership filtering runs OUTSIDE the LLM-exception scope: a DB error
-    # in the ownership lookup is not an LLM-API error and shouldn't be
-    # translated to a provider-shaped failure (which would also fire the
-    # post_call_failure_hook for what is in fact a successful upstream call).
-    return await filter_container_list_response(
-        response=response,
+    if is_proxy_admin(user_api_key_dict):
+        return await fetch_page(after, limit)
+    return await list_owned_containers(
+        fetch_page=fetch_page,
+        after=after,
+        limit=limit,
         user_api_key_dict=user_api_key_dict,
         custom_llm_provider=custom_llm_provider,
     )
diff --git a/litellm/proxy/container_endpoints/handler_factory.py b/litellm/proxy/container_endpoints/handler_factory.py
index aaee1d3e264..cc742f0520b 100644
--- a/litellm/proxy/container_endpoints/handler_factory.py
+++ b/litellm/proxy/container_endpoints/handler_factory.py
@@ -6,7 +6,9 @@ FastAPI route handlers for ALL container file endpoints.
 """
 
 import json
+from collections.abc import Mapping, Sequence
 from pathlib import Path
+from types import MappingProxyType
 from typing import Any, Final
 
 from fastapi import APIRouter, Depends, Request, Response
@@ -56,6 +58,7 @@ def _create_handler_for_path_params(
     route_type: str,
     returns_binary: bool = False,
     is_multipart: bool = False,
+    query_param_names: Sequence[str] = (),
 ):
     """
     Dynamically create a handler with the correct path parameter signature.
@@ -114,6 +117,7 @@ def _create_handler_for_path_params(
                 user_api_key_dict=user_api_key_dict,
                 route_type=route_type,
                 path_params={"container_id": container_id},
+                query_param_names=query_param_names,
             )
 
         return handler_container_id
@@ -133,6 +137,7 @@ def _create_handler_for_path_params(
                 user_api_key_dict=user_api_key_dict,
                 route_type=route_type,
                 path_params={"container_id": container_id, "file_id": file_id},
+                query_param_names=query_param_names,
             )
 
         return handler_container_file
@@ -150,6 +155,7 @@ def _create_handler_for_path_params(
                 user_api_key_dict=user_api_key_dict,
                 route_type=route_type,
                 path_params={},
+                query_param_names=query_param_names,
             )
 
         return handler_no_params
@@ -351,12 +357,17 @@ async def _process_multipart_upload_request(
         )
 
 
+def _declared_query_params(query_params: Mapping[str, str], query_param_names: Sequence[str]) -> Mapping[str, str]:
+    return MappingProxyType({name: query_params[name] for name in query_param_names if name in query_params})
+
+
 async def _process_request(
     request: Request,
     fastapi_response: Response,
     user_api_key_dict: UserAPIKeyAuth,
     route_type: str,
     path_params: dict[str, str],
+    query_param_names: Sequence[str] = (),
 ):
     """Common request processing logic."""
     from litellm.proxy.proxy_server import (
@@ -376,6 +387,7 @@ async def _process_request(
     query_params: Final = dict(request.query_params)
     data: Final[dict[str, Any]] = {
         "query_params": query_params,
+        **_declared_query_params(query_params, query_param_names),
         **path_params,
     }
 
@@ -452,7 +464,13 @@ def register_container_file_endpoints(router: APIRouter) -> None:
         is_multipart = endpoint_config.get("is_multipart", False)
 
         # Create handler with correct signature for path params
-        handler = _create_handler_for_path_params(path_params, route_type, returns_binary, is_multipart)
+        handler = _create_handler_for_path_params(
+            path_params,
+            route_type,
+            returns_binary,
+            is_multipart,
+            query_param_names=endpoint_config.get("query_params", ()),
+        )
 
         # Register routes
         route_method = getattr(router, method)
diff --git a/litellm/proxy/container_endpoints/ownership.py b/litellm/proxy/container_endpoints/ownership.py
index e3088771c82..14480232a4a 100644
--- a/litellm/proxy/container_endpoints/ownership.py
+++ b/litellm/proxy/container_endpoints/ownership.py
@@ -1,9 +1,10 @@
 import json
-from collections.abc import Mapping, Sequence
+from collections.abc import Awaitable, Callable, Mapping, Sequence
 from collections.abc import Set as AbstractSet
-from typing import TYPE_CHECKING, Any, Final
+from typing import TYPE_CHECKING, Any, Final, TypeAlias
 
 from fastapi import HTTPException
+from pydantic import BaseModel
 
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.in_memory_cache import InMemoryCache
@@ -46,6 +47,12 @@ _CONTAINER_STORED_ID_CACHE: Final = InMemoryCache(max_size_in_memory=10000, defa
 # different users with different scopes get disjoint cache entries.
 _ALLOWED_CONTAINER_IDS_CACHE: Final = InMemoryCache(max_size_in_memory=2048, default_ttl=60)
 
+DEFAULT_CONTAINER_LIST_LIMIT: Final = 20
+OWNED_CONTAINER_LIST_PAGE_SIZE: Final = 100
+OWNED_CONTAINER_LIST_MAX_PAGES: Final = 5
+
+FetchContainerListPage: TypeAlias = Callable[[str | None, int | None], Awaitable[object]]
+
 
 def _allowed_container_ids_cache_key(owner_scopes: Sequence[str]) -> str:
     """JSON-encode the sorted scope list — using a separator like ``|``
@@ -337,27 +344,23 @@ def _get_container_list_data(response: object) -> Sequence[object] | None:
     return data if isinstance(data, list) else None
 
 
-def _set_container_list_data(response: Any, data: list[object], removed_filtered_items: bool = False) -> object:
+def _get_has_more(response: object) -> bool:
     if isinstance(response, dict):
-        response["data"] = data
-        if data:
-            response["first_id"] = _get_response_id(data[0])
-            response["last_id"] = _get_response_id(data[-1])
-        else:
-            response["first_id"] = None
-            response["last_id"] = None
-            response["has_more"] = False
-        if removed_filtered_items:
-            response["has_more"] = False
-        return response
+        return response.get("has_more") is True
+    return getattr(response, "has_more", None) is True
 
-    response.data = data
-    response.first_id = _get_response_id(data[0]) if data else None
-    response.last_id = _get_response_id(data[-1]) if data else None
-    if not data and hasattr(response, "has_more"):
-        response.has_more = False
-    if removed_filtered_items and hasattr(response, "has_more"):
-        response.has_more = False
+
+def _with_container_list_page(response: object, data: Sequence[object], has_more: bool) -> object:
+    page: Final = {
+        "data": list(data),
+        "first_id": _get_response_id(data[0]) if data else None,
+        "last_id": _get_response_id(data[-1]) if data else None,
+        "has_more": has_more,
+    }
+    if isinstance(response, dict):
+        return {**response, **page}
+    if isinstance(response, BaseModel):
+        return response.model_copy(update=page)
     return response
 
 
@@ -366,16 +369,16 @@ async def _get_allowed_container_ids(
 ) -> AbstractSet[str]:
     owner_scopes: Final = get_resource_owner_scopes(user_api_key_dict)
     if not owner_scopes:
-        return set()
+        return frozenset()
 
     cache_key: Final = _allowed_container_ids_cache_key(owner_scopes)
     cached: Final = _ALLOWED_CONTAINER_IDS_CACHE.get_cache(cache_key)
     if cached is not None:
-        return set(cached)
+        return frozenset(cached)
 
     prisma_client: Final = await _get_prisma_client()
     if prisma_client is None:
-        return set()
+        return frozenset()
 
     table: Final = ManagedObjectRepository(prisma_client).table
     rows: Final[Sequence[prisma_models.LiteLLM_ManagedObjectTable]] = await table.find_many(
@@ -384,34 +387,69 @@ async def _get_allowed_container_ids(
             "created_by": {"in": owner_scopes},
         }
     )
-    allowed_ids: Final = {row.model_object_id for row in rows if getattr(row, "model_object_id", None) is not None}
-    # ``InMemoryCache.get_cache`` attempts ``json.loads`` on the stored
-    # value; passing a set would round-trip through that path
-    # unnecessarily. Store as a list and rehydrate above.
-    _ALLOWED_CONTAINER_IDS_CACHE.set_cache(cache_key, list(allowed_ids))
+    allowed_ids: Final = frozenset(
+        row.model_object_id for row in rows if getattr(row, "model_object_id", None) is not None
+    )
+    _ALLOWED_CONTAINER_IDS_CACHE.set_cache(cache_key, tuple(allowed_ids))
     return allowed_ids
 
 
-async def filter_container_list_response(
-    response: object,
+def _is_owned_container(item: object, allowed_container_ids: AbstractSet[str], custom_llm_provider: str) -> bool:
+    container_id: Final = _get_response_id(item)
+    if container_id is None:
+        return False
+    original_container_id, resolved_provider = decode_container_id_for_ownership(container_id, custom_llm_provider)
+    return _container_model_object_id(original_container_id, resolved_provider) in allowed_container_ids
+
+
+async def _collect_owned_containers(
+    fetch_page: FetchContainerListPage,
+    after: str | None,
+    needed: int,
+    allowed_container_ids: AbstractSet[str],
+    custom_llm_provider: str,
+    pages_left: int,
+    collected: tuple[object, ...],
+) -> tuple[object, tuple[object, ...]]:
+    page: Final = await fetch_page(after, OWNED_CONTAINER_LIST_PAGE_SIZE)
+    page_data: Final = _get_container_list_data(page) or ()
+    owned: Final = collected + tuple(
+        item for item in page_data if _is_owned_container(item, allowed_container_ids, custom_llm_provider)
+    )
+    upstream_last_id: Final = _get_response_id(page_data[-1]) if page_data else None
+    if len(owned) >= needed or upstream_last_id is None or pages_left <= 1 or not _get_has_more(page):
+        return page, owned
+    return await _collect_owned_containers(
+        fetch_page=fetch_page,
+        after=upstream_last_id,
+        needed=needed,
+        allowed_container_ids=allowed_container_ids,
+        custom_llm_provider=custom_llm_provider,
+        pages_left=pages_left - 1,
+        collected=owned,
+    )
+
+
+async def list_owned_containers(
+    fetch_page: FetchContainerListPage,
+    after: str | None,
+    limit: int | None,
     user_api_key_dict: UserAPIKeyAuth,
     custom_llm_provider: str,
 ) -> object:
-    if is_proxy_admin(user_api_key_dict):
-        return response
-
-    data: Final = _get_container_list_data(response)
-    if data is None:
-        return response
-
     allowed_container_ids: Final = await _get_allowed_container_ids(user_api_key_dict)
-    filtered: Final[list[object]] = []
-    for item in data:
-        container_id = _get_response_id(item)
-        if container_id is None:
-            continue
-        original_container_id, resolved_provider = decode_container_id_for_ownership(container_id, custom_llm_provider)
-        if _container_model_object_id(original_container_id, resolved_provider) in allowed_container_ids:
-            filtered.append(item)
-
-    return _set_container_list_data(response, filtered, removed_filtered_items=len(filtered) != len(data))
+    page_limit: Final = limit if limit is not None else DEFAULT_CONTAINER_LIST_LIMIT
+    last_page, owned = await _collect_owned_containers(
+        fetch_page=fetch_page,
+        after=after,
+        needed=page_limit + 1,
+        allowed_container_ids=allowed_container_ids,
+        custom_llm_provider=custom_llm_provider,
+        pages_left=OWNED_CONTAINER_LIST_MAX_PAGES,
+        collected=(),
+    )
+    return _with_container_list_page(
+        last_page,
+        owned[:page_limit],
+        has_more=len(owned) > page_limit or _get_has_more(last_page),
+    )
diff --git a/litellm/proxy/credential_endpoints/endpoints.py b/litellm/proxy/credential_endpoints/endpoints.py
index dc193cb8523..66789748707 100644
--- a/litellm/proxy/credential_endpoints/endpoints.py
+++ b/litellm/proxy/credential_endpoints/endpoints.py
@@ -135,7 +135,7 @@ async def get_credentials(
         ]
         return {"success": True, "credentials": masked_credentials}
     except Exception as e:
-        return handle_exception_on_proxy(e)
+        raise handle_exception_on_proxy(e)
 
 
 @router.get(
@@ -239,13 +239,18 @@ async def delete_credential(
                 status_code=500,
                 detail={"error": CommonProxyErrors.db_not_connected_error.value},
             )
-        await CredentialsRepository(prisma_client).delete_by_name(credential_name)
+        deleted: Final = await CredentialsRepository(prisma_client).delete_by_name(credential_name)
+        if deleted is None:
+            raise HTTPException(
+                status_code=404,
+                detail="Credential not found. Got credential name: " + credential_name,
+            )
 
         ## DELETE FROM LITELLM ##
         litellm.credential_list = [cred for cred in litellm.credential_list if cred.credential_name != credential_name]
         return {"success": True, "message": "Credential deleted successfully"}
     except Exception as e:
-        return handle_exception_on_proxy(e)
+        raise handle_exception_on_proxy(e)
 
 
 def update_db_credential(
diff --git a/litellm/proxy/db/db_url_settings.py b/litellm/proxy/db/db_url_settings.py
index 1a39016b3a3..f28e505246a 100644
--- a/litellm/proxy/db/db_url_settings.py
+++ b/litellm/proxy/db/db_url_settings.py
@@ -82,10 +82,30 @@ CONNECTION_PARAM_KEYS: Final[frozenset[str]] = frozenset(
         "pool_timeout",
         "connect_timeout",
         "socket_timeout",
+        "max_idle_connection_lifetime",
         "pgbouncer",
     }
 )
 
+# Quaint never tests pooled connections on checkout and keeps them idle for
+# 300s by default, past many infra idle timeouts, so dead sockets surface as
+# `Error { kind: Closed }`. 60s recycles them first; explicit values win.
+DEFAULT_MAX_IDLE_CONNECTION_LIFETIME: Final = 60
+IDLE_LIFETIME_DEFAULT_PARAMS: Final[Mapping[str, int]] = MappingProxyType(
+    {"max_idle_connection_lifetime": DEFAULT_MAX_IDLE_CONNECTION_LIFETIME}
+)
+
+
+def idle_lifetime_params(configured: float | None) -> Mapping[str, str | int | float]:
+    """The `max_idle_connection_lifetime` to add to URLs that do not pin one.
+
+    Applied via ``add_missing_query_params`` so a URL-pinned value always wins,
+    whether the operator configured `database_max_idle_connection_lifetime` or not.
+    """
+    if configured is None:
+        return IDLE_LIFETIME_DEFAULT_PARAMS
+    return MappingProxyType({"max_idle_connection_lifetime": configured})
+
 
 def add_missing_query_params(url: str, params: Mapping[str, str | int | float]) -> str:
     """Return ``url`` with the ``params`` it does not already carry appended.
@@ -104,6 +124,42 @@ def add_missing_query_params(url: str, params: Mapping[str, str | int | float])
     return urllib.parse.urlunsplit(parsed._replace(query=query))
 
 
+LIBPQ_VERIFY_SSLMODES: Final[frozenset[str]] = frozenset({"verify-ca", "verify-full"})
+
+
+def translate_libpq_ssl_params(url: str) -> str:
+    """Rewrite libpq's certificate-verification params into Prisma's dialect.
+
+    Prisma's engine only knows ``sslmode=disable|prefer|require``, ``sslcert``
+    (the CA bundle) and ``sslaccept=strict``. It silently discards
+    ``sslrootcert`` and downgrades ``sslmode=verify-ca`` / ``verify-full`` to
+    ``prefer``, so a URL copied from libpq / RDS docs connects over TLS with no
+    certificate check at all. ``verify-ca`` and ``verify-full`` both become
+    ``require`` (Prisma has no CA-only mode), ``sslrootcert`` becomes
+    ``sslcert``, and either one turns on ``sslaccept=strict`` (chain and
+    hostname), matching libpq where a root cert makes ``require`` verify.
+    Prisma params the operator pinned themselves win; anything else is left
+    untouched.
+    """
+    parsed: Final = urllib.parse.urlsplit(url)
+    pairs: Final = tuple(urllib.parse.parse_qsl(parsed.query, keep_blank_values=True))
+    keys: Final = frozenset(key for key, _ in pairs)
+    wants_verify: Final = any(key == "sslmode" and value in LIBPQ_VERIFY_SSLMODES for key, value in pairs)
+    if not wants_verify and "sslrootcert" not in keys:
+        return url
+    translated: Final = tuple(
+        ("sslmode", "require") if key == "sslmode" and value in LIBPQ_VERIFY_SSLMODES else (key, value)
+        for key, value in pairs
+        if key != "sslrootcert"
+    )
+    root_cert: Final = tuple(
+        ("sslcert", value) for key, value in pairs if key == "sslrootcert" and "sslcert" not in keys
+    )
+    strict: Final = () if "sslaccept" in keys else (("sslaccept", "strict"),)
+    query: Final = urllib.parse.urlencode(translated + root_cert + strict)
+    return urllib.parse.urlunsplit(parsed._replace(query=query))
+
+
 def reader_shareable_params(params: Mapping[str, str | int | float]) -> Mapping[str, str | int | float]:
     """Return the subset of ``params`` the read replica is allowed to inherit."""
     return MappingProxyType({key: value for key, value in params.items() if key in CONNECTION_PARAM_KEYS})
@@ -383,6 +439,11 @@ class DatabaseURLSettings(BaseSettings):
         self._raise_for_unsupported_scheme()
         wrote_writer: Final = self.apply_writer_url_to_env()
 
+        for env_var in ("DATABASE_URL", "DIRECT_URL"):
+            url = os.environ.get(env_var)
+            if url:
+                os.environ[env_var] = translate_libpq_ssl_params(url)
+
         # DATABASE_DISABLE_PREPARED_STATEMENTS maps to Prisma's `pgbouncer=true`
         # URL param, same as the CLI's `database_disable_prepared_statements`
         # config key. An explicit `pgbouncer` value already on the URL wins.
@@ -398,7 +459,7 @@ class DatabaseURLSettings(BaseSettings):
         reader_url: Final = self.build_reader_url() or self.database_url_read_replica
         if reader_url is not None:
             os.environ["DATABASE_URL_READ_REPLICA"] = add_missing_query_params(
-                reader_url,
+                translate_libpq_ssl_params(reader_url),
                 connection_params_from_url(os.environ.get("DATABASE_URL", "")),
             )
 
diff --git a/litellm/proxy/db/exception_handler.py b/litellm/proxy/db/exception_handler.py
index 5502543b926..ef1c4a66203 100644
--- a/litellm/proxy/db/exception_handler.py
+++ b/litellm/proxy/db/exception_handler.py
@@ -1,4 +1,4 @@
-from collections.abc import Awaitable, Callable
+from collections.abc import Awaitable, Callable, Iterator
 from typing import Any, Final, TypeVar
 
 from litellm._logging import verbose_proxy_logger
@@ -9,10 +9,43 @@ from litellm.proxy._types import (
 )
 from litellm.secret_managers.main import str_to_bool
 
-# Bounds the __cause__/__context__ walk in is_database_service_unavailable_error_in_chain.
+# Bounds the __cause__/__context__ walk in find_database_service_unavailable_error_in_chain.
 # Real exception chains are a few links deep; the cap also makes the walk cycle-safe.
 _MAX_EXCEPTION_CHAIN_DEPTH: Final = 20
 
+_TRANSIENT_DB_UNAVAILABLE_MESSAGE: Final = (
+    "Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly."
+)
+
+
+def _exception_chain(e: BaseException) -> Iterator[BaseException]:
+    current = e  # rebind-ok: advances one link per iteration of the bounded walk
+    for _ in range(_MAX_EXCEPTION_CHAIN_DEPTH):
+        yield current
+        following = current.__cause__ or current.__context__
+        if following is None:
+            return
+        current = following
+
+
+def _database_service_unavailable_errors(e: BaseException) -> tuple[Exception, ...]:
+    return tuple(
+        link
+        for link in _exception_chain(e)
+        if isinstance(link, Exception) and PrismaDBExceptionHandler.is_database_service_unavailable_error(link)
+    )
+
+
+def _exception_types(*candidates: object) -> tuple[type[BaseException], ...]:
+    """Keep only the real exception classes among ``candidates``.
+
+    The predicates below resolve prisma's error classes at call time, so a test
+    that swaps ``sys.modules["prisma"]`` for a ``MagicMock`` hands them mocks,
+    and ``isinstance`` against a mock raises ``TypeError`` instead of answering
+    False. Dropping the non-types lets the call fall through to the other checks.
+    """
+    return tuple(c for c in candidates if isinstance(c, type) and issubclass(c, BaseException))
+
 
 class PrismaDBExceptionHandler:
     """
@@ -59,7 +92,7 @@ class PrismaDBExceptionHandler:
 
         if isinstance(e, DB_CONNECTION_ERROR_TYPES):
             return True
-        if isinstance(e, prisma.engine.errors.EngineConnectionError):
+        if isinstance(e, _exception_types(prisma.engine.errors.EngineConnectionError)):
             return True
         return isinstance(e, ProxyException) and e.type == ProxyErrorTypes.no_db_connection
 
@@ -81,7 +114,7 @@ class PrismaDBExceptionHandler:
         """
         import prisma
 
-        data_layer_errors: Final = (
+        data_layer_errors: Final = _exception_types(
             prisma.errors.DataError,
             prisma.errors.UniqueViolationError,
             prisma.errors.ForeignKeyViolationError,
@@ -94,7 +127,7 @@ class PrismaDBExceptionHandler:
             return False
         if isinstance(e, DB_CONNECTION_ERROR_TYPES):
             return True
-        if isinstance(e, prisma.errors.PrismaError):
+        if isinstance(e, _exception_types(prisma.errors.PrismaError)):
             return True
         if isinstance(e, ProxyException) and e.type == ProxyErrorTypes.no_db_connection:
             return True
@@ -138,13 +171,13 @@ class PrismaDBExceptionHandler:
             return True
         if isinstance(
             e,
-            (
+            _exception_types(
                 prisma.errors.ClientNotConnectedError,
                 prisma.errors.HTTPClientClosedError,
             ),
         ):
             return True
-        if isinstance(e, prisma.errors.PrismaError):
+        if isinstance(e, _exception_types(prisma.errors.PrismaError)):
             error_message: Final = str(e).lower()
             connection_keywords: Final = (
                 "can't reach database server",
@@ -171,7 +204,7 @@ class PrismaDBExceptionHandler:
         """True iff ``e`` is a Postgres deadlock (P2034 / 40P01) surfaced through prisma."""
         import prisma
 
-        if not isinstance(e, prisma.errors.PrismaError):
+        if not isinstance(e, _exception_types(prisma.errors.PrismaError)):
             return False
         if getattr(e, "code", None) == "P2034":
             return True
@@ -202,7 +235,7 @@ class PrismaDBExceptionHandler:
         """
         import prisma
 
-        if isinstance(e, prisma.errors.PrismaError):
+        if isinstance(e, _exception_types(prisma.errors.PrismaError)):
             return False
         tb = getattr(e, "__traceback__", None)
         while tb is not None:
@@ -268,6 +301,51 @@ class PrismaDBExceptionHandler:
             ),
         )
 
+    @staticmethod
+    def is_permanent_database_fault(e: Exception) -> bool:
+        """True for a service-unavailable failure that will not clear on its
+        own: an engine-layer ``PrismaError`` (missing or version-skewed engine
+        binary, engine error status, misused transaction) that is neither the
+        transient ``EngineConnectionError`` nor a reconnectable transport failure.
+
+        Picks only the wording of a 503, never whether one is sent;
+        ``is_database_service_unavailable_error`` stays the status gate.
+        """
+        if PrismaDBExceptionHandler.is_database_connection_error(e):
+            return False
+        if PrismaDBExceptionHandler.is_database_transport_error(e):
+            return False
+        return PrismaDBExceptionHandler.is_database_infrastructure_error(e)
+
+    @staticmethod
+    def database_unavailable_message(e: Exception) -> str:
+        """The 503 detail for a service-unavailable database failure: retry
+        guidance for a transient outage, a pointer at the deployment for a
+        fault that retrying cannot fix. A permanent fault anywhere in the
+        exception chain wins, since the transport error that surfaced it is
+        not what blocks recovery."""
+        fault: Final = PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(e) or e
+        if not PrismaDBExceptionHandler.is_permanent_database_fault(fault):
+            return _TRANSIENT_DB_UNAVAILABLE_MESSAGE
+        return (
+            "Service Unavailable, the authentication database query engine reported "
+            f"{type(fault).__name__}, which is not a transient outage and will not clear by retrying. "
+            "The proxy deployment needs attention."
+        )
+
+    @staticmethod
+    def find_database_service_unavailable_error_in_chain(e: BaseException) -> Exception | None:
+        """The exception in the ``__cause__`` / ``__context__`` chain that
+        ``is_database_service_unavailable_error`` accepts, or ``None``. Callers
+        that word a response by the kind of outage need the wrapped database
+        error itself, not just the fact that one is present. A permanent fault
+        outranks a transient one wherever it sits in the chain: a reconnect that
+        dies on a missing engine binary raises the transport error last, but the
+        binary is what keeps the database down."""
+        outages: Final = _database_service_unavailable_errors(e)
+        permanent: Final = next(filter(PrismaDBExceptionHandler.is_permanent_database_fault, outages), None)
+        return permanent if permanent is not None else next(iter(outages), None)
+
     @staticmethod
     def is_database_service_unavailable_error_in_chain(e: BaseException) -> bool:
         """Like ``is_database_service_unavailable_error`` but also walks the
@@ -285,14 +363,7 @@ class PrismaDBExceptionHandler:
 
         The walk is depth-bounded, which also makes it cycle-safe.
         """
-        current: BaseException | None = e
-        for _ in range(_MAX_EXCEPTION_CHAIN_DEPTH):
-            if not isinstance(current, Exception):
-                return False
-            if PrismaDBExceptionHandler.is_database_service_unavailable_error(current):
-                return True
-            current = current.__cause__ or current.__context__
-        return False
+        return PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(e) is not None
 
     @staticmethod
     def handle_db_exception(e: Exception):
diff --git a/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py b/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
index 64414b90ae7..c2053693f2e 100644
--- a/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
+++ b/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
@@ -14,7 +14,7 @@ router: Final = APIRouter()
 @router.get("/.well-known/litellm-ui-config", response_model=UiDiscoveryEndpoints)
 @router.get("/litellm/.well-known/litellm-ui-config", response_model=UiDiscoveryEndpoints)  # if mounted at root path
 async def get_ui_config():
-    from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+    from litellm.proxy.auth.auth_utils import has_user_setup_sso
     from litellm.proxy.proxy_server import general_settings
     from litellm.proxy.utils import get_proxy_base_url, get_server_root_path
 
@@ -28,7 +28,7 @@ async def get_ui_config():
         or general_settings.get("hide_default_credentials_hint", False) is True
     )
 
-    sso_configured: Final = _has_user_setup_sso()
+    sso_configured: Final = has_user_setup_sso()
 
     from litellm.proxy.proxy_server import proxy_config
 
diff --git a/litellm/proxy/guardrails/anthropic_sse.py b/litellm/proxy/guardrails/anthropic_sse.py
index 50c05daee11..28220f09f00 100644
--- a/litellm/proxy/guardrails/anthropic_sse.py
+++ b/litellm/proxy/guardrails/anthropic_sse.py
@@ -13,6 +13,19 @@ from typing import Final
 
 from litellm.types.utils import Choices, ModelResponse
 
+_ANTHROPIC_EVENT_TYPES: Final = frozenset(
+    {
+        "message_start",
+        "message_delta",
+        "message_stop",
+        "content_block_start",
+        "content_block_delta",
+        "content_block_stop",
+        "ping",
+        "error",
+    }
+)
+
 
 def is_raw_sse_stream(all_chunks: Sequence[object]) -> bool:
     return any(isinstance(chunk, (str, bytes)) for chunk in all_chunks)
@@ -30,23 +43,43 @@ def _joined_sse_stream(all_chunks: Sequence[object]) -> str | None:
         return None
 
 
-def _anthropic_message_start(sse_stream: str) -> Mapping[str, object] | None:
+def _parsed_sse_events(sse_stream: str) -> tuple[Mapping[str, object], ...]:
     from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
         AnthropicPassthroughLoggingHandler,
     )
 
+    return tuple(
+        event_data
+        for event in AnthropicPassthroughLoggingHandler._split_sse_chunk_into_events(sse_stream)  # pyright: ignore[reportPrivateUsage]  # same parser the assembler uses
+        if (event_data := AnthropicPassthroughLoggingHandler._extract_sse_data(event)) is not None  # pyright: ignore[reportPrivateUsage]  # same parser the assembler uses; a private import beats forking SSE parsing
+    )
+
+
+def _anthropic_message_start(sse_stream: str) -> Mapping[str, object] | None:
     return next(
         (
             message
-            for event in AnthropicPassthroughLoggingHandler._split_sse_chunk_into_events(sse_stream)  # pyright: ignore[reportPrivateUsage]  # same parser the assembler uses
-            if (event_data := AnthropicPassthroughLoggingHandler._extract_sse_data(event)) is not None  # pyright: ignore[reportPrivateUsage]  # same parser the assembler uses; a private import beats forking SSE parsing
-            and event_data.get("type") == "message_start"
-            and isinstance(message := event_data.get("message"), dict)
+            for event_data in _parsed_sse_events(sse_stream)
+            if event_data.get("type") == "message_start" and isinstance(message := event_data.get("message"), dict)
         ),
         None,
     )
 
 
+def is_anthropic_sse_stream(all_chunks: Sequence[object]) -> bool:
+    """Whether raw SSE frames are Anthropic Messages events.
+
+    ``is_raw_sse_stream`` only says the chunks are unparsed bytes, and ``/v1/messages`` is not the
+    only endpoint that streams those: the Google ``:streamGenerateContent`` route marks its own
+    stream raw too. Reading its frames as Anthropic ones would refuse the response in a wire format
+    its client cannot parse, so the surface is decided on the event types actually present.
+    """
+    sse_stream: Final = _joined_sse_stream(all_chunks)
+    if sse_stream is None:
+        return False
+    return any(event.get("type") in _ANTHROPIC_EVENT_TYPES for event in _parsed_sse_events(sse_stream))
+
+
 def assemble_anthropic_sse_stream(
     all_chunks: Sequence[object], *, restore_identity: bool = False
 ) -> ModelResponse | None:
@@ -111,6 +144,27 @@ def anthropic_sse_error_frames(message: str) -> tuple[bytes, ...]:
     )
 
 
+def is_sse_error_stream(all_chunks: Sequence[object]) -> bool:
+    """Whether the buffered stream carries nothing but error frames.
+
+    post_call guardrails run in a chain, so a hook can be handed the terminal error frames an
+    earlier guardrail emitted when it blocked. Those carry no message to assemble, and replacing
+    them would hide the refusal the client is owed. Covers both wire forms a guardrail emits: the
+    Anthropic ``error`` event and the chat-completions ``{"error": ...}`` payload.
+    """
+    if not all(isinstance(chunk, (str, bytes)) for chunk in all_chunks):
+        # A stream mixing typed chunks with an error frame still carries content to scan, and the
+        # frames-only join below would drop exactly the part that has to be scanned
+        return False
+    sse_stream: Final = _joined_sse_stream(all_chunks)
+    if sse_stream is None:
+        return False
+    events: Final = _parsed_sse_events(sse_stream)
+    return len(events) > 0 and all(
+        event.get("type") == "error" or isinstance(event.get("error"), Mapping) for event in events
+    )
+
+
 def anthropic_sse_chunks_from_response(assembled: ModelResponse) -> tuple[bytes, ...]:
     from litellm.llms.anthropic.experimental_pass_through.adapters.transformation import (
         LiteLLMAnthropicMessagesAdapter,
diff --git a/litellm/proxy/guardrails/guardrail_endpoints.py b/litellm/proxy/guardrails/guardrail_endpoints.py
index 2b04828f0f2..744b2959c73 100644
--- a/litellm/proxy/guardrails/guardrail_endpoints.py
+++ b/litellm/proxy/guardrails/guardrail_endpoints.py
@@ -8,7 +8,7 @@ import json
 import os
 from collections.abc import Awaitable, Callable, Mapping, Sequence
 from datetime import datetime, timezone
-from types import UnionType
+from types import MappingProxyType, UnionType
 from typing import TYPE_CHECKING, Any, Final, Literal, Protocol, TypeVar, Union, cast, get_args, get_origin
 from urllib.parse import urlparse
 
@@ -51,6 +51,9 @@ from litellm.types.guardrails import (
     SupportedGuardrailIntegrations,
     ToolPermissionGuardrailConfigModel,
 )
+from litellm.types.proxy.guardrails.guardrail_hooks.hide_secrets import (
+    HideSecretsGuardrailConfigModel,
+)
 
 if TYPE_CHECKING:
     from types import CodeType
@@ -514,12 +517,26 @@ async def update_guardrail(
         guardrail_name: Final = result.get("guardrail_name", "Unknown")
 
         try:
-            IN_MEMORY_GUARDRAIL_HANDLER.update_in_memory_guardrail(
-                guardrail_id=guardrail_id, guardrail=cast(Guardrail, result)
-            )
+            IN_MEMORY_GUARDRAIL_HANDLER.sync_guardrail_from_db(guardrail=cast(Guardrail, result))
             verbose_proxy_logger.info(
                 "Immediate sync: Successfully updated guardrail '%s' (ID: %s)", guardrail_name, guardrail_id
             )
+        except (ValueError, TypeError) as update_error:
+            # The new config is invalid (a raising guardrail __init__):
+            # reinitialize_guardrail already restored the previous live instance, but
+            # update_guardrail_in_db above already persisted the rejected config to
+            # the DB. Roll that back too, so the DB and the live guardrail never
+            # disagree about what's actually enforcing, and surface the rejection to
+            # the caller instead of a misleading 200.
+            await GUARDRAIL_REGISTRY.update_guardrail_in_db(
+                guardrail_id=guardrail_id,
+                guardrail=existing_guardrail,
+                prisma_client=prisma_client,
+            )
+            raise HTTPException(
+                status_code=422,
+                detail=f"Invalid guardrail configuration, update rejected: {update_error}",
+            ) from update_error
         except Exception as update_error:
             verbose_proxy_logger.warning(
                 "Immediate sync: Failed to update '%s' (ID: %s) in memory: %s",
@@ -1387,7 +1404,11 @@ async def get_guardrail_ui_settings():
         provider: [hook.value for hook in hooks]
         for provider, guardrail_class in guardrail_class_registry.items()
         if (hooks := guardrail_class.get_supported_event_hooks()) is not None
-    }
+    } | MappingProxyType(
+        # hide-secrets lives in the enterprise package, not in the registry
+        # above; it only runs on pre_call.
+        {SupportedGuardrailIntegrations.HIDE_SECRETS.value: [GuardrailEventHooks.pre_call.value]}
+    )
 
     return GuardrailUIAddGuardrailSettings(
         supported_entities=[entity.value for entity in PiiEntityType],
@@ -1939,12 +1960,18 @@ async def get_provider_specific_params():
 
     tool_permission_fields["ui_friendly_name"] = ToolPermissionGuardrailConfigModel.ui_friendly_name()
 
+    # hide-secrets lives in the enterprise package, not in the registry loop below.
+    hide_secrets_fields: Final = _get_fields_from_model(HideSecretsGuardrailConfigModel)
+
+    hide_secrets_fields["ui_friendly_name"] = HideSecretsGuardrailConfigModel.ui_friendly_name()
+
     # Return the provider-specific parameters
     provider_params: Final = {
         SupportedGuardrailIntegrations.BEDROCK.value: bedrock_fields,
         SupportedGuardrailIntegrations.PRESIDIO.value: presidio_fields,
         SupportedGuardrailIntegrations.LAKERA_V2.value: lakera_v2_fields,
         SupportedGuardrailIntegrations.TOOL_PERMISSION.value: tool_permission_fields,
+        SupportedGuardrailIntegrations.HIDE_SECRETS.value: hide_secrets_fields,
     }
 
     ### get the config model for the guardrail - go through the registry and get the config model for the guardrail
diff --git a/litellm/proxy/guardrails/guardrail_hooks/alice/alice.py b/litellm/proxy/guardrails/guardrail_hooks/alice/alice.py
index 27018769909..9cabac2d0fa 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/alice/alice.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/alice/alice.py
@@ -8,6 +8,7 @@
 import json
 import os
 from collections.abc import Mapping
+from itertools import islice
 from typing import (
     TYPE_CHECKING,
     Any,  # noqa: TID251  # **kwargs forwards verbatim to CustomGuardrail.__init__; see ruff-strict.toml
@@ -341,19 +342,18 @@ def _json_safe(
     if depth >= _MAX_DEPTH or id(value) in seen:
         return None
 
-    nested: Final = seen | {id(value)}  # mutable-ok: one-shot set literal, unioned into a frozenset immediately
+    nested: Final = seen | frozenset((id(value),))
 
     if isinstance(value, dict):
-        out: dict[str, object] = {}  # mutable-ok: bounded accumulator local to this call, never escapes as-is
-        for key, item in list(value.items())[:_MAX_ITEMS]:  # mutable-ok: list() only to slice an unordered view
-            if isinstance(key, str) and key not in strip_keys:
-                out[key] = _json_safe(item, depth + 1, nested, strip_keys)
-        return out
+        return {
+            key: _json_safe(item, depth + 1, nested, strip_keys)
+            for key, item in islice(value.items(), _MAX_ITEMS)
+            if isinstance(key, str) and key not in strip_keys
+        }
 
     if isinstance(value, (list, tuple, set, frozenset)):
         return [  # mutable-ok: return value is a one-shot list, discarded by the caller after use
-            _json_safe(item, depth + 1, nested, strip_keys)
-            for item in list(value)[:_MAX_ITEMS]  # mutable-ok: list() only to slice an unordered view
+            _json_safe(item, depth + 1, nested, strip_keys) for item in islice(value, _MAX_ITEMS)
         ]
 
     dump: Final = getattr(value, "model_dump", None)
diff --git a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
index c6a85c3bfbb..7204839f6d3 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/bedrock_guardrails.py
@@ -31,6 +31,7 @@ from litellm.caching import DualCache
 from litellm.constants import BEDROCK_APPLY_GUARDRAIL_CHUNK_BUDGET_CHARS
 from litellm.exceptions import ModifyResponseException
 from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.litellm_core_utils.api_route_to_call_types import get_call_types_for_route
 from litellm.litellm_core_utils.core_helpers import redact_nested_match_and_regex_keys
 from litellm.litellm_core_utils.litellm_logging import (
     _get_masked_values,  # pyright: ignore[reportPrivateUsage]  # the shared header-masking helper has no public name
@@ -43,7 +44,7 @@ from litellm.llms.anthropic.chat.guardrail_translation.handler import AnthropicM
 from litellm.llms.base_llm.guardrail_translation.utils import (
     effective_scan_only_tool_results_for_guardrail,
 )
-from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM, bedrock_bearer_token
 from litellm.llms.custom_httpx.http_handler import (
     get_async_httpx_client,
     httpxSpecialProvider,
@@ -58,7 +59,6 @@ from litellm.proxy.guardrails.anthropic_sse import (
     is_raw_sse_stream,
     model_response_text,
 )
-from litellm.secret_managers.main import get_secret_str
 from litellm.types.guardrails import (
     BedrockChecksConfigModel,
     BedrockGuardrailStreamingParams,
@@ -219,6 +219,16 @@ def _redact_assessment_match_fields(assessments: list[dict]) -> list[dict]:
     return redacted if isinstance(redacted, list) else assessments
 
 
+_RESPONSES_API_CALL_TYPES: Final = frozenset({CallTypes.responses, CallTypes.aresponses})
+
+
+def _is_responses_api_route(request_route: str | None) -> bool:
+    if request_route is None:
+        return False
+    call_types: Final = get_call_types_for_route(request_route)
+    return call_types is not None and any(call_type in _RESPONSES_API_CALL_TYPES for call_type in call_types)
+
+
 class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
     # During-call must use async_moderation_hook (not unified apply_guardrail), otherwise
     # OpenAI translation always passes input_type="request" and spend/UI show PRE-CALL.
@@ -706,9 +716,7 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
     # logic becomes shared across providers.
 
     #### CALL HOOKS - proxy only ####
-    def _load_credentials(
-        self,
-    ):
+    def _load_credentials(self, bearer_token: str | None = None):
         try:
             from botocore.credentials import Credentials
         except ImportError:
@@ -730,17 +738,21 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
             aws_region_name=aws_region_name,
         )
 
-        credentials: Final[Credentials] = self.get_credentials(
-            aws_access_key_id=aws_access_key_id,
-            aws_secret_access_key=aws_secret_access_key,
-            aws_session_token=aws_session_token,
-            aws_region_name=aws_region_name,
-            aws_session_name=aws_session_name,
-            aws_profile_name=aws_profile_name,
-            aws_role_name=aws_role_name,
-            aws_web_identity_token=aws_web_identity_token,
-            aws_sts_endpoint=aws_sts_endpoint,
-            aws_external_id=aws_external_id,
+        credentials: Final[Credentials | None] = (
+            None
+            if bearer_token is not None
+            else self.get_credentials(
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+                aws_session_token=aws_session_token,
+                aws_region_name=aws_region_name,
+                aws_session_name=aws_session_name,
+                aws_profile_name=aws_profile_name,
+                aws_role_name=aws_role_name,
+                aws_web_identity_token=aws_web_identity_token,
+                aws_sts_endpoint=aws_sts_endpoint,
+                aws_external_id=aws_external_id,
+            )
         )
         return credentials, aws_region_name
 
@@ -772,13 +784,9 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
         proxy_endpoint_url = f"{proxy_endpoint_url}{request_path}"
         encoded_data: Final = json.dumps(data).encode("utf-8")
 
-        # first check api-key, if none, fall back to sigV4
-        if api_key is not None:
-            aws_bearer_token: str | None = api_key
-        else:
-            aws_bearer_token = get_secret_str("AWS_BEARER_TOKEN_BEDROCK")
+        aws_bearer_token: Final = bedrock_bearer_token(api_key)
 
-        if aws_bearer_token:
+        if aws_bearer_token is not None:
             try:
                 from botocore.awsrequest import AWSRequest
             except ImportError:
@@ -909,7 +917,7 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
                 source,
             )
             return BedrockGuardrailResponse()
-        credentials, aws_region_name = self._load_credentials()
+        credentials, aws_region_name = self._load_credentials(bearer_token=bedrock_bearer_token(api_key))
         allow_chunking: Final = not self._content_uses_contextual_grounding(content)
 
         completed_chunk_usages: Final[list[BedrockGuardrailUsage]] = []  # mutable-ok: billed-chunk usage accumulator
@@ -951,7 +959,7 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
         self,
         content: Sequence[BedrockContentItem],
         base_request_data: Mapping[str, object],
-        credentials: "Credentials",
+        credentials: "Credentials | None",
         aws_region_name: str,
         api_key: str | None,
         request_data: dict | None,  # mutable-ok: proxy request body dict, mutated by the logging helper
@@ -1089,7 +1097,7 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
         self,
         content: Sequence[BedrockContentItem],
         base_request_data: Mapping[str, object],
-        credentials: "Credentials",
+        credentials: "Credentials | None",
         aws_region_name: str,
         api_key: str | None,
         request_data: dict | None,  # mutable-ok: proxy request body dict, mutated by the logging helper
@@ -1139,7 +1147,7 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
         self,
         content: Sequence[BedrockContentItem],
         base_request_data: Mapping[str, object],
-        credentials: "Credentials",
+        credentials: "Credentials | None",
         aws_region_name: str,
         api_key: str | None,
         request_data: dict | None,  # mutable-ok: proxy request body dict, mutated by the logging helper
@@ -1866,9 +1874,9 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
             # Nothing to scan (e.g. tool-only turn) -> allow, like ApplyGuardrail does.
             return BedrockGuardrailResponse()
 
-        credentials, aws_region_name = self._load_credentials()
-        body: Final[dict[str, object]] = {"messages": checks_messages, "checks": self.checks}
         api_key: Final[str | None] = request_data.get("api_key") if request_data else None
+        credentials, aws_region_name = self._load_credentials(bearer_token=bedrock_bearer_token(api_key))
+        body: Final[dict[str, object]] = {"messages": checks_messages, "checks": self.checks}
 
         prepared_request: Final = self._prepare_request(
             credentials=credentials,
@@ -2725,6 +2733,24 @@ class BedrockGuardrail(CustomGuardrail, BaseAWSLLM):
                 yield streamed_chunk
             return
 
+        # Responses-API events are neither chat-completions chunks nor raw
+        # Anthropic SSE, so the assembly below cannot scan them; the unified
+        # guardrail's translation layer can, with buffering semantics kept.
+        if _is_responses_api_route(user_api_key_dict.request_route):
+            from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import (
+                UnifiedLLMGuardrails,
+            )
+
+            async for translated_chunk in UnifiedLLMGuardrails().async_post_call_streaming_iterator_hook(
+                user_api_key_dict=user_api_key_dict,
+                response=response,
+                request_data=request_data,
+                guardrail_to_apply=self,
+                buffer_until_moderated_default=True,
+            ):
+                yield translated_chunk
+            return
+
         # Import here to avoid circular imports
         from litellm.llms.base_llm.base_model_iterator import MockResponseIterator
         from litellm.main import stream_chunk_builder
diff --git a/litellm/proxy/guardrails/guardrail_hooks/compresr/compresr.py b/litellm/proxy/guardrails/guardrail_hooks/compresr/compresr.py
index 1fc3c06e6bf..93d859066b0 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/compresr/compresr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/compresr/compresr.py
@@ -916,9 +916,10 @@ class CompresrGuardrail(CustomGuardrail):
     def _mirror_texts_channel(input_texts: object, applied: _CompressionResult) -> list[object] | None:
         """Compressed content mirrored into the Responses `texts` channel.
 
-        The chat/Anthropic handlers round-trip ``structured_messages``; the
-        Responses translation cannot rebuild its input from chat messages and
-        instead writes back through ``texts``. This matches by value, so a
+        The chat/Anthropic/Responses handlers round-trip
+        ``structured_messages``; translations without that round-trip write
+        back through ``texts``, so the compressed content is mirrored there
+        too. This matches by value, so a
         replacement is applied only when it is unambiguous: one compression per
         text, and every occurrence in ``texts`` accounted for by a compressed
         target. Anything else is left uncompressed rather than risk a wrong or
diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/__init__.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/__init__.py
index 5e75b7d4d94..c88e6e97a96 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/__init__.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/__init__.py
@@ -1,8 +1,8 @@
 from typing import TYPE_CHECKING, Final
 
-from litellm.types.guardrails import GuardrailEventHooks, SupportedGuardrailIntegrations
+from litellm.types.guardrails import SupportedGuardrailIntegrations
 
-from .crowdstrike_aidr import CrowdStrikeAIDRHandler
+from .crowdstrike_aidr import CrowdStrikeAIDRHandler, streaming_params_from_litellm_params
 
 if TYPE_CHECKING:
     from litellm.types.guardrails import Guardrail, LitellmParams
@@ -15,17 +15,16 @@ def initialize_guardrail(litellm_params: "LitellmParams", guardrail: "Guardrail"
     if not guardrail_name:
         raise ValueError("CrowdStrike AIDR guardrail name is required")
 
+    streaming_params: Final = streaming_params_from_litellm_params(litellm_params)
     _crowdstrike_aidr_callback: Final = CrowdStrikeAIDRHandler(
         guardrail_name=guardrail_name,
         api_base=litellm_params.api_base,
         api_key=litellm_params.api_key,
-        # Exclude during_call to prevent duplicate input events
-        event_hook=[
-            GuardrailEventHooks.pre_call.value,
-            GuardrailEventHooks.post_call.value,
-        ],
+        event_hook=litellm_params.mode,
         default_on=litellm_params.default_on,
         fail_on_error=litellm_params.fail_on_error,
+        streaming_end_of_stream_only=streaming_params.streaming_end_of_stream_only,
+        streaming_sampling_rate=streaming_params.streaming_sampling_rate,
     )
     litellm.logging_callback_manager.add_litellm_callback(_crowdstrike_aidr_callback)
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
index c8284fac440..f7f500b1adc 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/crowdstrike_aidr/crowdstrike_aidr.py
@@ -24,8 +24,11 @@ from litellm.llms.custom_httpx.http_handler import (
 from litellm.proxy.common_utils.callback_utils import (
     add_guardrail_to_applied_guardrails_header,
 )
-from litellm.types.guardrails import GuardrailEventHooks
+from litellm.types.guardrails import GuardrailEventHooks, LitellmParams
 from litellm.types.llms.openai import AllMessageValues, OpenAIChatCompletionToolParam
+from litellm.types.proxy.guardrails.guardrail_hooks.crowdstrike_aidr import (
+    CrowdStrikeAIDRGuardrailConfigModelOptionalParams,
+)
 from litellm.types.utils import GenericGuardrailAPIInputs
 
 if TYPE_CHECKING:
@@ -153,6 +156,21 @@ def _merge_metadata_bags(request_data: Mapping[str, Any]) -> Mapping[str, Any] |
     return merged if present else None
 
 
+def streaming_params_from_litellm_params(
+    litellm_params: LitellmParams,
+) -> CrowdStrikeAIDRGuardrailConfigModelOptionalParams:
+    extras: Final[Mapping[str, object]] = litellm_params.model_extra or {}
+    nested: Final = litellm_params.optional_params
+    optional_params: Final[Mapping[str, object]] = {} if nested is None else nested.model_dump()
+    return CrowdStrikeAIDRGuardrailConfigModelOptionalParams.model_validate(
+        {
+            name: value
+            for name in CrowdStrikeAIDRGuardrailConfigModelOptionalParams.model_fields
+            if (value := optional_params.get(name, extras.get(name))) is not None
+        }
+    )
+
+
 def _messages_since_last_assistant(
     messages: Sequence[AllMessageValues],
 ) -> _FilteredMessages:
@@ -241,6 +259,8 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
         api_key: str | None = None,
         api_base: str | None = None,
         fail_on_error: bool | None = True,
+        streaming_end_of_stream_only: bool | None = None,
+        streaming_sampling_rate: int | None = None,
         **kwargs,
     ) -> None:
         """
@@ -250,10 +270,19 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
             guardrail_name (str): The name of the guardrail instance.
             api_key (str | None): The CrowdStrike AIDR API key. Reads from CS_AIDR_TOKEN env var if None.
             api_base (str | None): The CrowdStrike AIDR API base URL. Reads from CS_AIDR_BASE_URL env var if None.
+            streaming_end_of_stream_only (bool | None): Scan streamed output once at end of stream instead of
+                every streaming_sampling_rate chunks. Defaults to False.
+            streaming_sampling_rate (int | None): Scan the accumulated streamed output every Nth chunk. Defaults to 5.
             **kwargs: Additional arguments passed to the CustomGuardrail base class.
         """
         self.async_handler = get_async_httpx_client(llm_provider=httpxSpecialProvider.GuardrailCallback)
         self.fail_on_error = True if fail_on_error is None else fail_on_error
+        self._set_streaming_params(
+            CrowdStrikeAIDRGuardrailConfigModelOptionalParams(
+                streaming_end_of_stream_only=streaming_end_of_stream_only,
+                streaming_sampling_rate=streaming_sampling_rate,
+            )
+        )
 
         self.api_key = api_key or os.environ.get("CS_AIDR_TOKEN")
         if not self.api_key:
@@ -274,6 +303,15 @@ class CrowdStrikeAIDRHandler(CustomGuardrail):
             "Initialized CrowdStrike AIDR Guardrail: name=%s, api_base=%s", guardrail_name, self.api_base
         )
 
+    def _set_streaming_params(self, streaming_params: CrowdStrikeAIDRGuardrailConfigModelOptionalParams) -> None:
+        self.streaming_end_of_stream_only: bool = streaming_params.streaming_end_of_stream_only or False
+        self.streaming_sampling_rate: int = streaming_params.streaming_sampling_rate or 5
+
+    @override
+    def update_in_memory_litellm_params(self, litellm_params: LitellmParams) -> None:
+        super().update_in_memory_litellm_params(litellm_params)
+        self._set_streaming_params(streaming_params_from_litellm_params(litellm_params))
+
     async def _call_crowdstrike_aidr_guard(
         self, payload: dict[str, Any], hook_name: str
     ) -> _GuardChatCompletionsResult:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
index d8c8c2f4974..9d993384461 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/headroom/headroom.py
@@ -10,6 +10,7 @@ from typing import TYPE_CHECKING, Any, ClassVar, Final, Literal, TypeGuard
 import httpx
 from fastapi import HTTPException
 from httpx import Response as HttpxResponse
+from pydantic import TypeAdapter
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -49,9 +50,16 @@ if TYPE_CHECKING:
     from litellm.types.proxy.guardrails.guardrail_hooks.base import GuardrailConfigModel
 
 BYPASS_HEADER: Final = "x-headroom-bypass"
+_STREAM_CONVERTIBLE_CALL_TYPES: Final = frozenset(
+    (CallTypes.completion, CallTypes.acompletion, CallTypes.responses, CallTypes.aresponses)
+)
 HEADROOM_RETRIEVE_TOOL_NAME: Final = "headroom_retrieve"
 _HASH_PATTERN: Final = re.compile(r"hash=([a-f0-9]{24})")
 _HASH_CACHE_TTL_SECONDS: Final = 15 * 60
+# Narrows the base class's bare-dict ``request_data`` at the boundary so its
+# untranslated messages can be read with concrete types (values pass through by
+# reference, so this is a shallow top-level reconstruction).
+_REQUEST_DATA_ADAPTER: Final = TypeAdapter(dict[str, object])
 
 
 def _is_str_object_dict(value: object) -> TypeGuard[dict[str, object]]:  # guard-ok: isinstance narrows correctly; predicate is trivially correct  # fmt: skip
@@ -116,16 +124,119 @@ def _restore_content_shapes(
     return restored
 
 
-def _protected_indices(messages: Sequence[Mapping[str, object]]) -> frozenset[int]:
+def _tool_call_name(tool_call: Mapping[str, object]) -> str | None:
+    function: Final = tool_call.get("function")
+    if not _is_str_object_dict(function):
+        return None
+    name: Final = function.get("name")
+    return name if isinstance(name, str) else None
+
+
+def _is_retrieve_tool_name(name: str | None) -> bool:
+    """Match the retrieve tool whether called directly or via the MCP gateway.
+
+    Server-side the tool is ``headroom_retrieve``; exposed through LiteLLM's MCP
+    gateway a client calls it as ``mcp__<server>__headroom_retrieve``.
+    """
+    return name is not None and (
+        name == HEADROOM_RETRIEVE_TOOL_NAME or name.endswith(f"__{HEADROOM_RETRIEVE_TOOL_NAME}")
+    )
+
+
+def _retrieve_call_ids_in_message(message: Mapping[str, object]) -> frozenset[str]:
+    if message.get("role") != "assistant":
+        return frozenset()
+    tool_calls: Final = message.get("tool_calls")
+    if not _is_object_list(tool_calls):
+        return frozenset()
+    return frozenset(
+        str(tool_call["id"])
+        for tool_call in tool_calls
+        if _is_str_object_dict(tool_call) and tool_call.get("id") and _is_retrieve_tool_name(_tool_call_name(tool_call))
+    )
+
+
+def _anthropic_tool_use_retrieve_id(block: object) -> str | None:
+    if not _is_str_object_dict(block) or block.get("type") != "tool_use":
+        return None
+    name: Final = block.get("name")
+    call_id: Final = block.get("id")
+    if isinstance(name, str) and call_id is not None and _is_retrieve_tool_name(name):
+        return str(call_id)
+    return None
+
+
+def _anthropic_retrieve_ids_in_message(message: Mapping[str, object]) -> frozenset[str]:
+    content: Final = message.get("content")
+    if not _is_object_list(content):
+        return frozenset()
+    return frozenset(call_id for block in content if (call_id := _anthropic_tool_use_retrieve_id(block)) is not None)
+
+
+def _raw_retrieve_call_ids(messages: object) -> frozenset[str]:
+    """Retrieve-tool call ids read from the request's own, untranslated messages.
+
+    The guardrail otherwise scans an OpenAI-translated view where a tool name
+    over 64 chars is truncated to ``{prefix}_{hash}``, which drops the
+    ``__headroom_retrieve`` suffix a long ``mcp__<server>__`` prefix pushes past
+    the limit. Tool-call ids are never truncated, so pairing the tool result to
+    an id read from the original request keeps the match intact. Both wire
+    shapes are handled: OpenAI ``tool_calls`` and Anthropic ``tool_use`` blocks.
+    """
+    if not _is_object_list(messages):
+        return frozenset()
+    return frozenset(
+        call_id
+        for message in messages
+        if _is_str_object_dict(message)
+        for call_id in _retrieve_call_ids_in_message(message) | _anthropic_retrieve_ids_in_message(message)
+    )
+
+
+def _retrieval_result_indices(
+    messages: Sequence[Mapping[str, object]], extra_retrieve_call_ids: frozenset[str] = frozenset()
+) -> frozenset[int]:
+    """Indices of tool-result rows that carry ``headroom_retrieve`` output.
+
+    When the retrieve tool is exposed to a client that runs its own tool loop
+    (the LiteLLM MCP gateway path), the client executes the call and sends the
+    recovered original content back as a tool result on the next turn. That
+    content is exactly what a prior compression stubbed, so compressing it again
+    re-derives the identical content hash: a no-op that strands the model on the
+    marker and loops the agent. Hold those rows back so the expansion survives.
+
+    ``extra_retrieve_call_ids`` carries ids recovered from the untruncated
+    request so the pairing survives tool-name truncation (see
+    ``_raw_retrieve_call_ids``).
+    """
+    retrieve_call_ids: Final = extra_retrieve_call_ids | frozenset(
+        call_id for message in messages for call_id in _retrieve_call_ids_in_message(message)
+    )
+    if not retrieve_call_ids:
+        return frozenset()
+    return frozenset(
+        index
+        for index, message in enumerate(messages)
+        if message.get("role") in ("tool", "function") and str(message.get("tool_call_id")) in retrieve_call_ids
+    )
+
+
+def _protected_indices(
+    messages: Sequence[Mapping[str, object]], extra_retrieve_call_ids: frozenset[str] = frozenset()
+) -> frozenset[int]:
     """Indices headroom must not send to the compression service.
 
     ``get_protected_indices`` is litellm's own compression policy: the system
-    rows, the last user row, the last assistant row. It is expanded over whole
+    rows, the last user row, the last assistant row. Rows carrying just-retrieved
+    ``headroom_retrieve`` output are added so re-compression can't collapse them
+    back to the marker they were expanded from. The union is expanded over whole
     tool exchanges the way ``compress()`` expands it, so a protected assistant
     tool call cannot end up answered by a marker standing in for the result the
     model just asked for.
     """
-    protected: Final = frozenset(get_protected_indices(messages))
+    protected: Final = frozenset(get_protected_indices(messages)) | _retrieval_result_indices(
+        messages, extra_retrieve_call_ids
+    )
     return protected | frozenset(
         index
         for group in group_tool_exchanges(messages)
@@ -617,6 +728,10 @@ class HeadroomGuardrail(CustomGuardrail):
             verbose_proxy_logger.debug("Headroom: %s header set; skipping compression", BYPASS_HEADER)
             return inputs
 
+        if request_data.get("background"):
+            verbose_proxy_logger.debug("Headroom: background request; skipping compression")
+            return inputs
+
         structured_messages: Final = inputs.get("structured_messages")
         if not _is_object_list(structured_messages) or not structured_messages:
             return inputs
@@ -634,7 +749,11 @@ class HeadroomGuardrail(CustomGuardrail):
         # /v1/compress grows a field for sending the live turn as the retrieval
         # query without compressing it: query-aware compression reads the newest
         # user message, so it is withheld here at some cost to history ranking.
-        protected_indices: Final = _protected_indices(messages)
+        # request_data is a bare dict on the base signature; narrow it before
+        # reading the untranslated messages so long tool names can be recovered.
+        raw_messages: Final = _REQUEST_DATA_ADAPTER.validate_python(request_data).get("messages")
+        raw_retrieve_call_ids: Final = _raw_retrieve_call_ids(raw_messages)
+        protected_indices: Final = _protected_indices(messages, raw_retrieve_call_ids)
         compressible: Final = [m for i, m in enumerate(messages) if i not in protected_indices]
         if not compressible:
             return inputs
@@ -714,9 +833,9 @@ class HeadroomGuardrail(CustomGuardrail):
     ) -> dict[str, Any] | None:  # mutable-ok: overrides CustomLogger hook whose contract is a plain dict
         base_result: Final = await super().async_pre_call_deployment_hook(kwargs, call_type)
         effective: Final = base_result if base_result is not None else kwargs
-        if call_type not in (CallTypes.completion, CallTypes.acompletion):
+        if call_type not in _STREAM_CONVERTIBLE_CALL_TYPES:
             return base_result
-        if not effective.get("stream"):
+        if not effective.get("stream") or effective.get("background"):
             return base_result
         if not has_headroom_retrieve_tool(effective.get("tools")):
             return base_result
diff --git a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
index d187b5b12e9..7d88a037f4f 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/model_armor/model_armor.py
@@ -1,4 +1,5 @@
 from collections.abc import AsyncGenerator, Mapping, Sequence
+from enum import Enum, auto
 from typing import TYPE_CHECKING, Any, Final, Literal
 
 import httpx
@@ -27,12 +28,25 @@ from litellm.llms.custom_httpx.http_handler import (
 )
 from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.guardrails.anthropic_sse import (
+    anthropic_sse_chunks_from_response,
+    anthropic_sse_error_frames,
+    assemble_anthropic_sse_stream,
+    is_anthropic_sse_stream,
+    is_raw_sse_stream,
+    is_sse_error_stream,
+)
 from litellm.proxy.guardrails.guardrail_hooks.model_armor.file_scanning import (
     MODEL_ARMOR_MAX_FILE_SIZE_BYTES,
     plan_file_scans,
 )
 from litellm.types.guardrails import GuardrailEventHooks, LitellmParams
-from litellm.types.llms.openai import AllMessageValues
+from litellm.types.llms.openai import (
+    AllMessageValues,
+    ChatCompletionToolCallChunk,
+    ResponsesAPIResponse,
+    ResponsesAPIStreamEvents,
+)
 from litellm.types.utils import (
     CallTypes,
     CallTypesLiteral,
@@ -41,10 +55,33 @@ from litellm.types.utils import (
     ModelResponse,
     ModelResponseStream,
     StandardLoggingGuardrailInformation,
+    TextCompletionResponse,
 )
 
 GUARDRAIL_NAME: Final = "model_armor"
 
+# Only these carry the finished output; response.created carries an empty body
+_RESPONSES_TERMINAL_EVENT_TYPES: Final = frozenset({"response.completed", "response.incomplete", "response.failed"})
+
+# Every event whose ``delta`` is model output already on its way to the client. Read off the event
+# enum rather than listed, so an event added there cannot quietly fall out of the scan
+_RESPONSES_DELTA_EVENT_TYPES: Final = frozenset(
+    event.value for event in ResponsesAPIStreamEvents if event.value.endswith(".delta")
+)
+
+# What makes two delta events part of the same field of the turn, rather than two fields that merely
+# streamed next to each other
+_RESPONSES_DELTA_FIELD_ATTRS: Final = ("type", "item_id", "output_index", "content_index", "summary_index")
+
+
+class _StreamSurface(Enum):
+    """Wire format of a buffered streaming response, which decides how it is read and how it is refused."""
+
+    CHAT_COMPLETIONS = auto()
+    ANTHROPIC_MESSAGES = auto()
+    RESPONSES = auto()
+    OPAQUE_SSE = auto()
+
 
 class ModelArmorAPIError(Exception):
     """Model Armor API failure (non-2xx), distinct from a content-block decision so
@@ -322,19 +359,9 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
         else:
             return {"modelResponseData": {"byteItem": {"byteDataType": file_type, "byteData": base64_data}}}
 
-    def _should_block_content(self, armor_response: dict, allow_sanitization: bool = False) -> bool:
+    def _should_block_content(self, armor_response: Mapping[str, Any], allow_sanitization: bool = False) -> bool:
         """Check if Model Armor response indicates content should be blocked, including both inspectResult and deidentifyResult."""
-        sanitization_result: Final = armor_response.get("sanitizationResult", {})
-        filter_results: Final = sanitization_result.get("filterResults", {})
-
-        # filterResults can be a dict (named keys) or a list (array of filter result dicts)
-        filter_result_items = []
-        if isinstance(filter_results, dict):
-            filter_result_items = list(filter_results.values())
-        elif isinstance(filter_results, list):
-            filter_result_items = filter_results
-
-        for filt in filter_result_items:
+        for filt in self._filter_result_items(armor_response):
             # Check RAI, PI/Jailbreak, Malicious URI, CSAM, Virus scan as before
             if filt.get("raiFilterResult", {}).get("matchState") == "MATCH_FOUND":
                 return True
@@ -358,22 +385,12 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
         # Fallback dict code removed; all cases handled above
         return False
 
-    def _get_sanitized_content(self, armor_response: dict) -> str | None:
+    def _get_sanitized_content(self, armor_response: Mapping[str, Any]) -> str | None:
         """
         Get the sanitized content from a Model Armor response, if available.
         Looks for sanitized text in deidentifyResult, and falls back to root-level fields if not found.
         """
-        result: Final = armor_response.get("sanitizationResult", {})
-        filter_results: Final = result.get("filterResults", {})
-
-        # filterResults can be a dict (single filter) or a list (multiple filters)
-        filters: Final = (
-            list(filter_results.values())
-            if isinstance(filter_results, dict)
-            else filter_results
-            if isinstance(filter_results, list)
-            else []
-        )
+        filters: Final = self._filter_result_items(armor_response)
 
         # Prefer sanitized text from deidentifyResult if present
         for filter_entry in filters:
@@ -397,6 +414,61 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
         # Fallback: if Model Armor put sanitized text at the root, use it
         return armor_response.get("sanitizedText") or armor_response.get("text")
 
+    @staticmethod
+    def _filter_result_items(armor_response: Mapping[str, Any]) -> Sequence[Any]:
+        """Every filter result in a scan response.
+
+        filterResults is a dict of named filters on most templates and a list on some, so both
+        shapes are flattened to the same list of filter entries.
+        """
+        filter_results: Final = armor_response.get("sanitizationResult", {}).get("filterResults", {})
+        if isinstance(filter_results, dict):
+            return list(filter_results.values())
+        if isinstance(filter_results, list):
+            return filter_results
+        return []
+
+    def _has_deidentify_match(self, armor_response: Mapping[str, Any]) -> bool:
+        """Whether an SDP de-identify filter matched, i.e. Model Armor owes this response a redaction."""
+        for filter_entry in self._filter_result_items(armor_response):
+            sdp = filter_entry.get("sdpFilterResult")
+            if sdp and sdp.get("deidentifyResult", {}).get("matchState") == "MATCH_FOUND":
+                return True
+        return False
+
+    def _resolve_streaming_outcome(
+        self,
+        armor_response: Mapping[str, Any],
+        assembled_response: object,
+        content: str,
+    ) -> tuple[bool, str | None]:
+        """Whether to block the buffered stream, and the rewrite to emit when it is not blocked.
+
+        A de-identify match only reaches here unblocked because masking is on, so the redaction it
+        stands for has to be both resolvable and emittable. Where it is neither, the buffered
+        original still carries what Model Armor matched on, so this fails closed instead of
+        releasing it.
+        """
+        if self._should_block_content(armor_response, allow_sanitization=self.mask_response_content):
+            return True, None
+        if not self.mask_response_content:
+            return False, None
+
+        sanitized_content: Final = self._get_sanitized_content(armor_response)
+        if not sanitized_content:
+            # No rewrite to apply. Harmless unless a match is outstanding, in which case applying
+            # nothing would hand back the very content that matched
+            return self._has_deidentify_match(armor_response), None
+        if sanitized_content == content:
+            return False, None
+        if not isinstance(assembled_response, ModelResponse):
+            verbose_proxy_logger.warning(
+                "Model Armor: sanitized content cannot be re-emitted on this streaming endpoint, "
+                "blocking the response instead"
+            )
+            return True, None
+        return False, sanitized_content
+
     @staticmethod
     def _append_armor_response(existing: object, armor_response: Mapping[str, object]) -> object:
         """Accumulate scan responses so a later text scan does not drop an earlier file scan.
@@ -831,6 +903,185 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
 
         return response
 
+    @staticmethod
+    def _is_terminal_error_stream(all_chunks: Sequence[object]) -> bool:
+        """Whether the buffered stream is only the refusal an earlier guardrail in the chain emitted.
+
+        post_call guardrails are composed, so this hook can be handed the terminal error items a
+        preceding one produced. They carry no message to scan, and replacing them would hide the
+        refusal the client is owed.
+        """
+        if all(getattr(chunk, "type", None) == "error" for chunk in all_chunks):
+            return True
+        return is_sse_error_stream(all_chunks)
+
+    @staticmethod
+    def _classify_stream(all_chunks: Sequence[object]) -> _StreamSurface:
+        """Wire format the buffered chunks belong to."""
+        if is_raw_sse_stream(all_chunks):
+            return (
+                _StreamSurface.ANTHROPIC_MESSAGES if is_anthropic_sse_stream(all_chunks) else _StreamSurface.OPAQUE_SSE
+            )
+        if any(
+            isinstance(event_type := getattr(chunk, "type", None), str) and event_type.startswith("response.")
+            for chunk in all_chunks
+        ):
+            return _StreamSurface.RESPONSES
+        return _StreamSurface.CHAT_COMPLETIONS
+
+    @staticmethod
+    def _final_responses_api_response(all_chunks: Sequence[object]) -> ResponsesAPIResponse | None:
+        """Response body carried by a terminal ``/v1/responses`` event.
+
+        A stream cut short before it completes has to read as unassembled rather than as a clean
+        empty response: ``response.created`` also carries a body, but an empty one, and scanning
+        that would release every buffered delta unscanned.
+        """
+        return next(
+            (
+                body
+                for chunk in reversed(all_chunks)
+                if getattr(chunk, "type", None) in _RESPONSES_TERMINAL_EVENT_TYPES
+                and isinstance(body := getattr(chunk, "response", None), ResponsesAPIResponse)
+            ),
+            None,
+        )
+
+    @staticmethod
+    def _responses_api_response_text(response: ResponsesAPIResponse) -> str:
+        """Text to scan in a Responses API response, tool-call arguments included.
+
+        Tool calls are folded in because ``get_content_from_model_response`` folds them into what
+        the chat surface scans, and a Responses turn can carry its whole payload in them.
+        """
+        from litellm.llms.openai.responses.guardrail_translation.handler import (
+            OpenAIResponsesHandler,
+        )
+
+        texts: Final[list[str]] = []  # mutable-ok: the shared extractor below appends into caller-owned lists
+        tool_calls: Final[list[ChatCompletionToolCallChunk]] = []  # mutable-ok: the same extractor's tool-call sink
+        handler: Final = OpenAIResponsesHandler()
+        for output_idx, output_item in enumerate(response.output or ()):
+            handler._extract_output_text_and_images(  # pyright: ignore[reportPrivateUsage]  # the shared Responses output extractor; forking it would duplicate per-item parsing
+                output_item=output_item,
+                output_idx=output_idx,
+                texts_to_check=texts,
+                images_to_check=[],  # mutable-ok: the extractor's images sink, unused here
+                task_mappings=[],  # mutable-ok: the extractor's task-mapping sink, unused here
+                tool_calls_to_check=tool_calls,
+            )
+        return "".join((*texts, *(json.dumps(tool_call) for tool_call in tool_calls)))
+
+    def _extract_streaming_content(self, assembled_response: object) -> str:
+        """Text to scan from an assembled stream, for every endpoint shape this hook serves."""
+        if isinstance(assembled_response, ResponsesAPIResponse):
+            return self._responses_api_response_text(assembled_response)
+        return self._extract_content_from_response(assembled_response)
+
+    @staticmethod
+    def _responses_delta_field(chunk: object) -> tuple[str, ...]:
+        """Which field of the turn a delta event belongs to."""
+        return tuple(str(getattr(chunk, attr, None)) for attr in _RESPONSES_DELTA_FIELD_ATTRS)
+
+    @staticmethod
+    def _responses_delta_field_texts(all_chunks: Sequence[object]) -> tuple[str, ...]:
+        """Text each field of a ``/v1/responses`` turn has already spelled out in its delta events.
+
+        One field's deltas are joined as they streamed, since a finding can be split across them,
+        and separate fields stay apart, so a reasoning summary running into the visible answer
+        cannot spell out a finding that neither of them carries.
+        """
+        deltas: Final = tuple(
+            (ModelArmorGuardrail._responses_delta_field(chunk), delta)
+            for chunk in all_chunks
+            if getattr(chunk, "type", None) in _RESPONSES_DELTA_EVENT_TYPES
+            and isinstance(delta := getattr(chunk, "delta", None), str)
+        )
+        return tuple(
+            "".join(delta for field, delta in deltas if field == streamed_field)
+            for streamed_field in dict.fromkeys(field for field, _ in deltas)
+        )
+
+    def _streaming_content_to_scan(
+        self,
+        assembled_response: object,
+        all_chunks: Sequence[object],
+        surface: _StreamSurface,
+    ) -> str:
+        """Text to scan for a buffered stream, which is everything the client is about to receive.
+
+        A ``/v1/responses`` stream also spells out reasoning summaries and tool-call arguments in
+        delta events that its terminal body never repeats, so every delta field the body does not
+        already carry is scanned after it.
+        """
+        content: Final = self._extract_streaming_content(assembled_response)
+        if surface is not _StreamSurface.RESPONSES:
+            return content
+        unscanned: Final = tuple(text for text in self._responses_delta_field_texts(all_chunks) if text not in content)
+        return "\n".join(part for part in (content, *unscanned) if part)
+
+    @staticmethod
+    def _apply_sanitized_content(assembled_response: ModelResponse, sanitized_content: str) -> None:
+        """Replace every non-empty choice message with the Model Armor sanitized text."""
+        for choice in assembled_response.choices:
+            if isinstance(choice, Choices) and choice.message.content:
+                choice.message.content = sanitized_content
+
+    @staticmethod
+    def _assemble_chat_completion_stream(
+        all_chunks: list[object],  # mutable-ok: stream_chunk_builder only accepts a mutable list
+    ) -> ModelResponse | TextCompletionResponse | None:
+        """Assemble chat-completion chunks, returning ``None`` when they cannot be assembled."""
+        from litellm.main import stream_chunk_builder
+
+        try:
+            return stream_chunk_builder(chunks=all_chunks)
+        except Exception as exc:
+            verbose_proxy_logger.warning("Model Armor: chat-completion stream assembly failed (%s)", exc)
+            return None
+
+    def _assemble_stream(
+        self, all_chunks: Sequence[object], surface: _StreamSurface
+    ) -> ModelResponse | TextCompletionResponse | ResponsesAPIResponse | None:
+        """Assemble the buffered stream into the scannable response its surface produces."""
+        if surface is _StreamSurface.ANTHROPIC_MESSAGES:
+            return assemble_anthropic_sse_stream(all_chunks, restore_identity=True)
+        if surface is _StreamSurface.RESPONSES:
+            return self._final_responses_api_response(all_chunks)
+        if surface is _StreamSurface.OPAQUE_SSE:
+            return None
+        return self._assemble_chat_completion_stream(list(all_chunks))
+
+    @staticmethod
+    def _error_payload(exc: HTTPException) -> Mapping[str, object]:
+        """Error object for a terminal stream item, carrying the status the frame would otherwise lose."""
+        detail: Final = exc.detail if isinstance(exc.detail, Mapping) else {"message": str(exc.detail)}
+        error_value: Final = detail.get("error", detail)
+        return {
+            **(dict(error_value) if isinstance(error_value, Mapping) else {"message": str(error_value)}),
+            "code": str(exc.status_code),
+        }
+
+    @staticmethod
+    def _build_responses_error_items(exc: HTTPException) -> Sequence[object] | None:
+        """Responses API error events for a failure discovered after the stream started."""
+        from litellm.llms.openai.responses.guardrail_translation.handler import (
+            OpenAIResponsesHandler,
+        )
+
+        return OpenAIResponsesHandler().build_stream_error_items(exc, responses_so_far=None)
+
+    def _stream_error_items(self, exc: HTTPException, *, surface: _StreamSurface) -> Sequence[object]:
+        """Frame a guardrail failure as terminal stream items in this endpoint's wire format."""
+        payload: Final = self._error_payload(exc)
+        if surface is _StreamSurface.ANTHROPIC_MESSAGES:
+            return anthropic_sse_error_frames(str(payload.get("message", "")))
+        if surface is _StreamSurface.RESPONSES and (responses_items := self._build_responses_error_items(exc)):
+            return responses_items
+        # Also the fallback when a surface cannot frame its own error: create_response() reads the
+        # status back out of this form, so the refusal keeps its code instead of arriving as a 200
+        return (f"data: {json.dumps({'error': payload})}\n\n",)
+
     async def async_post_call_streaming_iterator_hook(
         self,
         user_api_key_dict: UserAPIKeyAuth,
@@ -840,97 +1091,125 @@ class ModelArmorGuardrail(CustomGuardrail, VertexBase):
         """Process streaming response chunks."""
 
         from litellm.llms.base_llm.base_model_iterator import MockResponseIterator
-        from litellm.main import stream_chunk_builder
+        from litellm.proxy.common_utils.callback_utils import (
+            add_guardrail_to_applied_guardrails_header,
+        )
 
         # Collect all chunks
-        all_chunks: Final[list[ModelResponseStream]] = []
+        all_chunks: Final[list[Any]] = []
         async for chunk in response:
             all_chunks.append(chunk)
 
+        if not all_chunks or self._is_terminal_error_stream(all_chunks):
+            for chunk in all_chunks:
+                yield chunk
+            return
+
+        surface: Final = self._classify_stream(all_chunks)
+
         # Build complete response
-        assembled_response: Final = stream_chunk_builder(chunks=all_chunks)
+        assembled_response: Final = self._assemble_stream(all_chunks, surface)
 
-        if isinstance(assembled_response, ModelResponse):
-            # Extract content
-            content: Final = self._extract_content_from_response(assembled_response)
+        if assembled_response is None:
+            if not self.optional_params.get("fail_on_error", True):
+                verbose_proxy_logger.warning(
+                    "Model Armor: streamed response could not be assembled for scanning, "
+                    "forwarding it unscanned because fail_on_error is disabled"
+                )
+                for chunk in all_chunks:
+                    yield chunk
+                return
 
-            if content:
-                try:
-                    # Check with Model Armor
-                    armor_response: Final = await self.make_model_armor_request(
-                        content=content,
-                        source="model_response",
-                        request_data=request_data,
-                    )
+            # Forwarding an unscannable stream would silently disable the guardrail, so fail closed
+            add_guardrail_to_applied_guardrails_header(request_data=request_data, guardrail_name=self.guardrail_name)
+            for error_item in self._stream_error_items(
+                HTTPException(
+                    status_code=500,
+                    detail=f"{self.guardrail_name}: streamed response could not be assembled for scanning, blocking it",
+                ),
+                surface=surface,
+            ):
+                yield error_item
+            return
 
-                    # Attach Model Armor response & status to this request's metadata to avoid race conditions
-                    if isinstance(request_data, dict):
-                        _, metadata = get_or_create_metadata_bucket(request_data)
-                        metadata["_model_armor_response"] = self._build_logging_response(armor_response)
-                        metadata["_model_armor_status"] = (
-                            "blocked" if self._should_block_content(armor_response) else "success"
-                        )
+        # Extract content
+        content: Final = self._streaming_content_to_scan(
+            assembled_response=assembled_response, all_chunks=all_chunks, surface=surface
+        )
 
-                    # Add guardrail to applied_guardrails BEFORE potential blocking
-                    # This ensures guardrail is recorded even when it blocks the request
-                    from litellm.proxy.common_utils.callback_utils import (
-                        add_guardrail_to_applied_guardrails_header,
-                    )
+        if not content:
+            verbose_proxy_logger.debug("Model Armor: No text content in streaming response, skipping guardrail")
+            for chunk in all_chunks:
+                yield chunk
+            return
 
-                    add_guardrail_to_applied_guardrails_header(
-                        request_data=request_data, guardrail_name=self.guardrail_name
-                    )
+        try:
+            # Check with Model Armor
+            armor_response: Final = await self.make_model_armor_request(
+                content=content,
+                source="model_response",
+                request_data=request_data,
+            )
 
-                    # Check if blocked
-                    if self._should_block_content(armor_response):
-                        raise HTTPException(
-                            status_code=400,
-                            detail=self._build_block_error_detail(
-                                "Streaming response blocked by Model Armor",
-                                armor_response,
-                            ),
-                        )
+            # Decide the outcome before recording it. Mirrors the non-streaming sibling: with
+            # masking on, a de-identify match is a redaction to apply rather than a refusal, but
+            # that only holds while the redaction can actually be delivered
+            blocked, sanitized_content = self._resolve_streaming_outcome(
+                armor_response=armor_response,
+                assembled_response=assembled_response,
+                content=content,
+            )
 
-                    # Apply sanitization if enabled
-                    if self.mask_response_content:
-                        sanitized_content: Final = self._get_sanitized_content(armor_response)
-                        if sanitized_content and sanitized_content != content:
-                            # Update assembled response
-                            for choice in assembled_response.choices:
-                                if isinstance(choice, Choices):
-                                    if choice.message.content:
-                                        choice.message.content = sanitized_content
+            # Attach Model Armor response & status to this request's metadata to avoid race conditions
+            if isinstance(request_data, dict):
+                _, metadata = get_or_create_metadata_bucket(request_data)
+                metadata["_model_armor_response"] = self._build_logging_response(armor_response)
+                metadata["_model_armor_status"] = "blocked" if blocked else "success"
 
-                            # Return sanitized stream
-                            mock_response: Final = MockResponseIterator(model_response=assembled_response)
-                            async for chunk in mock_response:
-                                yield chunk
-                            return
+            # Add guardrail to applied_guardrails BEFORE potential blocking
+            # This ensures guardrail is recorded even when it blocks the request
+            add_guardrail_to_applied_guardrails_header(request_data=request_data, guardrail_name=self.guardrail_name)
 
-                except ModelArmorAPIError as e:
-                    if self.optional_params.get("fail_on_error", True):
-                        error_obj = {"message": e.detail, "code": "500"}
-                        yield f"data: {json.dumps({'error': error_obj})}\n\n"
-                        return
-                except HTTPException as e:
-                    # Yield error as SSE event so create_response() detects it and
-                    # returns a proper JSON error response with the correct status code.
-                    # (Raising from a generator hits create_response's generic except → 500.)
-                    detail: Final = e.detail if isinstance(e.detail, dict) else {"message": str(e.detail)}
-                    error_value: Final = detail.get("error", detail)
-                    if isinstance(error_value, dict):
-                        error_obj = dict(error_value)
-                    else:
-                        error_obj = {"message": str(error_value)}
-                    error_obj["code"] = str(e.status_code)
-                    yield f"data: {json.dumps({'error': error_obj})}\n\n"
+            if blocked:
+                raise HTTPException(
+                    status_code=400,
+                    detail=self._build_block_error_detail(
+                        "Streaming response blocked by Model Armor",
+                        armor_response,
+                    ),
+                )
+
+            if sanitized_content is not None and isinstance(assembled_response, ModelResponse):
+                self._apply_sanitized_content(assembled_response, sanitized_content)
+
+                # Return sanitized stream
+                if surface is _StreamSurface.ANTHROPIC_MESSAGES:
+                    for sse_chunk in anthropic_sse_chunks_from_response(assembled_response):
+                        yield sse_chunk
                     return
-                except Exception as e:
-                    verbose_proxy_logger.error("Model Armor streaming error: %s", str(e), exc_info=True)
-                    if self.optional_params.get("fail_on_error", True):
-                        raise
-            else:
-                verbose_proxy_logger.debug("Model Armor: No text content in streaming response, skipping guardrail")
+                mock_response: Final = MockResponseIterator(model_response=assembled_response)
+                async for chunk in mock_response:
+                    yield chunk
+                return
+
+        except ModelArmorAPIError as e:
+            if self.optional_params.get("fail_on_error", True):
+                for error_item in self._stream_error_items(
+                    HTTPException(status_code=500, detail=e.detail), surface=surface
+                ):
+                    yield error_item
+                return
+        except HTTPException as e:
+            # Yield the error as a terminal stream item so create_response() detects it and returns
+            # a proper JSON error response with the correct status code. Raising from a generator
+            # instead hits create_response's generic except and becomes a 500.
+            for error_item in self._stream_error_items(e, surface=surface):
+                yield error_item
+            return
+        except Exception as e:
+            verbose_proxy_logger.error("Model Armor streaming error: %s", str(e), exc_info=True)
+            if self.optional_params.get("fail_on_error", True):
+                raise
 
         # Return original chunks if no sanitization needed
         for chunk in all_chunks:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/presidio.py b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
index da51a905ae3..70ea21320ee 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/presidio.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/presidio.py
@@ -1633,6 +1633,8 @@ class _OPTIONAL_PresidioPIIMasking(CustomGuardrail):
         Update the guardrails litellm params in memory
         """
         super().update_in_memory_litellm_params(litellm_params)
+        if self.apply_to_output:
+            self.output_parse_pii = False
         if litellm_params.pii_entities_config:
             self.pii_entities_config = litellm_params.pii_entities_config
         if litellm_params.presidio_score_thresholds:
diff --git a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
index 46b00829b74..9029e926b35 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/unified_guardrail/unified_guardrail.py
@@ -36,6 +36,7 @@ if TYPE_CHECKING:
     from litellm.integrations.custom_guardrail import ModifyResponseException
     from litellm.llms.base_llm.guardrail_translation.base_translation import (
         BaseTranslation,
+        StreamingScanKey,
     )
 
 # Call types that stream JSON-RPC events (A2A); guardrail HTTPException is emitted as in-stream error
@@ -54,6 +55,9 @@ class _EndpointTranslation(Protocol):
     @property
     def process_output_streaming_response(self) -> "Callable[..., Awaitable[object]]": ...
 
+    @property
+    def get_streaming_scan_key(self) -> "Callable[[Sequence[object]], StreamingScanKey | None]": ...
+
     @property
     def build_block_sse_chunks(self) -> "Callable[..., Sequence[bytes] | None]": ...
 
@@ -70,6 +74,12 @@ def _chunk_choices(item: object) -> Sequence[object]:
     return choices
 
 
+def _is_redundant_scan(scan_key: "StreamingScanKey | None", last_scan_key: "StreamingScanKey | None") -> bool:
+    if scan_key is None:
+        return False
+    return scan_key == last_scan_key or scan_key.has_nothing_to_scan
+
+
 class _StreamTerminated(Exception):
     """Internal signal that the incremental transform stream has already emitted
     its terminal chunks (block message or in-stream error) and must stop."""
@@ -111,9 +121,6 @@ def _a2a_jsonrpc_error_chunk(exc: HTTPException, request_id: str | None) -> Mapp
     }
 
 
-endpoint_guardrail_translation_mappings = None
-
-
 def _ensure_litellm_metadata(data: dict, user_api_key_dict: UserAPIKeyAuth) -> None:
     """Populate data['litellm_metadata'] from user_api_key_dict if absent."""
     if "litellm_metadata" not in data:
@@ -154,7 +161,6 @@ class UnifiedLLMGuardrails(CustomLogger):
         Use this if you want to MODIFY the input
         """
 
-        global endpoint_guardrail_translation_mappings
         from litellm.proxy.common_utils.callback_utils import (
             add_guardrail_to_applied_guardrails_header,
         )
@@ -176,18 +182,15 @@ class UnifiedLLMGuardrails(CustomLogger):
             )
             return data
 
-        if endpoint_guardrail_translation_mappings is None:
-            endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
+        mappings: Final = load_guardrail_translation_mappings()
 
         try:
-            if CallTypes(call_type) not in endpoint_guardrail_translation_mappings:
+            if CallTypes(call_type) not in mappings:
                 return data
         except ValueError:
             return data  # handle unmapped call types
 
-        endpoint_translation: Final = _as_endpoint_translation(
-            endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
-        )
+        endpoint_translation: Final = _as_endpoint_translation(mappings[CallTypes(call_type)]())
 
         _ensure_litellm_metadata(data, user_api_key_dict)
 
@@ -212,8 +215,6 @@ class UnifiedLLMGuardrails(CustomLogger):
 
         This can NOT modify the input, only used to reject or accept a call before going to LLM API
         """
-        global endpoint_guardrail_translation_mappings
-
         verbose_proxy_logger.debug("Running UnifiedLLMGuardrails moderation hook")
 
         guardrail_to_apply: Final[CustomGuardrail] = data.pop("guardrail_to_apply", None)
@@ -231,14 +232,11 @@ class UnifiedLLMGuardrails(CustomLogger):
             )
             return data
 
-        if endpoint_guardrail_translation_mappings is None:
-            endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
-        if call_type is not None and CallTypes(call_type) not in endpoint_guardrail_translation_mappings:
+        mappings: Final = load_guardrail_translation_mappings()
+        if call_type is not None and CallTypes(call_type) not in mappings:
             return data
 
-        endpoint_translation: Final = _as_endpoint_translation(
-            endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
-        )
+        endpoint_translation: Final = _as_endpoint_translation(mappings[CallTypes(call_type)]())
 
         _ensure_litellm_metadata(data, user_api_key_dict)
 
@@ -261,7 +259,6 @@ class UnifiedLLMGuardrails(CustomLogger):
 
         Uses Enkrypt AI guardrails to check the response for policy violations, PII, and injection attacks
         """
-        global endpoint_guardrail_translation_mappings
         # Local import avoids a module-level cyclic import with
         # litellm.integrations.custom_guardrail.
         from litellm.integrations.custom_guardrail import ModifyResponseException
@@ -309,10 +306,9 @@ class UnifiedLLMGuardrails(CustomLogger):
             )
             return response
 
-        if endpoint_guardrail_translation_mappings is None:
-            endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
+        mappings: Final = load_guardrail_translation_mappings()
 
-        if CallTypes(call_type) not in endpoint_guardrail_translation_mappings:
+        if CallTypes(call_type) not in mappings:
             verbose_proxy_logger.warning(
                 "Guardrail '%s' selected for route '%s' but call type '%s' has no guardrail translation handler; "
                 "skipping post-call scanning.",
@@ -322,9 +318,7 @@ class UnifiedLLMGuardrails(CustomLogger):
             )
             return response
 
-        endpoint_translation: Final = _as_endpoint_translation(
-            endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
-        )
+        endpoint_translation: Final = _as_endpoint_translation(mappings[CallTypes(call_type)]())
 
         try:
             response = await endpoint_translation.process_output_response(
@@ -896,8 +890,6 @@ class UnifiedLLMGuardrails(CustomLogger):
         sampling_rate=1 means every chunk, sampling_rate=5 means every 5th chunk, etc.
         """
 
-        global endpoint_guardrail_translation_mappings
-
         # Local import avoids a module-level cyclic import with
         # litellm.integrations.custom_guardrail.
         from litellm.integrations.custom_guardrail import ModifyResponseException
@@ -968,9 +960,7 @@ class UnifiedLLMGuardrails(CustomLogger):
                 yield item
             return
 
-        # Initialize translation mappings if needed
-        if endpoint_guardrail_translation_mappings is None:
-            endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
+        mappings: Final = load_guardrail_translation_mappings()
 
         # Streaming text transformation (incremental_diff) diverges enough from the
         # block_only path that it runs as its own iterator. It requires a route we
@@ -979,7 +969,7 @@ class UnifiedLLMGuardrails(CustomLogger):
         if streaming_transform_mode == "incremental_diff":
             transform_call_type: Final = self._resolve_transform_call_type(
                 user_api_key_dict=user_api_key_dict,
-                mappings=endpoint_guardrail_translation_mappings,
+                mappings=mappings,
             )
             if transform_call_type is not None:
                 async for transformed_item in self._run_incremental_transform_stream(
@@ -990,7 +980,7 @@ class UnifiedLLMGuardrails(CustomLogger):
                     call_type=transform_call_type,
                     sampling_rate=sampling_rate,
                     end_of_stream_only=end_of_stream_only,
-                    mappings=endpoint_guardrail_translation_mappings,
+                    mappings=mappings,
                 ):
                     yield transformed_item
                 return
@@ -1011,6 +1001,7 @@ class UnifiedLLMGuardrails(CustomLogger):
         # Drives how a block terminates the stream: continue the in-progress
         # message (True) vs emit a standalone block message (False, buffered).
         chunks_yielded = False
+        last_scan_key: StreamingScanKey | None = None  # rebind-ok: replaced after every scan round
 
         async for item in response:
             chunk_counter += 1
@@ -1026,7 +1017,7 @@ class UnifiedLLMGuardrails(CustomLogger):
                 call_type = _infer_call_type(call_type=None, completion_response=item)
 
             # If call type not supported, just pass through all chunks
-            if call_type is None or CallTypes(call_type) not in endpoint_guardrail_translation_mappings:
+            if call_type is None or CallTypes(call_type) not in mappings:
                 yield item
                 async for remaining_item in response:
                     yield remaining_item
@@ -1038,7 +1029,7 @@ class UnifiedLLMGuardrails(CustomLogger):
             # moderation runs below.
             if end_of_stream_only:
                 if not buffer_until_moderated:
-                    endpoint_translation = endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
+                    endpoint_translation = mappings[CallTypes(call_type)]()
                     stream_has_ended = hasattr(
                         endpoint_translation, "_check_streaming_has_ended"
                     ) and endpoint_translation._check_streaming_has_ended(responses_so_far)
@@ -1052,6 +1043,19 @@ class UnifiedLLMGuardrails(CustomLogger):
 
             # Process chunk based on sampling rate
             if chunk_counter % sampling_rate == 0:
+                endpoint_translation = mappings[CallTypes(call_type)]()
+                scan_key = endpoint_translation.get_streaming_scan_key(responses_so_far)
+                if _is_redundant_scan(scan_key, last_scan_key):
+                    verbose_proxy_logger.debug(
+                        "Skipping streaming chunk %s for guardrail %s: nothing new to scan since the last round",
+                        chunk_counter,
+                        guardrail_to_apply.guardrail_name,
+                    )
+                    chunks_yielded = True
+                    responses_yielded.append(item)
+                    yield item
+                    continue
+
                 verbose_proxy_logger.debug(
                     "Processing streaming chunk %s (sampling_rate=%s) with guardrail %s",
                     chunk_counter,
@@ -1067,8 +1071,6 @@ class UnifiedLLMGuardrails(CustomLogger):
                 # string, permanently losing this chunk's content.
                 original_item = copy.deepcopy(item)
 
-                endpoint_translation = endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
-
                 try:
                     await endpoint_translation.process_output_streaming_response(
                         responses_so_far=responses_so_far,
@@ -1110,6 +1112,8 @@ class UnifiedLLMGuardrails(CustomLogger):
                     ):
                         yield error_item
                     return
+                if scan_key is not None:
+                    last_scan_key = scan_key
                 chunks_yielded = True
                 responses_yielded.append(original_item)
                 yield original_item
@@ -1119,14 +1123,14 @@ class UnifiedLLMGuardrails(CustomLogger):
                 yield item
 
         # Stream has ended - do final processing with all collected chunks
-        if call_type is not None and CallTypes(call_type) in endpoint_guardrail_translation_mappings:
+        if call_type is not None and CallTypes(call_type) in mappings:
             verbose_proxy_logger.debug(
                 "Processing final streaming response with all %s chunks for guardrail %s",
                 len(responses_so_far),
                 guardrail_to_apply.guardrail_name,
             )
 
-            endpoint_translation = endpoint_guardrail_translation_mappings[CallTypes(call_type)]()
+            endpoint_translation = mappings[CallTypes(call_type)]()
 
             # When buffering, snapshot the original chunks before moderation.
             # A shallow copy suffices: end-of-stream
@@ -1136,6 +1140,18 @@ class UnifiedLLMGuardrails(CustomLogger):
             # preserve the list, not clone every chunk (deepcopy would double
             # peak memory for large responses).
             buffered_items: Final = list(responses_so_far) if buffer_until_moderated else None
+            end_scan_key: Final = endpoint_translation.get_streaming_scan_key(responses_so_far)
+            if _is_redundant_scan(end_scan_key, last_scan_key):
+                verbose_proxy_logger.debug(
+                    "Skipping end-of-stream scan for guardrail %s: the last sampled round already scanned it all",
+                    guardrail_to_apply.guardrail_name,
+                )
+                for buffered_item in buffered_items or ():
+                    yield buffered_item
+                for pending_item in pending_end_of_stream_items:
+                    responses_yielded.append(pending_item)
+                    yield pending_item
+                return
 
             try:
                 await endpoint_translation.process_output_streaming_response(
diff --git a/litellm/proxy/guardrails/guardrail_initializers.py b/litellm/proxy/guardrails/guardrail_initializers.py
index 76dea1b7784..16369abbfb0 100644
--- a/litellm/proxy/guardrails/guardrail_initializers.py
+++ b/litellm/proxy/guardrails/guardrail_initializers.py
@@ -2,6 +2,7 @@
 from typing import Any, Final
 
 import litellm
+from litellm.integrations.custom_guardrail import CustomGuardrail
 from litellm.proxy._types import CommonProxyErrors
 from litellm.types.guardrails import *
 
@@ -85,7 +86,7 @@ def initialize_lakera_v2(litellm_params: LitellmParams, guardrail: Guardrail):
     return _lakera_v2_callback
 
 
-def initialize_presidio(litellm_params: LitellmParams, guardrail: Guardrail):
+def initialize_presidio(litellm_params: LitellmParams, guardrail: Guardrail) -> tuple[CustomGuardrail, ...]:
     from litellm.proxy.guardrails.guardrail_hooks.presidio import (
         _OPTIONAL_PresidioPIIMasking,
     )
@@ -94,7 +95,7 @@ def initialize_presidio(litellm_params: LitellmParams, guardrail: Guardrail):
     run_input: Final = filter_scope in ("input", "both")
     run_output: Final = filter_scope in ("output", "both")
 
-    def _make_presidio_callback(**overrides):
+    def _make_presidio_callback(**overrides) -> CustomGuardrail:
         params: Final = dict(
             guardrail_name=guardrail.get("guardrail_name", ""),
             event_hook=litellm_params.mode,
@@ -120,27 +121,27 @@ def initialize_presidio(litellm_params: LitellmParams, guardrail: Guardrail):
         litellm.logging_callback_manager.add_litellm_callback(callback)
         return callback
 
-    primary_callback = None
-
-    if run_input:
-        primary_callback = _make_presidio_callback()
-
-        if litellm_params.output_parse_pii:
-            _make_presidio_callback(
-                output_parse_pii=True,
-                event_hook=GuardrailEventHooks.post_call.value,
-            )
-
-    if run_output:
-        output_callback: Final = _make_presidio_callback(
+    input_callback: Final = _make_presidio_callback() if run_input else None
+    unmask_output_callback: Final = (
+        _make_presidio_callback(
+            output_parse_pii=True,
+            event_hook=GuardrailEventHooks.post_call.value,
+        )
+        if run_input and litellm_params.output_parse_pii
+        else None
+    )
+    mask_output_callback: Final = (
+        _make_presidio_callback(
             apply_to_output=True,
             event_hook=GuardrailEventHooks.post_call.value,
             output_parse_pii=False,
         )
-        if primary_callback is None:
-            primary_callback = output_callback
-
-    return primary_callback
+        if run_output
+        else None
+    )
+    return tuple(
+        callback for callback in (input_callback, unmask_output_callback, mask_output_callback) if callback is not None
+    )
 
 
 def initialize_hide_secrets(litellm_params: LitellmParams, guardrail: Guardrail):
diff --git a/litellm/proxy/guardrails/guardrail_registry.py b/litellm/proxy/guardrails/guardrail_registry.py
index dc13c09dd38..0dc50cd6196 100644
--- a/litellm/proxy/guardrails/guardrail_registry.py
+++ b/litellm/proxy/guardrails/guardrail_registry.py
@@ -3,10 +3,10 @@
 import asyncio
 import importlib
 import os
-from collections.abc import Callable, Iterator, Mapping
+from collections.abc import Callable, Iterator, Mapping, Sequence
 from datetime import datetime, timezone
 from itertools import chain, count
-from typing import TYPE_CHECKING, Final, Literal, Optional, Protocol, cast
+from typing import TYPE_CHECKING, Final, Literal, Optional, Protocol, TypeAlias, cast
 
 from pydantic import ValidationError
 
@@ -90,6 +90,8 @@ guardrail_initializer_registry: Final = {
 
 CONFIG_GUARDRAIL_ID_NAMESPACE: Final = uuid.UUID("625f63f4-935a-50e5-98b5-fbe77babc74a")
 
+GuardrailCallbacks: TypeAlias = tuple[CustomGuardrail, ...]
+
 guardrail_class_registry: Final[dict[str, type[CustomGuardrail]]] = {
     SupportedGuardrailIntegrations.BEDROCK.value: BedrockGuardrail,
     SupportedGuardrailIntegrations.GRAYSWAN.value: GraySwanGuardrail,
@@ -424,6 +426,41 @@ def _apply_configured_bool_overrides(instance: CustomGuardrail, litellm_params:
         instance.scan_raw_request = bool(litellm_params.scan_raw_request)
 
 
+def _as_callback_tuple(
+    initialized: CustomGuardrail | Sequence[CustomGuardrail] | None,
+) -> GuardrailCallbacks:
+    if initialized is None:
+        return ()
+    if isinstance(initialized, (list, tuple)):
+        return tuple(initialized)
+    return (initialized,)
+
+
+def _configure_callback_scoping(
+    custom_guardrail_callback: CustomGuardrail, guardrail_name: str, litellm_params: LitellmParams
+) -> None:
+    for scoping_param in (
+        "skip_system_message_in_guardrail",
+        "skip_tool_message_in_guardrail",
+        "scan_only_tool_results",
+    ):
+        setattr(custom_guardrail_callback, scoping_param, getattr(litellm_params, scoping_param, None))
+    scan_only_tool_results_enabled: Final = effective_scan_only_tool_results_for_guardrail(custom_guardrail_callback)
+    if scan_only_tool_results_enabled and not custom_guardrail_callback.supports_scan_only_tool_results():
+        raise ValueError(
+            f"Guardrail {guardrail_name}: scan_only_tool_results is enabled, but this "
+            "guardrail's role filtering never scans tool results, so no request content would ever "
+            "be scanned. Remove scan_only_tool_results or the guardrail's role-filtering option."
+        )
+    if scan_only_tool_results_enabled and effective_skip_tool_message_for_guardrail(custom_guardrail_callback):
+        raise ValueError(
+            f"Guardrail {guardrail_name}: scan_only_tool_results and "
+            "skip_tool_message_in_guardrail are enabled together, which excludes every message from "
+            "scanning, so no request content would ever be scanned. Remove one of the two."
+        )
+    _apply_configured_bool_overrides(custom_guardrail_callback, litellm_params)
+
+
 class InMemoryGuardrailHandler:
     """
     Class that handles initializing guardrails and adding them to the CallbackManager
@@ -440,6 +477,8 @@ class InMemoryGuardrailHandler:
         Guardrail id to CustomGuardrail object mapping
         """
 
+        self.guardrail_id_to_sibling_callbacks: dict[str, GuardrailCallbacks] = {}  # mutable-ok: per-id registry
+
         self._sources: dict[str, Literal["db", "config"]] = {}
         """
         Guardrail id to provenance marker. "db" entries are reconciled against
@@ -474,7 +513,6 @@ class InMemoryGuardrailHandler:
             self._sources[guardrail_id] = source
             return self.IN_MEMORY_GUARDRAILS[guardrail_id]
 
-        custom_guardrail_callback: CustomGuardrail | None = None
         litellm_params_data: Final = guardrail["litellm_params"]
         verbose_proxy_logger.debug("litellm_params= %s", litellm_params_data)
 
@@ -498,54 +536,15 @@ class InMemoryGuardrailHandler:
         if guardrail_type is None:
             raise ValueError("guardrail_type is required")
 
-        initializer: Final = guardrail_initializer_registry.get(guardrail_type)
-
-        if initializer:
-            # Try to call with llm_router first, fall back to without if it fails
-            import inspect
-
-            sig: Final = inspect.signature(initializer)
-            if "llm_router" in sig.parameters:
-                custom_guardrail_callback = initializer(
-                    litellm_params,
-                    guardrail,
-                    llm_router,
-                )
-            else:
-                custom_guardrail_callback = initializer(litellm_params, guardrail)
-        elif isinstance(guardrail_type, str) and "." in guardrail_type:
-            custom_guardrail_callback = self.initialize_custom_guardrail(
-                guardrail=guardrail,
-                guardrail_type=guardrail_type,
-                litellm_params=litellm_params,
-                config_file_path=config_file_path,
-            )
-        else:
-            raise ValueError(f"Unsupported guardrail: {guardrail_type}")
-
-        if custom_guardrail_callback is not None:
-            for scoping_param in (
-                "skip_system_message_in_guardrail",
-                "skip_tool_message_in_guardrail",
-                "scan_only_tool_results",
-            ):
-                setattr(custom_guardrail_callback, scoping_param, getattr(litellm_params, scoping_param, None))
-            scan_only_tool_results_enabled: Final = effective_scan_only_tool_results_for_guardrail(
-                custom_guardrail_callback
-            )
-            if scan_only_tool_results_enabled and not custom_guardrail_callback.supports_scan_only_tool_results():
-                raise ValueError(
-                    f"Guardrail {guardrail['guardrail_name']}: scan_only_tool_results is enabled, but this "
-                    "guardrail's role filtering never scans tool results, so no request content would ever "
-                    "be scanned. Remove scan_only_tool_results or the guardrail's role-filtering option."
-                )
-            if scan_only_tool_results_enabled and effective_skip_tool_message_for_guardrail(custom_guardrail_callback):
-                raise ValueError(
-                    f"Guardrail {guardrail['guardrail_name']}: scan_only_tool_results and "
-                    "skip_tool_message_in_guardrail are enabled together, which excludes every message from "
-                    "scanning, so no request content would ever be scanned. Remove one of the two."
-                )
-            _apply_configured_bool_overrides(custom_guardrail_callback, litellm_params)
+        created_callbacks: Final = self._create_callbacks(
+            guardrail=guardrail,
+            guardrail_type=guardrail_type,
+            litellm_params=litellm_params,
+            config_file_path=config_file_path,
+            llm_router=llm_router,
+        )
+        for custom_guardrail_callback in created_callbacks:
+            _configure_callback_scoping(custom_guardrail_callback, guardrail["guardrail_name"], litellm_params)
 
         parsed_guardrail: Final = Guardrail(
             guardrail_id=guardrail.get("guardrail_id"),
@@ -556,11 +555,44 @@ class InMemoryGuardrailHandler:
 
         # store references to the guardrail in memory
         self.IN_MEMORY_GUARDRAILS[guardrail_id] = parsed_guardrail
-        self.guardrail_id_to_custom_guardrail[guardrail_id] = custom_guardrail_callback
+        self.guardrail_id_to_custom_guardrail[guardrail_id] = created_callbacks[0] if created_callbacks else None
+        self.guardrail_id_to_sibling_callbacks[guardrail_id] = created_callbacks[1:]
         self._sources[guardrail_id] = source
 
         return parsed_guardrail
 
+    def _create_callbacks(
+        self,
+        guardrail: Guardrail,
+        guardrail_type: str,
+        litellm_params: LitellmParams,
+        config_file_path: str | None,
+        llm_router: Optional["Router"],
+    ) -> GuardrailCallbacks:
+        initializer: Final = guardrail_initializer_registry.get(guardrail_type)
+        if initializer:
+            import inspect
+
+            sig: Final = inspect.signature(initializer)
+            if "llm_router" in sig.parameters:
+                return _as_callback_tuple(initializer(litellm_params, guardrail, llm_router))
+            return _as_callback_tuple(initializer(litellm_params, guardrail))
+        if isinstance(guardrail_type, str) and "." in guardrail_type:
+            return _as_callback_tuple(
+                self.initialize_custom_guardrail(
+                    guardrail=guardrail,
+                    guardrail_type=guardrail_type,
+                    litellm_params=litellm_params,
+                    config_file_path=config_file_path,
+                )
+            )
+        raise ValueError(f"Unsupported guardrail: {guardrail_type}")
+
+    def _tracked_callbacks(self, guardrail_id: str) -> GuardrailCallbacks:
+        primary: Final = self.guardrail_id_to_custom_guardrail.get(guardrail_id)
+        siblings: Final = self.guardrail_id_to_sibling_callbacks.get(guardrail_id, ())
+        return (() if primary is None else (primary,)) + siblings
+
     def initialize_custom_guardrail(
         self,
         guardrail: Guardrail,
@@ -622,19 +654,17 @@ class InMemoryGuardrailHandler:
         source: Literal["db", "config"] = "db",
     ) -> None:
         """
-        Update a guardrail in memory
-
-        - updates the guardrail in memory
-        - updates the guardrail params in litellm.callback_manager
+        Update a guardrail in memory: a changed name or litellm_params rebuilds the
+        live callback from the new row (fail-closed: an invalid row keeps the
+        previous instance and raises), anything else only refreshes the stored row
         """
-        self.IN_MEMORY_GUARDRAILS[guardrail_id] = guardrail
+        updated_guardrail: Final = cast(Guardrail, {**guardrail, "guardrail_id": guardrail_id})
+        if self._has_guardrail_params_changed(guardrail_id, updated_guardrail):
+            self.reinitialize_guardrail(guardrail=updated_guardrail, source=source)
+            return
+        self.IN_MEMORY_GUARDRAILS[guardrail_id] = updated_guardrail
         self._sources[guardrail_id] = source
 
-        custom_guardrail_callback: Final = self.guardrail_id_to_custom_guardrail.get(guardrail_id)
-        if custom_guardrail_callback:
-            updated_litellm_params: Final = cast(LitellmParams, guardrail.get("litellm_params", {}))
-            custom_guardrail_callback.update_in_memory_litellm_params(litellm_params=updated_litellm_params)
-
     def delete_in_memory_guardrail(self, guardrail_id: str) -> None:
         """
         Delete a guardrail in memory and remove from litellm callbacks.
@@ -648,11 +678,11 @@ class InMemoryGuardrailHandler:
         self.IN_MEMORY_GUARDRAILS.pop(guardrail_id, None)
         self._sources.pop(guardrail_id, None)
 
-        custom_guardrail_callback: Final = self.guardrail_id_to_custom_guardrail.pop(guardrail_id, None)
-        if custom_guardrail_callback is None:
-            return
-
-        litellm.logging_callback_manager.remove_callback_from_all_lists(custom_guardrail_callback)
+        tracked_callbacks: Final = self._tracked_callbacks(guardrail_id)
+        self.guardrail_id_to_custom_guardrail.pop(guardrail_id, None)
+        self.guardrail_id_to_sibling_callbacks.pop(guardrail_id, None)
+        for custom_guardrail_callback in tracked_callbacks:
+            litellm.logging_callback_manager.remove_callback_from_all_lists(custom_guardrail_callback)
 
     def list_in_memory_guardrails(self) -> list[Guardrail]:
         """
@@ -789,11 +819,12 @@ class InMemoryGuardrailHandler:
         Removes old callback from litellm.callbacks and creates fresh instance.
 
         If the new config fails to initialize (e.g. an invalid on_flagged
-        combination), the previous instance is restored rather than left
-        deleted: initialize_guardrail's own ValueError/TypeError propagate
-        uncaught, so a caller reaching this point after already deleting the
-        old instance would otherwise leave the guardrail providing no
-        protection at all, not merely "still enforcing the old config."
+        combination or an invalid regex), the previous instance is restored
+        rather than left deleted, and the failure is re-raised as ValueError so
+        every init failure reaches callers as one exception type: a caller
+        reaching this point after already deleting the old instance would
+        otherwise leave the guardrail providing no protection at all, not
+        merely "still enforcing the old config."
         """
         guardrail_id: Final = guardrail.get("guardrail_id")
         if not guardrail_id:
@@ -812,7 +843,7 @@ class InMemoryGuardrailHandler:
         # that was enforcing must never fail open because an update was bad.
         try:
             return self.initialize_guardrail(guardrail=guardrail, config_file_path=config_file_path, source=source)
-        except Exception:
+        except Exception as init_error:
             if previous_guardrail is not None:
                 verbose_proxy_logger.exception(
                     "Reinitializing guardrail %s with updated params failed; restoring the previous configuration",
@@ -824,7 +855,7 @@ class InMemoryGuardrailHandler:
                     )
                 except Exception:  # noqa: BLE001  # the original failure must propagate even if the restore breaks
                     verbose_proxy_logger.exception("Restoring previous guardrail %s also failed", guardrail_id)
-            raise
+            raise ValueError(f"Guardrail initialization failed: {init_error}") from init_error
 
     def sync_guardrail_from_db(self, guardrail: Guardrail, config_file_path: str | None = None) -> Guardrail | None:
         """
diff --git a/litellm/proxy/health_endpoints/_health_endpoints.py b/litellm/proxy/health_endpoints/_health_endpoints.py
index 8b57bdca2fe..1785a2f0992 100644
--- a/litellm/proxy/health_endpoints/_health_endpoints.py
+++ b/litellm/proxy/health_endpoints/_health_endpoints.py
@@ -50,6 +50,9 @@ from litellm.proxy.health_check import (
     perform_health_check,
     run_with_timeout,
 )
+from litellm.proxy.middleware.admission_control_middleware import (
+    get_admission_control_stats,
+)
 from litellm.proxy.middleware.in_flight_requests_middleware import (
     get_in_flight_requests,
 )
@@ -63,6 +66,13 @@ from litellm.secret_managers.main import get_secret_bool
 #### Health ENDPOINTS ####
 
 
+class _HealthBacklogResponse(TypedDict):
+    in_flight_requests: ReadOnly[int]
+    admitted_requests: ReadOnly[int]
+    queued_requests: ReadOnly[int]
+    rejected_requests: ReadOnly[int]
+
+
 def _reject_os_environ_references(params: dict) -> None:
     """
     Validate that the provided params do not contain any ``os.environ/``
@@ -105,6 +115,29 @@ _CONFIG_CONNECTION_FIELDS: Final[frozenset[str]] = frozenset(
 )
 
 
+def _request_inherits_config_credentials(
+    config_params: Mapping[str, object],
+    request_params: Mapping[str, object],
+    allow_client_side_credentials: bool,
+) -> bool:
+    """Whether the configuration's credentials are this request's to be probed with.
+
+    The configuration reached here by matching the request's model string, which
+    also matches wildcard routes and unrelated deployments that merely serve the
+    same model, so a request naming a stored credential of its own has already
+    said where its credentials come from and does not borrow that one's. A blank
+    name is no name: ``load_credentials_from_list`` resolves nothing from it, so
+    it must not cost the request the credentials it would otherwise be probed
+    with.
+    """
+    requested_credential: Final = request_params.get("litellm_credential_name")
+    if requested_credential and requested_credential != config_params.get("litellm_credential_name"):
+        return False
+    if allow_client_side_credentials:
+        return True
+    return not any(param in request_params for param in _BANNED_REQUEST_BODY_PARAMS)
+
+
 def _config_base_for_health_check(
     config_params: Mapping[str, object],
     request_params: Mapping[str, object],
@@ -112,25 +145,19 @@ def _config_base_for_health_check(
 ) -> dict[str, object]:
     """Return the configured parameters to merge under a connection-test request.
 
-    A request that sets its own connection fields describes a connection of its
-    own, so the configuration's credentials are not carried into it: they belong
-    to the endpoint the configuration names. Anything the request does not set
-    still comes from the configuration, which is what lets a request name a
-    configured model and test it as configured.
+    A request that sets its own connection fields, or names its own stored
+    credential, describes a connection of its own, so the configuration's
+    credentials are not carried into it: they belong to the endpoint the
+    configuration names. Anything the request does not set still comes from the
+    configuration, which is what lets a request name a configured model and test
+    it as configured.
 
     ``litellm_credential_name`` is dropped alongside the literal credential
     fields: it names a stored credential that ``load_credentials_from_list``
     resolves into the same secrets further down the call, so leaving it in place
     would reintroduce them by reference.
-
-    ``general_settings.allow_client_side_credentials`` is the existing proxy-wide
-    opt-in for callers supplying their own connection parameters. Where an admin
-    has enabled it, a request may pair its own endpoint with the configured
-    credentials, as it could before.
     """
-    if allow_client_side_credentials:
-        return dict(config_params)
-    if not any(param in request_params for param in _BANNED_REQUEST_BODY_PARAMS):
+    if _request_inherits_config_credentials(config_params, request_params, allow_client_side_credentials):
         return dict(config_params)
     return {key: value for key, value in config_params.items() if key not in _CONFIG_CONNECTION_FIELDS}
 
@@ -1759,7 +1786,14 @@ async def health_backlog():
     for the event loop to get to them, adding latency before LiteLLM even starts
     its own timer.
     """
-    return {"in_flight_requests": get_in_flight_requests()}
+    stats: Final = get_admission_control_stats()
+    response: Final[_HealthBacklogResponse] = {
+        "in_flight_requests": get_in_flight_requests(),
+        "admitted_requests": stats.admitted,
+        "queued_requests": stats.queued,
+        "rejected_requests": stats.rejected_total,
+    }
+    return response
 
 
 @router.get(
@@ -1942,6 +1976,9 @@ async def test_model_connection(
     Note: 
     - If the model is configured in proxy_config.yaml, credentials (api_key, api_base, etc.) 
       will be automatically loaded from the config (with resolved environment variables).
+    - A request naming a stored credential (`litellm_credential_name`) that the configuration
+      does not name is probed with that credential instead, and inherits no credentials
+      from the configuration its model string happened to match.
     - You can override specific params by including them in the request.
     - You can use `os.environ/VARIABLE_NAME` syntax to reference environment variables,
       which will be resolved automatically (same as in proxy_config.yaml).
diff --git a/litellm/proxy/hooks/model_max_budget_limiter.py b/litellm/proxy/hooks/model_max_budget_limiter.py
index c5d10b2749b..efaaab277a9 100644
--- a/litellm/proxy/hooks/model_max_budget_limiter.py
+++ b/litellm/proxy/hooks/model_max_budget_limiter.py
@@ -1,6 +1,6 @@
 import json
 import time
-from collections.abc import Iterable, Mapping
+from collections.abc import Iterable, Mapping, Sequence
 from dataclasses import dataclass
 from types import MappingProxyType
 from typing import Final
@@ -199,18 +199,10 @@ async def build_model_max_budget_usage(
         )
         for budget_model, budget_config in budgets
     )
-    batched: Final = await cache.async_batch_get_cache(
-        keys=list(spend_keys)  # mutable-ok: async_batch_get_cache annotates keys as list, so one must exist here
-    )
-    # async_batch_get_cache returns None if it fails internally, and its result is
-    # index-aligned with `keys` otherwise. An unusable result reads as a miss,
-    # which is what a never-written counter already reads as.
-    current_spends: Final = (
-        tuple(batched) if isinstance(batched, list) and len(batched) == len(budgets) else (None,) * len(budgets)
-    )
+    current_spends: Final = await _current_window_spends(cache=cache, spend_keys=spend_keys)
     return {
         budget_model: {
-            "current_spend": round(_as_spend(current_spend), 4),
+            "current_spend": round(current_spend, 4),
             "budget_limit": budget_config.max_budget,
             "time_period": budget_config.budget_duration,
         }
@@ -218,6 +210,22 @@ async def build_model_max_budget_usage(
     }
 
 
+async def _current_window_spends(cache: DualCache, spend_keys: Sequence[str]) -> tuple[float, ...]:
+    """Redis holds the window total across replicas; the in-memory copy is one replica's share."""
+    keys: Final = list(spend_keys)  # mutable-ok: both batch readers annotate their key argument as list
+    redis_cache: Final = cache.redis_cache
+    if redis_cache is not None:
+        shared: Final = await redis_cache.async_batch_get_cache(key_list=keys)
+        return tuple(_as_spend(shared.get(key)) for key in keys)
+    # async_batch_get_cache returns None if it fails internally, and its result is
+    # index-aligned with `keys` otherwise. An unusable result reads as a miss,
+    # which is what a never-written counter already reads as.
+    batched: Final = await cache.async_batch_get_cache(keys=keys)
+    if not isinstance(batched, list) or len(batched) != len(keys):
+        return (0.0,) * len(keys)
+    return tuple(_as_spend(current_spend) for current_spend in batched)
+
+
 def _usable_budget_config(raw_budget_config: object) -> BudgetConfig | None:
     try:
         budget_config: Final = BudgetConfig.model_validate(raw_budget_config)
@@ -404,7 +412,10 @@ class _PROXY_VirtualKeyModelMaxBudgetLimiter(RouterBudgetLimiting):
         return current_spend + _as_spend(await self._cached_spend(legacy_spend_key))
 
     async def _cached_spend(self, spend_key: str) -> float | None:
-        return await self.dual_cache.async_get_cache(key=spend_key)
+        redis_cache: Final = self.dual_cache.redis_cache
+        if redis_cache is None:
+            return await self.dual_cache.async_get_cache(key=spend_key)
+        return await redis_cache.async_get_cache(key=spend_key)
 
     async def async_filter_deployments(
         self,
diff --git a/litellm/proxy/hooks/parallel_request_limiter_v3.py b/litellm/proxy/hooks/parallel_request_limiter_v3.py
index 63129602082..31437af7770 100644
--- a/litellm/proxy/hooks/parallel_request_limiter_v3.py
+++ b/litellm/proxy/hooks/parallel_request_limiter_v3.py
@@ -4518,12 +4518,25 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 statuses=statuses,
             )
 
+    def _recovered_partial_usage_tokens(self, source: Mapping[str, object]) -> tuple[int, int, int]:
+        usage: Final = source.get("combined_usage_object")
+        if not isinstance(usage, Usage) or (usage.completion_tokens or 0) <= 0:
+            return 0, 0, 0
+        billable_input, completion_tokens, _ = self._resolve_io_token_reconcile_usage(usage)
+        return (
+            self._get_total_tokens_from_usage(usage=usage, rate_limit_type=self.get_rate_limit_type()),
+            billable_input,
+            completion_tokens,
+        )
+
     async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
         """
         On failure: decrement max_parallel_requests and refund the upfront
         TPM reservation only against the scopes the reservation actually
         charged. Unreserved scopes were never incremented at pre-call, so
-        refunding them would drive their counter negative.
+        refunding them would drive their counter negative. A failed stream
+        whose partial usage was recovered settles the reservation at that
+        usage instead of refunding it.
         """
         from litellm.litellm_core_utils.core_helpers import (
             _get_parent_otel_span_from_kwargs,
@@ -4552,31 +4565,31 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 if stash is None or stash.reservation_released
                 else (stash.reserved_tokens, stash.itpm_reserved_tokens, stash.otpm_reserved_tokens)
             )
+            tpm_actual, itpm_actual, otpm_actual = self._recovered_partial_usage_tokens(kwargs)
 
             if stash is not None and reserved_tokens > 0:
-                verbose_proxy_logger.debug("Releasing reserved TPM tokens on failure: %s", reserved_tokens)
-                # Refund only against the scopes the reservation actually
-                # charged. _build_reservation_aware_tpm_ops with
-                # actual_tokens=0 emits -reserved on reserved scopes and 0
-                # on unreserved (skipped), so unreserved scopes can't drift
-                # negative.
+                verbose_proxy_logger.debug(
+                    "Settling reserved TPM tokens on failure: reserved=%s actual=%s", reserved_tokens, tpm_actual
+                )
+                # Settle only against the scopes the reservation actually
+                # charged: unreserved scopes were never incremented, so a
+                # refund there would drive their counter negative.
                 pipeline_operations.extend(
                     self._build_reservation_aware_tpm_ops(
                         targets=list(stash.reserved_scopes),
                         reserved_scopes=stash.reserved_scopes,
-                        actual_tokens=0,
+                        actual_tokens=tpm_actual,
                         reserved_tokens=reserved_tokens,
                     )
                 )
 
-            # Refund project ITPM/OTPM reservations the same way -- full
-            # refund, since a failed call has no billable usage to reconcile
-            # against.
+            # Settle project ITPM/OTPM reservations the same way: at the
+            # recovered partial usage, or a full refund when there is none.
             itpm_operations: Final = (
                 self._build_project_reservation_ops(
                     targets=tuple(stash.itpm_reserved_scopes),
                     reserved_scopes=stash.itpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=itpm_actual,
                     reserved_tokens=itpm_reserved,
                     reservation_window_identities=stash.itpm_reserved_window_identities,
                 )
@@ -4584,7 +4597,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 else self._build_reservation_aware_tpm_ops(
                     targets=tuple(stash.itpm_reserved_scopes),
                     reserved_scopes=stash.itpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=itpm_actual,
                     reserved_tokens=itpm_reserved,
                 )
                 if stash is not None and itpm_reserved > 0
@@ -4595,7 +4608,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 self._build_project_reservation_ops(
                     targets=tuple(stash.otpm_reserved_scopes),
                     reserved_scopes=stash.otpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=otpm_actual,
                     reserved_tokens=otpm_reserved,
                     reservation_window_identities=stash.otpm_reserved_window_identities,
                 )
@@ -4603,7 +4616,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 else self._build_reservation_aware_tpm_ops(
                     targets=tuple(stash.otpm_reserved_scopes),
                     reserved_scopes=stash.otpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=otpm_actual,
                     reserved_tokens=otpm_reserved,
                 )
                 if stash is not None and otpm_reserved > 0
@@ -4742,7 +4755,9 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
         removal is a no-op ZREM on a second run), and the TPM/ITPM/OTPM
         refund is guarded by the stash's ``reservation_released`` flag — if
         both this hook and async_log_failure_event end up running in the same
-        flow, only the first release/refund applies.
+        flow, only the first release/refund applies. A mid-stream failure
+        relayed here with recovered partial usage settles the reservation at
+        that usage instead of refunding it.
         """
         try:
             stash: Final = get_request_stash()
@@ -4769,12 +4784,13 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
             otpm_reserved: Final = stash.otpm_reserved_tokens
             if reserved_tokens <= 0 and itpm_reserved <= 0 and otpm_reserved <= 0:
                 return
+            tpm_actual, itpm_actual, otpm_actual = self._recovered_partial_usage_tokens(request_data)
 
             combined_ops: Final = (
                 self._build_reservation_aware_tpm_ops(
                     targets=tuple(stash.reserved_scopes),
                     reserved_scopes=stash.reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=tpm_actual,
                     reserved_tokens=reserved_tokens,
                 )
                 if reserved_tokens > 0
@@ -4784,7 +4800,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 self._build_project_reservation_ops(
                     targets=tuple(stash.itpm_reserved_scopes),
                     reserved_scopes=stash.itpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=itpm_actual,
                     reserved_tokens=itpm_reserved,
                     reservation_window_identities=stash.itpm_reserved_window_identities,
                 )
@@ -4792,7 +4808,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 else self._build_reservation_aware_tpm_ops(
                     targets=tuple(stash.itpm_reserved_scopes),
                     reserved_scopes=stash.itpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=itpm_actual,
                     reserved_tokens=itpm_reserved,
                 )
                 if itpm_reserved > 0
@@ -4802,7 +4818,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 self._build_project_reservation_ops(
                     targets=tuple(stash.otpm_reserved_scopes),
                     reserved_scopes=stash.otpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=otpm_actual,
                     reserved_tokens=otpm_reserved,
                     reservation_window_identities=stash.otpm_reserved_window_identities,
                 )
@@ -4810,7 +4826,7 @@ class _PROXY_MaxParallelRequestsHandler_v3(CustomLogger):
                 else self._build_reservation_aware_tpm_ops(
                     targets=tuple(stash.otpm_reserved_scopes),
                     reserved_scopes=stash.otpm_reserved_scopes,
-                    actual_tokens=0,
+                    actual_tokens=otpm_actual,
                     reserved_tokens=otpm_reserved,
                 )
                 if otpm_reserved > 0
diff --git a/litellm/proxy/hooks/proxy_track_cost_callback.py b/litellm/proxy/hooks/proxy_track_cost_callback.py
index 47aafda2337..7254b05db2e 100644
--- a/litellm/proxy/hooks/proxy_track_cost_callback.py
+++ b/litellm/proxy/hooks/proxy_track_cost_callback.py
@@ -168,11 +168,8 @@ class _ProxyDBLogger(CustomLogger):
                 "custom_llm_provider"
             ) or request_data.get("custom_llm_provider", "")
 
-        # Propagate standard_logging_object and litellm_trace_id from the
-        # Logging instance so that _get_session_id_for_spend_log uses the same
-        # trace_id that Langfuse received (via async_failure_handler).
-        # Without this, the DB session_id would be a random UUID that doesn't
-        # match the Langfuse trace_id, making failed requests unsearchable.
+        # Propagate standard_logging_object and litellm_trace_id from the Logging
+        # instance so the failure row carries the same trace_id Langfuse received.
         _litellm_logging_obj: Final = request_data.get("litellm_logging_obj")
         if _litellm_logging_obj is not None:
             if not request_data.get("standard_logging_object"):
diff --git a/litellm/proxy/hooks/responses_id_security.py b/litellm/proxy/hooks/responses_id_security.py
index 21d12c8f720..c4c15c40d1e 100644
--- a/litellm/proxy/hooks/responses_id_security.py
+++ b/litellm/proxy/hooks/responses_id_security.py
@@ -5,10 +5,11 @@ This hook uses the DBSpendUpdateWriter to batch-write response IDs to the databa
 instead of writing immediately on each request.
 """
 
-from collections.abc import AsyncGenerator
+from collections.abc import AsyncGenerator, Callable, Mapping
 from typing import TYPE_CHECKING, Any, Final, cast
 
 from fastapi import HTTPException
+from pydantic import TypeAdapter, ValidationError
 
 from litellm._logging import verbose_proxy_logger
 from litellm.integrations.custom_logger import CustomLogger
@@ -32,6 +33,44 @@ _RESPONSES_API_PROVIDER_PREFIX: Final = "/openai"
 _RESPONSES_API_CREATE_ROUTES: Final = frozenset({"/v1/responses", "/responses"})
 
 
+_RESPONSE_PAYLOAD_ADAPTER: Final = TypeAdapter(Mapping[str, object])
+
+
+def _response_payload(response_obj: object) -> Mapping[str, object] | None:
+    try:
+        return _RESPONSE_PAYLOAD_ADAPTER.validate_python(response_obj)
+    except ValidationError:
+        return None
+
+
+def _rewrite_advertised_id(
+    event: BaseLiteLLMOpenAIResponseObject,
+    rewrite: Callable[[str], str],
+) -> BaseLiteLLMOpenAIResponseObject:
+    event_id: Final = getattr(event, "id", None)
+    if isinstance(event_id, str) and event_id.startswith("resp_"):
+        setattr(event, "id", rewrite(event_id))
+        return event
+
+    nested: Final = getattr(event, "response", None)
+    if isinstance(nested, ResponsesAPIResponse):
+        setattr(nested, "id", rewrite(nested.id))
+        setattr(event, "response", nested)
+        return event
+
+    payload: Final = _response_payload(nested)
+    if payload is None:
+        return event
+
+    payload_id: Final = payload.get("id")
+    if not isinstance(payload_id, str):
+        return event
+
+    rewritten: Final = {**payload, "id": rewrite(payload_id)}  # mutable-ok: pydantic cannot serialize a frozen map
+    setattr(event, "response", rewritten)
+    return event
+
+
 def _is_responses_api_create_route(request_route: str | None) -> bool:
     if request_route is None:
         return False
@@ -196,10 +235,6 @@ class ResponsesIDSecurity(CustomLogger):
         user_api_key_dict: "UserAPIKeyAuth",
         request_cache: dict[str, str] | None = None,
     ) -> BaseLiteLLMOpenAIResponseObject:
-        # encrypt the response id using the symmetric key
-        # encrypt the response id, and encode the user id and response id in base64
-
-        # Check if signing key is available
         signing_key: Final = self._get_signing_key()
         if signing_key is None:
             verbose_proxy_logger.debug(
@@ -210,43 +245,22 @@ class ResponsesIDSecurity(CustomLogger):
             )
             return response
 
-        response_id: Final = getattr(response, "id", None)
-        response_obj: Final = getattr(response, "response", None)
+        def encrypt(original_id: str) -> str:
+            cached: Final = request_cache.get(original_id) if request_cache is not None else None
+            if cached is not None:
+                return cached
 
-        if response_id and isinstance(response_id, str) and response_id.startswith("resp_"):
-            # Check request-scoped cache first (for streaming consistency)
-            if request_cache is not None and response_id in request_cache:
-                setattr(response, "id", request_cache[response_id])
-            else:
-                encrypted_response_id = SpecialEnums.LITELLM_MANAGED_RESPONSE_API_RESPONSE_ID_COMPLETE_STR.value.format(
-                    response_id,
-                    user_api_key_dict.user_id or "",
-                    user_api_key_dict.team_id or "",
-                )
+            managed_id: Final = SpecialEnums.LITELLM_MANAGED_RESPONSE_API_RESPONSE_ID_COMPLETE_STR.value.format(
+                original_id,
+                user_api_key_dict.user_id or "",
+                user_api_key_dict.team_id or "",
+            )
+            encrypted_id: Final = f"resp_{encrypt_value_helper(value=managed_id)}"
+            if request_cache is not None:
+                request_cache[original_id] = encrypted_id
+            return encrypted_id
 
-                encoded_user_id_and_response_id = encrypt_value_helper(value=encrypted_response_id)
-                encrypted_id = f"resp_{encoded_user_id_and_response_id}"
-                if request_cache is not None:
-                    request_cache[response_id] = encrypted_id
-                setattr(response, "id", encrypted_id)
-
-        elif response_obj and isinstance(response_obj, ResponsesAPIResponse):
-            # Check request-scoped cache first (for streaming consistency)
-            if request_cache is not None and response_obj.id in request_cache:
-                setattr(response_obj, "id", request_cache[response_obj.id])
-            else:
-                encrypted_response_id = SpecialEnums.LITELLM_MANAGED_RESPONSE_API_RESPONSE_ID_COMPLETE_STR.value.format(
-                    response_obj.id,
-                    user_api_key_dict.user_id or "",
-                    user_api_key_dict.team_id or "",
-                )
-                encoded_user_id_and_response_id = encrypt_value_helper(value=encrypted_response_id)
-                encrypted_id = f"resp_{encoded_user_id_and_response_id}"
-                if request_cache is not None:
-                    request_cache[response_obj.id] = encrypted_id
-                setattr(response_obj, "id", encrypted_id)
-            setattr(response, "response", response_obj)
-        return response
+        return _rewrite_advertised_id(response, encrypt)
 
     async def async_post_call_success_hook(
         self,
diff --git a/litellm/proxy/image_endpoints/endpoints.py b/litellm/proxy/image_endpoints/endpoints.py
index 83caa92ede5..06f99e4ae9c 100644
--- a/litellm/proxy/image_endpoints/endpoints.py
+++ b/litellm/proxy/image_endpoints/endpoints.py
@@ -2,7 +2,7 @@ import asyncio
 import io
 import traceback
 from collections.abc import Sequence
-from typing import Final
+from typing import Final, get_type_hints
 
 import orjson
 from fastapi import APIRouter, Depends, File, HTTPException, Request, Response, UploadFile, status
@@ -16,11 +16,18 @@ from litellm.litellm_core_utils.prompt_templates.common_utils import (
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth, user_api_key_auth
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+from litellm.proxy.common_utils.http_parsing_utils import (
+    coerce_numeric_form_fields,
+    numeric_form_fields,
+)
 from litellm.proxy.route_llm_request import route_request
+from litellm.types.images.main import ImageEditRequestParams
 from litellm.types.llms.openai import ChatCompletionUserMessage
 
 router: Final = APIRouter()
 
+IMAGE_EDIT_NUMERIC_FORM_FIELDS: Final = numeric_form_fields(get_type_hints(ImageEditRequestParams))
+
 
 async def uploadfile_to_bytesio(upload: UploadFile) -> io.BytesIO:
     """
@@ -279,7 +286,12 @@ async def image_edit_api(
     #########################################################
     # Read request body and convert UploadFiles to BytesIO
     #########################################################
-    data: Final = await _read_request_body(request=request)
+    data: Final = dict(
+        coerce_numeric_form_fields(
+            parsed_body=await _read_request_body(request=request),
+            numeric_fields=IMAGE_EDIT_NUMERIC_FORM_FIELDS,
+        )
+    )
     image_files: Final = await batch_to_bytesio(image)
     mask_files: Final = await batch_to_bytesio(mask)
     if image_files:
diff --git a/litellm/proxy/list_api/in_memory.py b/litellm/proxy/list_api/in_memory.py
index bada8ea0a35..3f3f173ba1a 100644
--- a/litellm/proxy/list_api/in_memory.py
+++ b/litellm/proxy/list_api/in_memory.py
@@ -141,3 +141,15 @@ class InMemoryListExecutor(Generic[TRow]):
     async def find_many(self, plan: QueryPlan) -> Sequence[TRow]:
         page: Final = _ordered(self._matching(plan.where), plan.order)[plan.skip : plan.skip + plan.take]
         return await self.enrich_page(tuple(row for _, row in page))
+
+    async def distinct(self, field: str, where: tuple[Predicate, ...]) -> Sequence[str]:
+        """A repeated field contributes each of its elements, so a facet over `providers`
+        lists providers rather than the tuples rows happen to carry."""
+        cells: Final = (cells.get(field) for cells, _ in self._matching(where))
+        values: Final = (
+            value
+            for cell in cells
+            for value in (cell if isinstance(cell, tuple) else (cell,))
+            if isinstance(value, str) and value
+        )
+        return tuple(sorted(frozenset(values)))
diff --git a/litellm/proxy/list_api/list_framework.py b/litellm/proxy/list_api/list_framework.py
index 21ee4e6860f..af422b7650a 100644
--- a/litellm/proxy/list_api/list_framework.py
+++ b/litellm/proxy/list_api/list_framework.py
@@ -28,12 +28,15 @@ from litellm.proxy.list_api.common import (
     PROBLEM_TYPE_BASE,
     ManagementProblem,
     build_list_links,
+    build_page_links,
     escape_like,
     unknown_query_param_problem,
 )
 from litellm.types.proxy.management_endpoints.management_v1 import (
+    FacetListResponse,
     ListMeta,
     ListResponse,
+    PageMeta,
     ProblemDetail,
 )
 
@@ -186,6 +189,13 @@ class ListExecutor(Protocol[TRow_co]):
     async def find_many(self, plan: QueryPlan) -> Sequence[TRow_co]: ...
 
 
+class FacetExecutor(Protocol):
+    """The half of a facet that knows the rows. Separate from `ListExecutor` so a SQL
+    executor is not forced to implement `distinct` to keep serving entity lists."""
+
+    async def distinct(self, field: str, where: tuple[Predicate, ...]) -> Sequence[str]: ...
+
+
 def order_by_sql(order: tuple[SortKey, ...]) -> str:
     """`ORDER BY` body for a plan, NULLS LAST in both directions.
 
@@ -515,6 +525,78 @@ def build_query_plan(
     )
 
 
+def _facet_allowed_params(spec: ListSpec[TRow, TOut]) -> tuple[str, ...]:
+    """A facet's values are always ascending, so `sort` is not one of its parameters."""
+    return tuple(name for name in _allowed_params(spec) if name != SORT_PARAM)
+
+
+def _facet_where(
+    spec: ListSpec[TRow, TOut],
+    params: Mapping[str, str],
+    caller: UserAPIKeyAuth,
+) -> tuple[Predicate, ...] | ProblemDetail:
+    scope_predicates: Final = _scope_predicates(spec.scope(caller))
+    if isinstance(scope_predicates, ProblemDetail):
+        return scope_predicates
+    filters: Final = _parse_filters(spec, params)
+    if isinstance(filters, ProblemDetail):
+        return filters
+    search: Final = _search_predicate(spec, params)
+    return scope_predicates + filters + ((search,) if search is not None else ())
+
+
+async def handle_facet(
+    spec: ListSpec[TRow, TOut],
+    executor: FacetExecutor,
+    request: Request,
+    caller: UserAPIKeyAuth,
+    field: str,
+) -> FacetListResponse:
+    """The distinct values one column takes over a filtered query on a resource.
+
+    Carries the parent's parameters so a filter dropdown offers exactly the values the
+    table can show, and `has_more` rather than a total, which would cost a COUNT(*) over
+    the whole match set on every keystroke.
+    """
+    params: Final = request.query_params
+    unknown: Final = tuple(sorted(name for name in params if name == SORT_PARAM or not _is_known_param(spec, name)))
+    if unknown:
+        raise ManagementProblem(unknown_query_param_problem(unknown=unknown, allowed=_facet_allowed_params(spec)))
+
+    duplicates: Final = _duplicate_params(request)
+    if duplicates:
+        raise ManagementProblem(
+            _problem(
+                "duplicate-query-parameter",
+                "Duplicate query parameter",
+                400,
+                f"Repeated query parameter(s): {', '.join(duplicates)}. Each may appear once; "
+                f"use a comma-separated list for multiple filter values.",
+            )
+        )
+
+    page: Final = _parse_page(params)
+    if isinstance(page, ProblemDetail):
+        raise ManagementProblem(page)
+    page_size: Final = _parse_page_size(spec, params)
+    if isinstance(page_size, ProblemDetail):
+        raise ManagementProblem(page_size)
+
+    where: Final = _facet_where(spec, params, caller)
+    if isinstance(where, ProblemDetail):
+        raise ManagementProblem(where)
+
+    values: Final = await executor.distinct(field, where)
+    skip: Final = (page - 1) * page_size
+    window: Final = values[skip : skip + page_size + 1]
+    has_more: Final = len(window) > page_size
+    return FacetListResponse(
+        data=tuple(window[:page_size]),
+        meta=PageMeta(page=page, page_size=page_size, has_more=has_more),
+        links=build_page_links(request=request, page=page, has_more=has_more),
+    )
+
+
 def _duplicate_params(request: Request) -> tuple[str, ...]:
     names: Final = tuple(name for name, _ in request.query_params.multi_items())
     return tuple(sorted(frozenset(name for name in names if names.count(name) > 1)))
diff --git a/litellm/proxy/litellm_pre_call_utils.py b/litellm/proxy/litellm_pre_call_utils.py
index 20f83085286..f752d7cfa89 100644
--- a/litellm/proxy/litellm_pre_call_utils.py
+++ b/litellm/proxy/litellm_pre_call_utils.py
@@ -16,6 +16,7 @@ from starlette.datastructures import Headers
 import litellm
 from litellm._logging import verbose_logger, verbose_proxy_logger
 from litellm._service_logger import ServiceLogging
+from litellm._uuid import uuid
 from litellm.constants import (
     CONSUMED_REQUEST_TAGS_METADATA_KEY,
     INTERNAL_CALL_ORIGIN_METADATA_KEY,
@@ -23,6 +24,8 @@ from litellm.constants import (
     OTEL_SERVICE_NAME_METADATA_KEYS,
     PRE_CALL_EXECUTED_GUARDRAILS_KEY,
     SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY,
+    SESSION_ID_GENERATED_METADATA_KEY,
+    SESSION_ID_OMITTED_METADATA_KEY,
 )
 from litellm.litellm_core_utils.credential_accessor import CredentialAccessor
 from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
@@ -40,6 +43,7 @@ from litellm.proxy._types import (
     AddTeamCallback,
     CommonProxyErrors,
     LitellmDataForBackendLLMCall,
+    LiteLLMRoutes,
     LitellmUserRoles,
     ProxyErrorTypes,
     ProxyException,
@@ -47,6 +51,8 @@ from litellm.proxy._types import (
     TeamCallbackMetadata,
     UserAPIKeyAuth,
 )
+from litellm.proxy.auth.auth_utils import get_request_route
+from litellm.proxy.auth.route_checks import RouteChecks
 from litellm.proxy.common_utils.callback_utils import (
     decrypt_callback_vars,
     get_metadata_variable_name_from_kwargs,
@@ -715,6 +721,57 @@ def _get_anthropic_session_id_from_metadata(metadata: object) -> str | None:
     return session_id
 
 
+def _is_llm_inference_route(request: Request) -> bool:
+    route: Final = get_request_route(request)
+    return RouteChecks.is_llm_api_route(route=route) and not RouteChecks.check_route_access(
+        route=route, allowed_routes=LiteLLMRoutes.mcp_routes.value
+    )
+
+
+def apply_missing_session_id_policy(
+    data: dict[str, object],  # mutable-ok: stamps session ids in place on the request body the pipeline threads through
+    _metadata_variable_name: str,
+    general_settings: Mapping[str, object] | None,
+    request: Request,
+) -> None:
+    for metadata_key in ("metadata", "litellm_metadata"):
+        if isinstance(client_metadata := data.get(metadata_key), dict):
+            client_metadata.pop(SESSION_ID_OMITTED_METADATA_KEY, None)
+    metadata: Final = data.get(_metadata_variable_name)
+    policy: Final = general_settings.get("missing_session_id") if general_settings else None
+    if policy is None or not _is_llm_inference_route(request):
+        return
+    if not isinstance(metadata, dict):
+        return
+    if policy == "omit":
+        metadata[SESSION_ID_OMITTED_METADATA_KEY] = True
+        return
+    if data.get("litellm_session_id") or metadata.get("session_id"):
+        return
+    match policy:
+        case "generate":
+            session_id: Final = str(data.get("litellm_trace_id") or metadata.get("trace_id") or uuid.uuid4())
+            data["litellm_session_id"] = session_id  # rebind-ok: data is an out-param
+            data.setdefault("litellm_trace_id", session_id)
+            metadata["session_id"] = session_id
+            metadata[SESSION_ID_GENERATED_METADATA_KEY] = True
+        case "reject":
+            raise ProxyException(
+                message=(
+                    "Request has no session id. Send an `x-litellm-session-id` header or `metadata.session_id`. "
+                    "Required by `general_settings.missing_session_id: reject`."
+                ),
+                type=ProxyErrorTypes.bad_request_error,
+                param="session_id",
+                code=400,
+            )
+        case _:
+            verbose_proxy_logger.warning(
+                "Ignoring unknown general_settings.missing_session_id=%r; expected 'generate', 'reject' or 'omit'",
+                policy,
+            )
+
+
 def is_claude_code_user_agent(user_agent: str) -> bool:
     """Claude Code identifies itself as ``claude-cli/<version> ...``; the IDE
     extensions and the Agent SDK run through the same CLI and share that prefix."""
@@ -1818,6 +1875,12 @@ async def add_litellm_data_to_request(
         data=data,
         _metadata_variable_name=_metadata_variable_name,
     )
+    apply_missing_session_id_policy(
+        data=data,
+        _metadata_variable_name=_metadata_variable_name,
+        general_settings=general_settings,
+        request=request,
+    )
 
     # Expose request headers under the metadata field for guardrails (fixes #17477)
     if _metadata_variable_name in data and isinstance(data[_metadata_variable_name], dict):
diff --git a/litellm/proxy/logging_endpoints/callback_logs_endpoints.py b/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
index 66057f0dc16..cecadc03d71 100644
--- a/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
+++ b/litellm/proxy/logging_endpoints/callback_logs_endpoints.py
@@ -88,8 +88,10 @@ class CallbackLogsReplayer:
         )
 
         metadata: Final[dict[str, Any]] = payload.get("metadata") or {}
+        user_api_key_hash: Final = metadata.get("user_api_key_hash")
         litellm_metadata: Final[dict[str, Any]] = {
-            "user_api_key": metadata.get("user_api_key_hash"),
+            "user_api_key": user_api_key_hash,
+            "user_api_key_hash": user_api_key_hash,
             "user_api_key_alias": metadata.get("user_api_key_alias"),
             "user_api_key_user_id": metadata.get("user_api_key_user_id"),
             "user_api_key_team_id": metadata.get("user_api_key_team_id"),
diff --git a/litellm/proxy/management_endpoints/access_group_endpoints.py b/litellm/proxy/management_endpoints/access_group_endpoints.py
index 0357bc7dbc6..1f91eeedf64 100644
--- a/litellm/proxy/management_endpoints/access_group_endpoints.py
+++ b/litellm/proxy/management_endpoints/access_group_endpoints.py
@@ -1,4 +1,5 @@
 from collections.abc import Mapping, Sequence
+from types import MappingProxyType
 from typing import Final, Protocol
 
 from fastapi import APIRouter, Depends, HTTPException, status
@@ -20,7 +21,7 @@ from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.db.exception_handler import PrismaDBExceptionHandler
 from litellm.proxy.management_helpers.access_group_team_sync import invalidate_access_group_cache
 from litellm.proxy.utils import get_prisma_client_or_throw
-from litellm.repositories.table_repositories import AccessGroupRepository
+from litellm.repositories.table_repositories import AccessGroupRepository, TeamRepository
 from litellm.types.access_group import (
     AccessGroupCreateRequest,
     AccessGroupResponse,
@@ -74,11 +75,11 @@ class _AccessGroupTable(Protocol):
 
 
 class _TeamTable(Protocol):
-    async def find_unique(self, where: Mapping[str, object]) -> _TeamRecord | None: ...
+    async def find_unique(self, *, where: Mapping[str, object]) -> _TeamRecord | None: ...
 
-    async def find_many(self, where: Mapping[str, object]) -> Sequence[_TeamRecord]: ...
+    async def find_many(self, *, where: Mapping[str, object]) -> Sequence[_TeamRecord]: ...
 
-    async def update(self, where: Mapping[str, object], data: Mapping[str, object]) -> object: ...
+    async def update(self, *, where: Mapping[str, object], data: Mapping[str, object]) -> object: ...
 
 
 class _KeyTable(Protocol):
@@ -119,8 +120,56 @@ def _require_admin_view(user_api_key_dict: UserAPIKeyAuth) -> None:
         )
 
 
-def _record_to_response(record: _AccessGroupRecord) -> AccessGroupResponse:
-    return AccessGroupResponse.model_validate(record.dict())
+def _record_to_response(
+    record: _AccessGroupRecord, *, assigned_team_ids: Sequence[str] | None = None
+) -> AccessGroupResponse:
+    stored: Final = record.dict()
+    payload: Final = (
+        stored if assigned_team_ids is None else MappingProxyType({**stored, "assigned_team_ids": assigned_team_ids})
+    )
+    return AccessGroupResponse.model_validate(payload)
+
+
+def _attached_team_ids_by_group(
+    records: Sequence[_AccessGroupRecord], teams: Sequence[_TeamRecord]
+) -> Mapping[str, tuple[str, ...]]:
+    """Teams really attached to each group: the stored column minus ghosts, plus teams the mirror missed."""
+    real_team_ids: Final = frozenset(team.team_id for team in teams)
+
+    def attached(record: _AccessGroupRecord) -> tuple[str, ...]:
+        stored: Final = (team_id for team_id in (record.assigned_team_ids or ()) if team_id in real_team_ids)
+        carrying: Final = (team.team_id for team in teams if record.access_group_id in (team.access_group_ids or ()))
+        return tuple(dict.fromkeys((*stored, *carrying)))
+
+    return MappingProxyType({record.access_group_id: attached(record) for record in records})
+
+
+async def _attached_team_ids_for(
+    team_table: _TeamTable, records: Sequence[_AccessGroupRecord]
+) -> Mapping[str, tuple[str, ...]]:
+    if not records:
+        return MappingProxyType({})
+    group_ids: Final = tuple(record.access_group_id for record in records)
+    stored_team_ids: Final = tuple(
+        dict.fromkeys(team_id for record in records for team_id in (record.assigned_team_ids or ()))
+    )
+    carrying: Final = {"access_group_ids": {"hasSome": group_ids}}  # mutable-ok: prisma where is a dict
+    listed: Final = {"team_id": {"in": stored_team_ids}}  # mutable-ok: prisma where is a dict
+    teams: Final = await team_table.find_many(where={"OR": (carrying, listed)})  # mutable-ok: prisma where is a dict
+    return _attached_team_ids_by_group(records, teams)
+
+
+async def _require_teams_exist(tx: _AccessGroupTx, team_ids: Sequence[str]) -> None:
+    if not team_ids:
+        return
+    where: Final = {"team_id": {"in": team_ids}}  # mutable-ok: prisma where is a dict
+    found: Final = await tx.litellm_teamtable.find_many(where=where)
+    missing: Final = frozenset(team_ids) - frozenset(team.team_id for team in found)
+    if missing:
+        raise HTTPException(
+            status_code=status.HTTP_400_BAD_REQUEST,
+            detail=f"Unknown team ids: {', '.join(sorted(missing))}",
+        )
 
 
 def _record_to_access_group_table(record: _AccessGroupRecord) -> LiteLLM_AccessGroupTable:
@@ -330,6 +379,7 @@ async def create_access_group(
                     status_code=status.HTTP_409_CONFLICT,
                     detail=f"Access group '{data.access_group_name}' already exists",
                 )
+            await _require_teams_exist(tx, data.assigned_team_ids or ())
 
             record: Final = await tx.litellm_accessgrouptable.create(
                 data={
@@ -390,7 +440,8 @@ async def list_access_groups(
 
     table: Final = AccessGroupRepository(prisma_client).table
     records: Final = await table.find_many(order={"created_at": "desc"})
-    return [_record_to_response(r) for r in records]
+    attached: Final = await _attached_team_ids_for(TeamRepository(prisma_client).table, records)
+    return [_record_to_response(r, assigned_team_ids=attached[r.access_group_id]) for r in records]
 
 
 @router.get(
@@ -411,7 +462,8 @@ async def get_access_group(
             status_code=status.HTTP_404_NOT_FOUND,
             detail=f"Access group '{access_group_id}' not found",
         )
-    return _record_to_response(record)
+    attached: Final = await _attached_team_ids_for(TeamRepository(prisma_client).table, (record,))
+    return _record_to_response(record, assigned_team_ids=attached[record.access_group_id])
 
 
 @router.put(
@@ -461,8 +513,10 @@ async def update_access_group(
                     status_code=status.HTTP_404_NOT_FOUND,
                     detail=f"Access group '{access_group_id}' not found",
                 )
+            await _require_teams_exist(tx, data.assigned_team_ids or ())
 
-            old_team_ids: Final[set[str]] = set(existing.assigned_team_ids or [])
+            attached: Final = await _attached_team_ids_for(tx.litellm_teamtable, (existing,))
+            old_team_ids: Final[set[str]] = set(attached[access_group_id])
             old_key_ids: Final[set[str]] = set(existing.assigned_key_ids or [])
             new_team_ids: Final[set[str]] = (
                 set(update_fields["assigned_team_ids"] or []) if "assigned_team_ids" in update_fields else old_team_ids
diff --git a/litellm/proxy/management_endpoints/common_daily_activity.py b/litellm/proxy/management_endpoints/common_daily_activity.py
index 91cd80b3c81..ce6a97708ab 100644
--- a/litellm/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/proxy/management_endpoints/common_daily_activity.py
@@ -2,15 +2,19 @@ import asyncio
 from collections.abc import Awaitable, Callable, Mapping, Sequence
 from collections.abc import Set as AbstractSet
 from datetime import datetime, timedelta, timezone
-from types import SimpleNamespace
+from types import MappingProxyType, SimpleNamespace
 from typing import TYPE_CHECKING, Final, Protocol
 
 from fastapi import HTTPException, status
-from typing_extensions import TypedDict
+from typing_extensions import ReadOnly, TypedDict
 
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import PTU_SENTINEL_API_KEY
 from litellm.proxy._types import CommonProxyErrors
+from litellm.proxy.spend_tracking.key_metadata_recovery import (
+    attach_user_emails,
+    recover_double_hashed_key_metadata,
+)
 from litellm.proxy.spend_tracking.ptu_feature_flag import is_ptu_cost_attribution_enabled
 from litellm.proxy.utils import PrismaClient
 from litellm.repositories.table_repositories import DeletedVerificationTokenRepository
@@ -111,8 +115,19 @@ class DailySpendRecord(Protocol):
 
 
 class _KeyMetadataDict(TypedDict, total=False):
-    key_alias: str | None
-    team_id: str | None
+    key_alias: ReadOnly[str | None]
+    team_id: ReadOnly[str | None]
+    user_id: ReadOnly[str | None]
+    user_email: ReadOnly[str | None]
+
+
+def _key_metadata(api_key_metadata: Mapping[str, _KeyMetadataDict], api_key: str) -> KeyMetadata:
+    meta: Final = api_key_metadata.get(api_key, {})
+    return KeyMetadata(
+        key_alias=meta.get("key_alias"),
+        team_id=meta.get("team_id"),
+        user_email=meta.get("user_email"),
+    )
 
 
 _WhereValue = str | dict[str, object]
@@ -283,10 +298,7 @@ def update_breakdown_metrics(
             if record.api_key not in breakdown.models[model_key].api_key_breakdown:
                 breakdown.models[model_key].api_key_breakdown[record.api_key] = KeyMetricWithMetadata(
                     metrics=SpendMetrics(),
-                    metadata=KeyMetadata(
-                        key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                        team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                    ),
+                    metadata=_key_metadata(api_key_metadata, record.api_key),
                 )
             breakdown.models[model_key].api_key_breakdown[record.api_key].metrics = update_metrics(
                 breakdown.models[model_key].api_key_breakdown[record.api_key].metrics,
@@ -310,10 +322,7 @@ def update_breakdown_metrics(
             if record.api_key not in breakdown.model_groups[model_group_key].api_key_breakdown:
                 breakdown.model_groups[model_group_key].api_key_breakdown[record.api_key] = KeyMetricWithMetadata(
                     metrics=SpendMetrics(),
-                    metadata=KeyMetadata(
-                        key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                        team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                    ),
+                    metadata=_key_metadata(api_key_metadata, record.api_key),
                 )
             breakdown.model_groups[model_group_key].api_key_breakdown[record.api_key].metrics = update_metrics(
                 breakdown.model_groups[model_group_key].api_key_breakdown[record.api_key].metrics,
@@ -335,10 +344,7 @@ def update_breakdown_metrics(
             breakdown.mcp_servers[record.mcp_namespaced_tool_name].api_key_breakdown[record.api_key] = (
                 KeyMetricWithMetadata(
                     metrics=SpendMetrics(),
-                    metadata=KeyMetadata(
-                        key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                        team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                    ),
+                    metadata=_key_metadata(api_key_metadata, record.api_key),
                 )
             )
 
@@ -363,10 +369,7 @@ def update_breakdown_metrics(
         if record.api_key not in breakdown.providers[provider].api_key_breakdown:
             breakdown.providers[provider].api_key_breakdown[record.api_key] = KeyMetricWithMetadata(
                 metrics=SpendMetrics(),
-                metadata=KeyMetadata(
-                    key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                    team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                ),
+                metadata=_key_metadata(api_key_metadata, record.api_key),
             )
         breakdown.providers[provider].api_key_breakdown[record.api_key].metrics = update_metrics(
             breakdown.providers[provider].api_key_breakdown[record.api_key].metrics,
@@ -388,10 +391,7 @@ def update_breakdown_metrics(
         if record.api_key not in breakdown.endpoints[record.endpoint].api_key_breakdown:
             breakdown.endpoints[record.endpoint].api_key_breakdown[record.api_key] = KeyMetricWithMetadata(
                 metrics=SpendMetrics(),
-                metadata=KeyMetadata(
-                    key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                    team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                ),
+                metadata=_key_metadata(api_key_metadata, record.api_key),
             )
         breakdown.endpoints[record.endpoint].api_key_breakdown[record.api_key].metrics = update_metrics(
             breakdown.endpoints[record.endpoint].api_key_breakdown[record.api_key].metrics,
@@ -403,10 +403,7 @@ def update_breakdown_metrics(
         if record.api_key not in breakdown.api_keys:
             breakdown.api_keys[record.api_key] = KeyMetricWithMetadata(
                 metrics=SpendMetrics(),
-                metadata=KeyMetadata(
-                    key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                    team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                ),  # Add any api_key-specific metadata here
+                metadata=_key_metadata(api_key_metadata, record.api_key),
             )
         breakdown.api_keys[record.api_key].metrics = update_metrics(breakdown.api_keys[record.api_key].metrics, record)
 
@@ -426,10 +423,7 @@ def update_breakdown_metrics(
             if record.api_key not in breakdown.entities[entity_value].api_key_breakdown:
                 breakdown.entities[entity_value].api_key_breakdown[record.api_key] = KeyMetricWithMetadata(
                     metrics=SpendMetrics(),
-                    metadata=KeyMetadata(
-                        key_alias=api_key_metadata.get(record.api_key, {}).get("key_alias", None),
-                        team_id=api_key_metadata.get(record.api_key, {}).get("team_id", None),
-                    ),
+                    metadata=_key_metadata(api_key_metadata, record.api_key),
                 )
             breakdown.entities[entity_value].api_key_breakdown[record.api_key].metrics = update_metrics(
                 breakdown.entities[entity_value].api_key_breakdown[record.api_key].metrics,
@@ -442,17 +436,23 @@ def update_breakdown_metrics(
 async def get_api_key_metadata(
     prisma_client: PrismaClient,
     api_keys: AbstractSet[str],
-) -> dict[str, _KeyMetadataDict]:
+) -> Mapping[str, _KeyMetadataDict]:
     """Get api key metadata, falling back to deleted keys table for keys not found in active table.
 
     This ensures that key_alias and team_id are preserved in historical activity logs
-    even after a key is deleted or regenerated.
+    even after a key is deleted or regenerated. Also recovers aliases for api_key
+    values that were double-hashed by the v1.99 spend-log provenance gate.
     """
     key_records: Sequence[PrismaVerificationToken] = await VerificationTokenRepository(prisma_client).table.find_many(
         where={"token": {"in": list(api_keys)}}
     )
     result: Final[dict[str, _KeyMetadataDict]] = {
-        k.token: {"key_alias": k.key_alias, "team_id": k.team_id} for k in key_records
+        k.token: {
+            "key_alias": k.key_alias,
+            "team_id": k.team_id,
+            "user_id": getattr(k, "user_id", None),
+        }
+        for k in key_records
     }
 
     # For any keys not found in the active table, check the deleted keys table
@@ -471,6 +471,7 @@ async def get_api_key_metadata(
                     result[k.token] = {
                         "key_alias": k.key_alias,
                         "team_id": k.team_id,
+                        "user_id": getattr(k, "user_id", None),
                     }
         except Exception as e:
             verbose_proxy_logger.warning(
@@ -479,7 +480,13 @@ async def get_api_key_metadata(
                 e,
             )
 
-    return result
+    still_missing: Final = api_keys - frozenset(result)
+    combined: Final = (
+        result
+        if not still_missing
+        else MappingProxyType({**result, **(await recover_double_hashed_key_metadata(prisma_client, still_missing))})
+    )
+    return await attach_user_emails(prisma_client, combined)
 
 
 def _adjust_dates_for_timezone(
@@ -951,11 +958,6 @@ def _record_to_spend_metrics(record: _GroupingSetsRow) -> SpendMetrics:
     )
 
 
-def _key_metadata(api_key_metadata: Mapping[str, _KeyMetadataDict], api_key: str) -> KeyMetadata:
-    meta: Final = api_key_metadata.get(api_key, {})
-    return KeyMetadata(key_alias=meta.get("key_alias"), team_id=meta.get("team_id"))
-
-
 def _aggregate_grouping_sets_records_sync(
     *,
     records: Sequence[_GroupingSetsRow],
diff --git a/litellm/proxy/management_endpoints/common_utils.py b/litellm/proxy/management_endpoints/common_utils.py
index 2241884faf1..abf8e287a2f 100644
--- a/litellm/proxy/management_endpoints/common_utils.py
+++ b/litellm/proxy/management_endpoints/common_utils.py
@@ -22,7 +22,7 @@ def validate_finite_spend(spend: float | None) -> None:
         )
 
 
-def validate_budget_duration(budget_duration: str | None) -> None:
+def validate_budget_duration(budget_duration: str | None, status_code: int = 400) -> None:
     """Reject budget durations that can't be parsed, are non-positive, or
     overflow date math, so a bad value can't be persisted and later crash the
     budget reset job.
@@ -44,7 +44,7 @@ def validate_budget_duration(budget_duration: str | None) -> None:
         get_budget_reset_time(budget_duration=budget_duration)
     except (ValueError, OverflowError):
         raise HTTPException(
-            status_code=400,
+            status_code=status_code,
             detail={
                 "error": f"Invalid budget_duration '{budget_duration}'. Use a format like '1h', '24h', '7d', or '30d'."
             },
diff --git a/litellm/proxy/management_endpoints/internal_user_endpoints.py b/litellm/proxy/management_endpoints/internal_user_endpoints.py
index c08ca5b7783..d066f1e9138 100644
--- a/litellm/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/proxy/management_endpoints/internal_user_endpoints.py
@@ -17,6 +17,7 @@ import json
 import traceback
 from collections.abc import Awaitable, Mapping, Sequence
 from datetime import datetime, timezone
+from types import MappingProxyType
 from typing import Any, Final, Literal, Protocol, cast, overload
 
 import fastapi
@@ -27,6 +28,7 @@ from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.proxy._types import *
 from litellm.proxy.auth.auth_checks import get_team_object, get_user_object
+from litellm.proxy.auth.password_policy import validate_password_policy
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.user_api_key_cache import (
     object_permission_cache_key,
@@ -76,6 +78,7 @@ from litellm.types.proxy.management_endpoints.internal_user_endpoints import (
     BulkUpdateUserRequest,
     BulkUpdateUserResponse,
     UserListResponse,
+    UserSearchWhere,
     UserUpdateResult,
 )
 from litellm.types.proxy.management_endpoints.scim_v2 import (
@@ -154,9 +157,10 @@ def _team_membership_table(
     return team_membership_table
 
 
-def _hash_password_in_dict(data: dict) -> None:
-    """Hash password field in-place if present."""
+def _hash_password_in_dict(data: dict, general_settings: Mapping[str, object]) -> None:
+    """Validate and hash password field in-place if present."""
     if "password" in data and data["password"] is not None:
+        validate_password_policy(data["password"], general_settings)
         data["password"] = hash_password(data["password"])
 
 
@@ -424,6 +428,11 @@ async def add_new_user_to_default_team(
     await asyncio.gather(*tasks, return_exceptions=True)
 
 
+async def _fetch_user_team_ids(user_id: str, prisma_client: "PrismaClient") -> tuple[str, ...]:
+    user_row: Final = await _user_table(prisma_client).find_unique(where={"user_id": user_id})
+    return tuple(user_row.teams) if user_row is not None else ()
+
+
 @router.post(
     "/user/new",
     tags=["Internal User management"],
@@ -500,7 +509,7 @@ async def new_user(
     ```
     """
     try:
-        from litellm.proxy.proxy_server import _license_check, prisma_client
+        from litellm.proxy.proxy_server import _license_check, general_settings, prisma_client
 
         if prisma_client is None:
             raise HTTPException(status_code=400, detail=CommonProxyErrors.db_not_connected_error.value)
@@ -548,7 +557,7 @@ async def new_user(
         # generate_key_helper_fn only forwards object_permission_id, so without this the entitlement
         # the caller sent would be dropped on the floor.
         data_json = await _set_object_permission(data_json=data_json, prisma_client=prisma_client)
-        _hash_password_in_dict(data_json)
+        _hash_password_in_dict(data_json, general_settings)
         teams = data.teams
         if teams is None:
             teams = check_if_default_team_set()
@@ -578,6 +587,11 @@ async def new_user(
             )
 
         user_id: Final = cast(str | None, response.get("user_id", None))
+        attached_team_ids: Final = (
+            await _fetch_user_team_ids(user_id=user_id, prisma_client=prisma_client)
+            if user_id is not None and (_team_id is not None or teams is not None)
+            else None
+        )
 
         if organization_ids is not None and user_id is not None:
             await _add_user_to_organizations(
@@ -594,6 +608,8 @@ async def new_user(
                 response_dict[key] = value
 
         response_dict["key"] = response.get("token", "")
+        if attached_team_ids is not None:
+            response_dict["teams"] = list(attached_team_ids)
 
         new_user_response: Final = NewUserResponse.model_validate(response_dict)
 
@@ -1405,7 +1421,7 @@ async def _update_single_user_helper(
 
     Returns the updated user data or raises an exception on failure.
     """
-    from litellm.proxy.proxy_server import litellm_proxy_admin_name, prisma_client
+    from litellm.proxy.proxy_server import general_settings, litellm_proxy_admin_name, prisma_client
 
     if prisma_client is None:
         raise Exception("Not connected to DB!")
@@ -1420,7 +1436,7 @@ async def _update_single_user_helper(
 
     data_json: Final[dict] = user_request.model_dump(exclude_unset=True)
     non_default_values = _update_internal_user_params(data_json=data_json, data=user_request)
-    _hash_password_in_dict(non_default_values)
+    _hash_password_in_dict(non_default_values, general_settings)
 
     existing_user_row: BaseModel | None = None
     if user_request.user_id:
@@ -2066,6 +2082,22 @@ async def _authorize_user_list_request(
     return ",".join(allowed_org_ids)
 
 
+_NO_SEARCH_WHERE: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def _user_search_where(search: str | None) -> Mapping[str, object]:
+    """Prisma predicate for `/user/list?search=`: user_id or user_email contains it, case-insensitive."""
+    if not search:
+        return _NO_SEARCH_WHERE
+    search_where: Final[UserSearchWhere] = {
+        "OR": (
+            {"user_id": {"contains": search, "mode": "insensitive"}},
+            {"user_email": {"contains": search, "mode": "insensitive"}},
+        )
+    }
+    return search_where
+
+
 @router.get(
     "/user/list",
     tags=["Internal User management"],
@@ -2077,6 +2109,10 @@ async def get_users(
     user_ids: str | None = fastapi.Query(default=None, description="Get list of users by user_ids"),
     sso_user_ids: str | None = fastapi.Query(default=None, description="Get list of users by sso_user_id"),
     user_email: str | None = fastapi.Query(default=None, description="Filter users by partial email match"),
+    search: str | None = fastapi.Query(
+        default=None,
+        description="Combined search: matches users whose 'user_id' or 'user_email' contains the value (case-insensitive).",
+    ),
     team: str | None = fastapi.Query(default=None, description="Filter users by team id"),
     page: int = fastapi.Query(default=1, ge=1, description="Page number"),
     page_size: int = fastapi.Query(default=25, ge=1, le=100, description="Number of items per page"),
@@ -2107,6 +2143,8 @@ async def get_users(
             Get list of users by sso_ids. Comma separated list of sso_ids.
         user_email: Optional[str]
             Filter users by partial email match
+        search: Optional[str]
+            Combined search: matches users whose user_id or user_email contains the value (case-insensitive)
         team: Optional[str]
             Filter users by team id. Will match if user has this team in their teams array.
         page: int
@@ -2183,7 +2221,11 @@ async def get_users(
             where_conditions["organization_memberships"] = {"some": {"organization_id": {"in": org_id_list}}}
 
     ## Filter any none fastapi.Query params - e.g. where_conditions: {'user_email': {'contains': Query(None), 'mode': 'insensitive'}, 'teams': {'has': Query(None)}}
-    where_conditions = {k: v for k, v in where_conditions.items() if v is not None}
+    where: Final[Mapping[str, object]] = {
+        key: value
+        for key, value in (*where_conditions.items(), *_user_search_where(search).items())
+        if value is not None
+    }
 
     # Build order_by conditions
 
@@ -2192,14 +2234,14 @@ async def get_users(
     )
 
     users: Final[Sequence[prisma_models.LiteLLM_UserTable]] = await UserRepository(prisma_client).table.find_many(
-        where=where_conditions,
+        where=where,
         skip=skip,
         take=page_size,
         order=(order_by if order_by else {"created_at": "desc"}),  # Default to created_at desc if no sort specified
     )
 
     # Get total count of user rows
-    total_count: Final[int] = await UserRepository(prisma_client).table.count(where=where_conditions)
+    total_count: Final[int] = await UserRepository(prisma_client).table.count(where=where)
 
     # Get key count for each user
     user_key_counts: Final = await get_user_key_counts(prisma_client, [user.user_id for user in users])
diff --git a/litellm/proxy/management_endpoints/key_management_endpoints.py b/litellm/proxy/management_endpoints/key_management_endpoints.py
index c3403cf477c..324d380b85b 100644
--- a/litellm/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/key_management_endpoints.py
@@ -147,6 +147,7 @@ from litellm.types.proxy.management_endpoints.key_management_endpoints import (
     BulkUpdateKeyResponse,
     BulkUpdateTeamKeysRequest,
     FailedKeyUpdate,
+    KeySearchWhere,
     SuccessfulKeyUpdate,
 )
 from litellm.types.router import Deployment
@@ -3785,15 +3786,22 @@ async def info_key_fn_v2(
 @router.get("/key/info", tags=["key management"], dependencies=[Depends(user_api_key_auth)])
 @management_endpoint_wrapper
 async def info_key_fn(
-    key: str | None = fastapi.Query(default=None, description="Key in the request parameters"),
+    key: str | None = fastapi.Query(
+        default=None,
+        description=(
+            "Key to look up. Pass the key's sha256 hash so the raw key stays out of URLs and access "
+            "logs. Example key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa'"
+        ),
+    ),
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
     Retrieve information about a key.
 
     Parameters:
-    - key: str | None (query parameter) - The key to look up. Accepts the plaintext key or its hash.
-      Defaults to the key in the Authorization header.
+    - key: str | None (query parameter) - The key to look up. Accepts the plaintext key or its hash;
+      prefer the hash, since a query parameter is recorded verbatim by any HTTP access log in front
+      of the proxy. Defaults to the key in the Authorization header.
 
     Returns:
     - key: str - The key that was looked up, echoed back as it was passed in
@@ -3825,7 +3833,7 @@ async def info_key_fn(
 
     Example Curl:
     ```
-    curl -X GET "http://0.0.0.0:4000/key/info?key=sk-test-example-key-123" \
+    curl -X GET "http://0.0.0.0:4000/key/info?key=d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa" \
 -H "Authorization: Bearer sk-1234"
     ```
 
@@ -5793,6 +5801,10 @@ async def list_keys(
         None,
         description="Filter keys by key alias. Exact match by default; set substring_matching=true (admin only) for case-insensitive substring matching.",
     ),
+    search: str | None = Query(
+        None,
+        description="Combined search: matches keys whose token (key hash) equals the value OR whose key_alias contains it (case-insensitive).",
+    ),
     return_full_object: bool = Query(False, description="Return full key object"),
     include_team_keys: bool = Query(False, description="Include all keys for teams that user is an admin of."),
     include_created_by_keys: bool = Query(False, description="Include keys created by the user"),
@@ -5936,6 +5948,7 @@ async def list_keys(
             agent_id=agent_id,
             use_substring_matching=use_substring_matching,
             expires_filter=expires if isinstance(expires, str) else None,
+            search=search,
         )
 
         verbose_proxy_logger.debug("Successfully prepared response")
@@ -6155,6 +6168,16 @@ def _build_expires_where_clause(expires_filter: str, now: datetime) -> dict[str,
     return {"OR": [{"expires": None}, {"expires": {"gte": now}}]}
 
 
+def _build_key_search_where(search: str) -> KeySearchWhere:
+    search_where: Final[KeySearchWhere] = {
+        "OR": (
+            {"token": search},
+            {"key_alias": {"contains": search, "mode": "insensitive"}},
+        )
+    }
+    return search_where
+
+
 def _build_key_filter_conditions(
     user_id: str | None,
     team_id: str | None,
@@ -6170,6 +6193,7 @@ def _build_key_filter_conditions(
     agent_id: str | None = None,
     use_substring_matching: bool = False,
     expires_filter: str | None = None,
+    search: str | None = None,
 ) -> Mapping[str, object]:
     """Build filter conditions for key listing.
 
@@ -6259,7 +6283,7 @@ def _build_key_filter_conditions(
 
     # Apply team_id, project_id and access_group_id as global AND filters so they
     # narrow results across all visibility conditions (own keys, team keys, etc.)
-    global_filters: Final[tuple[dict[str, object], ...]] = (
+    global_filters: Final[tuple[Mapping[str, object], ...]] = (
         *(
             (
                 {"key_alias": {"contains": key_alias, "mode": "insensitive"}}
@@ -6270,6 +6294,7 @@ def _build_key_filter_conditions(
             else ()
         ),
         *(({"token": key_hash},) if key_hash and isinstance(key_hash, str) else ()),
+        *((_build_key_search_where(search),) if isinstance(search, str) and search else ()),
         *(({"team_id": team_id},) if team_id and isinstance(team_id, str) else ()),
         *(({"project_id": project_id},) if project_id else ()),
         *(({"access_group_ids": {"hasSome": [access_group_id]}},) if access_group_id else ()),
@@ -6309,6 +6334,7 @@ async def _list_key_helper(
     agent_id: str | None = None,
     use_substring_matching: bool = False,
     expires_filter: str | None = None,
+    search: str | None = None,
 ) -> KeyListResponseObject:
     """
     Helper function to list keys
@@ -6347,6 +6373,7 @@ async def _list_key_helper(
         agent_id=agent_id,
         use_substring_matching=use_substring_matching,
         expires_filter=expires_filter,
+        search=search,
     )
 
     # Calculate skip for pagination
diff --git a/litellm/proxy/management_endpoints/model_management_endpoints.py b/litellm/proxy/management_endpoints/model_management_endpoints.py
index ca66640bf46..82ee33cbc39 100644
--- a/litellm/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/proxy/management_endpoints/model_management_endpoints.py
@@ -13,10 +13,11 @@ model/{model_id}/update - PATCH endpoint for model update.
 import asyncio
 import datetime
 import json
-from collections.abc import Awaitable, Mapping, Sequence
+from collections.abc import AsyncGenerator, Awaitable, Callable, Mapping, Sequence
+from contextlib import AbstractAsyncContextManager, asynccontextmanager
 from json import JSONDecodeError
 from types import MappingProxyType
-from typing import TYPE_CHECKING, Annotated, Final, Literal, Protocol, cast
+from typing import TYPE_CHECKING, Annotated, Final, Literal, Protocol, TypeVar, cast
 
 from fastapi import APIRouter, Depends, Header, HTTPException, Request, status
 from pydantic import BaseModel, ConfigDict, Field, ValidationError, field_validator
@@ -49,6 +50,7 @@ from litellm.proxy._types import (
     TeamModelDeleteRequest,
     UserAPIKeyAuth,
 )
+from litellm.proxy.auth.litellm_license import HEURISTIC_V2_LICENSE_REMEDY
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.config_sync_pubsub import (
     coordination_redis_cache,
@@ -68,6 +70,10 @@ from litellm.proxy.management_endpoints.team_endpoints import (
 from litellm.proxy.management_endpoints.team_endpoints import (
     update_team as _legacy_update_team,
 )
+from litellm.proxy.management_helpers.access_group_model_sync import (
+    sync_access_groups_for_deleted_model,
+    sync_access_groups_for_renamed_model,
+)
 from litellm.proxy.management_helpers.audit_logs import create_object_audit_log
 from litellm.proxy.spend_tracking.ptu_feature_flag import (
     PTU_COST_ATTRIBUTION_ENV_VAR,
@@ -92,6 +98,9 @@ from litellm.router_strategy.complexity_router import (
 from litellm.router_utils.auto_router_model_naming import (
     STRATEGY_ROUTER_PARAM_FIELDS,
     carries_complexity_router_settings,
+    count_heuristic_v2_routers,
+    heuristic_v2_limit_violation,
+    uses_heuristic_v2_classifier,
     validate_complexity_router_config_placement,
     validate_complexity_router_config_write,
     validate_strategy_router_model_write,
@@ -149,6 +158,8 @@ class _ProxyModelTable(Protocol):
 
     def find_many(self, *, where: Mapping[str, object]) -> Awaitable[Sequence[_ProxyModelRow]]: ...
 
+    def create(self, *, data: Mapping[str, object]) -> Awaitable[_ProxyModelRow]: ...
+
     def update(
         self, *, where: Mapping[str, object], data: Mapping[str, object]
     ) -> Awaitable[_ProxyModelRow | None]: ...
@@ -162,6 +173,9 @@ class _TxModelTables(Protocol):
     litellm_proxymodeltable: _ProxyModelTable
 
 
+_RowT = TypeVar("_RowT")
+
+
 class _ExistingModelRow(Protocol):
     @property
     def litellm_params(self) -> Mapping[str, object]: ...
@@ -265,6 +279,66 @@ def _raise_on_strategy_router_write_violation(
     )
 
 
+HEURISTIC_V2_SLOT_LOCK_KEY: Final = 5_872_301
+_HEURISTIC_V2_LOCK_SQL: Final = "SELECT 1 AS locked FROM pg_advisory_xact_lock($1)"
+_HEURISTIC_V2_DB_ROWS_SQL: Final = """
+SELECT count(*)::int AS held FROM "LiteLLM_ProxyModelTable"
+WHERE model_id <> $1
+  AND (CASE jsonb_typeof(litellm_params) WHEN 'string' THEN (litellm_params #>> '{}')::jsonb ELSE litellm_params END)
+      -> 'complexity_router_config' ->> 'classifier_type' = 'heuristic_v2'
+"""
+
+
+def _effective_complexity_router_config(
+    incoming_params: GenericLiteLLMParams | None, existing_params: GenericLiteLLMParams | None
+) -> object:
+    """The complexity config a write leaves on the row: the incoming one when the write carries it, else the stored one."""
+    incoming: Final = None if incoming_params is None else incoming_params.complexity_router_config
+    if incoming is not None or existing_params is None:
+        return incoming
+    return existing_params.complexity_router_config
+
+
+@asynccontextmanager
+async def _heuristic_v2_slot(
+    prisma_client: PrismaClient, *, effective_config: object, model_id: str | None
+) -> AsyncGenerator[_ProxyModelTable, None]:
+    """Hand out the model table to write through while the row's claim on a heuristic_v2 slot is settled.
+
+    A write that leaves the row on classifier_type heuristic_v2 under a limited license runs
+    inside one transaction that takes an advisory lock in its own statement before counting
+    (a statement's snapshot predates anything it locks), so pods cannot both pass the count:
+    the DB rows (any pod, either JSON shape) plus this proxy's config.yaml routers are judged
+    against the license limit and the write is refused with a 403 before it happens. The row
+    being edited keeps its own slot through ``model_id``. Every other write, and every write on
+    an unlimited license, goes through the repository table with no lock. Only the row write
+    itself may run inside: anything that needs a second connection (the team model bookkeeping)
+    must wait until the transaction has committed and the lock is released. The transaction
+    writes bypass the repository's publish-on-write, so the config change is published once
+    after commit, the way delete_team_models does.
+    """
+    from litellm.proxy.proxy_server import _license_check, llm_router
+
+    limit: Final = _license_check.heuristic_v2_router_limit()
+    if limit is None or not uses_heuristic_v2_classifier(effective_config):
+        yield _proxy_model_table(prisma_client)
+        return
+    async with prisma_client.db.tx() as tx_ctx:
+        tables: Final[_TxModelTables] = tx_ctx
+        await tx_ctx.query_raw(_HEURISTIC_V2_LOCK_SQL, HEURISTIC_V2_SLOT_LOCK_KEY)
+        rows: Sequence[Mapping[str, object]] = await tx_ctx.query_raw(_HEURISTIC_V2_DB_ROWS_SQL, model_id or "")
+        db_held: Final = rows[0].get("held") if rows else 0
+        config_rows: Final = () if llm_router is None else tuple(llm_router.config_deployments())
+        held: Final = (db_held if isinstance(db_held, int) else 0) + count_heuristic_v2_routers(config_rows)
+        violation: Final = heuristic_v2_limit_violation(held=held + 1, limit=limit)
+        if violation is not None:
+            raise HTTPException(
+                status_code=status.HTTP_403_FORBIDDEN, detail=f"{violation} {HEURISTIC_V2_LICENSE_REMEDY}"
+            )
+        yield tables.litellm_proxymodeltable
+    await publish_config_change(redis_cache=coordination_redis_cache(), object_type="litellm_proxymodeltable")
+
+
 ENFORCE_RPM_TPM_ON_MODEL_ADD_SETTING: Final = "enforce_rpm_tpm_on_model_add"
 _REQUIRED_RATE_LIMIT_FIELDS: Final = ("rpm", "tpm")
 
@@ -715,22 +789,30 @@ async def patch_model(
             existing_params=db_model.litellm_params,
         )
 
+        requested_model_name: Final = patch_data.model_name
+        stored_model_name: str | None = None
+
+        async def write_row(update_data: PrismaCompatibleUpdateDBModel) -> _ProxyModelRow | None:
+            nonlocal stored_model_name
+            stored_model_name = update_data.get("model_name")
+            update_data["updated_by"] = user_api_key_dict.user_id or litellm_proxy_admin_name
+            update_data["updated_at"] = cast(str, get_utc_datetime())
+            async with _heuristic_v2_slot(
+                prisma_client,
+                effective_config=_effective_complexity_router_config(
+                    patch_data.litellm_params, db_model.litellm_params
+                ),
+                model_id=model_id,
+            ) as table:
+                return await table.update(where={"model_id": model_id}, data=update_data)
+
         # Handle team model updates with proper alias management
-        update_data: Final = await _update_team_model_in_db(
+        updated_model: Final = await _update_team_model_in_db(
             db_model=db_model,
             patch_data=patch_data,
             user_api_key_dict=user_api_key_dict,
             prisma_client=prisma_client,
-        )
-
-        # Add metadata about update
-        update_data["updated_by"] = user_api_key_dict.user_id or litellm_proxy_admin_name
-        update_data["updated_at"] = cast(str, get_utc_datetime())
-
-        # Perform partial update
-        updated_model: Final = await _proxy_model_table(prisma_client).update(
-            where={"model_id": model_id},
-            data=update_data,
+            write_row=write_row,
         )
 
         if updated_model is None:
@@ -741,6 +823,19 @@ async def patch_model(
                 param=None,
             )
 
+        if (
+            stored_model_name is not None
+            and stored_model_name == requested_model_name
+            and stored_model_name != db_model.model_name
+        ):
+            await sync_access_groups_for_renamed_model(
+                prisma_client=prisma_client,
+                model_id=model_id,
+                old_name=db_model.model_name,
+                new_name=stored_model_name,
+                llm_router=llm_router,
+            )
+
         # Clear cache and reload models (uses config setting or defaults to preserving config models for DB updates)
         live_before_reload: Final = live_model_ids_snapshot()
         reload_outcome: Final = await clear_cache()
@@ -961,7 +1056,8 @@ async def _add_model_to_db(
     prisma_client: PrismaClient,
     new_encryption_key: str | None = None,
     should_create_model_in_db: bool = True,
-) -> "prisma_models.LiteLLM_ProxyModelTable | LiteLLM_ProxyModelTable | None":
+    slot: AbstractAsyncContextManager[_ProxyModelTable] | None = None,
+) -> "_ProxyModelRow | LiteLLM_ProxyModelTable":
     # encrypt litellm params #
     _litellm_params_dict: Final = model_params.litellm_params.dict(exclude_none=True)
     _original_litellm_model_name: Final = model_params.litellm_params.model
@@ -979,18 +1075,20 @@ async def _add_model_to_db(
     if model_params.model_info.id is not None:
         _data["model_id"] = model_params.model_info.id
     _create_data: Final = cast("Mapping[str, object]", _data)  # cast-ok: str-keyed json payload built just above
-    if should_create_model_in_db:
-        model_response = await ModelRepository(prisma_client).table.create(data=_create_data)
-    else:
-        model_response = LiteLLM_ProxyModelTable(**_data)
-    return model_response
+    if not should_create_model_in_db:
+        return LiteLLM_ProxyModelTable(**_data)
+    if slot is None:
+        return await _proxy_model_table(prisma_client).create(data=_create_data)
+    async with slot as table:
+        return await table.create(data=_create_data)
 
 
 async def _add_team_model_to_db(
     model_params: Deployment,
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient,
-) -> "prisma_models.LiteLLM_ProxyModelTable | LiteLLM_ProxyModelTable | None":
+    slot: AbstractAsyncContextManager[_ProxyModelTable] | None = None,
+) -> "_ProxyModelRow | LiteLLM_ProxyModelTable":
     """
     If 'team_id' is provided,
 
@@ -1021,6 +1119,7 @@ async def _add_team_model_to_db(
         model_params=model_params,
         user_api_key_dict=user_api_key_dict,
         prisma_client=prisma_client,
+        slot=slot,
     )
 
     if original_model_name:
@@ -1041,7 +1140,8 @@ async def _update_team_model_in_db(
     patch_data: updateDeployment,
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient,
-) -> PrismaCompatibleUpdateDBModel:
+    write_row: Callable[[PrismaCompatibleUpdateDBModel], Awaitable[_RowT]],
+) -> _RowT:
     """
     Handle team model updates with proper alias management.
 
@@ -1049,6 +1149,9 @@ async def _update_team_model_in_db(
     - Creates unique internal model_name and team alias
     - Adds model to team object
     - Preserves team_public_model_name for external reference
+
+    The row is written through ``write_row`` before the team's model list is touched, so a
+    refused or failed write leaves the team as it was (the create path orders itself the same way).
     """
     # Validate team_id if present in patch_data
     from litellm.proxy.proxy_server import premium_user
@@ -1060,9 +1163,7 @@ async def _update_team_model_in_db(
         premium_user=premium_user,
     )
 
-    # Validated before any write, beside the premium check the create path already runs
-    # here. The team ACL is updated below and autocommits, so a validator that raises
-    # further down would leave the team mutated and the deployment row never written.
+    # Validated before the row write, beside the premium check the create path already runs here.
     #
     # The merged view is what gets stored, so that is what has to satisfy the invariants.
     # Validating the patch alone rejected a partial edit of an already valid deployment:
@@ -1082,7 +1183,7 @@ async def _update_team_model_in_db(
 
     # No team_id in patch, proceed with standard update
     if patch_team_id is None:
-        return update_db_model(db_model=db_model, updated_patch=patch_data)
+        return await write_row(update_db_model(db_model=db_model, updated_patch=patch_data))
 
     # Determine public model name
     public_model_name: Final = _get_public_model_name(
@@ -1101,11 +1202,14 @@ async def _update_team_model_in_db(
     db_team_id: Final = db_model.model_info.team_id if db_model.model_info else None
     is_new_team_assignment: Final = db_team_id != patch_team_id
 
+    # Team rows keep their internal UUID-based model_name; the public name lives in model_info
+    patch_data.model_name = f"model_name_{patch_team_id}_{uuid.uuid4()}" if is_new_team_assignment else None
+    row: Final = await write_row(update_db_model(db_model=db_model, updated_patch=patch_data))
+
     if is_new_team_assignment:
         await _setup_new_team_model_assignment(
             team_id=patch_team_id,
             public_model_name=public_model_name,
-            patch_data=patch_data,
             user_api_key_dict=user_api_key_dict,
         )
     else:
@@ -1113,12 +1217,11 @@ async def _update_team_model_in_db(
             team_id=patch_team_id,
             public_model_name=public_model_name,
             db_model=db_model,
-            patch_data=patch_data,
             user_api_key_dict=user_api_key_dict,
             prisma_client=prisma_client,
         )
 
-    return update_db_model(db_model=db_model, updated_patch=patch_data)
+    return row
 
 
 def _get_public_model_name(
@@ -1170,13 +1273,9 @@ def _get_public_model_name(
 async def _setup_new_team_model_assignment(
     team_id: str,
     public_model_name: str,
-    patch_data: updateDeployment,
     user_api_key_dict: UserAPIKeyAuth,
 ) -> None:
-    """Set up a new team model with unique name and team membership."""
-    unique_model_name: Final = f"model_name_{team_id}_{uuid.uuid4()}"
-    patch_data.model_name = unique_model_name
-
+    """Register a newly team-assigned model's public name on the team."""
     await team_model_add(
         data=TeamModelAddRequest(
             team_id=team_id,
@@ -1366,7 +1465,6 @@ async def _update_existing_team_model_assignment(
     team_id: str,
     public_model_name: str,
     db_model: Deployment,
-    patch_data: updateDeployment,
     user_api_key_dict: UserAPIKeyAuth,
     prisma_client: PrismaClient | None,
 ) -> None:
@@ -1390,9 +1488,6 @@ async def _update_existing_team_model_assignment(
     old_public_name: Final = db_model.model_info.team_public_model_name if db_model.model_info else None
 
     if old_public_name and public_model_name != old_public_name:
-        # Clear user-supplied public name from patch before any early return so the
-        # caller does not overwrite the internal UUID-based model_name in the DB.
-        patch_data.model_name = None
         if prisma_client is None:
             verbose_proxy_logger.warning(
                 "prisma_client not initialized; skipping public name update entirely to avoid orphaned entries"
@@ -1440,10 +1535,6 @@ async def _update_existing_team_model_assignment(
     # else: old_public_name == public_model_name (no rename needed)
     # No team_model_add/delete calls required; public name is already registered
 
-    # Always clear patch_data.model_name to prevent caller from overwriting
-    # the internal UUID-based model_name in the DB with the user-supplied public name
-    patch_data.model_name = None
-
 
 class ModelManagementAuthChecks:
     """
@@ -1673,6 +1764,12 @@ async def delete_model(
                     proxy_logging_obj=proxy_logging_obj,
                     llm_router=llm_router,
                 )
+            await sync_access_groups_for_deleted_model(
+                prisma_client=prisma_client,
+                model_id=model_info.id,
+                model_name=model_params.model_name,
+                llm_router=llm_router,
+            )
 
             ## CREATE AUDIT LOG ##
             asyncio.create_task(
@@ -1853,18 +1950,19 @@ async def add_new_model(
             reload_outcome: ReconcileOutcome = ReconcileOutcome(still_desired=None, live_after=None)
             try:
                 _original_litellm_model_name: Final = model_params.model_name
-                if model_params.model_info.team_id is None:
-                    model_response = await _add_model_to_db(
-                        model_params=priced_model_params,
-                        user_api_key_dict=user_api_key_dict,
-                        prisma_client=prisma_client,
-                    )
-                else:
-                    model_response = await _add_team_model_to_db(
-                        model_params=priced_model_params,
-                        user_api_key_dict=user_api_key_dict,
-                        prisma_client=prisma_client,
-                    )
+                add_model: Final = (
+                    _add_model_to_db if model_params.model_info.team_id is None else _add_team_model_to_db
+                )
+                model_response = await add_model(
+                    model_params=priced_model_params,
+                    user_api_key_dict=user_api_key_dict,
+                    prisma_client=prisma_client,
+                    slot=_heuristic_v2_slot(
+                        prisma_client,
+                        effective_config=priced_model_params.litellm_params.complexity_router_config,
+                        model_id=priced_model_params.model_info.id,
+                    ),
+                )
                 reload_outcome = await proxy_config.add_deployment(
                     prisma_client=prisma_client, proxy_logging_obj=proxy_logging_obj
                 )
@@ -1878,6 +1976,8 @@ async def add_new_model(
                         passed_model_info=priced_model_params.model_info,
                     )
             except Exception as e:
+                if isinstance(e, HTTPException):
+                    raise
                 verbose_proxy_logger.exception("Exception in add_new_model: %s", e)
 
         else:
@@ -2027,25 +2127,43 @@ async def update_model(
                 model_params.litellm_params[k] = encrypted_value
 
             ### MERGE WITH EXISTING DATA ###
-            merged_dictionary: Final = {}
             _mp: Final[dict[str, object]] = model_params.litellm_params.dict()
+            merged_dictionary: Final = {
+                key: _existing_litellm_params_dict[key] if value is None else value
+                for key, value in _mp.items()
+                if value is not None or _existing_litellm_params_dict.get(key) is not None
+            }
 
-            for key, value in _mp.items():
-                if value is not None:
-                    merged_dictionary[key] = value
-                elif key in _existing_litellm_params_dict and _existing_litellm_params_dict[key] is not None:
-                    merged_dictionary[key] = _existing_litellm_params_dict[key]
-                else:
-                    pass
-
+            renamed_to: Final = (
+                model_params.model_name
+                if model_params.model_name not in (None, deployment.model_name)
+                and deployment.model_info.team_id is None
+                else None
+            )
             _data: Final[dict[str, str]] = {
                 "litellm_params": json.dumps(merged_dictionary),
                 "updated_by": user_api_key_dict.user_id or LITELLM_PROXY_ADMIN_NAME,
+                **({} if renamed_to is None else {"model_name": renamed_to}),
             }
-            model_response: Final = await _proxy_model_table(prisma_client).update(
-                where={"model_id": _model_id},
-                data=_data,
-            )
+            async with _heuristic_v2_slot(
+                prisma_client,
+                effective_config=_effective_complexity_router_config(
+                    model_params.litellm_params, deployment.litellm_params
+                ),
+                model_id=_model_id,
+            ) as table:
+                model_response: Final = await table.update(
+                    where={"model_id": _model_id},
+                    data=_data,
+                )
+            if renamed_to is not None:
+                await sync_access_groups_for_renamed_model(
+                    prisma_client=prisma_client,
+                    model_id=_model_id,
+                    old_name=deployment.model_name,
+                    new_name=renamed_to,
+                    llm_router=llm_router,
+                )
 
             # Clear cache and reload models (uses config setting or defaults to preserving config models for DB updates)
             live_before_reload: Final = live_model_ids_snapshot()
diff --git a/litellm/proxy/management_endpoints/organization_endpoints.py b/litellm/proxy/management_endpoints/organization_endpoints.py
index 5e38a016099..0af9f816318 100644
--- a/litellm/proxy/management_endpoints/organization_endpoints.py
+++ b/litellm/proxy/management_endpoints/organization_endpoints.py
@@ -41,6 +41,7 @@ from litellm.proxy.management_endpoints.common_daily_activity import get_daily_a
 from litellm.proxy.management_endpoints.common_utils import (
     _set_object_metadata_field,
     _user_has_admin_view,
+    validate_budget_duration,
 )
 from litellm.proxy.management_helpers.object_permission_utils import (
     handle_update_object_permission_common,
@@ -312,7 +313,7 @@ def handle_nested_budget_structure_in_organization_update_request(
             # Extract valid budget fields and merge into top level
             budget_fields: Final = LiteLLM_BudgetTable.model_fields.keys()
             for key, value in budget_data.items():
-                if key in budget_fields and value is not None:
+                if key in budget_fields:
                     transformed_data[key] = value
 
     return transformed_data
@@ -708,9 +709,8 @@ async def update_organization(
             existing_organization_row=existing_organization_row,
         )
 
-    # Handle budget updates if budget fields are provided
     budget_fields: Final = {
-        k: v for k, v in data.model_dump().items() if k in LiteLLM_BudgetTable.model_fields and v is not None
+        k: v for k, v in data.model_dump().items() if k in _BUDGET_SETTABLE_FIELDS and k in data.model_fields_set
     }
 
     if budget_fields and existing_organization_row.budget_id:
@@ -764,7 +764,6 @@ async def handle_update_object_permission(
     tags=["organization management"],
     dependencies=[Depends(user_api_key_auth)],
     response_model=LiteLLM_OrganizationTableWithMembers,
-    include_in_schema=False,
 )
 async def update_organization_v2(
     organization_id: str,
@@ -807,6 +806,17 @@ async def update_organization_v2(
             status_code=422,
             detail={"error": f"soft_budget must be a non-negative finite number. Received: {data.soft_budget}"},
         )
+    for limit_name, limit_value in (
+        ("tpm_limit", data.tpm_limit),
+        ("rpm_limit", data.rpm_limit),
+        ("max_parallel_requests", data.max_parallel_requests),
+    ):
+        if limit_value is not None and limit_value < 0:
+            raise HTTPException(
+                status_code=422,
+                detail={"error": f"{limit_name} must be non-negative. Received: {limit_value}"},
+            )
+    validate_budget_duration(data.budget_duration, status_code=422)
     if data.model_max_budget:
         from litellm.proxy.management_endpoints.key_management_endpoints import (
             validate_model_max_budget,
diff --git a/litellm/proxy/management_endpoints/policy_endpoints/endpoints.py b/litellm/proxy/management_endpoints/policy_endpoints/endpoints.py
index f58f3722741..69356922ea1 100644
--- a/litellm/proxy/management_endpoints/policy_endpoints/endpoints.py
+++ b/litellm/proxy/management_endpoints/policy_endpoints/endpoints.py
@@ -12,7 +12,7 @@ All /policy management endpoints
 import copy
 import json
 import os
-from collections.abc import AsyncIterator
+from collections.abc import AsyncGenerator, AsyncIterator
 from typing import TYPE_CHECKING, Final, Literal, cast
 
 from fastapi import APIRouter, Depends, HTTPException, Request
@@ -20,6 +20,7 @@ from fastapi.responses import Response, StreamingResponse
 from pydantic import BaseModel, Field
 from typing_extensions import TypedDict
 
+import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import (
     COMPETITOR_LLM_TEMPERATURE,
@@ -32,6 +33,10 @@ from litellm.llms.openai.chat.guardrail_translation.handler import (
 )
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.common_utils.sse_keepalive import (
+    SSE_COMMENT_PING,
+    wrap_sse_stream_with_keepalive_pings,
+)
 from litellm.proxy.guardrails.guardrail_hooks.custom_code import (
     RESPONSE_REJECTION_GUARDRAIL_CODE,
     CustomCodeGuardrail,
@@ -811,7 +816,7 @@ async def _stream_competitor_events(
     llm_enrichment: dict,
     brand_name: str,
     model: str,
-) -> AsyncIterator[str]:
+) -> AsyncGenerator[str, None]:
     """Stream competitor names as SSE events, then emit a final 'done' event."""
     competitors: Final[list[str]] = list(data.competitors or [])
 
@@ -883,7 +888,11 @@ async def enrich_policy_template_stream(
     model: Final = data.model or DEFAULT_COMPETITOR_DISCOVERY_MODEL
 
     return StreamingResponse(
-        _stream_competitor_events(data, template, llm_enrichment, brand_name, model),
+        wrap_sse_stream_with_keepalive_pings(
+            _stream_competitor_events(data, template, llm_enrichment, brand_name, model),
+            ping_interval_seconds=litellm.sse_keepalive_ping_interval_seconds,
+            ping_chunk=SSE_COMMENT_PING,
+        ),
         media_type="text/event-stream",
         headers={"Cache-Control": "no-cache", "X-Accel-Buffering": "no"},
     )
diff --git a/litellm/proxy/management_endpoints/scim/scim_v2.py b/litellm/proxy/management_endpoints/scim/scim_v2.py
index ded57815e91..ceb67e3eee8 100644
--- a/litellm/proxy/management_endpoints/scim/scim_v2.py
+++ b/litellm/proxy/management_endpoints/scim/scim_v2.py
@@ -29,6 +29,7 @@ import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+from litellm.models.user import SCIMPlaceholder
 from litellm.proxy._types import (
     LiteLLM_TeamTable,
     LiteLLM_UserTable,
@@ -585,6 +586,37 @@ async def _users_named_by_member_value(
     return tuple(dict.fromkeys(row.user_id for row in rows))
 
 
+async def _accounts_named_by_member_value(value: str, prisma_client: PrismaClient) -> tuple[str, ...]:
+    """Every user id this member value names, by user id, SSO identity or email.
+
+    Classification needs to know whether the value is one account's ``user_id`` and
+    whether it names any other account, so all three fields are read in one pass. The
+    id is compared exactly and unstripped, as a primary key lookup would; the
+    identities compare as ``_users_named_by_member_value`` describes. Two rows are
+    enough to tell one account from several, so the read stops there. Only a full
+    read that lacks the row keyed by the value leaves that row's existence open, and
+    only then is the id read on its own.
+    """
+    subject: Final = value.strip()
+    email: Final[_CaseInsensitiveMatch] = {"equals": subject, "mode": "insensitive"}
+    users: Final = _table(UserRepository(prisma_client))
+    rows: Final = await users.find_many(
+        where={  # mutable-ok: Prisma filter
+            "OR": [  # mutable-ok: Prisma filter
+                {"user_id": value},  # mutable-ok: Prisma filter
+                {"sso_user_id": subject},  # mutable-ok: Prisma filter
+                {"user_email": email},  # mutable-ok: Prisma filter
+            ],
+        },
+        take=2,
+    )
+    named: Final = tuple(dict.fromkeys(row.user_id for row in rows))
+    if len(named) < 2 or value in named:
+        return named
+    keyed: Final = await users.find_unique(where={"user_id": value})
+    return named if keyed is None else (value, *named)
+
+
 async def _classify_group_member(member: SCIMMember, prisma_client: PrismaClient) -> _ClassifiedGroupMember:
     """
     Decide what a single SCIM group member refers to.
@@ -627,11 +659,9 @@ async def _classify_group_member(member: SCIMMember, prisma_client: PrismaClient
     if member_type == "group":
         return _SkippedGroupMember(value=value, reason="nested_group")
 
-    user: Final = await _table(UserRepository(prisma_client)).find_unique(where={"user_id": value})
-    if user is not None:
-        shared_with: Final = tuple(
-            other for other in await _users_named_by_member_value(value, prisma_client) if other != value
-        )
+    named: Final = await _accounts_named_by_member_value(value, prisma_client)
+    if value in named:
+        shared_with: Final = tuple(other for other in named if other != value)
         if shared_with:
             verbose_proxy_logger.warning(
                 "SCIM: group member '%s' is one account's user id and is also account '%s' by SSO identity or email, "
@@ -651,7 +681,6 @@ async def _classify_group_member(member: SCIMMember, prisma_client: PrismaClient
         if team is not None and _team_metadata_has_scim_provenance(team.metadata):
             return _SkippedGroupMember(value=value, reason="existing_team")
 
-    named: Final = await _users_named_by_member_value(value, prisma_client)
     if len(named) == 1:
         verbose_proxy_logger.info(
             "SCIM: group member '%s' matched user_id '%s' by SSO identity or email",
@@ -1094,13 +1123,15 @@ async def _create_user_if_not_exists(user_id: str, created_via: str = "scim_grou
             user_id=user_id,
             user_email=user_id,  # We don't have email from group membership
             user_alias=None,
-            teams=[],  # Teams will be added separately
             metadata={"created_via": created_via},
             auto_create_key=False,
             user_role=default_role,
         )
 
-        created_user: Final = await new_user(data=new_user_request)
+        created_user: Final = await new_user(
+            data=new_user_request,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
         verbose_proxy_logger.info("Created user %s via %s", user_id, created_via)
         return created_user
 
@@ -1670,7 +1701,7 @@ async def create_user(
             user_id=user_id,
             user_email=user_data["user_email"],
             user_alias=user_data["user_alias"],
-            teams=user_data["teams"],
+            teams=user_data["teams"] or None,
             metadata=metadata,
             auto_create_key=False,
             user_role=resolved_role if admin_group is not None else default_role,
@@ -1688,6 +1719,7 @@ async def create_user(
 
         created_user: Final = await new_user(
             data=new_user_request,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
         )
 
         scim_user: Final = await ScimTransformations.transform_litellm_user_to_scim_user(user=created_user)
@@ -1742,22 +1774,25 @@ async def update_user(
             roles=user_data["roles"],
         )
 
+        # SCIM User.groups is readOnly (RFC 7643 4.1.2): IdPs sync membership via /Groups and send
+        # no groups or `groups: []` on profile PUTs, so empty means unspecified, not "remove from every team"
+        target_teams: Final = user_data["teams"] or existing_user.teams
         await _handle_team_membership_changes(
             user_id=user_id,
-            existing_teams=existing_user.teams or [],
-            new_teams=user_data["teams"],
+            existing_teams=existing_user.teams,
+            new_teams=target_teams,
         )
 
         update_data: Final = {
             "user_email": user_data["user_email"],
             "user_alias": user_data["user_alias"],
             "sso_user_id": user_data["sso_user_id"],
-            "teams": user_data["teams"],
+            "teams": target_teams,
             "metadata": safe_dumps(metadata),
         }
 
         admin_group: Final = await _get_scim_admin_group()
-        if admin_group is not None:
+        if admin_group is not None and user_data["teams"]:
             update_data["user_role"] = _resolve_scim_user_role(
                 user.groups or [], admin_group, _default_scim_user_role()
             )
@@ -1834,6 +1869,89 @@ async def delete_user(
         raise handle_exception_on_proxy(e)
 
 
+@scim_router.get(
+    "/placeholders",
+    response_model=tuple[SCIMPlaceholder, ...],
+    dependencies=(Depends(user_api_key_auth),),
+)
+async def list_placeholders() -> tuple[SCIMPlaceholder, ...]:
+    """
+    List user rows whose id is another account's SSO identity or email.
+
+    An earlier release provisioned a group member it could not match as a user keyed
+    by the raw member value, and that row now shadows the account the value really
+    names, so every push of that member is refused. This lists those rows so an
+    operator can fold each one into the account it shadows with
+    ``POST /scim/v2/placeholders/{user_id}/merge``. A row that has an SSO identity of
+    its own or owns virtual keys is left out: someone uses that account.
+    """
+    try:
+        prisma_client: Final = await _get_prisma_client_or_raise_exception()
+        async with prisma_client.tx() as tx:
+            return await UserRepository(prisma_client).find_shadowing_placeholders(tx)
+    except Exception as e:
+        raise handle_exception_on_proxy(e)
+
+
+def _placeholder_rejection(placeholder: LiteLLM_UserTable, resolved: tuple[str, ...], key_count: int) -> str | None:
+    if placeholder.sso_user_id is not None:
+        return f"User '{placeholder.user_id}' has an SSO identity of its own, so it is an account someone signs in to"
+    if key_count:
+        return f"User '{placeholder.user_id}' owns {key_count} virtual keys. Move or delete them before merging it"
+    if not resolved:
+        return f"User '{placeholder.user_id}' shadows no account: no other user has that id as SSO identity or email"
+    if len(resolved) > 1:
+        return (
+            f"User '{placeholder.user_id}' names {len(resolved)} accounts ({', '.join(resolved)}). Resolve that first"
+        )
+    return None
+
+
+@scim_router.post(
+    "/placeholders/{user_id}/merge",
+    response_model=SCIMPlaceholderMergeResult,
+    dependencies=(Depends(user_api_key_auth),),
+)
+async def merge_placeholder(
+    user_id: str = Path(..., title="User ID"),
+) -> SCIMPlaceholderMergeResult:
+    """
+    Fold a placeholder user into the one account its id names by SSO identity or email.
+
+    The account is added to every team the placeholder is on, then the placeholder is
+    deleted the way ``DELETE /scim/v2/Users/{id}`` deletes a user, so the next group
+    push resolves the member value to the real account. Refused with 409 when the row
+    has an SSO identity of its own, owns virtual keys, or names no account or several.
+    """
+    try:
+        prisma_client: Final = await _get_prisma_client_or_raise_exception()
+        placeholder: Final = await _check_user_exists(user_id)
+        resolved: Final = tuple(
+            other for other in await _users_named_by_member_value(user_id, prisma_client, take=None) if other != user_id
+        )
+        owned_keys: Final[_UserIdWhere] = {"user_id": user_id}
+        keys: Final = await _table(VerificationTokenRepository(prisma_client)).find_many(where=owned_keys)
+        rejection: Final = _placeholder_rejection(placeholder, resolved, len(keys))
+        if rejection is not None:
+            detail: Final[_ScimErrorDetail] = {"error": rejection}
+            raise HTTPException(status_code=409, detail=detail)
+
+        target_user_id: Final = resolved[0]
+        team_ids: Final = tuple(placeholder.teams)
+        for team_id in team_ids:
+            await _add_user_to_team(user_id=target_user_id, team_id=team_id)
+        await delete_user(user_id=user_id)
+        await _recompute_scim_member_roles(prisma_client, (target_user_id,))
+        verbose_proxy_logger.info(
+            "SCIM: merged placeholder user '%s' into '%s', moving teams %s", user_id, target_user_id, team_ids
+        )
+        return SCIMPlaceholderMergeResult(
+            placeholder_user_id=user_id, merged_into_user_id=target_user_id, team_ids=team_ids
+        )
+    except Exception as e:
+        raise handle_exception_on_proxy(e)
+
+
 def _parse_member_entry(entry: object) -> SCIMMember | None:
     """Parse one entry of a SCIM patch value, or None when it carries no id."""
     if isinstance(entry, str):
diff --git a/litellm/proxy/management_endpoints/sso/saml_sso.py b/litellm/proxy/management_endpoints/sso/saml_sso.py
index 3e67b211f62..12e1f1a03f3 100644
--- a/litellm/proxy/management_endpoints/sso/saml_sso.py
+++ b/litellm/proxy/management_endpoints/sso/saml_sso.py
@@ -36,6 +36,7 @@ from pydantic import ValidationError
 
 from litellm._logging import verbose_proxy_logger
 from litellm.caching.dual_cache import DualCache
+from litellm.proxy.auth.ip_address_utils import IPAddressUtils
 from litellm.proxy.management_endpoints.types import CustomOpenID, get_litellm_user_role
 from litellm.proxy.utils import get_custom_url
 
@@ -131,7 +132,7 @@ class SAMLAuthHandler:
 
     @staticmethod
     def _is_https(request: Request) -> bool:
-        return SAMLAuthHandler._base_url(request).startswith("https")
+        return IPAddressUtils.is_request_https(request)
 
     @staticmethod
     def _acs_url(request: Request) -> str:
@@ -442,7 +443,9 @@ class SAMLAuthHandler:
         last_name: Final = SAMLAuthHandler._attribute_value(
             attributes, "SAML_ATTRIBUTE_LAST_NAME", _LAST_NAME_ATTRIBUTE_CANDIDATES
         )
-        role_value = SAMLAuthHandler._attribute_value(attributes, "SAML_ATTRIBUTE_ROLE", _ROLE_ATTRIBUTE_CANDIDATES)
+        role_values: Final = SAMLAuthHandler._attribute_values(
+            attributes, "SAML_ATTRIBUTE_ROLE", _ROLE_ATTRIBUTE_CANDIDATES
+        )
         team_ids: Final = SAMLAuthHandler._attribute_values(
             attributes, "SAML_ATTRIBUTE_TEAM_IDS", _TEAM_IDS_ATTRIBUTE_CANDIDATES
         )
@@ -463,7 +466,7 @@ class SAMLAuthHandler:
                 picture=None,
                 provider="saml",
                 team_ids=team_ids,
-                user_role=get_litellm_user_role(role_value) if role_value else None,
+                user_role=get_litellm_user_role(role_values),
             )
         except ValidationError as e:
             raise HTTPException(
diff --git a/litellm/proxy/management_endpoints/team_endpoints.py b/litellm/proxy/management_endpoints/team_endpoints.py
index 714cf252e69..a504c1c5e43 100644
--- a/litellm/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/proxy/management_endpoints/team_endpoints.py
@@ -10,6 +10,7 @@ All /team management endpoints
 """
 
 import asyncio
+import copy
 import json
 import math
 import traceback
@@ -169,6 +170,8 @@ from litellm.types.proxy.management_endpoints.team_endpoints import (
     TeamMemberAddResult,
     TeamMemberInfoResponse,
     TeamMetadataSchemaResponse,
+    TeamUserSpendResponse,
+    TeamUserSpendRow,
     UpdateTeamMemberPermissionsRequest,
 )
 
@@ -2189,6 +2192,26 @@ async def update_team(
             if field in updated_kv
         }
 
+        _writes_metadata_backed_field: Final = any(
+            field in updated_kv
+            for field in (
+                *LiteLLM_ManagementEndpoint_MetadataFields,
+                *LiteLLM_ManagementEndpoint_MetadataFields_Premium,
+            )
+        )
+        if isinstance(existing_team_row.metadata, dict):
+            if "metadata" not in updated_kv and (_team_member_fields_in_request or _writes_metadata_backed_field):
+                updated_kv["metadata"] = copy.deepcopy(existing_team_row.metadata)
+            elif isinstance(updated_kv.get("metadata"), dict):
+                updated_kv["metadata"] = {
+                    **updated_kv["metadata"],
+                    **{
+                        key: existing_team_row.metadata[key]
+                        for key in TeamMemberBudgetHandler.SYSTEM_MANAGED_METADATA_KEYS
+                        if key in existing_team_row.metadata
+                    },
+                }
+
         if _team_member_fields_in_request and TeamMemberBudgetHandler.should_create_budget(
             team_member_budget=data.team_member_budget,
             team_member_rpm_limit=data.team_member_rpm_limit,
@@ -4318,6 +4341,8 @@ async def _resolve_team_access_group_resources(
                     access_group_id=group.access_group_id,
                     access_group_name=group.access_group_name,
                     models=tuple(group.access_model_names or ()),
+                    mcp_server_ids=tuple(group.access_mcp_server_ids or ()),
+                    agent_ids=tuple(group.access_agent_ids or ()),
                 )
                 for group in resolved_groups
             ),
@@ -6208,3 +6233,124 @@ async def get_team_daily_activity_aggregated(
         timezone_offset_minutes=timezone,
         include_entity_breakdown=True,
     )
+
+
+def _team_user_spend_sql(*, team_count: int, restrict_to_user: bool) -> str:
+    team_placeholders: Final = ", ".join(f"${i}" for i in range(3, 3 + team_count))
+    user_clause: Final = f' AND sl."user" = ${3 + team_count}' if restrict_to_user else ""
+    return f"""
+        SELECT
+            sl.team_id,
+            sl."user" AS user_id,
+            u.user_email,
+            u.user_alias,
+            SUM(sl.spend)::float AS spend,
+            SUM(sl.prompt_tokens)::bigint AS prompt_tokens,
+            SUM(sl.completion_tokens)::bigint AS completion_tokens,
+            SUM(sl.total_tokens)::bigint AS total_tokens,
+            COUNT(*)::bigint AS api_requests,
+            COUNT(*) FILTER (WHERE sl.status IS DISTINCT FROM 'failure')::bigint AS successful_requests,
+            COUNT(*) FILTER (WHERE sl.status = 'failure')::bigint AS failed_requests
+        FROM "LiteLLM_SpendLogs" sl
+        LEFT JOIN "LiteLLM_UserTable" u ON u.user_id = sl."user"
+        WHERE sl."startTime" >= $1::timestamp
+            AND sl."startTime" < $2::timestamp + INTERVAL '1 day'
+            AND sl.team_id IN ({team_placeholders}){user_clause}
+        GROUP BY sl.team_id, sl."user", u.user_email, u.user_alias
+        ORDER BY spend DESC, sl.team_id, sl."user"
+    """
+
+
+class _TeamUserSpendDbRow(TypedDict):
+    team_id: ReadOnly[str]
+    user_id: ReadOnly[str | None]
+    user_email: ReadOnly[str | None]
+    user_alias: ReadOnly[str | None]
+    spend: ReadOnly[float]
+    prompt_tokens: ReadOnly[int]
+    completion_tokens: ReadOnly[int]
+    total_tokens: ReadOnly[int]
+    api_requests: ReadOnly[int]
+    successful_requests: ReadOnly[int]
+    failed_requests: ReadOnly[int]
+
+
+@router.get(
+    "/team/spend/by_user",
+    response_model=TeamUserSpendResponse,
+    tags=["team management"],  # mutable-ok: fastapi route tags must be a list
+)
+async def get_team_spend_by_user(
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
+    team_ids: str | None = None,
+    start_date: str | None = None,
+    end_date: str | None = None,
+) -> TeamUserSpendResponse:
+    """
+    Spend per user within the given teams, attributed per request from spend logs.
+
+    Proxy admins may query any team. Team admins and members holding the
+    `/team/daily/activity` permission see every user of the requested teams;
+    other members only see their own row.
+    """
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_logging_obj,
+        user_api_key_cache,
+    )
+
+    if prisma_client is None:
+        raise _daily_activity_error(status_code=500, message=CommonProxyErrors.db_not_connected_error.value)
+
+    range_error: Final = _aggregated_date_range_error(start_date, end_date)
+    if range_error is not None or start_date is None or end_date is None:
+        raise _daily_activity_error(status_code=400, message=range_error or "Please provide start_date and end_date")
+
+    if not team_ids:
+        raise _daily_activity_error(status_code=400, message="Please provide team_ids")
+
+    scope: Final = await _resolve_team_daily_activity_scope(
+        team_ids=team_ids,
+        exclude_team_ids=None,
+        api_key=None,
+        user_api_key_dict=user_api_key_dict,
+        prisma_client=prisma_client,
+        user_api_key_cache=user_api_key_cache,
+        proxy_logging_obj=proxy_logging_obj,
+    )
+    scoped_team_ids: Final = tuple(scope.team_ids or ())
+    if not scoped_team_ids:
+        return TeamUserSpendResponse(start_date=start_date, end_date=end_date, results=())
+
+    own_user_only: Final = scope.api_key_filter is not None
+    user_param: Final = (user_api_key_dict.user_id or "",) if own_user_only else ()
+    rows: Final[Sequence[_TeamUserSpendDbRow]] = await prisma_client.db.query_raw(
+        _team_user_spend_sql(team_count=len(scoped_team_ids), restrict_to_user=own_user_only),
+        start_date,
+        end_date,
+        *scoped_team_ids,
+        *user_param,
+    )
+    results: Final = tuple(
+        TeamUserSpendRow(
+            team_id=row["team_id"],
+            team_alias=_team_alias_or_none(scope.team_alias_metadata.get(row["team_id"])),
+            user_id=row["user_id"] or "",
+            user_email=row["user_email"],
+            user_alias=row["user_alias"],
+            spend=row["spend"],
+            prompt_tokens=row["prompt_tokens"],
+            completion_tokens=row["completion_tokens"],
+            total_tokens=row["total_tokens"],
+            api_requests=row["api_requests"],
+            successful_requests=row["successful_requests"],
+            failed_requests=row["failed_requests"],
+        )
+        for row in rows
+    )
+    return TeamUserSpendResponse(start_date=start_date, end_date=end_date, results=results)
+
+
+def _team_alias_or_none(metadata: Mapping[str, object] | None) -> str | None:
+    alias: Final = metadata.get("team_alias") if metadata is not None else None
+    return alias if isinstance(alias, str) else None
diff --git a/litellm/proxy/management_endpoints/types.py b/litellm/proxy/management_endpoints/types.py
index 070df97d09a..4414eed97b2 100644
--- a/litellm/proxy/management_endpoints/types.py
+++ b/litellm/proxy/management_endpoints/types.py
@@ -4,12 +4,44 @@ Types for the management endpoints
 Might include fastapi/proxy requirements.txt related imports
 """
 
+from collections.abc import Iterable, Sequence
 from typing import Any, Final, cast
 
 from fastapi_sso.sso.base import OpenID
 
 from litellm.proxy._types import LitellmUserRoles
 
+# Ordered highest to lowest privilege
+LITELLM_USER_ROLE_HIERARCHY: Final = (
+    LitellmUserRoles.PROXY_ADMIN,
+    LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY,
+    LitellmUserRoles.INTERNAL_USER,
+    LitellmUserRoles.INTERNAL_USER_VIEW_ONLY,
+)
+
+
+def highest_privilege_role(roles: Iterable[LitellmUserRoles]) -> LitellmUserRoles | None:
+    """
+    Pick the highest privilege role out of the roles an IdP asserted for one user.
+
+    IdPs do not guarantee ordering within a multi-valued role claim, so a user holding
+    several roles resolves to the most privileged one rather than whichever came first.
+    Roles the hierarchy does not rank (org_admin, team, customer) resolve by name to stay
+    deterministic.
+
+    Args:
+        roles: The roles resolved from the claim
+
+    Returns:
+        The highest privilege role, or None if `roles` is empty
+    """
+    resolved: Final = frozenset(roles)
+    if not resolved:
+        return None
+
+    ranked: Final = next((role for role in LITELLM_USER_ROLE_HIERARCHY if role in resolved), None)
+    return ranked if ranked is not None else min(resolved, key=lambda role: role.value)
+
 
 def is_valid_litellm_user_role(role_str: str) -> bool:
     """
@@ -28,12 +60,22 @@ def is_valid_litellm_user_role(role_str: str) -> bool:
         return False
 
 
-def get_litellm_user_role(role_str) -> LitellmUserRoles | None:
+def _role_from_claim_value(role_str: object) -> LitellmUserRoles | None:
+    if not isinstance(role_str, str):
+        return None
+    # Use _value2member_map_ for O(1) lookup, case-insensitive
+    result: Final = LitellmUserRoles._value2member_map_.get(role_str.lower())
+    return cast(LitellmUserRoles | None, result)
+
+
+def get_litellm_user_role(role_str: object) -> LitellmUserRoles | None:
     """
     Convert a string (or list of strings) to a LitellmUserRoles enum if valid (case-insensitive).
 
     Handles list inputs since some SSO providers (e.g., Keycloak) return roles
-    as arrays like ["proxy_admin"] instead of plain strings.
+    as arrays like ["proxy_admin"] instead of plain strings. A claim carrying several
+    roles resolves to the highest privilege one, so a user does not lose access just
+    because the IdP listed a weaker role first.
 
     Args:
         role_str: String or list to convert (e.g., "proxy_admin", ["proxy_admin"])
@@ -41,16 +83,12 @@ def get_litellm_user_role(role_str) -> LitellmUserRoles | None:
     Returns:
         LitellmUserRoles enum if valid, None otherwise
     """
-    try:
-        if isinstance(role_str, list):
-            if len(role_str) == 0:
-                return None
-            role_str = role_str[0]
-        # Use _value2member_map_ for O(1) lookup, case-insensitive
-        result: Final = LitellmUserRoles._value2member_map_.get(role_str.lower())
-        return cast(LitellmUserRoles | None, result)
-    except Exception:
-        return None
+    if isinstance(role_str, (list, tuple)):
+        entries: Final = cast(Sequence[object], role_str)  # cast-ok: isinstance narrows the claim, not its elements
+        return highest_privilege_role(
+            role for role in (_role_from_claim_value(entry) for entry in entries) if role is not None
+        )
+    return _role_from_claim_value(role_str)
 
 
 class CustomOpenID(OpenID):
diff --git a/litellm/proxy/management_endpoints/ui_sso.py b/litellm/proxy/management_endpoints/ui_sso.py
index 606569c5b8b..84150ef7935 100644
--- a/litellm/proxy/management_endpoints/ui_sso.py
+++ b/litellm/proxy/management_endpoints/ui_sso.py
@@ -89,9 +89,10 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.auth_checks import ExperimentalUIJWTToken, get_user_object
 from litellm.proxy.auth.auth_utils import (
     _get_request_ip_address,
-    _has_user_setup_sso,
+    has_user_setup_sso,
 )
 from litellm.proxy.auth.handle_jwt import JWTHandler
+from litellm.proxy.auth.ip_address_utils import IPAddressUtils
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.admin_ui_utils import (
     admin_ui_disabled,
@@ -111,6 +112,7 @@ from litellm.proxy.management_endpoints.sso_helper_utils import (
 )
 from litellm.proxy.management_endpoints.team_endpoints import new_team, team_member_add
 from litellm.proxy.management_endpoints.types import (
+    LITELLM_USER_ROLE_HIERARCHY,
     CustomOpenID,
     get_litellm_user_role,
     is_valid_litellm_user_role,
@@ -808,15 +810,6 @@ def normalize_email(email: str | None) -> str | None:
     return email.lower() if isinstance(email, str) else email
 
 
-# Ordered highest to lowest privilege
-LITELLM_USER_ROLE_HIERARCHY: Final = (
-    LitellmUserRoles.PROXY_ADMIN,
-    LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY,
-    LitellmUserRoles.INTERNAL_USER,
-    LitellmUserRoles.INTERNAL_USER_VIEW_ONLY,
-)
-
-
 def determine_role_from_groups(
     user_groups: list[str],
     role_mappings: "RoleMappings",
@@ -1118,7 +1111,7 @@ async def google_login(
             request=request,
         )
         if sso_redirect is not None:
-            _persist_return_to_cookie(sso_redirect, return_to)
+            _persist_return_to_cookie(sso_redirect, return_to, request)
         return sso_redirect
 
     from fastapi.responses import HTMLResponse
@@ -1138,7 +1131,7 @@ async def google_login(
     # helper the SSO branch uses, so /login can resume the connect flow instead of dead-ending at the
     # dashboard. One implementation → the two sign-in branches cannot diverge (and the login form always
     # renders, since the helper never raises on a bad return_to).
-    _persist_return_to_cookie(form_response, return_to)
+    _persist_return_to_cookie(form_response, return_to, request)
     return form_response
 
 
@@ -2617,7 +2610,7 @@ async def get_ui_settings(request: Request):
     _proxy_base_url: Final = os.getenv("PROXY_BASE_URL", None)
     _logout_url: Final = os.getenv("PROXY_LOGOUT_URL", None)
     _api_doc_base_url: Final = os.getenv("LITELLM_UI_API_DOC_BASE_URL", None)
-    _is_sso_enabled: Final = _has_user_setup_sso()
+    _is_sso_enabled: Final = has_user_setup_sso()
     disable_expensive_db_queries: Final = (
         proxy_state.get_proxy_state_variable("spend_logs_row_count") > MAX_SPENDLOG_ROWS_TO_QUERY
     )
@@ -2741,6 +2734,7 @@ async def _sso_return_to_redirect(
     jwt_token: str,
     redis_usage_cache,
     user_api_key_cache,
+    request: Request,
 ) -> RedirectResponse | None:
     """Resolve the post-SSO redirect for a ``return_to``, or None to fall through to the dashboard.
 
@@ -2759,7 +2753,7 @@ async def _sso_return_to_redirect(
 
     if _is_same_origin_return_path(return_to):
         redirect_response = RedirectResponse(url=return_to, status_code=303)
-        redirect_response.set_cookie(key="token", value=jwt_token)
+        set_session_token_cookie(redirect_response, request, jwt_token)
         redirect_response.delete_cookie("litellm_cp_return_to")
         return redirect_response
 
@@ -2782,7 +2776,25 @@ async def _sso_return_to_redirect(
     return None
 
 
-def _persist_return_to_cookie(response: Response, return_to: str | None) -> None:
+def set_session_token_cookie(response: Response, request: Request, jwt_token: str) -> None:
+    """Set the ``token`` session cookie shared by every sign-in path.
+
+    Not HttpOnly: the dashboard reads this cookie via ``document.cookie`` to
+    populate its own Authorization headers (see
+    ``ui/litellm-dashboard/src/utils/cookieUtils.ts``), so marking it
+    HttpOnly would break login. Secure is still required whenever the public
+    origin is HTTPS, resolved the same trust-aware way as every other
+    litellm cookie."""
+    response.set_cookie(
+        key="token",
+        value=jwt_token,
+        secure=IPAddressUtils.is_request_https(request),
+        httponly=False,
+        samesite="lax",
+    )
+
+
+def _persist_return_to_cookie(response: Response, return_to: str | None, request: Request) -> None:
     """Best-effort: persist a SAFE ``return_to`` on ``response`` as the one-shot ``litellm_cp_return_to``
     cookie so ANY sign-in path — SSO / Okta / generic OR the username/password form — can resume there
     afterwards. THIS is the single source of truth, called by every sign-in branch so they cannot
@@ -2803,6 +2815,7 @@ def _persist_return_to_cookie(response: Response, return_to: str | None) -> None
             max_age=600,
             httponly=True,
             samesite="lax",
+            secure=IPAddressUtils.is_request_https(request),
         )
 
 
@@ -3079,8 +3092,11 @@ class SSOAuthenticationHandler:
                     # incoming request is HTTP (local dev).  Without
                     # ``Secure`` the cookie is sent over plain HTTP,
                     # letting a network observer read and replay the
-                    # state value and bypass this protection.
-                    secure_flag: Final = request is None or request.url.scheme == "https"
+                    # state value and bypass this protection. Trust-aware:
+                    # honors PROXY_BASE_URL / a trusted reverse proxy's
+                    # X-Forwarded-Proto instead of only the literal scheme
+                    # litellm sees on the wire.
+                    secure_flag: Final = request is None or IPAddressUtils.is_request_https(request)
                     redirect_response.set_cookie(
                         key="litellm_oauth_state",
                         value=state_value,
@@ -3628,6 +3644,7 @@ class SSOAuthenticationHandler:
             jwt_token=jwt_token,
             redis_usage_cache=redis_usage_cache,
             user_api_key_cache=user_api_key_cache,
+            request=request,
         )
         if return_to_redirect is not None:
             return return_to_redirect
@@ -3636,7 +3653,7 @@ class SSOAuthenticationHandler:
             litellm_dashboard_ui += "?login=success"
         verbose_proxy_logger.info("Redirecting to %s", litellm_dashboard_ui)
         redirect_response: Final = RedirectResponse(url=litellm_dashboard_ui, status_code=303)
-        redirect_response.set_cookie(key="token", value=jwt_token)
+        set_session_token_cookie(redirect_response, request, jwt_token)
         return redirect_response
 
     @staticmethod
@@ -4287,14 +4304,7 @@ class MicrosoftSSOHandler:
         listed first. Roles the hierarchy does not rank (org_admin, team, customer)
         resolve by name to stay deterministic
         """
-        resolved: Final = frozenset(
-            role for role in (get_litellm_user_role(role_str) for role_str in app_roles or ()) if role is not None
-        )
-        if not resolved:
-            return None
-
-        ranked: Final = next((role for role in LITELLM_USER_ROLE_HIERARCHY if role in resolved), None)
-        return ranked if ranked is not None else min(resolved, key=lambda role: role.value)
+        return get_litellm_user_role(tuple(app_roles or ()))
 
     @staticmethod
     def get_app_roles_from_id_token(id_token: str | None) -> list[str]:
diff --git a/litellm/proxy/management_endpoints/usage_endpoints/ai_usage_chat.py b/litellm/proxy/management_endpoints/usage_endpoints/ai_usage_chat.py
index 9d5ddda017a..7ef496f94e3 100644
--- a/litellm/proxy/management_endpoints/usage_endpoints/ai_usage_chat.py
+++ b/litellm/proxy/management_endpoints/usage_endpoints/ai_usage_chat.py
@@ -4,7 +4,7 @@ usage/spend data by querying the aggregated daily activity endpoints.
 """
 
 import json
-from collections.abc import AsyncIterator, Awaitable, Callable, Mapping, Sequence
+from collections.abc import AsyncGenerator, AsyncIterator, Awaitable, Callable, Mapping, Sequence
 from datetime import date
 from typing import Any, Final, Literal, Protocol, cast, overload
 
@@ -543,7 +543,7 @@ async def stream_usage_ai_chat(
     model: str | None = None,
     user_id: str | None = None,
     is_admin: bool = False,
-) -> AsyncIterator[str]:
+) -> AsyncGenerator[str, None]:
     """Stream SSE events: status → tool_call → chunk → done."""
     resolved_model: Final = (model or "").strip() or DEFAULT_COMPETITOR_DISCOVERY_MODEL
     truncated: Final = messages[-MAX_CHAT_MESSAGES:] if len(messages) > MAX_CHAT_MESSAGES else messages
diff --git a/litellm/proxy/management_endpoints/usage_endpoints/endpoints.py b/litellm/proxy/management_endpoints/usage_endpoints/endpoints.py
index b7b0ae2d8e5..d1e92d0c7e4 100644
--- a/litellm/proxy/management_endpoints/usage_endpoints/endpoints.py
+++ b/litellm/proxy/management_endpoints/usage_endpoints/endpoints.py
@@ -10,8 +10,13 @@ from fastapi import APIRouter, Depends, Request
 from fastapi.responses import StreamingResponse
 from pydantic import BaseModel, Field
 
+import litellm
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.common_utils.sse_keepalive import (
+    SSE_COMMENT_PING,
+    wrap_sse_stream_with_keepalive_pings,
+)
 
 router: Final = APIRouter()
 
@@ -56,11 +61,15 @@ async def usage_ai_chat(
     messages: Final = [{"role": m.role, "content": m.content} for m in data.messages]
 
     return StreamingResponse(
-        stream_usage_ai_chat(
-            messages=messages,
-            model=data.model,
-            user_id=user_id,
-            is_admin=is_admin,
+        wrap_sse_stream_with_keepalive_pings(
+            stream_usage_ai_chat(
+                messages=messages,
+                model=data.model,
+                user_id=user_id,
+                is_admin=is_admin,
+            ),
+            ping_interval_seconds=litellm.sse_keepalive_ping_interval_seconds,
+            ping_chunk=SSE_COMMENT_PING,
         ),
         media_type="text/event-stream",
         headers={"Cache-Control": "no-cache", "X-Accel-Buffering": "no"},
diff --git a/litellm/proxy/management_helpers/access_group_key_sync.py b/litellm/proxy/management_helpers/access_group_key_sync.py
index 5d43cb29978..c9f93fae0d9 100644
--- a/litellm/proxy/management_helpers/access_group_key_sync.py
+++ b/litellm/proxy/management_helpers/access_group_key_sync.py
@@ -38,6 +38,7 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.auth_checks import (
     _delete_cache_access_object,  # pyright: ignore[reportPrivateUsage]  # the access-group endpoints reach for this same cache primitive
 )
+from litellm.proxy.db.routing_prisma_wrapper import WriterPinnedClient
 from litellm.repositories.table_repositories import AccessGroupRepository
 
 
@@ -72,8 +73,9 @@ _REPOINT_KEY_SQL: Final = (
 
 
 def _raw_executor(prisma_client: object) -> _RawExecutor:
-    """Narrow the untyped Prisma client down to the raw-query call this module makes."""
-    return AccessGroupRepository(prisma_client).prisma_client.db  # pyright: ignore[reportAny]  # untyped Prisma client
+    """Narrow the untyped Prisma client down to the raw-query call this module makes, pinned to the writer."""
+    db: Final = AccessGroupRepository(prisma_client).prisma_client.db  # pyright: ignore[reportAny]  # untyped Prisma client
+    return WriterPinnedClient(db).db  # pyright: ignore[reportAny, reportReturnType]  # untyped Prisma client behind the pin
 
 
 async def _invalidate_access_group_cache(access_group_id: str) -> None:
diff --git a/litellm/proxy/management_helpers/access_group_model_sync.py b/litellm/proxy/management_helpers/access_group_model_sync.py
new file mode 100644
index 00000000000..b9d81f2981f
--- /dev/null
+++ b/litellm/proxy/management_helpers/access_group_model_sync.py
@@ -0,0 +1,119 @@
+"""
+Keep `litellm_accessgrouptable.access_model_names` pointing at deployment names that still exist.
+
+Unified access groups store model names, not ids, so a deployment rename or delete that leaves
+the arrays alone strands every group on a name nothing serves any more.
+"""
+
+from collections.abc import Sequence
+from typing import Final, Protocol
+
+from pydantic import BaseModel
+
+from litellm.proxy.db.routing_prisma_wrapper import WriterPinnedClient
+from litellm.proxy.management_helpers.access_group_team_sync import invalidate_access_group_caches
+from litellm.repositories.table_repositories import AccessGroupRepository
+from litellm.router import Router
+
+
+class _TouchedGroupRow(BaseModel):
+    access_group_id: str
+
+
+class _DeploymentCountRow(BaseModel):
+    deployment_count: int
+
+
+class _RawExecutor(Protocol):
+    async def query_raw(self, query: str, *args: str) -> Sequence[object]: ...
+
+
+_BACKING_DEPLOYMENTS_SQL: Final = (
+    'SELECT COUNT(*)::int AS deployment_count FROM "LiteLLM_ProxyModelTable" WHERE "model_name" = $1'
+)
+
+_REPLACE_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_replace(array_remove("access_model_names", $2), $1, $2) '
+    'WHERE $1 = ANY("access_model_names") '
+    'RETURNING "access_group_id"'
+)
+
+_APPEND_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_append("access_model_names", $2) '
+    'WHERE $1 = ANY("access_model_names") AND NOT ($2 = ANY("access_model_names")) '
+    'RETURNING "access_group_id"'
+)
+
+_REMOVE_MODEL_NAME_SQL: Final = (
+    'UPDATE "LiteLLM_AccessGroupTable" '
+    'SET "access_model_names" = array_remove("access_model_names", $1) '
+    'WHERE $1 = ANY("access_model_names") '
+    'RETURNING "access_group_id"'
+)
+
+
+def _raw_executor(prisma_client: object) -> _RawExecutor:
+    db: Final = AccessGroupRepository(prisma_client).prisma_client.db  # pyright: ignore[reportAny]  # untyped Prisma client
+    return WriterPinnedClient(db).db  # pyright: ignore[reportAny, reportReturnType]  # untyped Prisma client behind the pin
+
+
+def _config_sourced_sibling(llm_router: Router, deployment_id: str, model_id: str) -> bool:
+    if deployment_id == model_id:
+        return False
+    deployment: Final = llm_router.get_deployment(model_id=deployment_id)
+    return deployment is not None and not deployment.model_info.db_model
+
+
+def _served_by_a_config_deployment(llm_router: Router | None, model_name: str, model_id: str) -> bool:
+    if llm_router is None:
+        return False
+    return any(
+        _config_sourced_sibling(llm_router, deployment_id, model_id)
+        for deployment_id in llm_router.get_model_ids(model_name=model_name)
+    )
+
+
+async def _still_backed(executor: _RawExecutor, llm_router: Router | None, model_name: str, model_id: str) -> bool:
+    if _served_by_a_config_deployment(llm_router, model_name, model_id):
+        return True
+    count_rows: Final = await executor.query_raw(_BACKING_DEPLOYMENTS_SQL, model_name)
+    return any(_DeploymentCountRow.model_validate(row).deployment_count > 0 for row in count_rows)
+
+
+async def _rewrite_groups(executor: _RawExecutor, sql: str, *names: str) -> None:
+    touched_rows: Final = await executor.query_raw(sql, *names)
+    await invalidate_access_group_caches(
+        tuple(_TouchedGroupRow.model_validate(row).access_group_id for row in touched_rows)
+    )
+
+
+async def sync_access_groups_for_renamed_model(
+    prisma_client: object,
+    *,
+    model_id: str,
+    old_name: str,
+    new_name: str,
+    llm_router: Router | None,
+) -> None:
+    if old_name == new_name:
+        return
+    executor: Final = _raw_executor(prisma_client)
+    old_name_still_backed: Final = await _still_backed(executor, llm_router, old_name, model_id)
+    await _rewrite_groups(
+        executor, _APPEND_MODEL_NAME_SQL if old_name_still_backed else _REPLACE_MODEL_NAME_SQL, old_name, new_name
+    )
+
+
+async def sync_access_groups_for_deleted_model(
+    prisma_client: object,
+    *,
+    model_id: str,
+    model_name: str,
+    llm_router: Router | None,
+) -> None:
+    executor: Final = _raw_executor(prisma_client)
+    if await _still_backed(executor, llm_router, model_name, model_id):
+        return
+    await _rewrite_groups(executor, _REMOVE_MODEL_NAME_SQL, model_name)
diff --git a/litellm/proxy/memory/memory_endpoints.py b/litellm/proxy/memory/memory_endpoints.py
index 98c5fdd198c..d8f72d200c7 100644
--- a/litellm/proxy/memory/memory_endpoints.py
+++ b/litellm/proxy/memory/memory_endpoints.py
@@ -22,6 +22,7 @@ from collections.abc import Mapping
 from typing import TYPE_CHECKING, Final
 
 from fastapi import APIRouter, Depends, HTTPException, Query
+from typing_extensions import ReadOnly, TypedDict
 
 from litellm._logging import verbose_proxy_logger
 from litellm.proxy._types import (
@@ -91,6 +92,36 @@ def _visibility_filter(user_api_key_dict: UserAPIKeyAuth) -> Mapping[str, object
     return {"OR": ors}
 
 
+class _StartsWith(TypedDict):
+    startsWith: ReadOnly[str]
+
+
+class _MemoryKeyWhere(TypedDict):
+    key: ReadOnly[str | _StartsWith]
+
+
+class _MemoryIdWhere(TypedDict):
+    memory_id: ReadOnly[str]
+
+
+class _MemorySearchWhere(TypedDict):
+    OR: ReadOnly[tuple[_MemoryKeyWhere, _MemoryIdWhere]]
+
+
+def _key_filter(search: str | None, key_prefix: str | None, key: str | None) -> Mapping[str, object] | None:
+    """`search` matches a key prefix or an exact memory_id; otherwise `key_prefix` wins over `key`."""
+    if search is not None:
+        search_where: Final[_MemorySearchWhere] = {"OR": ({"key": {"startsWith": search}}, {"memory_id": search})}
+        return search_where
+    if key_prefix is not None:
+        prefix_where: Final[_MemoryKeyWhere] = {"key": {"startsWith": key_prefix}}
+        return prefix_where
+    if key is not None:
+        exact_where: Final[_MemoryKeyWhere] = {"key": key}
+        return exact_where
+    return None
+
+
 def _row_to_model(row: "prisma_models.LiteLLM_MemoryTable") -> LiteLLM_MemoryRow:
     return LiteLLM_MemoryRow(
         memory_id=row.memory_id,
@@ -326,6 +357,13 @@ async def list_memory(
             "Mutually exclusive with `key`; if both are provided, `key_prefix` wins."
         ),
     ),
+    search: str | None = Query(
+        None,
+        description=(
+            "Match entries whose key starts with this value or whose memory_id equals it. "
+            "Takes precedence over `key_prefix` and `key` when provided."
+        ),
+    ),
     page: int = Query(1, ge=1),
     page_size: int = Query(50, ge=1, le=500),
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
@@ -333,22 +371,16 @@ async def list_memory(
     """List memory entries visible to the caller."""
     prisma_client: Final = _require_prisma()
 
-    # Build the key filter first (prefix wins if both `key` and `key_prefix`
-    # are passed). Then AND it with the visibility filter via an explicit
-    # top-level "AND" — safer than `dict.update` since future visibility
-    # filters could grow an "OR" key that would clobber this one if merged
-    # by key.
-    key_filter: Final[dict[str, object]] = {}
-    if key_prefix is not None:
-        key_filter["key"] = {"startsWith": key_prefix}
-    elif key is not None:
-        key_filter["key"] = key
+    # AND the key filter with the visibility filter via an explicit top-level
+    # "AND": both sides can carry an "OR" key (`search`, non-admin visibility),
+    # so merging them by key would let one clobber the other and leak rows.
+    key_filter: Final = _key_filter(search=search, key_prefix=key_prefix, key=key)
 
     vis: Final = _visibility_filter(user_api_key_dict)
-    where: Mapping[str, object]
+    where: Mapping[str, object] | None
     if vis is None:
         where = key_filter
-    elif not key_filter:
+    elif key_filter is None:
         where = vis
     else:
         where = {"AND": [key_filter, vis]}
diff --git a/litellm/proxy/middleware/admission_control_middleware.py b/litellm/proxy/middleware/admission_control_middleware.py
new file mode 100644
index 00000000000..aa62ef9e3bf
--- /dev/null
+++ b/litellm/proxy/middleware/admission_control_middleware.py
@@ -0,0 +1,315 @@
+import asyncio
+import os
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass
+from functools import lru_cache
+from typing import Annotated, Final, Protocol, TypeAlias, runtime_checkable
+
+from pydantic import Field, TypeAdapter, ValidationError
+from starlette.responses import JSONResponse
+from starlette.types import ASGIApp, Receive, Scope, Send
+
+from litellm._logging import verbose_proxy_logger
+
+_EXEMPT_PATHS: Final[frozenset[str]] = frozenset(
+    {
+        "/health/liveliness",
+        "/health/liveness",
+        "/health/readiness",
+        "/health/readiness/details",
+        "/health/backlog",
+        "/health/drain",
+        "/metrics",
+        "/metrics/",
+    }
+)
+
+
+@dataclass(frozen=True, slots=True)
+class AdmissionControlSettings:
+    max_in_flight_requests: int
+    max_queued_requests: int
+    queue_timeout_seconds: float
+
+
+AdmissionControlSettingsGetter: TypeAlias = Callable[[], AdmissionControlSettings | None]  # mutable-ok: Callable params
+
+
+@dataclass(frozen=True, slots=True)
+class AdmissionControlStats:
+    admitted: int
+    queued: int
+    rejected_total: int
+
+
+@runtime_checkable
+class _Gauge(Protocol):
+    def inc(self, amount: float = 1) -> None: ...
+
+    def dec(self, amount: float = 1) -> None: ...
+
+
+@runtime_checkable
+class _CounterChild(Protocol):
+    def inc(self, amount: float = 1) -> None: ...
+
+
+@runtime_checkable
+class _Counter(Protocol):
+    def labels(self, reason: str) -> _CounterChild: ...
+
+
+@dataclass(frozen=True, slots=True)
+class AdmissionControlMetrics:
+    admitted_gauge: _Gauge
+    queued_gauge: _Gauge
+    rejected_counter: _Counter
+
+
+AdmissionControlMetricsFactory: TypeAlias = Callable[[], AdmissionControlMetrics | None]  # mutable-ok: Callable params
+
+
+class AdmissionControlState:
+    """Per-process admission counters and the in-flight semaphore shared by one worker's requests."""
+
+    def __init__(self, metrics_factory: AdmissionControlMetricsFactory) -> None:
+        self._metrics_factory = metrics_factory
+        self._metrics: AdmissionControlMetrics | None = None
+        self._metrics_init_attempted = False
+        self._admitted = 0
+        self._queued = 0
+        self._rejected_total = 0
+        self._semaphore: asyncio.Semaphore | None = None
+        self._semaphore_loop: asyncio.AbstractEventLoop | None = None
+
+    def get_stats(self) -> AdmissionControlStats:
+        return AdmissionControlStats(
+            admitted=self._admitted,
+            queued=self._queued,
+            rejected_total=self._rejected_total,
+        )
+
+    def get_semaphore(self, max_in_flight_requests: int) -> asyncio.Semaphore:
+        loop: Final = asyncio.get_running_loop()
+        if self._semaphore_loop is not loop:
+            self._semaphore = asyncio.Semaphore(max_in_flight_requests)
+            self._semaphore_loop = loop
+        semaphore: Final = self._semaphore
+        if semaphore is None:
+            raise RuntimeError("Admission control semaphore was not initialized")
+        return semaphore
+
+    def record_admission(self) -> None:
+        self._admitted += 1
+        metrics: Final = self._get_metrics()
+        if metrics is not None:
+            metrics.admitted_gauge.inc()
+
+    def record_release(self) -> None:
+        self._admitted -= 1
+        metrics: Final = self._get_metrics()
+        if metrics is not None:
+            metrics.admitted_gauge.dec()
+
+    def record_queue(self) -> None:
+        self._queued += 1
+        metrics: Final = self._get_metrics()
+        if metrics is not None:
+            metrics.queued_gauge.inc()
+
+    def record_dequeue(self) -> None:
+        self._queued -= 1
+        metrics: Final = self._get_metrics()
+        if metrics is not None:
+            metrics.queued_gauge.dec()
+
+    def record_rejection(self, reason: str) -> None:
+        self._rejected_total += 1
+        metrics: Final = self._get_metrics()
+        if metrics is not None:
+            metrics.rejected_counter.labels(reason=reason).inc()
+
+    def _get_metrics(self) -> AdmissionControlMetrics | None:
+        if not self._metrics_init_attempted:
+            self._metrics_init_attempted = True
+            self._metrics = self._metrics_factory()
+        return self._metrics
+
+
+class AdmissionControlMiddleware:
+    def __init__(
+        self,
+        app: ASGIApp,
+        get_settings: AdmissionControlSettingsGetter,
+        state: AdmissionControlState,
+    ) -> None:
+        self.app = app
+        self.get_settings = get_settings
+        self.state = state
+
+    async def __call__(self, scope: Scope, receive: Receive, send: Send) -> None:
+        if scope["type"] != "http":
+            await self.app(scope, receive, send)
+            return
+
+        settings: Final = self.get_settings()
+        if settings is None or _get_route_path(scope) in _EXEMPT_PATHS:
+            await self.app(scope, receive, send)
+            return
+
+        state: Final = self.state
+        semaphore: Final = state.get_semaphore(settings.max_in_flight_requests)
+        if not semaphore.locked():
+            await semaphore.acquire()
+            state.record_admission()
+        elif state.get_stats().queued >= settings.max_queued_requests:
+            state.record_rejection("queue_full")
+            await _overloaded_response(state)(scope, receive, send)
+            return
+        else:
+            state.record_queue()
+            try:
+                await asyncio.wait_for(
+                    semaphore.acquire(),
+                    timeout=settings.queue_timeout_seconds,
+                )
+            except asyncio.TimeoutError:
+                state.record_dequeue()
+                state.record_rejection("queue_timeout")
+                await _overloaded_response(state)(scope, receive, send)
+                return
+            except asyncio.CancelledError:
+                state.record_dequeue()
+                raise
+            state.record_dequeue()
+            state.record_admission()
+
+        try:
+            await self.app(scope, receive, send)
+        finally:
+            semaphore.release()
+            state.record_release()
+
+
+def _get_route_path(scope: Scope) -> str:
+    """Strip the ASGI root_path (SERVER_ROOT_PATH) the same way Starlette does before route matching."""
+    path: Final[str] = scope["path"]
+    root_path: Final[str] = scope.get("root_path", "")
+    if not root_path or not path.startswith(root_path):
+        return path
+    if path == root_path:
+        return ""
+    if path[len(root_path)] == "/":
+        return path[len(root_path) :]
+    return path
+
+
+def _create_gauge(gauge_type: Callable[..., object], name: str, description: str) -> _Gauge:
+    metric: Final = (
+        gauge_type(name, description, multiprocess_mode="livesum")
+        if "PROMETHEUS_MULTIPROC_DIR" in os.environ
+        else gauge_type(name, description)
+    )
+    if not isinstance(metric, _Gauge):
+        raise TypeError("Admission gauge has an unexpected type")
+    return metric
+
+
+def create_prometheus_admission_metrics() -> AdmissionControlMetrics | None:
+    try:
+        from prometheus_client import Counter, Gauge
+
+        return AdmissionControlMetrics(
+            admitted_gauge=_create_gauge(
+                Gauge,
+                "litellm_admission_admitted_requests",
+                "Number of requests admitted by this worker",
+            ),
+            queued_gauge=_create_gauge(
+                Gauge,
+                "litellm_admission_queued_requests",
+                "Number of requests queued by this worker",
+            ),
+            rejected_counter=Counter(  # mutable-ok: Prometheus requires runtime Counter construction
+                "litellm_admission_rejected_requests_total",
+                "Number of requests rejected by this worker",
+                labelnames=("reason",),
+            ),
+        )
+    except (ImportError, ValueError):
+        return None
+
+
+admission_control_state: Final = AdmissionControlState(create_prometheus_admission_metrics)
+
+
+def get_admission_control_stats() -> AdmissionControlStats:
+    return admission_control_state.get_stats()
+
+
+_PositiveInt: TypeAlias = Annotated[int, Field(gt=0)]
+_NonNegativeInt: TypeAlias = Annotated[int, Field(ge=0)]
+_PositiveFloat: TypeAlias = Annotated[float, Field(gt=0)]
+_AdmissionControlRaw: TypeAlias = int | float | str | None
+
+
+def _hashable(value: object) -> _AdmissionControlRaw:
+    return value if value is None or isinstance(value, (int, float, str)) else repr(value)
+
+
+_POSITIVE_INT_ADAPTER: Final[TypeAdapter[int]] = TypeAdapter(_PositiveInt)
+_NON_NEGATIVE_INT_ADAPTER: Final[TypeAdapter[int]] = TypeAdapter(_NonNegativeInt)
+_POSITIVE_FLOAT_ADAPTER: Final[TypeAdapter[float]] = TypeAdapter(_PositiveFloat)
+
+
+@lru_cache(maxsize=16)
+def _parse_admission_control_settings(
+    max_in_flight_raw: _AdmissionControlRaw,
+    max_queued_raw: _AdmissionControlRaw,
+    queue_timeout_raw: _AdmissionControlRaw,
+) -> AdmissionControlSettings | None:
+    try:
+        max_in_flight: Final = _POSITIVE_INT_ADAPTER.validate_python(max_in_flight_raw)
+        max_queued: Final = (
+            max_in_flight if max_queued_raw is None else _NON_NEGATIVE_INT_ADAPTER.validate_python(max_queued_raw)
+        )
+        queue_timeout: Final = _POSITIVE_FLOAT_ADAPTER.validate_python(queue_timeout_raw)
+    except ValidationError as exc:
+        verbose_proxy_logger.error(
+            "Ignoring invalid admission control settings, per-worker admission control is disabled: %s",
+            exc,
+        )
+        return None
+    return AdmissionControlSettings(
+        max_in_flight_requests=max_in_flight,
+        max_queued_requests=max_queued,
+        queue_timeout_seconds=queue_timeout,
+    )
+
+
+def get_admission_control_settings(settings: Mapping[str, object]) -> AdmissionControlSettings | None:
+    max_in_flight_raw: Final = settings.get("max_in_flight_requests_per_worker")
+    if max_in_flight_raw is None:
+        return None
+    return _parse_admission_control_settings(
+        _hashable(max_in_flight_raw),
+        _hashable(settings.get("max_queued_requests_per_worker")),
+        _hashable(settings.get("admission_queue_timeout_seconds", 1.0)),
+    )
+
+
+def _overloaded_response(state: AdmissionControlState) -> JSONResponse:
+    stats: Final = state.get_stats()
+    return JSONResponse(
+        status_code=503,
+        headers={"retry-after": "1"},  # mutable-ok: Starlette expects a plain headers mapping
+        content={  # mutable-ok: Starlette serializes a plain response mapping
+            "error": {  # mutable-ok: nested response mapping
+                "message": (
+                    f"Worker at capacity: {stats.admitted} in-flight, {stats.queued} queued requests. Retry later."
+                ),
+                "type": "overloaded_error",
+                "code": "503",
+            }
+        },
+    )
diff --git a/litellm/proxy/openai_files_endpoints/batch_file_validation.py b/litellm/proxy/openai_files_endpoints/batch_file_validation.py
index 0aee5e8cc54..a41bd36d510 100644
--- a/litellm/proxy/openai_files_endpoints/batch_file_validation.py
+++ b/litellm/proxy/openai_files_endpoints/batch_file_validation.py
@@ -2,7 +2,9 @@ import json
 from collections.abc import Iterator
 from dataclasses import dataclass
 from itertools import chain
-from typing import BinaryIO, Final, NoReturn, assert_never
+from typing import BinaryIO, Final, NoReturn
+
+from typing_extensions import assert_never
 
 from litellm.proxy._types import ProxyException
 
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index 9bc90260de1..bf07f4748ef 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -70,6 +70,15 @@ from litellm.proxy.openai_files_endpoints.common_utils import (
     validate_managed_files_requirement,
     validate_managed_id_requirement,
 )
+from litellm.proxy.openai_files_endpoints.general_upload_validation import (
+    MB,
+    check_blocked_extension,
+    check_unsafe_filename,
+    check_upload_file_size,
+    coerce_optional_int_setting,
+    coerce_optional_str_list_setting,
+    raise_upload_validation_failure,
+)
 from litellm.proxy.utils import ProxyLogging, is_known_model
 from litellm.repositories.table_repositories import ManagedFileRepository
 from litellm.router import Router
@@ -397,13 +406,23 @@ async def create_file(
     # descriptor and its disk blocks until the collector runs.
     spools: Final[list[BinaryIO]] = []  # mutable-ok: filled as the scan opens handles
     try:
+        unsafe_filename_failure: Final = check_unsafe_filename(file.filename)
+        if unsafe_filename_failure is not None:
+            raise_upload_validation_failure(unsafe_filename_failure)
+
+        max_file_size_mb: Final = coerce_optional_int_setting(general_settings.get("max_file_size_mb"))
+
         # Batch uploads can be gigabytes. Starlette has already spooled the upload
         # to disk, so stream from that handle instead of reading it into memory.
-        # Other uploads are small and stay in-memory bytes.
+        # Other uploads stay in-memory bytes, bounded to max_file_size_mb (plus one
+        # byte, to still tell "exactly at the limit" from "over it") when it is set,
+        # so an oversized upload cannot be read to completion before it is rejected.
         file_source: bytes | BinaryIO
         if purpose == "batch":
             await file.seek(0)
             file_source = file.file
+        elif max_file_size_mb is not None and max_file_size_mb > 0:
+            file_source = await file.read(max_file_size_mb * MB + 1)
         else:
             file_source = await file.read()
         custom_llm_provider = (
@@ -442,6 +461,15 @@ async def create_file(
         # Cast purpose to OpenAIFilesPurpose type
         purpose = cast(OpenAIFilesPurpose, purpose)
 
+        general_size_failure: Final = check_upload_file_size(file_source, max_file_size_mb)
+        if general_size_failure is not None:
+            raise_upload_validation_failure(general_size_failure)
+
+        blocked_extensions: Final = coerce_optional_str_list_setting(general_settings.get("blocked_file_extensions"))
+        blocked_extension_failure: Final = check_blocked_extension(file.filename, blocked_extensions)
+        if blocked_extension_failure is not None:
+            raise_upload_validation_failure(blocked_extension_failure)
+
         if purpose == "batch":
             batch_file_failure: Final = await asyncio.to_thread(
                 check_batch_file_upload,
diff --git a/litellm/proxy/openai_files_endpoints/general_upload_validation.py b/litellm/proxy/openai_files_endpoints/general_upload_validation.py
new file mode 100644
index 00000000000..8c59a520272
--- /dev/null
+++ b/litellm/proxy/openai_files_endpoints/general_upload_validation.py
@@ -0,0 +1,152 @@
+"""
+Upload validation applied to every purpose at POST /v1/files.
+
+batch_file_validation.py checks the JSONL shape of purpose="batch" uploads; this
+module applies the same fast-fail-before-forwarding shape (size cap, blocked
+extensions, path-traversal filenames) regardless of purpose.
+"""
+
+from dataclasses import dataclass
+from pathlib import Path
+from typing import BinaryIO, Final, NoReturn
+
+from typing_extensions import assert_never
+
+from litellm.proxy._types import ProxyException
+from litellm.proxy.common_utils.path_utils import safe_filename
+
+MB: Final = 1024 * 1024
+
+
+def coerce_optional_int_setting(raw: object) -> int | None:
+    """A general_settings value declared as an optional integer, e.g. max_file_size_mb.
+
+    bool is an int subclass, so an explicit isinstance(raw, bool) exclusion is needed
+    or a YAML `true`/`false` would silently pass as 1/0.
+    """
+    if raw is None:
+        return None
+    if isinstance(raw, int) and not isinstance(raw, bool):
+        return raw
+    raise TypeError(f"expected an integer, got {raw!r}")
+
+
+def coerce_optional_str_list_setting(raw: object) -> tuple[str, ...]:
+    """A general_settings value declared as an optional list of strings, e.g. blocked_file_extensions."""
+    if raw is None:
+        return ()
+    if not isinstance(raw, list) or not all(isinstance(item, str) for item in raw):
+        raise TypeError(f"expected a list of strings, got {raw!r}")
+    return tuple(raw)
+
+
+@dataclass(frozen=True, slots=True)
+class UploadedFileTooLarge:
+    size_bytes: int
+    limit_mb: int
+
+
+@dataclass(frozen=True, slots=True)
+class UploadedFileBlockedExtension:
+    extension: str
+
+
+@dataclass(frozen=True, slots=True)
+class UploadedFileUnsafeFilename:
+    filename: str
+
+
+UploadValidationFailure = UploadedFileTooLarge | UploadedFileBlockedExtension | UploadedFileUnsafeFilename
+
+
+def _file_size_bytes(file_source: bytes | BinaryIO) -> int:
+    if isinstance(file_source, bytes):
+        return len(file_source)
+    original_position: Final = file_source.tell()
+    file_source.seek(0, 2)
+    size: Final = file_source.tell()
+    file_source.seek(original_position)
+    return size
+
+
+def check_upload_file_size(
+    file_source: bytes | BinaryIO,
+    max_file_size_mb: int | None,
+) -> UploadedFileTooLarge | None:
+    if max_file_size_mb is None or max_file_size_mb <= 0:
+        return None
+    size_bytes: Final = _file_size_bytes(file_source)
+    if size_bytes > max_file_size_mb * MB:
+        return UploadedFileTooLarge(size_bytes=size_bytes, limit_mb=max_file_size_mb)
+    return None
+
+
+def check_blocked_extension(
+    filename: str | None,
+    blocked_extensions: tuple[str, ...],
+) -> UploadedFileBlockedExtension | None:
+    if not blocked_extensions or not filename:
+        return None
+    try:
+        extension: Final = Path(safe_filename(filename)).suffix.lower()
+    except ValueError:
+        return None
+    # The uploaded name's extension is normalized above; blocked_extensions comes
+    # straight from config.yaml or the DB and is normalized here too, so a
+    # differently-cased entry (".EXE") still catches a lowercase upload.
+    normalized_blocked: Final = frozenset(item.lower() for item in blocked_extensions)
+    if extension and extension in normalized_blocked:
+        return UploadedFileBlockedExtension(extension=extension)
+    return None
+
+
+def check_unsafe_filename(filename: str | None) -> UploadedFileUnsafeFilename | None:
+    """Reject a filename before it can influence any storage path or backend call.
+
+    Only flags a genuine traversal component ("..") or a null byte, so an ordinary
+    name like "report.v2.pdf" or ".env" is never rejected.
+    """
+    if not filename:
+        return None
+    if "\x00" in filename:
+        return UploadedFileUnsafeFilename(filename=filename)
+    normalized: Final = filename.replace("\\", "/")
+    if any(part == ".." for part in normalized.split("/")):
+        return UploadedFileUnsafeFilename(filename=filename)
+    return None
+
+
+def raise_upload_validation_failure(failure: UploadValidationFailure) -> NoReturn:
+    match failure:
+        case UploadedFileTooLarge(size_bytes=size_bytes, limit_mb=limit_mb):
+            raise ProxyException(
+                message=(
+                    f"Uploaded file exceeds the configured max_file_size_mb of {limit_mb} MB "
+                    f"(read stopped at {size_bytes / MB:.1f} MB). The file was not forwarded to the provider."
+                ),
+                type="invalid_request_error",
+                param="file",
+                code=413,
+            )
+        case UploadedFileBlockedExtension(extension=extension):
+            raise ProxyException(
+                message=(
+                    f"File extension '{extension}' is blocked by this proxy's blocked_file_extensions "
+                    "setting. The file was not forwarded to the provider."
+                ),
+                type="invalid_request_error",
+                param="file",
+                code=400,
+            )
+        case UploadedFileUnsafeFilename(filename=filename):
+            raise ProxyException(
+                message=(
+                    f"Filename '{filename}' is not allowed: directory traversal sequences are not "
+                    "permitted in uploaded file names. The file was not forwarded to the provider."
+                ),
+                type="invalid_request_error",
+                param="file",
+                code=400,
+            )
+        case _:
+            assert_never(failure)
diff --git a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
index 78d8ce296b8..6b1d6405a6a 100644
--- a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
@@ -9,10 +9,11 @@ Use litellm with Anthropic SDK, Vertex AI SDK, Cohere SDK, etc.
 from __future__ import annotations
 
 import hmac
+import inspect
 import json
 import os
 import re
-from collections.abc import Callable, Mapping
+from collections.abc import AsyncGenerator, Callable, Mapping
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Annotated, Final, cast
 
@@ -32,6 +33,7 @@ from litellm.litellm_core_utils.aws_partition import get_aws_dns_suffix
 from litellm.llms.anthropic.common_utils import AnthropicModelInfo
 from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
 from litellm.llms.vertex_ai.vertex_llm_base import VertexBase
+from litellm.passthrough.main import AsyncPassthroughStreamingResponse
 from litellm.proxy._types import *
 from litellm.proxy.auth.handle_jwt import JWTHandler
 from litellm.proxy.auth.route_checks import RouteChecks
@@ -40,6 +42,7 @@ from litellm.proxy.auth.user_api_key_auth import (
     user_api_key_auth,
     user_api_key_auth_websocket,
 )
+from litellm.proxy.common_request_processing import open_sse_before_first_byte
 from litellm.proxy.common_utils.http_parsing_utils import (
     _read_request_body,
     _safe_get_request_headers,
@@ -47,6 +50,9 @@ from litellm.proxy.common_utils.http_parsing_utils import (
     get_form_data,
     get_request_body,
 )
+from litellm.proxy.common_utils.sse_keepalive import (
+    wrap_passthrough_sse_bytes_with_keepalive_pings,
+)
 from litellm.proxy.pass_through_endpoints.common_utils import get_litellm_virtual_key
 from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
     HttpPassThroughEndpointHelpers,
@@ -1478,6 +1484,74 @@ def is_azure_ai_search_service_level_index_create(method: str, endpoint: str) ->
     return path == "indexes" or path.endswith("/indexes")
 
 
+async def _relay_upstream_bytes(upstream: AsyncGenerator[bytes, bytes]) -> AsyncGenerator[bytes, None]:
+    try:
+        async for chunk in upstream:
+            yield chunk
+    finally:
+        await upstream.aclose()
+
+
+async def _relay_azure_router_model(
+    llm_router: litellm.Router,
+    model: str,
+    endpoint: str,
+    request: Request,
+    request_body: Mapping[str, object],
+    is_streaming_request: bool,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> Response:
+    result: Final = await llm_router.allm_passthrough_route(
+        model=model,
+        method=request.method,
+        endpoint=endpoint,
+        request_query_params=request.query_params,
+        request_headers=_safe_get_request_headers(request),
+        stream=is_streaming_request,
+        content=None,
+        data=None,
+        files=None,
+        json=(request_body if request.headers.get("content-type") == "application/json" else None),
+        params=None,
+        headers=None,
+        cookies=None,
+        litellm_metadata=get_passthrough_router_request_metadata(user_api_key_dict),
+    )
+
+    if not is_streaming_request:
+        upstream: Final = cast(httpx.Response, result)
+        return Response(
+            content=await upstream.aread(),
+            status_code=upstream.status_code,
+            headers=HttpPassThroughEndpointHelpers.get_response_headers(headers=upstream.headers, custom_headers=None),
+        )
+
+    if inspect.isasyncgen(result):
+        sse_headers: Final = {"content-type": "text/event-stream"}
+        return StreamingResponse(
+            content=wrap_passthrough_sse_bytes_with_keepalive_pings(
+                stream=_relay_upstream_bytes(result),
+                ping_interval_seconds=litellm.sse_keepalive_ping_interval_seconds,
+                upstream_headers=sse_headers,
+            ),
+            status_code=200,
+            headers=sse_headers,
+        )
+
+    upstream_stream: Final = cast(AsyncPassthroughStreamingResponse, result)
+    return StreamingResponse(
+        content=wrap_passthrough_sse_bytes_with_keepalive_pings(
+            stream=_relay_upstream_bytes(upstream_stream),
+            ping_interval_seconds=litellm.sse_keepalive_ping_interval_seconds,
+            upstream_headers=upstream_stream.headers,
+        ),
+        status_code=upstream_stream.status_code,
+        headers=HttpPassThroughEndpointHelpers.get_response_headers(
+            headers=upstream_stream.headers, custom_headers=None
+        ),
+    )
+
+
 @router.api_route(
     "/azure_ai/{endpoint:path}",
     methods=["GET", "POST", "PUT", "DELETE", "PATCH"],
@@ -1528,55 +1602,18 @@ async def azure_proxy_route(
             if is_router_model:
                 request_body = await get_request_body(request)
                 is_streaming_request = is_passthrough_request_streaming(request_body)
-                result = await llm_router.allm_passthrough_route(
-                    model=part,
-                    method=request.method,
-                    endpoint=endpoint,
-                    request_query_params=request.query_params,
-                    request_headers=_safe_get_request_headers(request),
-                    stream=is_streaming_request,
-                    content=None,
-                    data=None,
-                    files=None,
-                    json=(request_body if request.headers.get("content-type") == "application/json" else None),
-                    params=None,
-                    headers=None,
-                    cookies=None,
-                    litellm_metadata=get_passthrough_router_request_metadata(user_api_key_dict),
-                )
-
-                if is_streaming_request:
-                    # Check if result is an async generator (from _async_streaming)
-                    import inspect
-
-                    if inspect.isasyncgen(result):
-                        # Result is already an async generator, use it directly
-                        return StreamingResponse(
-                            content=result,
-                            status_code=200,
-                            headers={"content-type": "text/event-stream"},
-                        )
-                    else:
-                        # Result is an httpx.Response, use aiter_bytes()
-                        result = cast(httpx.Response, result)
-                        return StreamingResponse(
-                            content=result.aiter_bytes(),
-                            status_code=result.status_code,
-                            headers=HttpPassThroughEndpointHelpers.get_response_headers(
-                                headers=result.headers,
-                                custom_headers=None,
-                            ),
-                        )
-
-                # Non-streaming response
-                result = cast(httpx.Response, result)
-                content = await result.aread()
-                return Response(
-                    content=content,
-                    status_code=result.status_code,
-                    headers=HttpPassThroughEndpointHelpers.get_response_headers(
-                        headers=result.headers,
-                        custom_headers=None,
+                return await open_sse_before_first_byte(
+                    _relay_azure_router_model(
+                        llm_router=llm_router,
+                        model=part,
+                        endpoint=endpoint,
+                        request=request,
+                        request_body=request_body,
+                        is_streaming_request=is_streaming_request,
+                        user_api_key_dict=user_api_key_dict,
+                    ),
+                    ping_interval_seconds=(
+                        litellm.sse_keepalive_ping_interval_seconds if is_streaming_request else None
                     ),
                 )
             elif is_vector_store_index:
@@ -1659,6 +1696,12 @@ async def azure_proxy_route(
 
 from abc import ABC, abstractmethod
 
+_VERTEX_LOCATION_REQUIRED_DETAIL: Final = (
+    "No Vertex AI location for this request. Include /projects/<project>/locations/<location>/ in the "
+    "route, set vertex_location in default_vertex_config (or DEFAULT_VERTEXAI_LOCATION), or add the "
+    "model to model_list with use_in_pass_through: true."
+)
+
 
 class BaseVertexAIPassThroughHandler(ABC):
     @staticmethod
@@ -1666,29 +1709,18 @@ class BaseVertexAIPassThroughHandler(ABC):
     def get_default_base_target_url(vertex_location: str | None) -> str:
         pass
 
-    @staticmethod
-    @abstractmethod
-    def update_base_target_url_with_credential_location(base_target_url: str, vertex_location: str | None) -> str:
-        pass
-
 
 class VertexAIDiscoveryPassThroughHandler(BaseVertexAIPassThroughHandler):
     @staticmethod
     def get_default_base_target_url(vertex_location: str | None) -> str:
         return "https://discoveryengine.googleapis.com/"
 
-    @staticmethod
-    def update_base_target_url_with_credential_location(base_target_url: str, vertex_location: str | None) -> str:
-        return base_target_url
-
 
 class VertexAIPassThroughHandler(BaseVertexAIPassThroughHandler):
     @staticmethod
     def get_default_base_target_url(vertex_location: str | None) -> str:
-        return get_vertex_base_url(vertex_location)
-
-    @staticmethod
-    def update_base_target_url_with_credential_location(base_target_url: str, vertex_location: str | None) -> str:
+        if vertex_location is None:
+            raise HTTPException(status_code=400, detail=_VERTEX_LOCATION_REQUIRED_DETAIL)
         return get_vertex_base_url(vertex_location)
 
 
@@ -1730,8 +1762,18 @@ def get_vertex_ai_allowed_incoming_headers(request: Request) -> dict:
     return headers
 
 
+def _is_vertex_anthropic_count_tokens_route(endpoint: str) -> bool:
+    return endpoint.rsplit("/", 1)[-1].split(":", 1)[0] == "count-tokens"
+
+
+def _upstream_headers_for_vertex_route(endpoint: str, headers: Mapping[str, str]) -> Mapping[str, str]:
+    if not _is_vertex_anthropic_count_tokens_route(endpoint):
+        return headers
+    return MappingProxyType({name: value for name, value in headers.items() if name.lower() != "anthropic-beta"})
+
+
 def get_vertex_pass_through_handler(
-    call_type: Literal["discovery", "aiplatform"],  # noqa: UP037
+    call_type: Literal["discovery", "aiplatform"],  # noqa: UP037  # ruff reports quoted Literal values here
 ) -> BaseVertexAIPassThroughHandler:
     if call_type == "discovery":
         return VertexAIDiscoveryPassThroughHandler()
@@ -1901,10 +1943,8 @@ async def _prepare_vertex_auth_headers(
     router_credentials: LiteLLM_ManagedVectorStore | None,
     vertex_project: str | None,
     vertex_location: str | None,
-    base_target_url: str | None,
-    get_vertex_pass_through_handler: BaseVertexAIPassThroughHandler,
     user_api_key_dict: UserAPIKeyAuth,
-) -> tuple[Mapping[str, str], str | None, bool, str | None, str | None]:
+) -> tuple[Mapping[str, str], bool, str | None, str | None]:
     """
     Prepare authentication headers for Vertex AI pass-through requests.
 
@@ -1914,15 +1954,12 @@ async def _prepare_vertex_auth_headers(
         router_credentials: Optional vector store credentials from registry
         vertex_project: Vertex project ID
         vertex_location: Vertex location
-        base_target_url: Base URL for the Vertex AI service
-        get_vertex_pass_through_handler: Handler for the specific Vertex AI service
         user_api_key_dict: The caller's resolved authentication, so only the secret that
             authenticated them is stripped on the credential-less branch
 
     Returns:
         tuple containing:
             - headers: dict - Authentication headers to use
-            - base_target_url: str | None - Updated base target URL
             - headers_passed_through: bool - Whether headers were passed through from request
             - vertex_project: str | None - Updated vertex project ID
             - vertex_location: str | None - Updated vertex location
@@ -1975,14 +2012,8 @@ async def _prepare_vertex_auth_headers(
         # Add the Authorization header with vendor credentials
         headers["Authorization"] = f"Bearer {auth_header}"
 
-        if base_target_url is not None:
-            base_target_url = get_vertex_pass_through_handler.update_base_target_url_with_credential_location(
-                base_target_url, vertex_location
-            )
-
     return (
         headers,
-        base_target_url,
         headers_passed_through,
         vertex_project,
         vertex_location,
@@ -2075,12 +2106,9 @@ async def _base_vertex_proxy_route(
         location=vertex_location,
     )
 
-    base_target_url = get_vertex_pass_through_handler.get_default_base_target_url(vertex_location)
-
     # Prepare authentication headers
     (
         headers,
-        base_target_url,
         headers_passed_through,
         vertex_project,
         vertex_location,
@@ -2090,13 +2118,10 @@ async def _base_vertex_proxy_route(
         router_credentials=router_credentials,
         vertex_project=vertex_project,
         vertex_location=vertex_location,
-        base_target_url=base_target_url,
-        get_vertex_pass_through_handler=get_vertex_pass_through_handler,
         user_api_key_dict=user_api_key_dict,
     )
 
-    if base_target_url is None:
-        base_target_url = get_vertex_base_url(vertex_location)
+    base_target_url: Final = get_vertex_pass_through_handler.get_default_base_target_url(vertex_location)
 
     request_route: Final = encoded_endpoint
     verbose_proxy_logger.debug("request_route %s", request_route)
@@ -2128,7 +2153,7 @@ async def _base_vertex_proxy_route(
     endpoint_func: Final = create_pass_through_route(
         endpoint=endpoint,
         target=target,
-        custom_headers=headers,
+        custom_headers=_upstream_headers_for_vertex_route(endpoint, headers),
         is_streaming_request=is_streaming_request,
     )  # dynamically construct pass-through endpoint based on incoming path
 
@@ -2961,7 +2986,6 @@ async def handle_gigachat_passthrough_router_model(
     """
     from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 
-    # Detect streaming based on request body
     is_streaming: Final = request_body.get("stream", False)  # pyright: ignore[reportUnknownVariableType]  # request_body is dict[Unknown, Unknown]
 
     data: dict[str, Any] = await _read_request_body(
@@ -2997,7 +3021,6 @@ async def handle_gigachat_passthrough_router_model(
     data["json"] = request_body
     data["custom_llm_provider"] = "gigachat"
 
-    # Remove sensitive keys from data
     keys: Final = [  # mutable-ok: list of keys to remove from data
         "gigachat_auth_url",
         "gigachat_access_token",
diff --git a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
index a36a365f39a..30b75a7b482 100644
--- a/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
+++ b/litellm/proxy/pass_through_endpoints/llm_provider_handlers/anthropic_passthrough_logging_handler.py
@@ -37,6 +37,7 @@ from litellm.types.utils import (
     Message,
     ModelResponse,
     TextCompletionResponse,
+    Usage,
 )
 
 if TYPE_CHECKING:
@@ -107,6 +108,7 @@ class AnthropicPassthroughLoggingHandler:
             start_time=start_time,
             end_time=end_time,
             logging_obj=logging_obj,
+            response_id=optional_str(response_body.get("id")),
         )
 
         return {
@@ -148,8 +150,147 @@ class AnthropicPassthroughLoggingHandler:
         return model
 
     @staticmethod
-    def _extract_model_from_anthropic_chunks(
+    def _resolve_logged_model(
+        litellm_logging_obj: LiteLLMLoggingObj,
+        request_body: Mapping[str, object],
         all_chunks: Sequence[str | bytes],
+    ) -> str:
+        request_model: Final = request_body.get("model")
+        logged_model: Final = (
+            request_model
+            if isinstance(request_model, str) and request_model
+            else str(litellm_logging_obj.model_call_details.get("model") or "")
+        )
+        if logged_model and logged_model != "unknown":
+            return logged_model
+        return AnthropicPassthroughLoggingHandler._extract_model_from_anthropic_chunks(all_chunks) or logged_model
+
+    @staticmethod
+    def _usage_only_response_or_none(
+        all_chunks: Sequence[str | bytes], model: str, speed: str | None
+    ) -> ModelResponse | None:
+        try:
+            return AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
+                all_chunks=all_chunks, model=model, speed=speed
+            )
+        except Exception as e:  # noqa: BLE001  # the usage-only fallback must never raise out of failure logging
+            verbose_proxy_logger.warning("Anthropic passthrough: usage-only fallback failed (model=%s): %s", model, e)
+            return None
+
+    @staticmethod
+    def _assemble_streaming_response(
+        all_chunks: Sequence[str | bytes],
+        litellm_logging_obj: LiteLLMLoggingObj,
+        model: str,
+        speed: str | None,
+    ) -> ModelResponse | TextCompletionResponse | None:
+        try:
+            assembled: Final = AnthropicPassthroughLoggingHandler._build_complete_streaming_response(
+                all_chunks=all_chunks,
+                litellm_logging_obj=litellm_logging_obj,
+                model=model,
+                speed=speed,
+            )
+        except Exception as e:  # noqa: BLE001  # any assembly error falls back to usage-only cost
+            verbose_proxy_logger.warning(
+                "Anthropic passthrough: stream assembly raised (model=%s): %s; falling "
+                "back to usage-only cost from raw SSE events.",
+                model,
+                e,
+            )
+            return AnthropicPassthroughLoggingHandler._usage_only_response_or_none(all_chunks, model, speed)
+        if assembled is not None:
+            return assembled
+        return AnthropicPassthroughLoggingHandler._usage_only_response_or_none(all_chunks, model, speed)
+
+    @staticmethod
+    def _build_streaming_response_for_logging(
+        litellm_logging_obj: LiteLLMLoggingObj,
+        request_body: Mapping[str, object],
+        all_chunks: Sequence[str | bytes],
+        model: str,
+    ) -> ModelResponse | TextCompletionResponse | None:
+        response: Final = AnthropicPassthroughLoggingHandler._assemble_streaming_response(
+            all_chunks=all_chunks,
+            litellm_logging_obj=litellm_logging_obj,
+            model=model,
+            speed=AnthropicPassthroughLoggingHandler._cost_relevant_speed(request_body),
+        )
+        if response is None:
+            return None
+        AnthropicPassthroughLoggingHandler._recover_interrupted_stream_output_tokens(
+            response=response, all_chunks=all_chunks, model=model
+        )
+        return response
+
+    @staticmethod
+    def record_partial_usage_for_failure(
+        litellm_logging_obj: LiteLLMLoggingObj,
+        request_body: Mapping[str, object],
+        all_chunks: Sequence[str | bytes],
+    ) -> None:
+        if not all_chunks:
+            return
+        model: Final = AnthropicPassthroughLoggingHandler._resolve_logged_model(
+            litellm_logging_obj, request_body, all_chunks
+        )
+        partial_response: Final = AnthropicPassthroughLoggingHandler._build_streaming_response_for_logging(
+            litellm_logging_obj=litellm_logging_obj, request_body=request_body, all_chunks=all_chunks, model=model
+        )
+        usage: Final = cast(Usage | None, getattr(partial_response, "usage", None))
+        if partial_response is None or usage is None:
+            return
+        litellm_logging_obj.record_partial_usage_for_failure(
+            usage=usage,
+            response_cost=AnthropicPassthroughLoggingHandler._cost_partial_stream_or_zero(
+                partial_response=partial_response, model=model, logging_obj=litellm_logging_obj
+            ),
+        )
+
+    @staticmethod
+    def _cost_partial_stream_or_zero(
+        partial_response: ModelResponse | TextCompletionResponse, model: str, logging_obj: LiteLLMLoggingObj
+    ) -> float:
+        try:
+            return AnthropicPassthroughLoggingHandler._compute_response_cost(
+                litellm_model_response=partial_response,
+                model=AnthropicPassthroughLoggingHandler._resolve_costing_model(model, logging_obj),
+                logging_obj=logging_obj,
+            )
+        except Exception as e:  # noqa: BLE001  # an uncostable partial stream still bills its tokens, at zero cost
+            verbose_proxy_logger.warning(
+                "Anthropic passthrough: could not cost the partial usage of a failed stream (model=%s): %s", model, e
+            )
+            return 0.0
+
+    @staticmethod
+    def _compute_response_cost(
+        litellm_model_response: ModelResponse | TextCompletionResponse,
+        model: str,
+        logging_obj: LiteLLMLoggingObj,
+    ) -> float:
+        if logging_obj.model_call_details.get("cache_hit") is True:
+            return 0.0
+        custom_llm_provider: Final = logging_obj.model_call_details.get("custom_llm_provider")
+        model_for_cost: Final = (
+            f"{custom_llm_provider}/{model}"
+            if custom_llm_provider and not model.startswith(f"{custom_llm_provider}/")
+            else model
+        )
+        return litellm.completion_cost(
+            completion_response=litellm_model_response,
+            model=model_for_cost,
+            custom_llm_provider=custom_llm_provider,
+            custom_pricing=use_custom_pricing_for_model(
+                litellm_params=(logging_obj.litellm_params if hasattr(logging_obj, "litellm_params") else None)
+            ),
+            router_model_id=logging_obj.get_router_model_id(),
+        )
+
+    @staticmethod
+    def _extract_message_start_field(
+        all_chunks: Sequence[str | bytes],
+        field: str,
     ) -> str | None:
         for raw in all_chunks:
             text = raw.decode("utf-8") if isinstance(raw, bytes) else raw
@@ -163,11 +304,23 @@ class AnthropicPassthroughLoggingHandler:
                 if not isinstance(data, dict):
                     continue
                 if data.get("type") == "message_start":
-                    model = (data.get("message") or {}).get("model")
-                    if model:
-                        return model
+                    value = (data.get("message") or {}).get(field)
+                    if isinstance(value, str) and value:
+                        return value
         return None
 
+    @staticmethod
+    def _extract_model_from_anthropic_chunks(
+        all_chunks: Sequence[str | bytes],
+    ) -> str | None:
+        return AnthropicPassthroughLoggingHandler._extract_message_start_field(all_chunks, "model")
+
+    @staticmethod
+    def _extract_response_id_from_anthropic_chunks(
+        all_chunks: Sequence[str | bytes],
+    ) -> str | None:
+        return AnthropicPassthroughLoggingHandler._extract_message_start_field(all_chunks, "id")
+
     @staticmethod
     def _stream_was_interrupted(
         all_chunks: Sequence[str | bytes],
@@ -251,6 +404,7 @@ class AnthropicPassthroughLoggingHandler:
         start_time: datetime,
         end_time: datetime,
         logging_obj: LiteLLMLoggingObj,
+        response_id: str | None = None,
     ):
         """
         Create the standard logging object for Anthropic passthrough
@@ -263,31 +417,9 @@ class AnthropicPassthroughLoggingHandler:
         if logging_obj.model_call_details.get("stream") is True:
             logging_obj.model_call_details["complete_streaming_response"] = litellm_model_response
         try:
-            # Get custom_llm_provider from logging object if available (e.g., azure_ai for Azure Anthropic)
-            custom_llm_provider: Final = logging_obj.model_call_details.get("custom_llm_provider")
-
             model = AnthropicPassthroughLoggingHandler._resolve_costing_model(model, logging_obj)
-
-            # Prepend custom_llm_provider to model if not already present
-            model_for_cost = model
-            if custom_llm_provider and not model.startswith(f"{custom_llm_provider}/"):
-                model_for_cost = f"{custom_llm_provider}/{model}"
-
-            router_model_id: Final = logging_obj.get_router_model_id()
-            custom_pricing: Final = use_custom_pricing_for_model(
-                litellm_params=(logging_obj.litellm_params if hasattr(logging_obj, "litellm_params") else None)
-            )
-
-            response_cost: Final = (
-                0.0
-                if logging_obj.model_call_details.get("cache_hit") is True
-                else litellm.completion_cost(
-                    completion_response=litellm_model_response,
-                    model=model_for_cost,
-                    custom_llm_provider=custom_llm_provider,
-                    custom_pricing=custom_pricing,
-                    router_model_id=router_model_id,
-                )
+            response_cost: Final = AnthropicPassthroughLoggingHandler._compute_response_cost(
+                litellm_model_response=litellm_model_response, model=model, logging_obj=logging_obj
             )
 
             kwargs["response_cost"] = response_cost
@@ -312,8 +444,7 @@ class AnthropicPassthroughLoggingHandler:
                 json.dumps(kwargs, indent=4, default=str),
             )
 
-            # set litellm_call_id to logging response object
-            litellm_model_response.id = logging_obj.litellm_call_id
+            litellm_model_response.id = response_id or logging_obj.litellm_call_id
             litellm_model_response.model = model
             logging_obj.model_call_details["model"] = model
             if not logging_obj.model_call_details.get("custom_llm_provider"):
@@ -342,57 +473,12 @@ class AnthropicPassthroughLoggingHandler:
         - Logs in litellm callbacks
         """
 
-        speed: Final = AnthropicPassthroughLoggingHandler._cost_relevant_speed(request_body)
-        model = request_body.get("model", "")
-        # Check if it's available in the logging object
-        if (
-            not model
-            and hasattr(litellm_logging_obj, "model_call_details")
-            and litellm_logging_obj.model_call_details.get("model")
-        ):
-            model = cast(str, litellm_logging_obj.model_call_details.get("model"))
-
-        if not model or model == "unknown":
-            chunk_model: Final = AnthropicPassthroughLoggingHandler._extract_model_from_anthropic_chunks(all_chunks)
-            if chunk_model:
-                model = chunk_model
-
-        try:
-            complete_streaming_response = AnthropicPassthroughLoggingHandler._build_complete_streaming_response(
-                all_chunks=all_chunks,
-                litellm_logging_obj=litellm_logging_obj,
-                model=model,
-                speed=speed,
-            )
-        except Exception as e:
-            # stream_chunk_builder re-raises assembly failures (as litellm.APIError)
-            # on large agentic tool-use / thinking streams; treat that the same as a
-            # None result so the usage-only fallback below still recovers cost
-            verbose_proxy_logger.warning(
-                "Anthropic passthrough: stream assembly raised (model=%s): %s; falling "
-                "back to usage-only cost from raw SSE events.",
-                model,
-                e,
-            )
-            complete_streaming_response = None
-        if complete_streaming_response is None:
-            # stream_chunk_builder cannot always reassemble large agentic streams, but
-            # Anthropic still emits token usage in the message_start / message_delta SSE
-            # events regardless of content shape; recover usage-only so cost is tracked.
-            # Guard it too: a raise here would defeat the point and drop the request
-            try:
-                complete_streaming_response = AnthropicPassthroughLoggingHandler._build_usage_only_response_from_chunks(
-                    all_chunks=all_chunks,
-                    model=model,
-                    speed=speed,
-                )
-            except Exception as e:
-                verbose_proxy_logger.warning(
-                    "Anthropic passthrough: usage-only fallback failed (model=%s): %s",
-                    model,
-                    e,
-                )
-                complete_streaming_response = None
+        model: Final = AnthropicPassthroughLoggingHandler._resolve_logged_model(
+            litellm_logging_obj, request_body, all_chunks
+        )
+        complete_streaming_response: Final = AnthropicPassthroughLoggingHandler._build_streaming_response_for_logging(
+            litellm_logging_obj=litellm_logging_obj, request_body=request_body, all_chunks=all_chunks, model=model
+        )
         if complete_streaming_response is None:
             verbose_proxy_logger.error(
                 "Unable to build complete streaming response for Anthropic passthrough endpoint, not logging..."
@@ -401,11 +487,6 @@ class AnthropicPassthroughLoggingHandler:
                 "result": None,
                 "kwargs": {},
             }
-        AnthropicPassthroughLoggingHandler._recover_interrupted_stream_output_tokens(
-            response=complete_streaming_response,
-            all_chunks=all_chunks,
-            model=model,
-        )
         kwargs: Final = AnthropicPassthroughLoggingHandler._create_anthropic_response_logging_payload(
             litellm_model_response=complete_streaming_response,
             model=model,
@@ -413,6 +494,7 @@ class AnthropicPassthroughLoggingHandler:
             start_time=start_time,
             end_time=end_time,
             logging_obj=litellm_logging_obj,
+            response_id=AnthropicPassthroughLoggingHandler._extract_response_id_from_anthropic_chunks(all_chunks),
         )
 
         return {
diff --git a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
index ff306eb65f1..3cb9acc6110 100644
--- a/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/pass_through_endpoints.py
@@ -40,6 +40,7 @@ from litellm._logging import verbose_proxy_logger
 from litellm._uuid import uuid
 from litellm.constants import (
     MAXIMUM_TRACEBACK_LINES_TO_LOG,
+    SESSION_ID_OMITTED_METADATA_KEY,
     WEBSOCKET_CLOSE_REASON_MAX_BYTES,
 )
 from litellm.integrations.custom_guardrail import CustomGuardrail
@@ -581,8 +582,9 @@ class HttpPassThroughEndpointHelpers(BasePassthroughUtils):
         )
 
         # Set internal keys after merging client-supplied metadata so a request
-        # body that mirrors them cannot clobber the authenticated key or the
-        # real parent span.
+        # body that mirrors them cannot clobber the authenticated key, the real
+        # parent span, or the proxy's own session-id decision.
+        _metadata.pop(SESSION_ID_OMITTED_METADATA_KEY, None)
         _metadata["user_api_key"] = user_api_key_dict.api_key
         _metadata["litellm_parent_otel_span"] = user_api_key_dict.parent_otel_span
         _metadata["user_api_key_budget_reservation"] = user_api_key_dict.budget_reservation
@@ -812,6 +814,8 @@ def _resolve_team_callback_wiring(
         else {  # mutable-ok: Logging arg
             **callback_vars,
             TRUSTED_CALLBACK_VARS_FIELD: callback_vars,
+            "metadata": {},  # mutable-ok: Logging arg
+            "model_info": {},  # mutable-ok: Logging arg
         }
     )
     return _TeamCallbackWiring(
@@ -866,6 +870,35 @@ async def _log_passthrough_upstream_failure(
             )
 
 
+async def _relay_reporting_failures(
+    stream: AsyncGenerator[bytes, None],
+    upstream_status: int,
+    user_api_key_dict: UserAPIKeyAuth,
+    request_payload: dict,  # mutable-ok: post_call_failure_hook lifts fields onto request_data in place
+) -> AsyncGenerator[bytes, None]:
+    from litellm.proxy.proxy_server import proxy_logging_obj
+
+    try:
+        async for chunk in stream:
+            yield chunk
+    except Exception as e:
+        if upstream_status >= 400:
+            raise
+        try:
+            await proxy_logging_obj.post_call_failure_hook(
+                user_api_key_dict=user_api_key_dict,
+                original_exception=e,
+                request_data=request_payload,
+                traceback_str=traceback.format_exc(limit=MAXIMUM_TRACEBACK_LINES_TO_LOG),
+            )
+        except Exception:  # noqa: BLE001 - a failing logging callback must never mask the upstream error
+            verbose_proxy_logger.warning(
+                "pass_through_endpoint: post_call_failure_hook raised for a mid-stream upstream error",
+                exc_info=True,
+            )
+        raise
+
+
 from litellm.passthrough.timeout_utils import (
     DEFAULT_PASS_THROUGH_REQUEST_TIMEOUT_SECONDS,  # noqa: F401 - re-exported for backward compat
     resolve_llm_passthrough_timeout,  # noqa: F401 - re-exported for backward compat
@@ -1289,14 +1322,24 @@ async def pass_through_request(
             return StreamingResponse(
                 wrap_passthrough_sse_bytes_with_keepalive_pings(
                     stream=_own_streamed_managed_ids(
-                        stream=PassThroughStreamingHandler.chunk_processor(
-                            response=response,
-                            request_body=_parsed_body,
-                            litellm_logging_obj=logging_obj,
-                            endpoint_type=endpoint_type,
-                            start_time=start_time,
-                            passthrough_success_handler_obj=pass_through_endpoint_logging,
-                            url_route=str(url),
+                        stream=_relay_reporting_failures(
+                            stream=PassThroughStreamingHandler.chunk_processor(
+                                response=response,
+                                request_body=_parsed_body,
+                                litellm_logging_obj=logging_obj,
+                                endpoint_type=endpoint_type,
+                                start_time=start_time,
+                                passthrough_success_handler_obj=pass_through_endpoint_logging,
+                                url_route=str(url),
+                            ),
+                            upstream_status=response.status_code,
+                            user_api_key_dict=user_api_key_dict,
+                            request_payload=_build_passthrough_failure_request_payload(
+                                parsed_body=_parsed_body,
+                                kwargs=kwargs,
+                                logging_obj=logging_obj,
+                                custom_llm_provider=custom_llm_provider,
+                            ),
                         ),
                         managed_id_provider=_managed_id_provider,
                         request=request,
@@ -1370,14 +1413,24 @@ async def pass_through_request(
             return StreamingResponse(
                 wrap_passthrough_sse_bytes_with_keepalive_pings(
                     stream=_own_streamed_managed_ids(
-                        stream=PassThroughStreamingHandler.chunk_processor(
-                            response=response,
-                            request_body=_parsed_body,
-                            litellm_logging_obj=logging_obj,
-                            endpoint_type=endpoint_type,
-                            start_time=start_time,
-                            passthrough_success_handler_obj=pass_through_endpoint_logging,
-                            url_route=str(url),
+                        stream=_relay_reporting_failures(
+                            stream=PassThroughStreamingHandler.chunk_processor(
+                                response=response,
+                                request_body=_parsed_body,
+                                litellm_logging_obj=logging_obj,
+                                endpoint_type=endpoint_type,
+                                start_time=start_time,
+                                passthrough_success_handler_obj=pass_through_endpoint_logging,
+                                url_route=str(url),
+                            ),
+                            upstream_status=response.status_code,
+                            user_api_key_dict=user_api_key_dict,
+                            request_payload=_build_passthrough_failure_request_payload(
+                                parsed_body=_parsed_body,
+                                kwargs=kwargs,
+                                logging_obj=logging_obj,
+                                custom_llm_provider=custom_llm_provider,
+                            ),
                         ),
                         managed_id_provider=_managed_id_provider,
                         request=request,
diff --git a/litellm/proxy/pass_through_endpoints/streaming_handler.py b/litellm/proxy/pass_through_endpoints/streaming_handler.py
index 022a1ecbac4..4be0235adbb 100644
--- a/litellm/proxy/pass_through_endpoints/streaming_handler.py
+++ b/litellm/proxy/pass_through_endpoints/streaming_handler.py
@@ -1,5 +1,7 @@
-from collections.abc import Coroutine
-from datetime import datetime
+import traceback
+from collections.abc import Coroutine, Sequence
+from dataclasses import dataclass
+from datetime import datetime, timezone
 from typing import Final, Protocol
 
 import httpx
@@ -12,7 +14,7 @@ from litellm.proxy._types import PassThroughEndpointLoggingResultValues
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 from litellm.proxy.common_utils.sse_keepalive import split_complete_sse_frames
 from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
-from litellm.types.utils import StandardPassThroughResponseObject
+from litellm.types.utils import StandardPassThroughResponseObject, Usage
 
 from .llm_provider_handlers.anthropic_passthrough_logging_handler import (
     AnthropicPassthroughLoggingHandler,
@@ -44,12 +46,85 @@ class RouteStreamingLogging(Protocol):
     ) -> Coroutine[None, None, None]: ...
 
 
+@dataclass(frozen=True, slots=True)
+class PassThroughStreamContext:
+    passthrough_success_handler_obj: PassThroughEndpointLogging
+    url_route: str
+    start_time: datetime
+
+
 class PassThroughStreamingHandler:
     @staticmethod
     def _stamp_first_chunk_if_needed(litellm_logging_obj: LiteLLMLoggingObj) -> None:
         if litellm_logging_obj.completion_start_time is None:
             litellm_logging_obj._update_completion_start_time(completion_start_time=datetime.now())
 
+    @staticmethod
+    def schedule_stream_failure_logging(
+        litellm_logging_obj: LiteLLMLoggingObj,
+        endpoint_type: EndpointType,
+        request_body: dict[str, object],
+        raw_bytes: Sequence[bytes],
+        exception: Exception,
+        stream_context: PassThroughStreamContext | None = None,
+    ) -> None:
+        PassThroughStreamingHandler._record_partial_usage_for_failure(
+            litellm_logging_obj=litellm_logging_obj,
+            endpoint_type=endpoint_type,
+            request_body=request_body,
+            raw_bytes=raw_bytes,
+            stream_context=stream_context,
+        )
+        try:
+            GLOBAL_LOGGING_WORKER.ensure_initialized_and_enqueue(
+                async_coroutine=litellm_logging_obj.dispatch_failure_handlers(
+                    exception, traceback.format_exc(), prefer_async_handlers=True
+                )
+            )
+        except Exception as e:
+            verbose_proxy_logger.error("Error scheduling stream failure logging: %s", e)
+
+    @staticmethod
+    def _record_partial_usage_for_failure(
+        litellm_logging_obj: LiteLLMLoggingObj,
+        endpoint_type: EndpointType,
+        request_body: dict[str, object],
+        raw_bytes: Sequence[bytes],
+        stream_context: PassThroughStreamContext | None,
+    ) -> None:
+        if endpoint_type == EndpointType.ANTHROPIC:
+            AnthropicPassthroughLoggingHandler.record_partial_usage_for_failure(
+                litellm_logging_obj=litellm_logging_obj, request_body=request_body, all_chunks=raw_bytes
+            )
+            return
+        if stream_context is None or not raw_bytes:
+            return
+        try:
+            partial_response, kwargs = PassThroughStreamingHandler._build_passthrough_logging_result(
+                litellm_logging_obj=litellm_logging_obj,
+                passthrough_success_handler_obj=stream_context.passthrough_success_handler_obj,
+                url_route=stream_context.url_route,
+                request_body=request_body,
+                endpoint_type=endpoint_type,
+                start_time=stream_context.start_time,
+                raw_bytes=raw_bytes,
+                end_time=datetime.now(timezone.utc),
+                model=None,
+            )
+        except Exception as e:
+            verbose_proxy_logger.warning(
+                "Could not recover the partial usage of a failed %s pass-through stream: %s", endpoint_type.value, e
+            )
+            return
+        usage: Final = getattr(partial_response, "usage", None)
+        if not isinstance(usage, Usage):
+            return
+        response_cost: Final = kwargs.get("response_cost")
+        litellm_logging_obj.record_partial_usage_for_failure(
+            usage=usage,
+            response_cost=float(response_cost) if isinstance(response_cost, (int, float)) else 0.0,
+        )
+
     @staticmethod
     async def chunk_processor(
         response: httpx.Response,
@@ -65,13 +140,14 @@ class PassThroughStreamingHandler:
             route_streaming_logging or PassThroughStreamingHandler._route_streaming_logging_to_handler
         )
         raw_bytes: Final[list[bytes]] = []
+        resolved_request_body: Final[dict[str, object]] = request_body or {}
 
         def _build_logging_coroutine() -> Coroutine[None, None, None]:
             return resolved_route_streaming_logging(
                 litellm_logging_obj=litellm_logging_obj,
                 passthrough_success_handler_obj=passthrough_success_handler_obj,
                 url_route=url_route,
-                request_body=request_body or {},
+                request_body=resolved_request_body,
                 endpoint_type=endpoint_type,
                 start_time=start_time,
                 raw_bytes=raw_bytes,
@@ -132,9 +208,9 @@ class PassThroughStreamingHandler:
             # coroutine on logging_obj instead of enqueueing now, so
             # ProxyLogging._fire_deferred_stream_logging fires it after
             # guardrail end-of-stream blocks populate guardrail_information.
-            # Disconnect/exception paths skip this and fall through to the
-            # immediate enqueue in ``finally`` to keep partial billing
-            # (LIT-2642).
+            # Disconnect paths skip this and fall through to the immediate
+            # enqueue in ``finally`` to keep partial billing (LIT-2642);
+            # upstream exceptions log a failure instead (LIT-3798).
             if (
                 getattr(litellm_logging_obj, "_on_deferred_stream_complete", None) is not None
                 and raw_bytes
@@ -144,6 +220,20 @@ class PassThroughStreamingHandler:
                 litellm_logging_obj._deferred_stream_complete_args = (_build_logging_coroutine(),)
         except Exception as e:
             verbose_proxy_logger.error("Error in chunk_processor: %s", e)
+            if response.status_code < 400:
+                logging_scheduled = True
+                PassThroughStreamingHandler.schedule_stream_failure_logging(
+                    litellm_logging_obj=litellm_logging_obj,
+                    endpoint_type=endpoint_type,
+                    request_body=resolved_request_body,
+                    raw_bytes=raw_bytes,
+                    exception=e,
+                    stream_context=PassThroughStreamContext(
+                        passthrough_success_handler_obj=passthrough_success_handler_obj,
+                        url_route=url_route,
+                        start_time=start_time,
+                    ),
+                )
             raise
         finally:
             # GeneratorExit (raised on client disconnect) is not caught by
@@ -168,7 +258,7 @@ class PassThroughStreamingHandler:
         request_body: dict,
         endpoint_type: EndpointType,
         start_time: datetime,
-        raw_bytes: list[bytes],
+        raw_bytes: Sequence[bytes],
         end_time: datetime,
         model: str | None = None,
     ):
@@ -218,7 +308,7 @@ class PassThroughStreamingHandler:
         request_body: dict,
         endpoint_type: EndpointType,
         start_time: datetime,
-        raw_bytes: list[bytes],
+        raw_bytes: Sequence[bytes],
         end_time: datetime,
         model: str | None,
     ) -> tuple[PassThroughEndpointLoggingResultValues, dict]:
@@ -336,7 +426,7 @@ class PassThroughStreamingHandler:
         return None
 
     @staticmethod
-    def _convert_raw_bytes_to_str_lines(raw_bytes: list[bytes]) -> list[str]:
+    def _convert_raw_bytes_to_str_lines(raw_bytes: Sequence[bytes]) -> list[str]:
         """
         Converts a list of raw bytes into a list of string lines, similar to aiter_lines()
 
diff --git a/litellm/proxy/prompts/prompt_endpoints.py b/litellm/proxy/prompts/prompt_endpoints.py
index b6cbd2d7889..06957fd1c0f 100644
--- a/litellm/proxy/prompts/prompt_endpoints.py
+++ b/litellm/proxy/prompts/prompt_endpoints.py
@@ -29,6 +29,12 @@ from litellm.proxy._types import (
 from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_utils.path_utils import safe_filename
+from litellm.proxy.prompts.prompt_registry import (
+    DEFAULT_PROMPT_ENVIRONMENT,
+    get_base_prompt_id,
+    get_version_number,
+    prompt_environment_or_default,
+)
 from litellm.repositories.table_repositories import PromptRepository
 from litellm.types.prompts.init_prompts import (
     ListPromptsResponse,
@@ -102,165 +108,20 @@ def _prompt_table(prisma_client: "PrismaClient") -> _PromptTableActions:
     return PromptRepository(prisma_client).table
 
 
-def get_base_prompt_id(prompt_id: str) -> str:
-    """
-    Extract the base prompt ID by stripping the version suffix if present.
-
-    Args:
-        prompt_id: Prompt ID that may include version suffix (e.g., "jack_success.v1" or "jack_success_v1")
-
-    Returns:
-        Base prompt ID without version suffix (e.g., "jack_success")
-
-    Examples:
-        >>> get_base_prompt_id("jack_success.v1")
-        "jack_success"
-        >>> get_base_prompt_id("jack_success_v1")
-        "jack_success"
-        >>> get_base_prompt_id("jack_success")
-        "jack_success"
-    """
-    # Try dot separator first (.v)
-    if ".v" in prompt_id:
-        return prompt_id.split(".v")[0]
-    # Try underscore separator (_v)
-    if "_v" in prompt_id:
-        return prompt_id.split("_v")[0]
-    return prompt_id
-
-
-def get_version_number(prompt_id: str) -> int:
-    """
-    Extract the version number from a versioned prompt ID.
-
-    Args:
-        prompt_id: Prompt ID that may include version suffix (e.g., "jack_success.v2" or "jack_success_v2")
-
-    Returns:
-        Version number (defaults to 1 if no version suffix or invalid format)
-
-    Examples:
-        >>> get_version_number("jack_success.v2")
-        2
-        >>> get_version_number("jack_success_v2")
-        2
-        >>> get_version_number("jack_success")
-        1
-    """
-    # Try dot separator first (.v)
-    if ".v" in prompt_id:
-        version_str = prompt_id.split(".v")[1]
-        try:
-            return int(version_str)
-        except ValueError:
-            pass
-
-    # Try underscore separator (_v)
-    if "_v" in prompt_id:
-        version_str = prompt_id.split("_v")[1]
-        try:
-            return int(version_str)
-        except ValueError:
-            pass
-
-    return 1
-
-
-def construct_versioned_prompt_id(prompt_id: str, version: int | None = None) -> str:
-    """
-    Construct a versioned prompt ID from a base prompt_id and version number.
-
-    Args:
-        prompt_id: Base prompt ID (e.g., "jack_success")
-        version: Version number (if None, returns the base prompt_id unchanged)
-
-    Returns:
-        Versioned prompt ID (e.g., "jack_success.v4")
-
-    Examples:
-        >>> construct_versioned_prompt_id("jack_success", 4)
-        "jack_success.v4"
-        >>> construct_versioned_prompt_id("jack_success", None)
-        "jack_success"
-        >>> construct_versioned_prompt_id("jack_success.v2", 4)
-        "jack_success.v4"
-    """
-    if version is None:
-        return prompt_id
-
-    # Strip any existing version suffix first
-    base_id: Final = get_base_prompt_id(prompt_id)
-    return f"{base_id}.v{version}"
-
-
-def get_latest_version_prompt_id(prompt_id: str, all_prompt_ids: Mapping[str, object]) -> str:
-    """
-    Find the latest version of a prompt from available prompt IDs.
-
-    Args:
-        prompt_id: Base prompt ID or versioned prompt ID (e.g., "jack_success" or "jack_success.v2")
-        all_prompt_ids: Dictionary of all available prompt IDs (keys are prompt IDs)
-
-    Returns:
-        The prompt ID with the highest version number, or the original prompt_id if no versions exist
-
-    Examples:
-        >>> all_ids = {"jack.v1": {}, "jack.v2": {}, "jack.v3": {}}
-        >>> get_latest_version_prompt_id("jack", all_ids)
-        "jack.v3"
-        >>> get_latest_version_prompt_id("jack.v1", all_ids)
-        "jack.v3"
-        >>> all_ids = {"simple": {}}
-        >>> get_latest_version_prompt_id("simple", all_ids)
-        "simple"
-    """
-    base_id: Final = get_base_prompt_id(prompt_id=prompt_id)
-
-    # Find all versions of this prompt
-    matching_versions: Final = []
-    for stored_prompt_id in all_prompt_ids:
-        if get_base_prompt_id(prompt_id=stored_prompt_id) == base_id:
-            version_num = get_version_number(prompt_id=stored_prompt_id)
-            matching_versions.append((version_num, stored_prompt_id))
-
-    # Use the highest version number
-    if matching_versions:
-        matching_versions.sort(reverse=True)
-        return matching_versions[0][1]
-    else:
-        # No versioned prompts found, use the base ID as-is
-        return prompt_id
-
-
 def get_latest_prompt_versions(prompts: list[PromptSpec]) -> list[PromptSpec]:
     """
-    Filter a list of prompts to return only the latest version of each unique prompt.
-
-    Args:
-        prompts: List of PromptSpec objects
-
-    Returns:
-        List of PromptSpec objects with only the latest version of each prompt
+    Filter prompts down to the latest version per (base prompt id, environment).
     """
-    latest_prompts: Final[dict[str, PromptSpec]] = {}
-
-    for prompt in prompts:
-        base_id = get_base_prompt_id(prompt_id=prompt.prompt_id)
-        version = get_version_number(prompt_id=prompt.prompt_id)
-
-        # Keep the prompt with the highest version number
-        if base_id not in latest_prompts:
-            latest_prompts[base_id] = prompt
-        else:
-            existing_version = get_version_number(prompt_id=latest_prompts[base_id].prompt_id)
-            if version > existing_version:
-                latest_prompts[base_id] = prompt
-
+    sorted_prompts: Final = sorted(prompts, key=lambda prompt: get_version_number(prompt_id=prompt.prompt_id))
+    latest_prompts: Final = {
+        (get_base_prompt_id(prompt_id=prompt.prompt_id), prompt_environment_or_default(prompt.environment)): prompt
+        for prompt in sorted_prompts
+    }
     return list(latest_prompts.values())
 
 
 async def get_next_version_for_prompt(
-    prisma_client: "PrismaClient", prompt_id: str, environment: str = "development"
+    prisma_client: "PrismaClient", prompt_id: str, environment: str = DEFAULT_PROMPT_ENVIRONMENT
 ) -> int:
     """
     Get the next version number for a prompt in a specific environment.
@@ -403,11 +264,14 @@ async def list_prompts(
     if key_metadata is not None:
         prompts: Final = cast(list[str] | None, key_metadata.get("prompts", None))
         if prompts is not None:
-            all_prompts = [
-                IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS[prompt_id]
-                for prompt_id in prompts
-                if prompt_id in IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS
+            allowed_prompt_ids: Final = frozenset(prompts)
+            allowed_prompts: Final = [
+                spec
+                for spec in IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS.values()
+                if spec.prompt_id in allowed_prompt_ids
+                or get_base_prompt_id(prompt_id=spec.prompt_id) in allowed_prompt_ids
             ]
+            all_prompts = get_latest_prompt_versions(prompts=allowed_prompts)
             if environment:
                 all_prompts = [p for p in all_prompts if p.environment == environment]
             prompt_list: Final = []
@@ -576,7 +440,7 @@ def _get_prompt_template(prompt_spec: PromptSpec, base_prompt_id: str) -> Prompt
                     metadata=parsed.get("metadata"),
                 )
         else:
-            prompt_callback: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id(prompt_spec.prompt_id)
+            prompt_callback: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=prompt_spec)
             if prompt_callback is not None:
                 integration_name: Final = prompt_callback.integration_name
                 if integration_name == "dotprompt":
@@ -690,15 +554,10 @@ async def get_prompt_info(
         if env_prompts:
             prompt_spec = create_versioned_prompt_spec(db_prompt=env_prompts[0])
 
-    # Fallback: use in-memory registry (no environment filter)
-    if prompt_spec is None and environment is None:
-        prompt_spec = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(prompt_id)
-        if prompt_spec is None:
-            latest_prompt_id: Final = get_latest_version_prompt_id(
-                prompt_id=prompt_id,
-                all_prompt_ids=IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS,
-            )
-            prompt_spec = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(latest_prompt_id)
+    if prompt_spec is None:
+        prompt_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec(
+            prompt_id, version=requested_version, environment=environment
+        )
 
     if prompt_spec is None:
         raise HTTPException(
@@ -785,7 +644,7 @@ async def create_prompt(
         environment: Final = (
             request.prompt_info.environment
             if request.prompt_info and request.prompt_info.environment
-            else "development"
+            else DEFAULT_PROMPT_ENVIRONMENT
         )
 
         # Get next version number
@@ -885,7 +744,7 @@ async def update_prompt(
         environment: Final = (
             request.prompt_info.environment
             if request.prompt_info and request.prompt_info.environment
-            else "development"
+            else DEFAULT_PROMPT_ENVIRONMENT
         )
 
         # Check if any version of this prompt exists (in any environment)
@@ -897,9 +756,7 @@ async def update_prompt(
                 detail=f"Prompt with ID {base_prompt_id} not found",
             )
 
-        # Check if it's a config prompt
-        existing_in_memory: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(prompt_id)
-        if existing_in_memory and existing_in_memory.prompt_info.prompt_type == "config":
+        if IN_MEMORY_PROMPT_REGISTRY.has_config_prompt(base_prompt_id=base_prompt_id):
             raise HTTPException(
                 status_code=400,
                 detail="Cannot update config prompts.",
@@ -988,40 +845,26 @@ async def delete_prompt(
         raise HTTPException(status_code=500, detail=CommonProxyErrors.db_not_connected_error.value)
 
     try:
-        # Try to get prompt directly first
-        existing_prompt = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(prompt_id)
-
-        # If not found, try to find the latest version
-        if existing_prompt is None:
-            latest_prompt_id: Final = get_latest_version_prompt_id(
-                prompt_id=prompt_id,
-                all_prompt_ids=IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS,
-            )
-            existing_prompt = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(latest_prompt_id)
-            # Use the resolved prompt_id for deletion
-            prompt_id = latest_prompt_id
+        base_prompt_id: Final = get_base_prompt_id(prompt_id=prompt_id)
+        existing_prompt: Final = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec(prompt_id, environment=environment)
 
         if existing_prompt is None:
             raise HTTPException(status_code=404, detail=f"Prompt with ID {prompt_id} not found")
 
-        if existing_prompt.prompt_info.prompt_type == "config":
+        if IN_MEMORY_PROMPT_REGISTRY.has_config_prompt(base_prompt_id=base_prompt_id):
             raise HTTPException(
                 status_code=400,
                 detail="Cannot delete config prompts.",
             )
 
-        # Get the base prompt ID (without version suffix) for database deletion
-        base_prompt_id: Final = get_base_prompt_id(prompt_id=prompt_id)
-
-        # Build delete filter; scope to environment if provided
-        delete_where: Final[dict[str, str]] = {"prompt_id": base_prompt_id}
-        if environment:
-            delete_where["environment"] = environment
-
-        # Delete versions from the database (scoped to environment if provided)
+        delete_where: Final[dict[str, str]] = {
+            "prompt_id": base_prompt_id,
+            **({"environment": environment} if environment else {}),
+        }
         await _prompt_table(prisma_client).delete_many(where=delete_where)
-
-        IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id(base_prompt_id, environment=environment or None)
+        IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id(
+            base_prompt_id=base_prompt_id, environment=environment or None
+        )
 
         env_msg: Final = f" from {environment}" if environment else ""
         return {"message": f"Prompt {base_prompt_id} deleted successfully{env_msg}"}
@@ -1093,7 +936,7 @@ async def patch_prompt(
     try:
         # Resolve the target row: find the latest version in the given environment
         base_prompt_id: Final = get_base_prompt_id(prompt_id=prompt_id)
-        env: Final = environment or "development"
+        env: Final = prompt_environment_or_default(environment)
         requested_version: Final = get_version_number(prompt_id=prompt_id) if prompt_id != base_prompt_id else None
 
         # Build query to find the exact row by composite unique key
@@ -1117,11 +960,7 @@ async def patch_prompt(
 
         target_row: Final = db_rows[0]
 
-        # Check if prompt exists in memory
-        versioned_id: Final = f"{base_prompt_id}.v{target_row.version}"
-        existing_prompt: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(versioned_id)
-
-        if existing_prompt and existing_prompt.prompt_info.prompt_type == "config":
+        if IN_MEMORY_PROMPT_REGISTRY.has_config_prompt(base_prompt_id=base_prompt_id):
             raise HTTPException(
                 status_code=400,
                 detail="Cannot update config prompts.",
diff --git a/litellm/proxy/prompts/prompt_registry.py b/litellm/proxy/prompts/prompt_registry.py
index addfb3f80d5..7803352e9e7 100644
--- a/litellm/proxy/prompts/prompt_registry.py
+++ b/litellm/proxy/prompts/prompt_registry.py
@@ -1,6 +1,6 @@
 import importlib
 import os
-from collections.abc import Callable
+from collections.abc import Callable, Sequence
 from pathlib import Path
 from typing import Final
 
@@ -14,6 +14,87 @@ from litellm.types.prompts.init_prompts import (
 
 prompt_initializer_registry = {}
 
+DEFAULT_PROMPT_ENVIRONMENT: Final = "development"
+PROMPT_ENVIRONMENT_SERVE_PRECEDENCE: Final = ("production", "staging", "development")
+
+
+def get_base_prompt_id(prompt_id: str) -> str:
+    """
+    Extract the base prompt ID by stripping the version suffix if present.
+
+    Examples:
+        >>> get_base_prompt_id("jack_success.v1")
+        "jack_success"
+        >>> get_base_prompt_id("jack_success_v1")
+        "jack_success"
+        >>> get_base_prompt_id("jack_success")
+        "jack_success"
+    """
+    if ".v" in prompt_id:
+        return prompt_id.split(".v")[0]
+    if "_v" in prompt_id:
+        return prompt_id.split("_v")[0]
+    return prompt_id
+
+
+def get_version_number(prompt_id: str) -> int:
+    """
+    Extract the version number from a versioned prompt ID (defaults to 1).
+
+    Examples:
+        >>> get_version_number("jack_success.v2")
+        2
+        >>> get_version_number("jack_success_v2")
+        2
+        >>> get_version_number("jack_success")
+        1
+    """
+    if ".v" in prompt_id:
+        version_str = prompt_id.split(".v")[1]
+        try:
+            return int(version_str)
+        except ValueError:
+            pass
+
+    if "_v" in prompt_id:
+        version_str = prompt_id.split("_v")[1]
+        try:
+            return int(version_str)
+        except ValueError:
+            pass
+
+    return 1
+
+
+def prompt_environment_or_default(environment: str | None) -> str:
+    return environment or DEFAULT_PROMPT_ENVIRONMENT
+
+
+def registry_key_for_prompt(prompt: PromptSpec) -> str:
+    return f"{prompt.prompt_id}::{prompt_environment_or_default(prompt.environment)}"
+
+
+def parse_prompt_version(raw_version: object) -> int | None:
+    if isinstance(raw_version, bool):
+        return None
+    if isinstance(raw_version, int):
+        return raw_version
+    if isinstance(raw_version, str) and raw_version.isdigit():
+        return int(raw_version)
+    return None
+
+
+def _spec_version(prompt: PromptSpec) -> int:
+    return prompt.version if prompt.version is not None else get_version_number(prompt_id=prompt.prompt_id)
+
+
+def _default_serve_environment(prompts: Sequence[PromptSpec]) -> str:
+    present: Final = frozenset(prompt_environment_or_default(prompt.environment) for prompt in prompts)
+    ladder_pick: Final = next((env for env in PROMPT_ENVIRONMENT_SERVE_PRECEDENCE if env in present), None)
+    if ladder_pick is not None:
+        return ladder_pick
+    return min(present) if present else DEFAULT_PROMPT_ENVIRONMENT
+
 
 def get_prompt_initializer_from_integrations():
     """
@@ -113,17 +194,16 @@ class InMemoryPromptRegistry:
         """
         import litellm
 
-        prompt_id: Final = prompt.prompt_id
-        if prompt_id in self.IN_MEMORY_PROMPTS:
-            verbose_proxy_logger.debug("prompt_id already exists in IN_MEMORY_PROMPTS")
-            return self.IN_MEMORY_PROMPTS[prompt_id]
+        registry_key: Final = registry_key_for_prompt(prompt)
+        if registry_key in self.IN_MEMORY_PROMPTS:
+            verbose_proxy_logger.debug("prompt already exists in IN_MEMORY_PROMPTS")
+            return self.IN_MEMORY_PROMPTS[registry_key]
 
         parsed_prompt, custom_prompt_callback = self._build_prompt_callback(prompt=prompt)
         litellm.logging_callback_manager.add_litellm_callback(custom_prompt_callback)
 
-        # store references to the prompt in memory
-        self.IN_MEMORY_PROMPTS[prompt_id] = parsed_prompt
-        self.prompt_id_to_custom_prompt[prompt_id] = custom_prompt_callback
+        self.IN_MEMORY_PROMPTS[registry_key] = parsed_prompt
+        self.prompt_id_to_custom_prompt[registry_key] = custom_prompt_callback
 
         return parsed_prompt
 
@@ -166,68 +246,93 @@ class InMemoryPromptRegistry:
         import litellm
 
         parsed_prompt, new_callback = self._build_prompt_callback(prompt=prompt)
-        stale_callback: Final = self.prompt_id_to_custom_prompt.pop(prompt.prompt_id, None)
-        self.IN_MEMORY_PROMPTS.pop(prompt.prompt_id, None)
+        registry_key: Final = registry_key_for_prompt(parsed_prompt)
+        stale_callback: Final = self.prompt_id_to_custom_prompt.pop(registry_key, None)
+        self.IN_MEMORY_PROMPTS.pop(registry_key, None)
         if stale_callback is not None:
             litellm.logging_callback_manager.remove_callback_from_all_lists(stale_callback)
         litellm.logging_callback_manager.add_litellm_callback(new_callback)
-        self.IN_MEMORY_PROMPTS[prompt.prompt_id] = parsed_prompt
-        self.prompt_id_to_custom_prompt[prompt.prompt_id] = new_callback
+        self.IN_MEMORY_PROMPTS[registry_key] = parsed_prompt
+        self.prompt_id_to_custom_prompt[registry_key] = new_callback
         return parsed_prompt
 
     def sync_prompt_from_db(self, prompt: PromptSpec) -> PromptSpec | None:
-        existing: Final = self.IN_MEMORY_PROMPTS.get(prompt.prompt_id)
+        existing: Final = self.IN_MEMORY_PROMPTS.get(registry_key_for_prompt(prompt))
         if existing is None:
             return self.initialize_prompt(prompt=prompt)
         if existing.litellm_params == prompt.litellm_params and existing.prompt_info == prompt.prompt_info:
             return existing
         return self.reload_prompt(prompt=prompt)
 
-    def get_prompt_by_id(self, prompt_id: str) -> PromptSpec | None:
+    def resolve_prompt_spec(
+        self,
+        prompt_id: str,
+        version: int | None = None,
+        environment: str | None = None,
+    ) -> PromptSpec | None:
         """
-        Get a prompt by its ID from memory
-        """
-        return self.IN_MEMORY_PROMPTS.get(prompt_id)
+        Resolve a prompt spec by base prompt id, optional version, and optional environment.
 
-    def get_prompt_callback_by_id(self, prompt_id: str) -> CustomPromptManagement | None:
+        With no environment, resolves within the default serve environment
+        (production > staging > development > alphabetical first present).
+        With no version, resolves to the highest version in the chosen environment.
         """
-        Get a prompt callback by its ID from memory
-        """
-        return self.prompt_id_to_custom_prompt.get(prompt_id)
+        base_prompt_id: Final = get_base_prompt_id(prompt_id=prompt_id)
+        base_matches: Final = tuple(
+            spec
+            for spec in self.IN_MEMORY_PROMPTS.values()
+            if get_base_prompt_id(prompt_id=spec.prompt_id) == base_prompt_id
+        )
+        if not base_matches:
+            return None
+        resolved_environment: Final = (
+            environment if environment is not None else _default_serve_environment(base_matches)
+        )
+        env_matches: Final = tuple(
+            spec for spec in base_matches if prompt_environment_or_default(spec.environment) == resolved_environment
+        )
+        if not env_matches:
+            return None
+        if version is not None:
+            return next((spec for spec in env_matches if _spec_version(spec) == version), None)
+        return max(env_matches, key=_spec_version)
 
-    def remove_prompt(self, prompt_id: str) -> None:
+    def get_prompt_callback_for_prompt(self, prompt: PromptSpec) -> CustomPromptManagement | None:
+        return self.prompt_id_to_custom_prompt.get(registry_key_for_prompt(prompt))
+
+    def has_config_prompt(self, base_prompt_id: str) -> bool:
+        return any(
+            spec.prompt_info.prompt_type == "config"
+            for spec in self.IN_MEMORY_PROMPTS.values()
+            if get_base_prompt_id(prompt_id=spec.prompt_id) == base_prompt_id
+        )
+
+    def remove_prompt(self, registry_key: str) -> None:
         import litellm
 
-        self.IN_MEMORY_PROMPTS.pop(prompt_id, None)
-        stale_callback: Final = self.prompt_id_to_custom_prompt.pop(prompt_id, None)
+        self.IN_MEMORY_PROMPTS.pop(registry_key, None)
+        stale_callback: Final = self.prompt_id_to_custom_prompt.pop(registry_key, None)
         if stale_callback is not None:
             litellm.logging_callback_manager.remove_callback_from_all_lists(stale_callback)
 
     def delete_prompts_by_base_id(self, base_prompt_id: str, environment: str | None = None) -> list[str]:
         """
-        Delete all prompts matching the given base prompt ID from memory, along with their
-        registered callbacks; scoped to one environment when given.
+        Delete matching prompts from memory, along with their registered callbacks,
+        scoped to one environment when given.
 
-        Args:
-            base_prompt_id: The base prompt ID (without version suffix)
-            environment: When set, only delete prompts deployed to this environment
-
-        Returns:
-            List of prompt IDs that were deleted
+        Returns the registry keys that were deleted.
         """
-        from litellm.proxy.prompts.prompt_endpoints import get_base_prompt_id
-
-        prompts_to_delete: Final = [
-            pid
-            for pid, prompt in self.IN_MEMORY_PROMPTS.items()
-            if get_base_prompt_id(prompt_id=pid) == base_prompt_id
-            and (environment is None or prompt.environment == environment)
+        keys_to_delete: Final = [
+            key
+            for key, spec in self.IN_MEMORY_PROMPTS.items()
+            if get_base_prompt_id(prompt_id=spec.prompt_id) == base_prompt_id
+            and (environment is None or prompt_environment_or_default(spec.environment) == environment)
         ]
 
-        for pid in prompts_to_delete:
-            self.remove_prompt(prompt_id=pid)
+        for key in keys_to_delete:
+            self.remove_prompt(registry_key=key)
 
-        return prompts_to_delete
+        return keys_to_delete
 
 
 IN_MEMORY_PROMPT_REGISTRY: Final = InMemoryPromptRegistry()
diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py
index 8ac63ba25c9..e780beb4410 100644
--- a/litellm/proxy/proxy_cli.py
+++ b/litellm/proxy/proxy_cli.py
@@ -261,6 +261,7 @@ class ProxyInitializationHelpers:
             "app": "litellm.proxy.proxy_server:app",
             "host": host,
             "port": port,
+            "server_header": False,
         }
         if log_config is not None:
             print(f"Using log_config: {log_config}")
@@ -1225,7 +1226,9 @@ def run_server(
         if os.getenv("DATABASE_URL", None) is not None or os.getenv("DIRECT_URL", None) is not None:
             from litellm.proxy.db.db_url_settings import (
                 add_missing_query_params,
+                idle_lifetime_params,
                 reader_shareable_params,
+                translate_libpq_ssl_params,
                 unsupported_db_scheme,
                 unsupported_db_scheme_message,
             )
@@ -1253,6 +1256,9 @@ def run_server(
                     disable_prepared_statements=db_disable_prepared_statements,
                     extra_params=db_extra_connection_params,
                 )
+                lifetime_params: Final = idle_lifetime_params(
+                    general_settings.get("database_max_idle_connection_lifetime")
+                )
                 if os.getenv("DATABASE_URL", None) is not None:
                     database_url = get_secret("DATABASE_URL", default_value=None)
                     resolved_url: Final[str | None] = str(database_url) if database_url else None
@@ -1270,11 +1276,15 @@ def run_server(
                         writer_url,
                         connection_url_params,
                     )
-                    os.environ["DATABASE_URL"] = modified_url
+                    os.environ["DATABASE_URL"] = translate_libpq_ssl_params(
+                        add_missing_query_params(modified_url, lifetime_params)
+                    )
                 if os.getenv("DIRECT_URL", None) is not None:
                     database_url = os.getenv("DIRECT_URL")
                     modified_url = append_query_params(database_url, connection_url_params)
-                    os.environ["DIRECT_URL"] = modified_url
+                    os.environ["DIRECT_URL"] = translate_libpq_ssl_params(
+                        add_missing_query_params(modified_url, lifetime_params)
+                    )
                 # The reader pool is a real pool against the same configured cap, so it
                 # gets the allowlisted pool params. Schema-affecting ones, including any
                 # the operator smuggled in through database_extra_connection_params, stay
@@ -1287,11 +1297,16 @@ def run_server(
                         db_statement_timeout,
                         db_lock_timeout,
                     )
-                    os.environ["DATABASE_URL_READ_REPLICA"] = add_missing_query_params(
-                        _with_query_value(read_replica_url, "options", reader_options)
-                        if reader_options
-                        else read_replica_url,
-                        reader_shareable_params(connection_url_params),
+                    os.environ["DATABASE_URL_READ_REPLICA"] = translate_libpq_ssl_params(
+                        add_missing_query_params(
+                            add_missing_query_params(
+                                _with_query_value(read_replica_url, "options", reader_options)
+                                if reader_options
+                                else read_replica_url,
+                                reader_shareable_params(connection_url_params),
+                            ),
+                            lifetime_params,
+                        )
                     )
                 subprocess.run(["prisma"], capture_output=True)
                 is_prisma_runnable = True
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 70bf8fd0554..5a39b8c610a 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -39,7 +39,7 @@ from typing import (
 import anyio
 import websockets
 import websockets.exceptions
-from pydantic import BaseModel, Json, JsonValue
+from pydantic import BaseModel, Json, JsonValue, TypeAdapter, ValidationError
 from typing_extensions import NotRequired, ReadOnly, assert_never
 
 from litellm._uuid import uuid
@@ -60,6 +60,7 @@ from litellm.constants import (
     LITELLM_SETTINGS_SAFE_DB_OVERRIDES,
     LITELLM_UI_ALLOW_HEADERS,
     LITELLM_UI_SESSION_DURATION,
+    RUNTIME_UPDATABLE_ROUTER_SETTINGS,
 )
 from litellm.litellm_core_utils.litellm_logging import (
     _init_custom_logger_compatible_class,
@@ -119,6 +120,8 @@ from litellm.router_utils.add_retry_fallback_headers import (
 from litellm.router_utils.auto_router_model_naming import (
     STRATEGY_ROUTER_PARAM_FIELDS,
     carries_complexity_router_settings,
+    count_heuristic_v2_routers,
+    heuristic_v2_limit_violation,
     validate_complexity_router_config_placement,
 )
 from litellm.types.utils import (
@@ -253,6 +256,8 @@ from litellm.constants import (
     PROXY_BUDGET_RESCHEDULER_MAX_TIME,
     PROXY_BUDGET_RESCHEDULER_MIN_TIME,
     PROXY_CONFIG_RELOAD_INTERVAL_SECONDS,
+    ROUTER_SETTINGS_MANAGED_OUTSIDE_CONFIG,
+    USER_SPEND_ALERTS_JOB_ID,
     WEEKLY_SPEND_REPORT_JOB_ID,
 )
 from litellm.exceptions import RejectedRequestError
@@ -298,7 +303,7 @@ from litellm.proxy.auth.auth_utils import (
 )
 from litellm.proxy.auth.fallback_model_access import router_fallback_access_check
 from litellm.proxy.auth.handle_jwt import JWTHandler
-from litellm.proxy.auth.litellm_license import LicenseCheck
+from litellm.proxy.auth.litellm_license import HEURISTIC_V2_LICENSE_REMEDY, LicenseCheck
 from litellm.proxy.auth.model_checks import (
     expand_wildcard_deployments_for_model_info,
     get_all_fallbacks,
@@ -307,6 +312,7 @@ from litellm.proxy.auth.model_checks import (
     get_mcp_server_ids,
     get_team_models,
 )
+from litellm.proxy.auth.password_policy import validate_password_policy
 from litellm.proxy.auth.user_api_key_auth import (
     _fetch_global_spend_with_event_coordination,
     user_api_key_auth,
@@ -351,7 +357,10 @@ from litellm.proxy.common_utils.load_config_utils import (
     get_file_contents_from_s3,
 )
 from litellm.proxy.common_utils.model_deprecation import collect_model_deprecations
-from litellm.proxy.common_utils.model_listing_utils import TeamModelNameTranslator
+from litellm.proxy.common_utils.model_listing_utils import (
+    TeamModelNameTranslator,
+    configured_display_names,
+)
 from litellm.proxy.common_utils.openai_endpoint_utils import (
     remove_sensitive_info_from_deployment,
 )
@@ -574,6 +583,11 @@ try:
 except ImportError:
     build_billing_metrics_recorder = None
     shutdown_billing_metrics_recorder = None
+from litellm.proxy.middleware.admission_control_middleware import (
+    AdmissionControlMiddleware,
+    admission_control_state,
+    get_admission_control_settings,
+)
 from litellm.proxy.middleware.in_flight_requests_middleware import (
     InFlightRequestsMiddleware,
 )
@@ -2274,7 +2288,7 @@ user_api_key_cache: UserApiKeyCache = UserApiKeyCache(
 )
 spend_counter_cache: Final = DualCache(default_in_memory_ttl=UserAPIKeyCacheTTLEnum.in_memory_cache_ttl.value)
 cli_sso_session_cache: Final = DualCache(default_in_memory_ttl=CLI_SSO_SESSION_TTL_SECONDS)
-model_max_budget_limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=user_api_key_cache)
+model_max_budget_limiter: Final = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=spend_counter_cache)
 litellm.logging_callback_manager.add_litellm_callback(model_max_budget_limiter)
 redis_usage_cache: RedisCache | None = None  # redis cache used for tracking spend, tpm/rpm limits
 polling_via_cache_enabled: Literal["all"] | list[str] | bool = False
@@ -4309,6 +4323,19 @@ def validate_deployment_complexity_router_placement(model: Mapping[str, object])
         raise ValueError(f"model {model.get('model_name', '')!r}: {violation}")
 
 
+def validate_heuristic_v2_router_limit(model_list: Sequence[Mapping[str, object]], *, limit: int | None) -> None:
+    """
+    Refuse to start when config.yaml defines more heuristic_v2 auto-routers than the license allows.
+
+    Checked here rather than left to router registration for the same reason as the two
+    validators above: the proxy builds its router with `ignore_invalid_deployments=True`, so
+    the router's own refusal would turn the extra router into a silently missing model.
+    """
+    violation: Final = heuristic_v2_limit_violation(held=count_heuristic_v2_routers(model_list), limit=limit)
+    if violation is not None:
+        raise ValueError(f"config.yaml model_list: {violation} {HEURISTIC_V2_LICENSE_REMEDY}")
+
+
 def pin_complexity_router_model_id(model: dict) -> None:  # mutable-ok: out-param, model_info is stamped in place
     """
     Stamps `model_info.id` from the raw litellm_params before plugin resolution swaps
@@ -4737,6 +4764,63 @@ class ProxyConfig:
         )
         return coordination_redis_cache
 
+    @staticmethod
+    async def _init_coordination_redis_env_fallback(litellm_settings: Mapping[str, object]) -> RedisCache | None:
+        """
+        Last-resort coordination Redis, tried after an explicit
+        `general_settings.coordination_redis` block and `litellm_settings.cache`
+        have both had a chance to resolve one. Without this, a deployment that
+        only exports REDIS_HOST/REDIS_PORT (no cache block, no coordination_redis
+        block) gets NO cross-pod coordination at all: spend counters, budget-window
+        enforcement, and the reset_spend cache-eviction broadcast all silently stay
+        per-pod local, so a key reset on one pod never clears another pod's stale
+        enforcement.
+
+        Unlike the explicit block and cache-backend paths (a deliberate opt-in, so a
+        bad connection target or a malformed REDIS_CLUSTER_NODES/REDIS_SENTINEL_NODES
+        value should fail loudly), this one is inferred from bare env vars that may be
+        set for an unrelated reason -- e.g. a REDIS_HOST left over from a different
+        job/service, or a REDIS_CLUSTER_NODES value nothing here ever asked to be
+        parsed. Wrongly guessing "coordination available" must not turn a previously
+        harmless in-memory-only proxy into one that fails to boot or raises on every
+        cache write, so a malformed value or a failed/slow ping are both treated the
+        same as no REDIS_* vars at all.
+        """
+        try:
+            env_coordination_redis_cache: Final = _build_redis_usage_cache_from_environment()
+        except Exception as e:  # noqa: BLE001  # a malformed inferred Redis env var must not block startup
+            verbose_proxy_logger.warning(
+                "coordination_redis: could not build a Redis client from REDIS_* environment variables "
+                "(%s); cross-pod coordination stays in-memory. Set general_settings.coordination_redis "
+                "explicitly to require it.",
+                e,
+            )
+            return None
+        if env_coordination_redis_cache is None:
+            return None
+        try:
+            reachable: Final = await asyncio.wait_for(env_coordination_redis_cache.ping(), timeout=2.0)
+        except Exception as e:  # noqa: BLE001  # an unreachable inferred Redis must not block startup or writes
+            verbose_proxy_logger.warning(
+                "coordination_redis: REDIS_* environment variables named a Redis that is not reachable "
+                "(%s); cross-pod coordination stays in-memory. Set general_settings.coordination_redis "
+                "explicitly to require it.",
+                e,
+            )
+            return None
+        if not reachable:
+            return None
+        _attach_redis_usage_cache(
+            env_coordination_redis_cache,
+            enable_redis_auth_cache=litellm_settings.get("enable_redis_auth_cache", False) is True,
+        )
+        verbose_proxy_logger.info(
+            "coordination_redis: using a standalone Redis built from REDIS_* "
+            "environment variables for usage tracking, rate limiting, and "
+            "cross-pod coordination."
+        )
+        return env_coordination_redis_cache
+
     def _init_cache(
         self,
         cache_params: dict,
@@ -5405,6 +5489,13 @@ class ProxyConfig:
                         reset_audit_log_callback_cache()
                         _in_memory_loggers[:] = [cb for cb in _in_memory_loggers if not isinstance(cb, S3V2Logger)]
 
+        if redis_usage_cache is None:
+            env_coordination_redis_cache: Final = await self._init_coordination_redis_env_fallback(
+                litellm_settings=litellm_settings
+            )
+            if env_coordination_redis_cache is not None:
+                _set_redis_usage_cache(env_coordination_redis_cache)
+
         ## GENERAL SERVER SETTINGS (e.g. master key,..) # do this after initializing litellm, to ensure sentry logging works for proxylogging
         general_settings = config.get("general_settings", {})
         if general_settings is None:
@@ -5650,6 +5741,7 @@ class ProxyConfig:
         model_list: Final = config.get("model_list", None)
         if model_list:
             router_params["model_list"] = model_list
+            validate_heuristic_v2_router_limit(model_list, limit=_license_check.heuristic_v2_router_limit())
             print(  # noqa: T201
                 "\033[32mLiteLLM: Proxy initialized with Config, Set models:\033[0m"
             )
@@ -5709,13 +5801,9 @@ class ProxyConfig:
         router_settings: Final = config.get("router_settings", None)
 
         if router_settings and isinstance(router_settings, dict):
-            # model list and search_tools already set
-            exclude_args: Final = {
-                "model_list",
-                "search_tools",
-            }
-
-            available_args: Final = [x for x in litellm.Router.get_valid_args() if x not in exclude_args]
+            available_args: Final = [
+                x for x in litellm.Router.get_valid_args() if x not in ROUTER_SETTINGS_MANAGED_OUTSIDE_CONFIG
+            ]
 
             for k, v in router_settings.items():
                 if k in available_args:
@@ -5743,6 +5831,7 @@ class ProxyConfig:
             ),
             ignore_invalid_deployments=True,  # don't raise an error if a deployment is invalid
             fallback_access_check=router_fallback_access_check,
+            heuristic_v2_router_limit=_license_check.heuristic_v2_router_limit,
         )
 
         if redis_usage_cache is not None and router.cache.redis_cache is None:
@@ -6203,6 +6292,7 @@ class ProxyConfig:
                         search_tools=search_tools,
                         ignore_invalid_deployments=True,
                         fallback_access_check=router_fallback_access_check,
+                        heuristic_v2_router_limit=_license_check.heuristic_v2_router_limit,
                     )
                     verbose_proxy_logger.debug("updated llm_router: %s", llm_router)
             else:
@@ -6642,6 +6732,12 @@ class ProxyConfig:
         if "max_batch_file_size_mb" not in self._yaml_general_settings_keys:
             general_settings["max_batch_file_size_mb"] = _general_settings.get("max_batch_file_size_mb")
 
+        if "max_file_size_mb" not in self._yaml_general_settings_keys:
+            general_settings["max_file_size_mb"] = _general_settings.get("max_file_size_mb")
+
+        if "blocked_file_extensions" not in self._yaml_general_settings_keys:
+            general_settings["blocked_file_extensions"] = _general_settings.get("blocked_file_extensions")
+
         ## ALERTING ARGS ##
         if "alerting_args" in _general_settings:
             general_settings["alerting_args"] = _general_settings["alerting_args"]
@@ -7498,7 +7594,7 @@ class ProxyConfig:
         return create_versioned_prompt_spec(db_prompt=db_prompt)
 
     async def _init_prompts_in_db(self, prisma_client: PrismaClient):
-        from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY
+        from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY, registry_key_for_prompt
         from litellm.types.prompts.init_prompts import PromptSpec
 
         def parse_row(db_prompt: object) -> PromptSpec | None:
@@ -7513,21 +7609,12 @@ class ProxyConfig:
                 return None
 
         try:
-            prompt_ids_loaded_before_db_read: Final = frozenset(IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS)
+            registry_keys_loaded_before_db_read: Final = frozenset(IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS)
             prompts_in_db: Final[Sequence[object]] = await PromptRepository(prisma_client).table.find_many()
             parsed_specs: Final[tuple[PromptSpec, ...]] = tuple(
                 spec for row in prompts_in_db if (spec := parse_row(row)) is not None
             )
-            newest_spec_per_id: Final[Mapping[str, PromptSpec]] = MappingProxyType(
-                {
-                    spec.prompt_id: spec
-                    for spec in sorted(
-                        parsed_specs,
-                        key=lambda s: s.updated_at.timestamp() if s.updated_at else float("-inf"),
-                    )
-                }
-            )
-            for prompt_spec in newest_spec_per_id.values():
+            for prompt_spec in parsed_specs:
                 try:
                     IN_MEMORY_PROMPT_REGISTRY.sync_prompt_from_db(prompt=prompt_spec)
                 except Exception as prompt_sync_error:  # noqa: BLE001  # one poisoned row must not block syncing the remaining prompts
@@ -7539,15 +7626,16 @@ class ProxyConfig:
             # An unparsable row still exists in the DB, so skip the sweep rather than unload its in-memory copy
             every_row_parsed: Final = len(parsed_specs) == len(prompts_in_db)
             if every_row_parsed:
-                deleted_db_prompt_ids: Final = tuple(
-                    prompt_id
-                    for prompt_id in prompt_ids_loaded_before_db_read
-                    if (loaded_spec := IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS.get(prompt_id)) is not None
+                db_registry_keys: Final = frozenset(registry_key_for_prompt(spec) for spec in parsed_specs)
+                deleted_db_registry_keys: Final = tuple(
+                    registry_key
+                    for registry_key in registry_keys_loaded_before_db_read
+                    if (loaded_spec := IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS.get(registry_key)) is not None
                     and loaded_spec.prompt_info.prompt_type == "db"
-                    and prompt_id not in newest_spec_per_id
+                    and registry_key not in db_registry_keys
                 )
-                for deleted_prompt_id in deleted_db_prompt_ids:
-                    IN_MEMORY_PROMPT_REGISTRY.remove_prompt(prompt_id=deleted_prompt_id)
+                for deleted_registry_key in deleted_db_registry_keys:
+                    IN_MEMORY_PROMPT_REGISTRY.remove_prompt(registry_key=deleted_registry_key)
         except Exception as e:
             verbose_proxy_logger.debug("litellm.proxy.proxy_server.py::ProxyConfig:_init_prompts_in_db - %s", e)
 
@@ -9866,6 +9954,35 @@ class ProxyStartupEvent:
                 replace_existing=True,
             )
 
+            slack_alerting_args: Final = proxy_logging_obj.slack_alerting_instance.alerting_args
+            user_spend_check_interval: Final = (
+                slack_alerting_args.user_spend_check_interval
+                if isinstance(slack_alerting_args, SlackAlertingArgs)  # pyright: ignore[reportUnnecessaryIsInstance]  # tests inject a mock slack_alerting_instance
+                else SlackAlertingArgs().user_spend_check_interval
+            )
+
+            async def _scheduled_user_spend_alerts() -> None:
+                if (
+                    await pod_lock_manager.acquire_lock(
+                        cronjob_id=USER_SPEND_ALERTS_JOB_ID,
+                        ttl=max(user_spend_check_interval - 60, 60),
+                        allow_reentrant=False,
+                    )
+                    is False
+                ):
+                    return
+                await proxy_logging_obj.slack_alerting_instance.send_user_spend_alerts()
+
+            scheduler.add_job(
+                _scheduled_user_spend_alerts,
+                "interval",
+                seconds=user_spend_check_interval,
+                next_run_time=datetime.now(timezone.utc) + timedelta(seconds=10 + random.randint(0, 60)),
+                id=USER_SPEND_ALERTS_JOB_ID,
+                replace_existing=True,
+                misfire_grace_time=APSCHEDULER_MISFIRE_GRACE_TIME,
+            )
+
             if os.getenv("PROMETHEUS_URL"):
                 from zoneinfo import ZoneInfo
 
@@ -10193,7 +10310,8 @@ async def model_list(
         # The internal routing key drives the metadata/fallback lookup, while the
         # public name is what the client sees as the model id.
         model_data = []
-        for response_id, lookup_id in TeamModelNameTranslator.listing_entries(all_models, llm_router, settings):
+        admin_entries: Final = TeamModelNameTranslator.listing_entries(all_models, llm_router, settings)
+        for response_id, lookup_id in admin_entries:
             model_info = create_model_info_response(
                 model_id=lookup_id,
                 provider="openai",
@@ -10206,7 +10324,10 @@ async def model_list(
 
         if wants_anthropic_format:
             admin_listing: Final = cast(Sequence[ModelInfoResponse], model_data)  # cast-ok: rows built above
-            return create_anthropic_model_list_response(admin_listing)
+            return create_anthropic_model_list_response(
+                admin_listing,
+                display_names=configured_display_names(admin_entries, llm_router),
+            )
 
         return dict(
             data=model_data,
@@ -10237,7 +10358,8 @@ async def model_list(
     # The internal routing key drives the metadata/fallback lookup, while the
     # public name is what the client sees as the model id.
     model_data = []
-    for response_id, lookup_id in TeamModelNameTranslator.listing_entries(all_models, llm_router, settings):
+    entries: Final = TeamModelNameTranslator.listing_entries(all_models, llm_router, settings)
+    for response_id, lookup_id in entries:
         model_info = create_model_info_response(
             model_id=lookup_id,
             provider="openai",
@@ -10250,7 +10372,10 @@ async def model_list(
 
     if wants_anthropic_format:
         listing: Final = cast(Sequence[ModelInfoResponse], model_data)  # cast-ok: rows built above
-        return create_anthropic_model_list_response(listing)
+        return create_anthropic_model_list_response(
+            listing,
+            display_names=configured_display_names(entries, llm_router),
+        )
 
     return dict(
         data=model_data,
@@ -12481,11 +12606,21 @@ async def supported_openai_params(model: str):
         --header 'Authorization: Bearer sk-1234'
     ```
     """
+    from litellm.litellm_core_utils.get_llm_provider_logic import declared_authenticating_provider
+
+    global llm_router
     try:
-        model, custom_llm_provider, _, _ = litellm.get_llm_provider(model=model)
+        resolved_models: Final = llm_router.resolved_litellm_models(model) if llm_router is not None else ()
+        target_model: Final = resolved_models[0] if resolved_models else model
+        declared_provider: Final = declared_authenticating_provider(target_model)
+        litellm_model, custom_llm_provider = (
+            (target_model.removeprefix(f"{declared_provider}/"), declared_provider)
+            if declared_provider is not None
+            else litellm.get_llm_provider(model=target_model)[:2]
+        )
         return {
             "supported_openai_params": litellm.get_supported_openai_params(
-                model=model, custom_llm_provider=custom_llm_provider
+                model=litellm_model, custom_llm_provider=custom_llm_provider
             )
         }
     except Exception:
@@ -14962,17 +15097,25 @@ async def alerting_settings(
         alerting_args_dict = {}
         alerting_values = None
 
-    allowed_args: Final = {
-        "slack_alerting": {"type": "Boolean"},
-        "daily_report_frequency": {"type": "Integer"},
-        "report_check_interval": {"type": "Integer"},
-        "budget_alert_ttl": {"type": "Integer"},
-        "outage_alert_ttl": {"type": "Integer"},
-        "region_outage_alert_ttl": {"type": "Integer"},
-        "minor_outage_alert_threshold": {"type": "Integer"},
-        "major_outage_alert_threshold": {"type": "Integer"},
-        "max_outage_alert_list_size": {"type": "Integer"},
-    }
+    allowed_args: Final = MappingProxyType(
+        {
+            "slack_alerting": "Boolean",
+            "daily_report_frequency": "Integer",
+            "report_check_interval": "Integer",
+            "budget_alert_ttl": "Integer",
+            "outage_alert_ttl": "Integer",
+            "region_outage_alert_ttl": "Integer",
+            "minor_outage_alert_threshold": "Integer",
+            "major_outage_alert_threshold": "Integer",
+            "max_outage_alert_list_size": "Integer",
+            "daily_spend_per_user_threshold": "Float",
+            "monthly_spend_per_user_threshold": "Float",
+            "spend_anomaly_multiplier": "Float",
+            "spend_anomaly_baseline_days": "Integer",
+            "spend_anomaly_min_spend": "Float",
+            "user_spend_check_interval": "Integer",
+        }
+    )
 
     _slack_alerting: Final[SlackAlerting] = proxy_logging_obj.slack_alerting_instance
     _slack_alerting_args_dict: Final = _slack_alerting.alerting_args.model_dump()
@@ -14987,7 +15130,7 @@ async def alerting_settings(
 
     _response_obj = ConfigList(
         field_name="slack_alerting",
-        field_type=allowed_args["slack_alerting"]["type"],
+        field_type=allowed_args["slack_alerting"],
         field_description="Enable slack alerting for monitoring proxy in production: llm outages, budgets, spend tracking failures.",
         field_value=is_slack_enabled,
         stored_in_db=True if alerting_values is not None else False,
@@ -15006,7 +15149,7 @@ async def alerting_settings(
 
             _response_obj = ConfigList(
                 field_name=field_name,
-                field_type=allowed_args[field_name]["type"],
+                field_type=allowed_args[field_name],
                 field_description=field_info.description or "",
                 field_value=_slack_alerting_args_dict.get(field_name, None),
                 stored_in_db=_stored_in_db,
@@ -15069,6 +15212,7 @@ async def async_queue_request(
             # extra_body); see above for the same guard upstream.
             data["metadata"] = {}
         data["metadata"]["user_api_key"] = user_api_key_dict.api_key
+        data["metadata"]["user_api_key_hash"] = user_api_key_dict.api_key
         data["metadata"]["user_api_key_metadata"] = strip_callback_config(user_api_key_dict.metadata)
         _headers: Final = _safe_get_request_headers(request).copy()
         _headers.pop("authorization", None)  # do not store the original `sk-..` api key in the db
@@ -15095,20 +15239,33 @@ async def async_queue_request(
 
         if llm_router is None:
             raise HTTPException(status_code=500, detail={"error": CommonProxyErrors.no_llm_router.value})
-
-        response: Final = await llm_router.schedule_acompletion(**data)
+        router: Final = llm_router
 
         if "stream" in data and data["stream"] is True:  # use generate_responses to stream responses
-            return StreamingResponse(
-                async_data_generator(
-                    user_api_key_dict=user_api_key_dict,
-                    response=response,
-                    request_data=data,
-                    request=request,
-                ),
-                media_type="text/event-stream",
+
+            async def produce_queue_stream() -> StreamingResponse:
+                return StreamingResponse(
+                    async_data_generator(
+                        user_api_key_dict=user_api_key_dict,
+                        response=await router.schedule_acompletion(**data),
+                        request_data=data,
+                        request=request,
+                    ),
+                    media_type="text/event-stream",
+                )
+
+            async def audit_late_failure(exc: Exception) -> HTTPException | None:
+                return await proxy_logging_obj.post_call_failure_hook(
+                    user_api_key_dict=user_api_key_dict, original_exception=exc, request_data=data
+                )
+
+            return await open_sse_before_first_byte(
+                produce_queue_stream(),
+                ping_interval_seconds=ttft_keepalive_interval(data, router),
+                on_late_failure=audit_late_failure,
             )
 
+        response: Final = await router.schedule_acompletion(**data)
         fastapi_response.headers.update({"x-litellm-priority": str(data["priority"])})
         return response
     except Exception as e:
@@ -15179,6 +15336,7 @@ async def login(request: Request):
         password=password,
         master_key=master_key,
         prisma_client=prisma_client,
+        general_settings=general_settings,
     )
 
     # Create UI token object
@@ -15200,7 +15358,10 @@ async def login(request: Request):
     # authorize round-trip), mirroring the SSO callback; otherwise land on the dashboard. Gated by
     # _is_same_origin_return_path (strictly relative path) so it can never be an open redirect, and the
     # one-shot cookie is cleared after use.
-    from litellm.proxy.management_endpoints.ui_sso import _sso_return_to_redirect
+    from litellm.proxy.management_endpoints.ui_sso import (
+        _sso_return_to_redirect,
+        set_session_token_cookie,
+    )
 
     # Resume through the SAME resumer the SSO callback uses, rather than a second, narrower arm.
     # _persist_return_to_cookie stores both shapes it accepts (a relative same-origin path AND a
@@ -15217,6 +15378,7 @@ async def login(request: Request):
                 jwt_token=jwt_token,
                 redis_usage_cache=redis_usage_cache,
                 user_api_key_cache=user_api_key_cache,
+                request=request,
             )
         except Exception:  # noqa: BLE001  # resuming must NEVER block a completed sign-in
             # The symmetric half of _persist_return_to_cookie's "never raises" contract. The resumer
@@ -15231,7 +15393,7 @@ async def login(request: Request):
 
     # Create redirect response with cookie
     redirect_response: Final = RedirectResponse(url=litellm_dashboard_ui, status_code=303)
-    redirect_response.set_cookie(key="token", value=jwt_token)
+    set_session_token_cookie(redirect_response, request, jwt_token)
     if cp_return_to:
         redirect_response.delete_cookie(key="litellm_cp_return_to")
     return redirect_response
@@ -15241,6 +15403,7 @@ async def login(request: Request):
 async def login_v2(request: Request):
     global premium_user, general_settings, master_key
     from litellm.proxy.auth.login_utils import authenticate_user, create_ui_token_object, encode_ui_session_jwt
+    from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
     from litellm.proxy.utils import get_custom_url
 
     try:
@@ -15253,6 +15416,7 @@ async def login_v2(request: Request):
             password=password,
             master_key=master_key,
             prisma_client=prisma_client,
+            general_settings=general_settings,
         )
 
         returned_ui_token_object: Final = create_ui_token_object(
@@ -15274,7 +15438,7 @@ async def login_v2(request: Request):
             content={"redirect_url": litellm_dashboard_ui, "token": jwt_token},
             status_code=status.HTTP_200_OK,
         )
-        json_response.set_cookie(key="token", value=jwt_token)
+        set_session_token_cookie(json_response, request, jwt_token)
         return json_response
     except Exception as e:
         verbose_proxy_logger.exception("litellm.proxy.proxy_server.login_v2(): Exception occurred - %s", e)
@@ -15323,6 +15487,7 @@ async def login_v3(request: Request):
             password=password,
             master_key=master_key,
             prisma_client=prisma_client,
+            general_settings=general_settings,
         )
 
         returned_ui_token_object: Final = create_ui_token_object(
@@ -15373,6 +15538,8 @@ async def login_v3(request: Request):
 
 @router.post("/v3/login/exchange", include_in_schema=False)  # exchange single-use opaque code for JWT
 async def login_v3_exchange(request: Request):
+    from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
     try:
         if not general_settings.get("control_plane_url"):
             raise ProxyException(
@@ -15419,7 +15586,7 @@ async def login_v3_exchange(request: Request):
             },
             status_code=status.HTTP_200_OK,
         )
-        json_response.set_cookie(key="token", value=cached_data["token"])
+        set_session_token_cookie(json_response, request, cached_data["token"])
         return json_response
     except ProxyException:
         raise
@@ -15692,6 +15859,7 @@ async def claim_onboarding_link(data: InvitationClaim, request: Request):
             detail={"error": "Invalid onboarding session for invitation link."},
         )
 
+    validate_password_policy(data.password, general_settings)
     hashed_pw: Final = hash_password(data.password)
     current_time = litellm.utils.get_utc_datetime()
     async with prisma_client.db.tx() as tx:
@@ -16159,6 +16327,7 @@ async def invitation_delete(
 )
 async def update_config(
     config_info: ConfigYAML,
+    request: Request,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
@@ -16174,6 +16343,26 @@ async def update_config(
         if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
             raise HTTPException(status_code=403, detail="Only proxy admins can update config")
 
+        request_body: Final[Mapping[str, JsonValue]] = TypeAdapter(Mapping[str, JsonValue]).validate_python(
+            await request.json()
+        )
+        raw_router_settings: Final = request_body.get("router_settings")
+        if isinstance(raw_router_settings, dict):
+            supported_router_settings: Final = RUNTIME_UPDATABLE_ROUTER_SETTINGS | (
+                frozenset(litellm.Router.get_valid_args()) - ROUTER_SETTINGS_MANAGED_OUTSIDE_CONFIG
+            )
+            unsupported_router_settings: Final = sorted(set(raw_router_settings) - supported_router_settings)
+            if unsupported_router_settings:
+                raise HTTPException(
+                    status_code=400,
+                    detail={
+                        "error": (
+                            f"Unsupported router settings: {', '.join(unsupported_router_settings)} "
+                            "are not valid router settings"
+                        )
+                    },
+                )
+
         if prisma_client is None:
             raise Exception("No DB Connected")
 
@@ -16275,11 +16464,19 @@ async def update_config(
             )
 
         # router_settings: merge existing + request, request wins.
-        if config_info.router_settings is not None:
+        if isinstance(raw_router_settings, dict):
             existing = await _read_section("router_settings")
             before_router_settings: Final = copy.deepcopy(existing)
-            updates = config_info.router_settings.dict(exclude_none=True)
-            new_router_settings: Final = {**existing, **updates}
+            typed_router_settings: Final = (
+                config_info.router_settings.dict(exclude_none=True) if config_info.router_settings is not None else {}
+            )
+            raw_router_settings_without_none: Final = {
+                key: value
+                for key, value in raw_router_settings.items()
+                if key not in typed_router_settings and value is not None
+            }
+            router_settings_updates: Final = {**typed_router_settings, **raw_router_settings_without_none}
+            new_router_settings: Final = {**existing, **router_settings_updates}
             await _upsert_section("router_settings", new_router_settings)
             asyncio.create_task(
                 create_config_audit_log(
@@ -16324,8 +16521,13 @@ _GENERAL_SETTINGS_CONFIG_LIST_FIELD_TYPES: Final[Mapping[str, str]] = MappingPro
     {
         "max_parallel_requests": "Integer",
         "global_max_parallel_requests": "Integer",
+        "max_in_flight_requests_per_worker": "Integer",
+        "max_queued_requests_per_worker": "Integer",
+        "admission_queue_timeout_seconds": "Float",
         "max_request_size_mb": "Integer",
         "max_batch_file_size_mb": "Integer",
+        "max_file_size_mb": "Integer",
+        "blocked_file_extensions": "List",
         "max_response_size_mb": "Integer",
         "proxy_config_reload_interval_seconds": "Integer",
         "pass_through_endpoints": "PydanticModel",
@@ -16434,6 +16636,16 @@ async def update_config_general_settings(
             detail={"error": f"Invalid type of field value={type(data.field_value)} passed in."},
         )
 
+    if data.field_name == "alerting_args":
+        try:
+            SlackAlertingArgs.model_validate(data.field_value)
+        except ValidationError as e:
+            errors: Final = "; ".join(f"{'.'.join(str(loc) for loc in err['loc'])}: {err['msg']}" for err in e.errors())
+            raise HTTPException(
+                status_code=400,
+                detail={"error": f"Invalid alerting_args: {errors}"},
+            )
+
     ## get general settings from db
     db_general_settings: Final = await _config_param_table(prisma_client).find_first(
         where={"param_name": "general_settings"}
@@ -17987,6 +18199,11 @@ app.add_middleware(
     get_max_request_size_mb=lambda: general_settings.get("max_request_size_mb"),
     is_request_size_limit_enabled=lambda: premium_user is True,
 )
+app.add_middleware(
+    AdmissionControlMiddleware,
+    get_settings=lambda: get_admission_control_settings(general_settings),
+    state=admission_control_state,
+)
 
 
 async def _stream_mcp_asgi_response(handle_fn, scope: dict, receive) -> "StreamingResponse":
diff --git a/litellm/proxy/public_endpoints/agent_create_fields.json b/litellm/proxy/public_endpoints/agent_create_fields.json
index 36484cc1065..cc2fc17d759 100644
--- a/litellm/proxy/public_endpoints/agent_create_fields.json
+++ b/litellm/proxy/public_endpoints/agent_create_fields.json
@@ -107,7 +107,9 @@
         "required": true,
         "field_type": "text",
         "default_value": null,
-        "include_in_litellm_params": false
+        "include_in_litellm_params": false,
+        "validation_pattern": "^arn:aws[a-zA-Z0-9-]*:bedrock-agentcore:[a-z0-9-]+:[0-9]{12}:runtime/.+$",
+        "validation_message": "Enter the complete Bedrock AgentCore runtime ARN, including the runtime ID after \"runtime/\" (e.g. arn:aws:bedrock-agentcore:us-west-2:123456789012:runtime/my-agent-runtime)."
       }
     ],
     "litellm_params_template": {
diff --git a/ui/litellm-dashboard/src/autorouter_presets.json b/litellm/proxy/public_endpoints/autorouter_presets.json
similarity index 67%
rename from ui/litellm-dashboard/src/autorouter_presets.json
rename to litellm/proxy/public_endpoints/autorouter_presets.json
index b977bd484ac..7d09db31127 100644
--- a/ui/litellm-dashboard/src/autorouter_presets.json
+++ b/litellm/proxy/public_endpoints/autorouter_presets.json
@@ -1,4 +1,26 @@
 {
+  "1m_context": {
+    "label": "1M Context",
+    "description": "Routes across models with 1M-token context windows: Luna for simple queries, Terra for medium, Sol for complex, Opus 5 at high thinking for reasoning.",
+    "complexity_router_config": {
+      "tiers": {
+        "SIMPLE": ["gpt-5.6-luna"],
+        "MEDIUM": ["gpt-5.6-terra"],
+        "COMPLEX": ["gpt-5.6-sol"],
+        "REASONING": ["claude-opus-5"]
+      },
+      "tier_model_configs": {
+        "REASONING": [{ "model_name": "claude-opus-5", "litellm_params": { "reasoning_effort": "high" } }]
+      },
+      "classifier_type": "heuristic_v2",
+      "escalation_keywords": ["LITELLM ESCALATE"],
+      "classification_mode": "every_request",
+      "session_affinity": false,
+      "modality_routing": false,
+      "modality_pin_override": false,
+      "deployment_affinity": true
+    }
+  },
   "anthropic_family": {
     "label": "Anthropic Family",
     "description": "Routes across the Claude model family: Haiku for simple queries, Sonnet for medium, Opus for complex, Opus at high thinking for reasoning.",
@@ -17,6 +39,7 @@
       "classification_mode": "every_request",
       "session_affinity": false,
       "modality_routing": false,
+      "modality_pin_override": false,
       "deployment_affinity": true
     }
   },
@@ -35,6 +58,7 @@
       "classification_mode": "every_request",
       "session_affinity": false,
       "modality_routing": false,
+      "modality_pin_override": false,
       "deployment_affinity": true
     }
   },
@@ -63,24 +87,29 @@
       "classification_mode": "every_request",
       "session_affinity": false,
       "modality_routing": false,
+      "modality_pin_override": false,
       "deployment_affinity": true
     }
   },
   "openai_family": {
     "label": "OpenAI Family",
-    "description": "Routes across the GPT model family: gpt-5.4-nano for simple queries, gpt-5.4-mini for medium, gpt-5.4 for complex, o3 for reasoning-heavy requests.",
+    "description": "Routes across the GPT model family: Luna for simple queries, Terra for medium, Sol for complex, Sol at xhigh thinking for reasoning.",
     "complexity_router_config": {
       "tiers": {
-        "SIMPLE": ["gpt-5.4-nano"],
-        "MEDIUM": ["gpt-5.4-mini"],
-        "COMPLEX": ["gpt-5.4"],
-        "REASONING": ["o3"]
+        "SIMPLE": ["gpt-5.6-luna"],
+        "MEDIUM": ["gpt-5.6-terra"],
+        "COMPLEX": ["gpt-5.6-sol"],
+        "REASONING": ["gpt-5.6-sol"]
+      },
+      "tier_model_configs": {
+        "REASONING": [{ "model_name": "gpt-5.6-sol", "litellm_params": { "reasoning_effort": "xhigh" } }]
       },
       "classifier_type": "heuristic",
       "escalation_keywords": ["LITELLM ESCALATE"],
       "classification_mode": "every_request",
       "session_affinity": false,
       "modality_routing": false,
+      "modality_pin_override": false,
       "deployment_affinity": true
     }
   }
diff --git a/litellm/proxy/public_endpoints/public_endpoints.py b/litellm/proxy/public_endpoints/public_endpoints.py
index 4d58a974bb8..94a59828451 100644
--- a/litellm/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/proxy/public_endpoints/public_endpoints.py
@@ -1,11 +1,13 @@
+import asyncio
 import json
 import os
 import re
-from collections.abc import Awaitable, Mapping, Sequence
+from collections.abc import Awaitable, Callable, Mapping, Sequence
 from importlib.resources import files
 from typing import TYPE_CHECKING, Final, Protocol
 
 from fastapi import APIRouter, HTTPException, Request
+from pydantic import TypeAdapter
 from typing_extensions import ReadOnly, TypedDict
 
 import litellm
@@ -28,6 +30,7 @@ from litellm.types.proxy.management_endpoints.model_management_endpoints import
 )
 from litellm.types.proxy.public_endpoints.public_endpoints import (
     AgentCreateInfo,
+    AutoRouterPresetRecord,
     ComplexityScorerDefaults,
     ProviderCreateInfo,
     PublicModelHubInfo,
@@ -464,6 +467,86 @@ async def get_litellm_blog_posts():
     return BlogPostsResponse(posts=posts)
 
 
+_AUTOROUTER_PRESETS_ADAPTER: Final = TypeAdapter(dict[str, AutoRouterPresetRecord])
+
+
+def _load_bundled_autorouter_presets() -> Mapping[str, AutoRouterPresetRecord]:
+    raw: Final = json.loads(
+        files("litellm.proxy.public_endpoints").joinpath("autorouter_presets.json").read_text(encoding="utf-8")
+    )
+    return _AUTOROUTER_PRESETS_ADAPTER.validate_python(raw)
+
+
+async def _fetch_remote_autorouter_presets(url: str) -> Mapping[str, AutoRouterPresetRecord]:
+    from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
+    from litellm.types.llms.custom_http import httpxSpecialProvider
+
+    client: Final = get_async_httpx_client(llm_provider=httpxSpecialProvider.UI)
+    response: Final = await client.get(url, timeout=5.0)
+    response.raise_for_status()
+    presets: Final = _AUTOROUTER_PRESETS_ADAPTER.validate_python(response.json())
+    if not presets:
+        raise ValueError("remote auto-router preset catalog is empty")
+    return presets
+
+
+async def _resolve_autorouter_presets(
+    url: str,
+    fetch: Callable[[str], Awaitable[Mapping[str, AutoRouterPresetRecord]]],
+) -> Mapping[str, AutoRouterPresetRecord]:
+    if os.getenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", "").lower() == "true":
+        return _load_bundled_autorouter_presets()
+    try:
+        return await fetch(url)
+    except Exception as e:
+        verbose_logger.warning(
+            "LiteLLM: failed to fetch auto-router presets from %s: %s. Serving the bundled catalog for the life of this process.",
+            url,
+            str(e),
+        )
+        return _load_bundled_autorouter_presets()
+
+
+class _AutoRouterPresetsCache:
+    presets: Mapping[str, AutoRouterPresetRecord] | None = None
+    lock: asyncio.Lock | None = None
+
+
+async def get_autorouter_presets(
+    url: str,
+    fetch: Callable[[str], Awaitable[Mapping[str, AutoRouterPresetRecord]]] = _fetch_remote_autorouter_presets,
+) -> Mapping[str, AutoRouterPresetRecord]:
+    cached: Final = _AutoRouterPresetsCache.presets
+    if cached is not None:
+        return cached
+    if _AutoRouterPresetsCache.lock is None:
+        _AutoRouterPresetsCache.lock = asyncio.Lock()
+    async with _AutoRouterPresetsCache.lock:
+        held: Final = _AutoRouterPresetsCache.presets
+        if held is not None:
+            return held
+        resolved: Final = await _resolve_autorouter_presets(url=url, fetch=fetch)
+        _AutoRouterPresetsCache.presets = resolved
+        return resolved
+
+
+@router.get(
+    "/public/autorouter_presets",
+    tags=["public", "auto router"],  # mutable-ok: FastAPI route tags take a list
+    response_model=dict[str, AutoRouterPresetRecord],
+)
+async def get_public_autorouter_presets() -> Mapping[str, AutoRouterPresetRecord]:
+    """
+    Return the auto-router preset catalog the dashboard's template picker renders.
+
+    Resolved once per process, like the model cost map: fetched from ``litellm.autorouter_presets_url``
+    (override with ``LITELLM_AUTOROUTER_PRESETS_URL``) on the first request, falling back to the
+    catalog bundled with the package on any failure. Set ``LITELLM_LOCAL_AUTOROUTER_PRESETS=True``
+    to serve the bundled catalog only. A restart picks up a newly published catalog.
+    """
+    return await get_autorouter_presets(url=litellm.autorouter_presets_url)
+
+
 @router.get(
     "/public/endpoints",
     tags=["public"],
diff --git a/litellm/proxy/public_endpoints/public_v1/model_hub.py b/litellm/proxy/public_endpoints/public_v1/model_hub.py
index 5a2d8068af7..b0e688740e4 100644
--- a/litellm/proxy/public_endpoints/public_v1/model_hub.py
+++ b/litellm/proxy/public_endpoints/public_v1/model_hub.py
@@ -3,7 +3,7 @@
 from collections.abc import Mapping, Sequence
 from dataclasses import dataclass
 from types import MappingProxyType
-from typing import Annotated, Final, Protocol
+from typing import Annotated, Final, Literal, Protocol
 
 from fastapi import APIRouter, Depends, Request
 from typing_extensions import ReadOnly, TypedDict
@@ -20,10 +20,12 @@ from litellm.proxy.list_api.list_framework import (
     Scope,
     ScopeAll,
     SortKey,
+    handle_facet,
     handle_list,
 )
 from litellm.proxy.utils import PrismaClient
 from litellm.types.proxy.management_endpoints.management_v1 import (
+    FacetListResponse,
     ListResponse,
     ProblemDetail,
 )
@@ -95,16 +97,37 @@ class HealthEnricher:
         return tuple(_with_health(row, health.get(row.model_group)) for row in rows)
 
 
+FEATURE_PREFIX: Final = "supports_"
+
+
+def _features(row: ModelGroupInfoProxy) -> tuple[str, ...]:
+    """A row's capabilities as one repeated field, so selecting two of them matches either.
+
+    The hub's feature control has always been a multi-select over the `supports_*` flags.
+    One boolean filter per flag would AND them, which is the opposite of what it does.
+    """
+    return tuple(
+        sorted(
+            name.removeprefix(FEATURE_PREFIX)
+            for name, value in row.model_dump().items()
+            if name.startswith(FEATURE_PREFIX) and value is True
+        )
+    )
+
+
 def _cells(row: ModelGroupInfoProxy) -> Cells:
     return MappingProxyType(
         {
             "model_group": row.model_group,
             "mode": row.mode,
             "providers": tuple(row.providers),
+            "features": _features(row),
             "max_input_tokens": row.max_input_tokens,
             "max_output_tokens": row.max_output_tokens,
             "input_cost_per_token": row.input_cost_per_token,
             "output_cost_per_token": row.output_cost_per_token,
+            "rpm": row.rpm,
+            "tpm": row.tpm,
         }
     )
 
@@ -126,20 +149,28 @@ def _scope(_caller: UserAPIKeyAuth) -> Scope:
 MODEL_HUB_FILTERS: Final[Mapping[str, FilterSpec]] = MappingProxyType(
     {
         "mode": FilterSpec(type=str, ops=frozenset(("eq", "in"))),
-        "providers": FilterSpec(type=str, ops=frozenset(("contains",))),
+        "providers": FilterSpec(type=str, ops=frozenset(("contains", "in"))),
+        "features": FilterSpec(type=str, ops=frozenset(("in",))),
     }
 )
 
+MODEL_HUB_FACETS: Final[Mapping[str, str]] = MappingProxyType(
+    {"providers": "providers", "modes": "mode", "features": "features"}
+)
+
 MODEL_HUB_LIST_SPEC: Final[ListSpec[ModelGroupInfoProxy, ModelGroupInfoProxy]] = ListSpec(
     resource="model groups",
     sortable=frozenset(
         (
             "model_group",
             "mode",
+            "providers",
             "max_input_tokens",
             "max_output_tokens",
             "input_cost_per_token",
             "output_cost_per_token",
+            "rpm",
+            "tpm",
         )
     ),
     searchable=frozenset(("model_group",)),
@@ -153,6 +184,32 @@ MODEL_HUB_LIST_SPEC: Final[ListSpec[ModelGroupInfoProxy, ModelGroupInfoProxy]] =
 )
 
 
+def _published_rows() -> Sequence[ModelGroupInfoProxy]:
+    from litellm.proxy.proxy_server import (
+        _get_model_group_info,  # pyright: ignore[reportPrivateUsage]  # /public/model_hub imports it the same way
+        llm_router,
+    )
+
+    if llm_router is None:
+        raise ManagementProblem(
+            ProblemDetail(
+                type=f"{PROBLEM_TYPE_BASE}no-llm-router",
+                title="No models configured",
+                status=400,
+                detail=CommonProxyErrors.no_llm_router.value,
+            )
+        )
+    if litellm.public_model_groups is None:
+        return ()
+    return tuple(
+        _get_model_group_info(
+            llm_router=llm_router,
+            all_models_str=litellm.public_model_groups,
+            model_group=None,
+        )
+    )
+
+
 def _executor(
     rows: Sequence[ModelGroupInfoProxy],
     prisma_client: PrismaClient | None,
@@ -191,37 +248,11 @@ async def public_model_hub_list(
     ```
     """
     try:
-        from litellm.proxy.proxy_server import (
-            _get_model_group_info,  # pyright: ignore[reportPrivateUsage]  # /public/model_hub imports it the same way
-            llm_router,
-            prisma_client,
-        )
-
-        if llm_router is None:
-            raise ManagementProblem(
-                ProblemDetail(
-                    type=f"{PROBLEM_TYPE_BASE}no-llm-router",
-                    title="No models configured",
-                    status=400,
-                    detail=CommonProxyErrors.no_llm_router.value,
-                )
-            )
-
-        rows: Final[Sequence[ModelGroupInfoProxy]] = (
-            ()
-            if litellm.public_model_groups is None
-            else tuple(
-                _get_model_group_info(
-                    llm_router=llm_router,
-                    all_models_str=litellm.public_model_groups,
-                    model_group=None,
-                )
-            )
-        )
+        from litellm.proxy.proxy_server import prisma_client
 
         return await handle_list(
             spec=MODEL_HUB_LIST_SPEC,
-            executor=_executor(rows, prisma_client),
+            executor=_executor(_published_rows(), prisma_client),
             request=request,
             caller=user_api_key_dict,
         )
@@ -240,3 +271,53 @@ async def public_model_hub_list(
                 detail="Failed to list public model groups.",
             )
         )
+
+
+@router.get(
+    "/model_hub/{facet}",
+    tags=["public", "model management"],  # mutable-ok: fastapi types tags as list[str | Enum]
+    dependencies=(Depends(user_api_key_auth),),
+    response_model=FacetListResponse,
+)
+async def public_model_hub_facet(
+    request: Request,
+    facet: Literal["providers", "modes", "features"],
+    user_api_key_dict: Annotated[UserAPIKeyAuth, Depends(user_api_key_auth)],
+) -> FacetListResponse:
+    """
+    The distinct providers, modes or features across the published model groups, for the
+    Model Hub's filter dropdowns. No authentication.
+
+    Carries the same filters and search as the list route, so a dropdown offers exactly
+    the values the table can show: asking for providers under `filter[mode][in]=chat`
+    lists only the providers that serve a chat model.
+
+    Example curl:
+    ```
+    curl --location --globoff \
+        'http://0.0.0.0:4000/public/v1/model_hub/providers?filter[mode][in]=chat&page_size=50'
+    ```
+    """
+    try:
+        return await handle_facet(
+            spec=MODEL_HUB_LIST_SPEC,
+            executor=InMemoryListExecutor(rows=_published_rows(), cells=_cells),
+            request=request,
+            caller=user_api_key_dict,
+            field=MODEL_HUB_FACETS[facet],
+        )
+
+    except ManagementProblem:
+        raise
+    except Exception as e:  # noqa: BLE001  # a router error answers as a problem document, not the OpenAI error shape
+        verbose_proxy_logger.exception(
+            "litellm.proxy.public_endpoints.public_v1.model_hub.public_model_hub_facet(): Exception occured - %s", e
+        )
+        raise ManagementProblem(
+            ProblemDetail(
+                type=f"{PROBLEM_TYPE_BASE}internal-server-error",
+                title="Internal server error",
+                status=500,
+                detail="Failed to list public model group values.",
+            )
+        )
diff --git a/litellm/proxy/rag_endpoints/endpoints.py b/litellm/proxy/rag_endpoints/endpoints.py
index db574f859b3..d6a402e1860 100644
--- a/litellm/proxy/rag_endpoints/endpoints.py
+++ b/litellm/proxy/rag_endpoints/endpoints.py
@@ -9,6 +9,7 @@ Provides:
 import base64
 import json
 from collections.abc import Mapping
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final
 
 import orjson
@@ -19,11 +20,17 @@ from starlette.datastructures import UploadFile
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
-from litellm.litellm_core_utils.streaming_handler import CustomStreamWrapper
+from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook import (
+    LiteLLM_ManagedVectorStore,
+)
 from litellm.proxy._types import *
 from litellm.proxy.auth.auth_utils import is_request_body_safe
 from litellm.proxy.auth.user_api_key_auth import UserAPIKeyAuth, user_api_key_auth
-from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+from litellm.proxy.common_request_processing import (
+    ProxyBaseLLMRequestProcessing,
+    open_sse_before_first_byte,
+    ttft_keepalive_interval,
+)
 from litellm.proxy.common_utils.http_parsing_utils import (
     _read_request_body,
     _safe_get_request_headers,
@@ -36,10 +43,15 @@ from litellm.proxy.rag_endpoints.upload_security import (
     RejectedUpload,
     validate_upload,
 )
+from litellm.proxy.vector_store_endpoints.endpoints import (
+    build_request_data_from_managed_vector_store,
+    reject_caller_embedding_selection_params,
+)
 from litellm.proxy.vector_store_endpoints.utils import (
     assert_user_can_access_vector_store_id,
 )
 from litellm.repositories.table_repositories import ManagedVectorStoresRepository
+from litellm.types.utils import ModelResponse
 
 if TYPE_CHECKING:
     from litellm.proxy.utils import PrismaClient
@@ -120,12 +132,21 @@ def _collect_vector_store_ids_from_payload(payload: object) -> set[str]:
 async def _authorize_nested_vector_store_ids(
     payload: object,
     user_api_key_dict: UserAPIKeyAuth,
-) -> None:
-    for vector_store_id in sorted(_collect_vector_store_ids_from_payload(payload)):
-        await assert_user_can_access_vector_store_id(
-            vector_store_id=vector_store_id,
-            user_api_key_dict=user_api_key_dict,
-        )
+) -> Mapping[str, LiteLLM_ManagedVectorStore]:
+    """Authorize every nested vector store id and return the managed stores it resolved."""
+    return MappingProxyType(
+        {
+            vector_store_id: store
+            for vector_store_id in sorted(_collect_vector_store_ids_from_payload(payload))
+            if (
+                store := await assert_user_can_access_vector_store_id(
+                    vector_store_id=vector_store_id,
+                    user_api_key_dict=user_api_key_dict,
+                )
+            )
+            is not None
+        }
+    )
 
 
 def _build_file_metadata_entry(
@@ -700,11 +721,27 @@ async def rag_query(
                 status_code=400,
                 detail={"error": "retrieval_config must contain 'vector_store_id'"},
             )
-        await _authorize_nested_vector_store_ids(
+        reject_caller_embedding_selection_params(payload=retrieval_config, source="retrieval_config")
+        resolved_stores: Final = await _authorize_nested_vector_store_ids(
             payload=retrieval_config,
             user_api_key_dict=user_api_key_dict,
         )
 
+        # Merge litellm-managed vector store params (provider, region, embedding
+        # model, credentials, ...) from the registry: the same source the direct
+        # /vector_stores/{id}/search endpoint uses. Store-managed keys win on
+        # conflict so callers cannot override the store's provider or credentials.
+        managed_store: Final = resolved_stores.get(retrieval_config["vector_store_id"])
+        store_data: Final = (
+            build_request_data_from_managed_vector_store(managed_store)
+            if managed_store is not None
+            else MappingProxyType({})
+        )
+        merged_retrieval_config: Final = {
+            **retrieval_config,
+            **store_data,
+        }  # mutable-ok: litellm.aquery requires a plain dict payload
+
         # Add litellm data
         request_data: dict[str, object] = {}
         request_data = await add_litellm_data_to_request(
@@ -716,44 +753,60 @@ async def rag_query(
             proxy_config=proxy_config,
         )
 
-        verbose_proxy_logger.debug("RAG Query - model: %s, retrieval_config: %s", model, retrieval_config)
-
-        # Call query
-        response: Final = await litellm.aquery(
-            model=model,
-            messages=messages,
-            retrieval_config=retrieval_config,
-            rerank=rerank,
-            stream=stream,
-            router=llm_router,
-            **request_data,
+        verbose_proxy_logger.debug(
+            "RAG Query - model: %s, vector_store_id: %s, custom_llm_provider: %s",
+            model,
+            retrieval_config["vector_store_id"],
+            merged_retrieval_config.get("custom_llm_provider"),
         )
 
-        hidden_params: Final = getattr(response, "_hidden_params", {}) or {}
-        custom_headers: Final = ProxyBaseLLMRequestProcessing.get_custom_headers(
-            user_api_key_dict=user_api_key_dict,
-            call_id=hidden_params.get("litellm_call_id", None) or "",
-            model_id=hidden_params.get("model_id", None) or "",
-            cache_key=hidden_params.get("cache_key", None) or "",
-            api_base=hidden_params.get("api_base", None) or "",
-            version=version,
-            response_cost=hidden_params.get("response_cost", None),
-            request_data=request_data,
-        )
-
-        if isinstance(response, CustomStreamWrapper):
-            return StreamingResponse(
-                select_data_generator(
-                    response=response,
-                    user_api_key_dict=user_api_key_dict,
-                    request_data=request_data,
-                    request=request,
-                ),
-                media_type="text/event-stream",
-                headers=custom_headers,
+        async def query() -> ModelResponse:
+            return await litellm.aquery(
+                model=model,
+                messages=messages,
+                retrieval_config=merged_retrieval_config,
+                vector_store_params=store_data,
+                rerank=rerank,
+                stream=stream,
+                router=llm_router,
+                **request_data,
             )
 
-        fastapi_response.headers.update(custom_headers)
+        def custom_headers_for(response: ModelResponse) -> Mapping[str, str]:
+            hidden_params: Final = getattr(response, "_hidden_params", {}) or {}
+            return ProxyBaseLLMRequestProcessing.get_custom_headers(
+                user_api_key_dict=user_api_key_dict,
+                call_id=hidden_params.get("litellm_call_id", None) or "",
+                model_id=hidden_params.get("model_id", None) or "",
+                cache_key=hidden_params.get("cache_key", None) or "",
+                api_base=hidden_params.get("api_base", None) or "",
+                version=version,
+                response_cost=hidden_params.get("response_cost", None),
+                request_data=request_data,
+            )
+
+        if stream:
+
+            async def produce_stream() -> StreamingResponse:
+                response: Final = await query()
+                return StreamingResponse(
+                    select_data_generator(
+                        response=response,
+                        user_api_key_dict=user_api_key_dict,
+                        request_data=request_data,
+                        request=request,
+                    ),
+                    media_type="text/event-stream",
+                    headers=custom_headers_for(response),
+                )
+
+            return await open_sse_before_first_byte(
+                produce_stream(),
+                ping_interval_seconds=ttft_keepalive_interval(data, llm_router),
+            )
+
+        response: Final = await query()
+        fastapi_response.headers.update(custom_headers_for(response))
         return response
 
     except HTTPException:
diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma
index 28ed49fd0be..e638ad68b6f 100644
--- a/litellm/proxy/schema.prisma
+++ b/litellm/proxy/schema.prisma
@@ -5,6 +5,7 @@ datasource client {
 
 generator client {
   provider = "prisma-client-py"
+  recursive_type_depth = -1
   binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x", "linux-musl", "linux-musl-openssl-3.0.x"]
 }
 
diff --git a/litellm/proxy/spend_tracking/budget_reservation.py b/litellm/proxy/spend_tracking/budget_reservation.py
index f4d8fd7d906..91d2ece7a51 100644
--- a/litellm/proxy/spend_tracking/budget_reservation.py
+++ b/litellm/proxy/spend_tracking/budget_reservation.py
@@ -120,13 +120,15 @@ async def _apply_over_budget_reservation_policy(
     applied_entries: list[dict[str, float | str]],
     reservation_cost: float,
     current_spend: float,
+    fail_closed_budget_enforcement: bool = False,
 ) -> float:
     """
     Decide what to do when a counter is over budget, and return the reservation
     cost to carry into the next counter. Three outcomes: an over-budget key that
     opted into throttling releases its own reservation (the rate limiter slows
     it) and keeps the cost; a partially-remaining budget resizes the reservation
-    down to what is left; anything else hard-blocks by raising.
+    down to what is left, unless strict enforcement is on, because the known
+    estimate already does not fit; anything else hard-blocks by raising.
     """
     if _key_reservation_should_release_for_throttle(counter.counter_key, valid_token):
         await _release_applied_entries_best_effort(entries=[entry], default_reserved_cost=reservation_cost)
@@ -134,21 +136,36 @@ async def _apply_over_budget_reservation_policy(
         return reservation_cost
 
     remaining_before_reservation: Final = counter.max_budget - (current_spend - reservation_cost)
-    if remaining_before_reservation > 1e-12:
-        await _resize_applied_reservation(
-            entries=applied_entries,
-            current_reserved_cost=reservation_cost,
-            new_reserved_cost=remaining_before_reservation,
+    if remaining_before_reservation <= 1e-12:
+        _raise_counter_budget_exceeded(counter=counter, current_cost=current_spend)
+    if fail_closed_budget_enforcement and current_spend - counter.max_budget > 1e-12:
+        _raise_counter_budget_exceeded(
+            counter=counter,
+            current_cost=current_spend - reservation_cost,
+            estimated_cost=reservation_cost,
         )
-        return remaining_before_reservation
+    await _resize_applied_reservation(
+        entries=applied_entries,
+        current_reserved_cost=reservation_cost,
+        new_reserved_cost=remaining_before_reservation,
+    )
+    return remaining_before_reservation
 
+
+def _raise_counter_budget_exceeded(
+    counter: _BudgetCounter,
+    current_cost: float,
+    estimated_cost: float | None = None,
+) -> NoReturn:
+    estimate_detail: Final = "" if estimated_cost is None else f"Estimated request cost: {estimated_cost}, "
     raise litellm.BudgetExceededError(
-        current_cost=current_spend,
+        current_cost=current_cost,
         max_budget=counter.max_budget,
         message=(
             "Budget has been exceeded! "
             f"{counter.entity_type}={counter.entity_id} "
-            f"Current cost: {current_spend}, "
+            f"Current cost: {current_cost}, "
+            f"{estimate_detail}"
             f"Max budget: {counter.max_budget}"
         ),
         entity_type=_COUNTER_ENTITY_TYPES.get(counter.entity_type),
@@ -258,6 +275,7 @@ async def reserve_budget_for_request(
                     applied_entries=applied_entries,
                     reservation_cost=reservation_cost,
                     current_spend=current_spend,
+                    fail_closed_budget_enforcement=fail_closed_budget_enforcement,
                 )
                 continue
     except Exception:
diff --git a/litellm/proxy/spend_tracking/key_metadata_recovery.py b/litellm/proxy/spend_tracking/key_metadata_recovery.py
new file mode 100644
index 00000000000..7de18521edd
--- /dev/null
+++ b/litellm/proxy/spend_tracking/key_metadata_recovery.py
@@ -0,0 +1,236 @@
+from collections.abc import Awaitable, Callable, Mapping, Sequence
+from collections.abc import Set as AbstractSet
+from types import MappingProxyType
+from typing import Final, TypeVar
+
+from pydantic import BaseModel, TypeAdapter
+from typing_extensions import ReadOnly, TypedDict
+
+from litellm._logging import verbose_proxy_logger
+from litellm.litellm_core_utils.litellm_logging import is_valid_sha256_hash
+from litellm.proxy.utils import PrismaClient
+from litellm.repositories.user_repository import UserRepository
+
+_T = TypeVar("_T")
+
+_ACTIVE_TOKEN_DIGEST_SQL: Final = """
+SELECT encode(sha256(convert_to(token, 'UTF8')), 'hex') AS digest, key_alias, team_id, user_id
+FROM "LiteLLM_VerificationToken"
+WHERE encode(sha256(convert_to(token, 'UTF8')), 'hex') = ANY($1::text[])
+"""
+
+_DELETED_TOKEN_DIGEST_SQL: Final = """
+SELECT DISTINCT ON (token)
+    encode(sha256(convert_to(token, 'UTF8')), 'hex') AS digest, key_alias, team_id, user_id
+FROM "LiteLLM_DeletedVerificationToken"
+WHERE encode(sha256(convert_to(token, 'UTF8')), 'hex') = ANY($1::text[])
+ORDER BY token, deleted_at DESC
+"""
+
+
+class KeyMetadataDict(TypedDict, total=False):
+    key_alias: ReadOnly[str | None]
+    team_id: ReadOnly[str | None]
+    user_id: ReadOnly[str | None]
+    user_email: ReadOnly[str | None]
+
+
+class _TokenDigestRow(BaseModel):
+    digest: str
+    key_alias: str | None = None
+    team_id: str | None = None
+    user_id: str | None = None
+
+
+_TOKEN_DIGEST_ROWS: Final = TypeAdapter(tuple[_TokenDigestRow, ...])
+_EMPTY_KEY_METADATA: Final[Mapping[str, KeyMetadataDict]] = MappingProxyType({})
+_EMPTY_EMAILS: Final[Mapping[str, str]] = MappingProxyType({})
+
+
+async def _db_or_empty(
+    load: Callable[[], Awaitable[_T]],
+    warning: str,
+    count: int,
+) -> _T | None:
+    from prisma.errors import PrismaError
+
+    try:
+        return await load()
+    except PrismaError as e:
+        verbose_proxy_logger.warning(warning, count, e)
+        return None
+
+
+async def _reverse_hash_key_metadata(
+    prisma_client: PrismaClient,
+    sql: str,
+    wanted: AbstractSet[str],
+    *,
+    warning: str,
+) -> Mapping[str, KeyMetadataDict]:
+    rows: Final = await _db_or_empty(
+        lambda: prisma_client.db.query_raw(sql, sorted(wanted)),
+        warning,
+        len(wanted),
+    )
+    if rows is None:
+        return _EMPTY_KEY_METADATA
+    return MappingProxyType(
+        {
+            row.digest: KeyMetadataDict(key_alias=row.key_alias, team_id=row.team_id, user_id=row.user_id)
+            for row in _TOKEN_DIGEST_ROWS.validate_python(rows)
+            if row.digest in wanted
+        }
+    )
+
+
+async def _emails_for_user_ids(
+    prisma_client: PrismaClient,
+    user_ids: AbstractSet[str],
+) -> Mapping[str, str]:
+    if not user_ids:
+        return _EMPTY_EMAILS
+    users: Final = await _db_or_empty(
+        lambda: UserRepository(prisma_client).table.find_many(
+            where={"user_id": {"in": list(user_ids)}},  # mutable-ok: Prisma find_many where= is a dict
+        ),
+        "Failed user_email recovery for %d user ids: %s",
+        len(user_ids),
+    )
+    if users is None:
+        return _EMPTY_EMAILS
+    return MappingProxyType(
+        {
+            user.user_id: user.user_email
+            for user in users
+            if getattr(user, "user_id", None) and getattr(user, "user_email", None)
+        }
+    )
+
+
+def _meta_with_email(meta: KeyMetadataDict, emails: Mapping[str, str]) -> KeyMetadataDict:
+    if meta.get("user_email"):
+        return meta
+    user_id: Final = meta.get("user_id")
+    if not isinstance(user_id, str) or user_id not in emails:
+        return meta
+    updated: Final[KeyMetadataDict] = {**meta, "user_email": emails[user_id]}
+    return updated
+
+
+async def attach_user_emails(
+    prisma_client: PrismaClient,
+    recovered: Mapping[str, KeyMetadataDict],
+) -> Mapping[str, KeyMetadataDict]:
+    needing_email: Final = frozenset(
+        user_id
+        for meta in recovered.values()
+        for user_id in (meta.get("user_id"),)
+        if isinstance(user_id, str) and user_id and not meta.get("user_email")
+    )
+    emails: Final = await _emails_for_user_ids(prisma_client, needing_email)
+    if not emails:
+        return recovered
+    return MappingProxyType({api_key: _meta_with_email(meta, emails) for api_key, meta in recovered.items()})
+
+
+async def recover_double_hashed_key_metadata(
+    prisma_client: PrismaClient,
+    missing_keys: AbstractSet[str],
+) -> Mapping[str, KeyMetadataDict]:
+    """
+    Recover key_alias/team_id/user_id for DailyUserSpend.api_key values that
+    were double-hashed by the v1.99 spend-log provenance gate.
+
+    Those rows store hash(VerificationToken.token) instead of the token, so the
+    exact join misses. Postgres hashes the token column itself, one pass over
+    active keys and one over deleted keys, so no key row crosses the wire.
+    """
+    sha_missing: Final = frozenset(key for key in missing_keys if is_valid_sha256_hash(key))
+    if not sha_missing:
+        return _EMPTY_KEY_METADATA
+
+    from_active: Final = await _reverse_hash_key_metadata(
+        prisma_client,
+        _ACTIVE_TOKEN_DIGEST_SQL,
+        sha_missing,
+        warning="Failed reverse-hash recovery against active keys for %d missing keys: %s",
+    )
+    still_missing: Final = sha_missing - frozenset(from_active)
+    if not still_missing:
+        return from_active
+    from_deleted: Final = await _reverse_hash_key_metadata(
+        prisma_client,
+        _DELETED_TOKEN_DIGEST_SQL,
+        still_missing,
+        warning="Failed reverse-hash recovery against deleted keys for %d missing keys: %s",
+    )
+    return MappingProxyType({**from_active, **from_deleted})
+
+
+def _row_with_recovered_fields(
+    row: Mapping[str, object],
+    recovered: Mapping[str, KeyMetadataDict],
+    *,
+    api_key_field: str,
+    alias_field: str,
+    team_id_field: str,
+    user_email_field: str,
+) -> Mapping[str, object]:
+    api_key: Final = row.get(api_key_field)
+    if not isinstance(api_key, str) or api_key not in recovered:
+        return row
+    meta: Final = recovered[api_key]
+    return MappingProxyType(
+        {
+            **row,
+            alias_field: meta.get("key_alias") or row.get(alias_field),
+            team_id_field: meta.get("team_id") or row.get(team_id_field),
+            user_email_field: row.get(user_email_field) or meta.get("user_email"),
+        }
+    )
+
+
+async def fill_missing_api_key_aliases(
+    prisma_client: PrismaClient,
+    rows: Sequence[Mapping[str, object]],
+    *,
+    api_key_field: str = "api_key",
+    alias_field: str = "api_key_alias",
+    team_id_field: str = "team_id",
+    user_email_field: str = "user_email",
+) -> tuple[Mapping[str, object], ...]:
+    """
+    Fill null api_key_alias / team_id / user_email on export rows whose api_key
+    was double-hashed.
+
+    Used by CloudZero and Focus, which join DailyUserSpend.api_key to
+    VerificationToken.token and otherwise export null aliases for those rows.
+    """
+    missing_keys: Final = frozenset(
+        key
+        for row in rows
+        for key in (row.get(api_key_field),)
+        if isinstance(key, str) and key and row.get(alias_field) in (None, "")
+    )
+    if not missing_keys:
+        return tuple(rows)
+
+    recovered: Final = await attach_user_emails(
+        prisma_client,
+        await recover_double_hashed_key_metadata(prisma_client, missing_keys),
+    )
+    if not recovered:
+        return tuple(rows)
+
+    return tuple(
+        _row_with_recovered_fields(
+            row,
+            recovered,
+            api_key_field=api_key_field,
+            alias_field=alias_field,
+            team_id_field=team_id_field,
+            user_email_field=user_email_field,
+        )
+        for row in rows
+    )
diff --git a/litellm/proxy/spend_tracking/spend_management_endpoints.py b/litellm/proxy/spend_tracking/spend_management_endpoints.py
index 41c65b1d5c5..dff100bdea7 100644
--- a/litellm/proxy/spend_tracking/spend_management_endpoints.py
+++ b/litellm/proxy/spend_tracking/spend_management_endpoints.py
@@ -3,7 +3,9 @@ import collections
 import json
 import os
 from collections.abc import Mapping, Sequence
-from datetime import datetime, timedelta, timezone
+from datetime import date, datetime, timedelta, timezone
+from itertools import groupby
+from types import MappingProxyType
 from typing import (
     TYPE_CHECKING,
     Annotated,
@@ -12,13 +14,14 @@ from typing import (
     Literal,
     NamedTuple,
     Protocol,
+    TypeAlias,
     TypedDict,
     TypeVar,
-    cast,  # noqa: TID251  # prisma group_by returns untyped aggregate mappings
 )
 
 import fastapi
 from fastapi import APIRouter, Depends, HTTPException, Request, Response, status
+from pydantic import TypeAdapter
 from typing_extensions import ReadOnly
 
 import litellm
@@ -55,6 +58,22 @@ router: Final = APIRouter()
 
 SPEND_LOGS_PAGINATION_COUNT_CAP: Final = 10000
 
+_SESSION_KEY_EXPR: Final = "COALESCE(NULLIF(session_id, ''), request_id)"
+_SESSION_GROUP_KEY_SQL: Final = f"{_SESSION_KEY_EXPR}, api_key"
+_MCP_CALL_TYPES_SQL: Final = "('call_mcp_tool', 'list_mcp_tools')"
+_AGENT_CALL_TYPE_SQL: Final = "'asend_message'"
+_SPEND_LOG_LIST_COLUMNS: Final = """
+                request_id, call_type, api_key, spend, total_tokens,
+                prompt_tokens, completion_tokens, "startTime", "endTime",
+                "completionStartTime", model, model_id, model_group,
+                custom_llm_provider, api_base, "user", metadata,
+                cache_hit, cache_key, request_tags, team_id,
+                organization_id, end_user, requester_ip_address,
+                session_id, status, mcp_namespaced_tool_name, agent_id,
+                COALESCE(request_duration_ms,
+                    (EXTRACT(EPOCH FROM ("endTime" - "startTime")) * 1000)::INTEGER) AS request_duration_ms
+"""
+
 _INTERNAL_HEALTH_CHECK_API_KEYS: Final = (
     LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME,
     hash_token(token=LITTELM_INTERNAL_HEALTH_SERVICE_ACCOUNT_NAME),
@@ -144,33 +163,50 @@ class _DailyTagSpendRow(TypedDict):
     total_spend: float
 
 
-class _SessionCountAggregate(TypedDict):
-    session_id: int
-
-
-class _SessionCountRow(TypedDict):
-    session_id: str
-    _count: _SessionCountAggregate
-
-
 class _SessionSpendRow(TypedDict):
     session_id: str
+    api_key: ReadOnly[str]
+    session_total_count: ReadOnly[int]
     session_total_spend: float
     mcp_tool_call_count: int
     mcp_tool_call_spend: float
     session_cache_hit_count: ReadOnly[int]
+    session_llm_count: ReadOnly[int]
+    session_agent_count: ReadOnly[int]
+    session_total_prompt_tokens: ReadOnly[int]
+    session_total_completion_tokens: ReadOnly[int]
+    session_total_tokens: ReadOnly[int]
+    session_models: ReadOnly[Sequence[str]]
 
 
-class _SpendSumAggregate(TypedDict, total=False):
-    spend: ReadOnly[float]
+_SESSION_MODELS_LIMIT: Final = 10
+_SESSION_MODEL_NAME_MAX_LEN: Final = 256
 
 
-class _SpendGroupByRow(TypedDict):
+class _SessionSpendStats(NamedTuple):
+    session_total_count: int
+    session_total_spend: float
+    mcp_tool_call_count: int
+    mcp_tool_call_spend: float
+    session_cache_hit_count: int
+    session_llm_count: int
+    session_agent_count: int
+    session_total_prompt_tokens: int
+    session_total_completion_tokens: int
+    session_total_tokens: int
+    session_models: Sequence[str]
+    session_models_truncated: bool
+
+
+_SessionSpendMap: TypeAlias = Mapping[tuple[str, str], _SessionSpendStats]
+
+
+class _SpendDailySummaryRow(TypedDict):
+    day: ReadOnly[str]
     api_key: ReadOnly[str]
     user: ReadOnly[str | None]
     model: ReadOnly[str]
-    startTime: ReadOnly[object]
-    _sum: ReadOnly[_SpendSumAggregate]
+    spend: ReadOnly[float]
 
 
 async def _query_raw(prisma_client: PrismaClient, sql_query: str, *args: object) -> Sequence[_RowT]:
@@ -211,6 +247,66 @@ def _verification_token_table(prisma_client: PrismaClient) -> _VerificationToken
     return VerificationTokenRepository(prisma_client).table
 
 
+def _spend_logs_daily_summary_sql(
+    *,
+    start_date_iso: str,
+    end_date_iso: str,
+    api_key: str | None,
+    request_id: str | None,
+    user_id: str | None,
+) -> tuple[str, tuple[object, ...]]:
+    filter_params: Final[tuple[tuple[str, object], ...]] = tuple(
+        (column, value)
+        for column, value in (
+            ("api_key", api_key),
+            ("request_id", request_id),
+            ('"user"', user_id),
+        )
+        if value is not None
+    )
+    filter_clauses: Final[tuple[str, ...]] = tuple(
+        f"AND {column} = ${index}" for index, (column, _) in enumerate(filter_params, start=3)
+    )
+    filter_sql: Final = "\n".join(filter_clauses)
+    sql_query: Final = f"""
+SELECT
+    to_char(date_trunc('day', "startTime"), 'YYYY-MM-DD') AS day,
+    api_key,
+    "user",
+    model,
+    SUM(spend) AS spend
+FROM "LiteLLM_SpendLogs"
+WHERE "startTime" >= ($1::timestamptz AT TIME ZONE 'UTC') AND "startTime" <= ($2::timestamptz AT TIME ZONE 'UTC')
+{filter_sql}
+GROUP BY 1, 2, 3, 4
+ORDER BY 1
+"""
+    params: Final[tuple[object, ...]] = (
+        start_date_iso,
+        end_date_iso,
+        *(value for _, value in filter_params),
+    )
+    return sql_query, params
+
+
+def _sum_spend_by(
+    rows: Sequence[_SpendDailySummaryRow], column: Literal["api_key", "user", "model"]
+) -> Mapping[str | None, float]:
+    keys: Final = frozenset(row[column] for row in rows)
+    return {key: sum(float(row["spend"]) for row in rows if row[column] == key) for key in keys}
+
+
+def _daily_summary_item(summary_date: date, rows: Sequence[_SpendDailySummaryRow]) -> Mapping[str, object]:
+    api_key_spend: Final = {key: value for key, value in _sum_spend_by(rows, "api_key").items() if key is not None}
+    return {
+        **api_key_spend,
+        "startTime": summary_date,
+        "spend": sum(float(row["spend"]) for row in rows),
+        "users": _sum_spend_by(rows, "user"),
+        "models": _sum_spend_by(rows, "model"),
+    }
+
+
 async def _find_spend_logs(
     prisma_client: PrismaClient,
     where: Mapping[str, object],
@@ -242,18 +338,6 @@ async def _count_spend_logs(prisma_client: PrismaClient, where: Mapping[str, obj
     return await _spend_logs_table(prisma_client).count(where=where)
 
 
-async def _count_logs_per_session(
-    prisma_client: PrismaClient, session_ids: Sequence[str | None]
-) -> Sequence[_SessionCountRow]:
-    """Count spend log rows per session for the given session ids."""
-    rows: Final = await _spend_logs_table(prisma_client).group_by(
-        by=["session_id"],
-        where={"session_id": {"in": session_ids}},
-        count={"session_id": True},
-    )
-    return cast(Sequence[_SessionCountRow], rows)  # cast-ok: group_by(count=) shape is fixed by the by/count args
-
-
 async def _find_team_row(prisma_client: PrismaClient, team_id: str) -> _SupportsModelDump | None:
     """Read a single team row as a Prisma model instance."""
     return await _team_table(prisma_client).find_unique(where={"team_id": team_id})
@@ -1204,7 +1288,10 @@ async def get_global_spend_report(
     ),
     api_key: str | None = fastapi.Query(
         default=None,
-        description="View spend for a specific api_key. Example api_key='sk-1234",
+        description=(
+            "View spend for a specific api_key. Pass the key's sha256 hash so the raw key stays "
+            "out of URLs and access logs. Example api_key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa'"
+        ),
     ),
     internal_user_id: str | None = fastapi.Query(
         default=None,
@@ -1685,7 +1772,11 @@ async def get_key_spend_report(
     api_key: Annotated[
         str | None,
         fastapi.Query(
-            description="View spend for a specific api_key. Proxy admin only; other callers are scoped to their own key."
+            description=(
+                "View spend for a specific api_key. Proxy admin only; other callers are scoped to their "
+                "own key. Pass the key's sha256 hash so the raw key stays out of URLs and access logs. "
+                "Example api_key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa'"
+            )
         ),
     ] = None,
 ) -> Sequence[Mapping[str, object]]:
@@ -2194,6 +2285,31 @@ async def calculate_spend(request: SpendCalculateRequest):
         )
 
 
+class _SpendLogSearchCondition(NamedTuple):
+    sql: str
+    params: tuple[object, ...]
+
+
+def _build_spend_log_search_condition(
+    search: str,
+    start_date: datetime,
+    end_date: datetime,
+    next_param_index: int,
+) -> _SpendLogSearchCondition:
+    """request_id (indexed) matches across all time; the unindexed id columns only inside the window."""
+    raw: Final = f"${next_param_index}"
+    window_start: Final = f"${next_param_index + 1}"
+    window_end: Final = f"${next_param_index + 2}"
+    sql: Final = (
+        f"(request_id = {raw} OR ("
+        f"\"startTime\" >= ({window_start}::timestamptz AT TIME ZONE 'UTC') "
+        f"AND \"startTime\" <= ({window_end}::timestamptz AT TIME ZONE 'UTC') "
+        f'AND (api_key = {raw} OR team_id = {raw} OR "user" = {raw} OR end_user = {raw} '
+        f"OR session_id = {raw} OR model_id = {raw})))"
+    )
+    return _SpendLogSearchCondition(sql=sql, params=(search, start_date, end_date))
+
+
 @router.get(
     "/spend/logs/v2",
     tags=["Budget & Spend Tracking"],
@@ -2283,6 +2399,25 @@ async def ui_view_spend_logs(
         default=False,
         description="Exclude LiteLLM internal health check requests from results",
     ),
+    group_by_session: bool = fastapi.Query(
+        default=False,
+        description="Paginate over sessions instead of raw logs: one representative row per session, total counts sessions",
+    ),
+    session_cursor: str | None = fastapi.Query(
+        default=None,
+        description=(
+            "Keyset cursor '<last_activity>|<api_key>|<session_key>' from a previous group_by_session page. "
+            "UI route only, honored when sorting by startTime"
+        ),
+    ),
+    search: str | None = fastapi.Query(
+        default=None,
+        description=(
+            "Match a log whose request_id, api_key (hash), team_id, user, end_user, "
+            "session_id, or model_id equals this value. request_id matches across all time; the other columns "
+            "match inside start_date/end_date, which stay required"
+        ),
+    ),
 ):
     """
     View spend logs with pagination support.
@@ -2346,8 +2481,10 @@ async def ui_view_spend_logs(
     try:
         is_admin_view: Final = _is_admin_view_safe(user_api_key_dict=user_api_key_dict)
         is_request_id_lookup: Final = request_id is not None and not is_v2
+        is_search_lookup: Final = search is not None
+        search_owns_window: Final = is_search_lookup and not is_v2
 
-        if is_request_id_lookup:
+        if is_request_id_lookup and not is_search_lookup:
             # request_id is the @id primary key: it identifies a single row, so a
             # time window is meaningless. The dashboard always sends a default 24h
             # window, which hid ids copied from an older page (LIT-3981). Drop the
@@ -2530,7 +2667,7 @@ async def ui_view_spend_logs(
         # Date range. Wrap the param side with `AT TIME ZONE 'UTC'` so comparison
         # against the plain `timestamp` column does not depend on the DB session
         # timezone (see #22529). Absent for a request_id-only lookup (see above).
-        if start_date_obj is not None and end_date_obj is not None:
+        if start_date_obj is not None and end_date_obj is not None and not search_owns_window:
             sql_conditions.append(f"\"startTime\" >= (${p}::timestamptz AT TIME ZONE 'UTC')")
             sql_params.append(start_date_obj)
             p += 1
@@ -2538,6 +2675,17 @@ async def ui_view_spend_logs(
             sql_params.append(end_date_obj)
             p += 1
 
+        if search is not None and start_date_obj is not None and end_date_obj is not None:
+            search_condition: Final = _build_spend_log_search_condition(
+                search=search,
+                start_date=start_date_obj,
+                end_date=end_date_obj,
+                next_param_index=p,
+            )
+            sql_conditions.append(search_condition.sql)
+            sql_params.extend(search_condition.params)
+            p += len(search_condition.params)  # rebind-ok: advances the file's shared $N placeholder counter
+
         # Equality filters - read effective values from where_conditions (post-authorization)
         for sql_col, wc_key in [
             ("team_id", "team_id"),
@@ -2616,6 +2764,24 @@ async def ui_view_spend_logs(
             sql_params.append(f"%{error_message}%")
             p += 1
 
+        if (
+            group_by_session is True
+            and not is_v2
+            and not is_request_id_lookup
+            and not is_search_lookup
+            and sort_by == "startTime"
+        ):
+            return await _ui_session_grouped_spend_logs(
+                prisma_client=prisma_client,
+                sql_conditions=sql_conditions,
+                sql_params=sql_params,
+                next_param_index=p,
+                page=page,
+                page_size=page_size,
+                sort_desc=order_direction != "asc",
+                session_cursor=session_cursor,
+            )
+
         # Build the ORDER BY expression. ttft_ms is computed from
         # completionStartTime - startTime; non-streaming rows (where
         # completionStartTime is null or equals endTime) yield NULL, so we
@@ -2637,12 +2803,16 @@ async def ui_view_spend_logs(
         else:
             _order_expr = order_column
 
+        joined_conditions: Final = " AND ".join(sql_conditions)
+        session_grouping: Final = group_by_session is True and not is_search_lookup
+        count_group_clause: Final = f"GROUP BY {_SESSION_GROUP_KEY_SQL}" if session_grouping else ""
         count_query: Final = f"""
             SELECT COUNT(*) AS total_count
             FROM (
                 SELECT 1
                 FROM "LiteLLM_SpendLogs"
-                WHERE {" AND ".join(sql_conditions)}
+                WHERE {joined_conditions}
+                {count_group_clause}
                 LIMIT ${p}
             ) AS bounded_matches
         """
@@ -2653,21 +2823,28 @@ async def ui_view_spend_logs(
         total_is_capped: Final = raw_total > SPEND_LOGS_PAGINATION_COUNT_CAP
         total_records: Final = SPEND_LOGS_PAGINATION_COUNT_CAP if total_is_capped else raw_total
 
-        sql_query: Final = f"""
+        sql_query: Final = (
+            f"""
+                SELECT * FROM (
+                    SELECT DISTINCT ON ({_SESSION_GROUP_KEY_SQL})
+                        {_SPEND_LOG_LIST_COLUMNS}
+                    FROM "LiteLLM_SpendLogs"
+                    WHERE {joined_conditions}
+                    ORDER BY {_SESSION_GROUP_KEY_SQL}, call_type IN {_MCP_CALL_TYPES_SQL}, "startTime" DESC
+                ) AS session_representatives
+                ORDER BY {_order_expr} {_sql_dir}{_nulls_clause}, request_id
+                LIMIT ${p} OFFSET ${p + 1}
+            """
+            if session_grouping
+            else f"""
             SELECT
-                request_id, call_type, api_key, spend, total_tokens,
-                prompt_tokens, completion_tokens, "startTime", "endTime",
-                "completionStartTime", model, model_id, model_group,
-                custom_llm_provider, api_base, "user", metadata,
-                cache_hit, cache_key, request_tags, team_id,
-                organization_id, end_user, requester_ip_address,
-                session_id, status, mcp_namespaced_tool_name, agent_id,
-                COALESCE(request_duration_ms, (EXTRACT(EPOCH FROM ("endTime" - "startTime")) * 1000)::INTEGER) AS request_duration_ms
+                {_SPEND_LOG_LIST_COLUMNS}
             FROM "LiteLLM_SpendLogs"
-            WHERE {" AND ".join(sql_conditions)}
+            WHERE {joined_conditions}
             ORDER BY {_order_expr} {_sql_dir}{_nulls_clause}
             LIMIT ${p} OFFSET ${p + 1}
         """
+        )
         sql_params.extend([page_size, skip])
 
         data: Final = await prisma_client.db.query_raw(sql_query, *sql_params)
@@ -2694,6 +2871,162 @@ async def ui_view_spend_logs(
         raise handle_exception_on_proxy(e)
 
 
+class _SessionPageRow(TypedDict):
+    session_key: ReadOnly[str]
+    api_key: ReadOnly[str]
+    last_activity: ReadOnly[str]
+
+
+def _parse_session_cursor(session_cursor: str | None) -> tuple[str, str, str] | None:
+    if session_cursor is None or session_cursor.count("|") < 2:
+        return None
+    last_activity, _, rest = session_cursor.partition("|")
+    api_key, _, session_key = rest.partition("|")
+    if not last_activity or not session_key:
+        return None
+    return (last_activity, session_key, api_key)
+
+
+async def _fetch_session_representatives(
+    prisma_client: "PrismaClient",
+    where_clause: str,
+    sql_params: Sequence[object],
+    next_param_index: int,
+    session_keys: Sequence[tuple[str, str]],
+) -> list[dict[str, object]]:  # mutable-ok: _build_ui_spend_logs_response writes session counts onto each row
+    """Fetch the newest non-MCP row of each ``(session_key, api_key)`` session, in ``session_keys`` order."""
+    rep_query: Final = f"""
+        SELECT * FROM (
+            SELECT DISTINCT ON ({_SESSION_GROUP_KEY_SQL})
+                {_SPEND_LOG_LIST_COLUMNS}
+            FROM "LiteLLM_SpendLogs"
+            WHERE {where_clause}
+              AND ({_SESSION_GROUP_KEY_SQL}) IN (
+                  SELECT * FROM unnest(${next_param_index}::text[], ${next_param_index + 1}::text[])
+              )
+            ORDER BY {_SESSION_GROUP_KEY_SQL}, call_type IN {_MCP_CALL_TYPES_SQL}, "startTime" DESC
+        ) AS session_representatives
+    """
+    rep_rows: Final[Sequence[dict[str, object]]] = await _query_raw(  # mutable-ok: rows are enriched in place
+        prisma_client,
+        rep_query,
+        *sql_params,
+        [session_key for session_key, _ in session_keys],  # mutable-ok: prisma serializes array params from a list
+        [api_key for _, api_key in session_keys],  # mutable-ok: prisma serializes array params from a list
+    )
+    rep_by_key: Final[Mapping[tuple[str, str], dict[str, object]]] = MappingProxyType(  # mutable-ok: same rows
+        {(str(row["session_id"] or row["request_id"]), str(row["api_key"])): row for row in rep_rows}
+    )
+    return [rep_by_key[key] for key in session_keys if key in rep_by_key]  # mutable-ok: rows are enriched in place
+
+
+async def _ui_session_grouped_spend_logs(
+    prisma_client: "PrismaClient",
+    sql_conditions: Sequence[str],
+    sql_params: Sequence[object],
+    next_param_index: int,
+    page: int,
+    page_size: int,
+    sort_desc: bool,
+    session_cursor: str | None,
+) -> Mapping[str, object]:
+    """
+    One row per session, keyset-paginated by session last activity.
+
+    Sessions are derived on the fly from ``LiteLLM_SpendLogs`` (no extra
+    table): rows sharing a ``session_id`` and ``api_key`` form a session, rows
+    without a session id are singletons keyed by ``request_id``. A page is the
+    next ``page_size`` sessions ordered by ``(MAX(startTime), session_key,
+    api_key)``, resumed from the ``session_cursor`` keyset
+    ``'<last_activity>|<api_key>|<session_key>'`` instead of an OFFSET, so
+    page depth does not degrade the query plan. Each session is represented
+    by its newest non-MCP row, enriched by ``_build_ui_spend_logs_response``
+    exactly like the flat listing, and the response carries
+    ``next_session_cursor`` / ``has_more`` while ``total`` counts sessions
+    (capped like the flat total).
+    """
+    where_clause: Final = " AND ".join(sql_conditions) if sql_conditions else "TRUE"
+    cmp_op: Final = "<" if sort_desc else ">"
+    direction: Final = "DESC" if sort_desc else "ASC"
+
+    cursor: Final = _parse_session_cursor(session_cursor)
+    having_clause: Final = (
+        f'HAVING (MAX("startTime"), {_SESSION_GROUP_KEY_SQL}) {cmp_op} '
+        f"(${next_param_index}::timestamp, ${next_param_index + 1}, ${next_param_index + 2})"
+        if cursor
+        else ""
+    )
+    cursor_params: Final[tuple[object, ...]] = cursor if cursor else ()
+    limit_index: Final = next_param_index + len(cursor_params)
+
+    page_query: Final = f"""
+        SELECT {_SESSION_KEY_EXPR} AS session_key,
+               api_key,
+               MAX("startTime")::text AS last_activity
+        FROM "LiteLLM_SpendLogs"
+        WHERE {where_clause}
+        GROUP BY {_SESSION_GROUP_KEY_SQL}
+        {having_clause}
+        ORDER BY MAX("startTime") {direction}, {_SESSION_KEY_EXPR} {direction}, api_key {direction}
+        LIMIT ${limit_index}
+    """
+    page_rows: Final[Sequence[_SessionPageRow]] = await _query_raw(
+        prisma_client, page_query, *sql_params, *cursor_params, page_size + 1
+    )
+
+    has_more: Final = len(page_rows) > page_size
+    visible_rows: Final = page_rows[:page_size]
+    next_cursor: Final = (
+        f"{visible_rows[-1]['last_activity']}|{visible_rows[-1]['api_key']}|{visible_rows[-1]['session_key']}"
+        if has_more and visible_rows
+        else None
+    )
+
+    count_query: Final = f"""
+        SELECT COUNT(*) AS total_count
+        FROM (
+            SELECT 1
+            FROM "LiteLLM_SpendLogs"
+            WHERE {where_clause}
+            GROUP BY {_SESSION_GROUP_KEY_SQL}
+            LIMIT ${next_param_index}
+        ) AS bounded_sessions
+    """
+    count_rows: Final[Sequence[_SpendLogsCountRow]] = await _query_raw(
+        prisma_client, count_query, *sql_params, SPEND_LOGS_PAGINATION_COUNT_CAP + 1
+    )
+    raw_total: Final = int(count_rows[0]["total_count"]) if count_rows else 0
+    total_is_capped: Final = raw_total > SPEND_LOGS_PAGINATION_COUNT_CAP
+    total_records: Final = SPEND_LOGS_PAGINATION_COUNT_CAP if total_is_capped else raw_total
+
+    session_keys: Final = tuple((row["session_key"], row["api_key"]) for row in visible_rows)
+    data: Final[list[dict[str, object]]] = (  # mutable-ok: _build_ui_spend_logs_response writes onto each row
+        await _fetch_session_representatives(
+            prisma_client=prisma_client,
+            where_clause=where_clause,
+            sql_params=sql_params,
+            next_param_index=next_param_index,
+            session_keys=session_keys,
+        )
+        if session_keys
+        else []  # mutable-ok: downstream enrichment mutates rows in place
+    )
+    _hydrate_spend_log_metadata(data)
+
+    total_pages: Final = (total_records + page_size - 1) // page_size
+    response: Final[Mapping[str, object]] = await _build_ui_spend_logs_response(
+        prisma_client,
+        data,
+        total_records,
+        page,
+        page_size,
+        total_pages,
+        enrich_session_counts=True,
+        total_is_capped=total_is_capped,
+    )
+    return {**response, "next_session_cursor": next_cursor, "has_more": has_more}  # mutable-ok: FastAPI response body
+
+
 class RequestResponsePayload(NamedTuple):
     messages: str | list | dict | None
     response: str | list | dict | None
@@ -2945,7 +3278,7 @@ async def view_spend_logs(
 
     Example Request for specific api_key
     ```
-    curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=sk-test-example-key-123" \
+    curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa" \
 -H "Authorization: Bearer sk-1234"
     ```
 
@@ -2989,18 +3322,22 @@ async def view_spend_logs(
             start_date_iso: Final = start_date_obj.isoformat()
             end_date_iso: Final = end_date_obj.isoformat()
 
-            filter_query: Final = {
+            filter_query: Final[
+                dict[str, object]
+            ] = {  # mutable-ok: legacy filters are extended for optional parameters
                 "startTime": {
                     "gte": start_date_iso,  # Greater than or equal to Start Date
                     "lte": end_date_iso,  # Less than or equal to End Date
                 }
             }
 
+            summary_api_key: Final[str | None] = (
+                prisma_client.hash_token(token=api_key)
+                if api_key is not None and api_key.startswith("sk-")
+                else api_key
+            )
             if api_key is not None and isinstance(api_key, str):
-                if api_key.startswith("sk-"):
-                    filter_query["api_key"] = prisma_client.hash_token(token=api_key)
-                else:
-                    filter_query["api_key"] = api_key
+                filter_query["api_key"] = summary_api_key
             if request_id is not None and isinstance(request_id, str):
                 filter_query["request_id"] = request_id
             if user_id is not None and isinstance(user_id, str):
@@ -3019,58 +3356,34 @@ async def view_spend_logs(
                 return data
 
             # Legacy behavior: return summarized data (when summarize=true)
-            # SQL query
-            response: Final = await SpendLogsRepository(prisma_client).table.group_by(
-                by=["api_key", "user", "model", "startTime"],
-                where=filter_query,
-                sum={
-                    "spend": True,
-                },
+            summary_sql_and_params: Final = _spend_logs_daily_summary_sql(
+                start_date_iso=start_date_iso,
+                end_date_iso=end_date_iso,
+                api_key=summary_api_key,
+                request_id=request_id,
+                user_id=user_id,
             )
+            sql_query, params = summary_sql_and_params
+            rows: Final[Sequence[_SpendDailySummaryRow]] = await _query_raw(prisma_client, sql_query, *params)
+            if len(rows) == 0:
+                return []  # pyright: ignore[reportUnknownVariableType]  # empty summary has no element type
 
-            if isinstance(response, list) and len(response) > 0 and isinstance(response[0], dict):
-                spend_rows: Final = cast(Sequence[_SpendGroupByRow], response)  # cast-ok: by/sum fix the shape
-                result: Final[dict] = {}
-                for record in spend_rows:
-                    dt_object = datetime.strptime(str(record["startTime"]), "%Y-%m-%dT%H:%M:%S.%fZ")
-                    date = dt_object.date()
-                    if date not in result:
-                        result[date] = {"users": {}, "models": {}}
-                    api_key = record["api_key"]
-                    user_id = record["user"]
-                    model = record["model"]
-                    result[date]["spend"] = result[date].get("spend", 0) + record.get("_sum", {}).get("spend", 0)
-                    result[date][api_key] = result[date].get(api_key, 0) + record.get("_sum", {}).get("spend", 0)
-                    result[date]["users"][user_id] = result[date]["users"].get(user_id, 0) + record.get("_sum", {}).get(
-                        "spend", 0
-                    )
-                    result[date]["models"][model] = result[date]["models"].get(model, 0) + record.get("_sum", {}).get(
-                        "spend", 0
-                    )
-                return_list: Final = []
-                final_date = None
-                for k, v in sorted(result.items()):
-                    return_list.append({**v, "startTime": k})
-                    final_date = k
-
-                end_date_date: Final = end_date_obj.date()
-                if final_date is not None and final_date < end_date_date:
-                    current_date = final_date + timedelta(days=1)
-                    while current_date <= end_date_date:
-                        # Represent current_date as string because original response has it this way
-                        return_list.append(
-                            {
-                                "startTime": current_date,
-                                "spend": 0,
-                                "users": {},
-                                "models": {},
-                            }
-                        )  # If no data, will stay as zero
-                        current_date += timedelta(days=1)  # Move on to the next day
-
-                return return_list
-
-            return response
+            summary_items: Final = tuple(
+                _daily_summary_item(date.fromisoformat(day), tuple(day_rows))
+                for day, day_rows in groupby(rows, key=lambda row: row["day"])
+            )
+            final_date: Final = date.fromisoformat(rows[-1]["day"])
+            end_date_date: Final = end_date_obj.date()
+            padding: Final[tuple[Mapping[str, object], ...]] = tuple(
+                {
+                    "startTime": final_date + timedelta(days=offset),
+                    "spend": 0,
+                    "users": {},
+                    "models": {},
+                }
+                for offset in range(1, (end_date_date - final_date).days + 1)
+            )
+            return [*summary_items, *padding]
 
         else:
             scoped_filter: Final[dict[str, str]] = {}
@@ -4063,16 +4376,17 @@ async def _build_ui_spend_logs_response(
     total_pages: int,
     enrich_session_counts: bool = True,
     total_is_capped: bool = False,
-) -> dict:
+) -> dict[str, object]:
     """
     Build the paginated response for the UI spend-logs endpoint.
 
     When ``enrich_session_counts`` is ``True`` (the default for the v1/UI
-    endpoint), each row is enriched with ``session_total_count`` so the
-    frontend knows which sessions are expandable (multi-call sessions).
-    For every row that carries a ``session_id``, a single ``GROUP BY`` query
-    fetches the total number of logs in each referenced session.  Rows without
-    a ``session_id`` default to ``1``.
+    endpoint), each row is enriched with ``session_total_count`` plus spend,
+    token and call-type aggregates so the frontend knows which sessions are
+    expandable (multi-call sessions).  One ``GROUP BY (session_id, api_key)``
+    query serves every referenced session, keyed per api key so two callers
+    reusing a session id never see each other's totals.  Rows without a
+    ``session_id`` default to ``1``.
 
     When ``enrich_session_counts`` is ``False`` (v2 endpoint), rows are
     serialised without the extra query.
@@ -4094,7 +4408,6 @@ async def _build_ui_spend_logs_response(
         A dict with ``data`` (enriched rows), ``total``, ``page``,
         ``page_size``, ``total_pages``, and ``total_is_capped``.
     """
-    count_map: dict[str, int] = {}
     if enrich_session_counts:
         session_ids: Final[Sequence[str | None]] = list(
             {
@@ -4103,15 +4416,8 @@ async def _build_ui_spend_logs_response(
                 if (row.get("session_id") if isinstance(row, dict) else getattr(row, "session_id", None))
             }
         )
-        if session_ids:
-            # NOTE: This GROUP BY runs on every v1/UI page load. The IN clause
-            # is bounded by page_size (typically 25-50 distinct session IDs).
-            # If performance degrades at scale, consider short-lived caching or
-            # folding the count into the main query via a window function.
-            counts: Final = await _count_logs_per_session(prisma_client, session_ids)
-            count_map = {r["session_id"]: r["_count"]["session_id"] for r in counts if r.get("session_id")}
 
-    session_spend_map: dict[str, dict[str, int | float]] = {}
+    session_spend_map: _SessionSpendMap = {}
     if enrich_session_counts and session_ids:
         from prisma.errors import PrismaError
 
@@ -4123,38 +4429,72 @@ async def _build_ui_spend_logs_response(
                 {
                     (row.get("api_key") if isinstance(row, dict) else getattr(row, "api_key", None))
                     for row in data
-                    if (row.get("api_key") if isinstance(row, dict) else getattr(row, "api_key", None))
+                    if (row.get("api_key") if isinstance(row, dict) else getattr(row, "api_key", None)) is not None
                 }
             )
             rows: Final[Sequence[_SessionSpendRow]] = await _query_raw(
                 prisma_client,
-                """
-                SELECT session_id,
-                       COALESCE(SUM(spend), 0)::double precision AS session_total_spend,
-                       COUNT(*) FILTER (
-                           WHERE call_type IN ('call_mcp_tool', 'list_mcp_tools')
-                       )::int AS mcp_tool_call_count,
-                       COALESCE(SUM(spend) FILTER (
-                           WHERE call_type IN ('call_mcp_tool', 'list_mcp_tools')
-                       ), 0)::double precision AS mcp_tool_call_spend,
-                       COUNT(*) FILTER (WHERE LOWER(cache_hit) = 'true')::int AS session_cache_hit_count
-                FROM "LiteLLM_SpendLogs"
-                WHERE session_id = ANY($1::text[])
-                  AND api_key = ANY($2::text[])
-                GROUP BY session_id
+                f"""
+                SELECT s.*, COALESCE(m.session_models, ARRAY[]::text[]) AS session_models
+                FROM (
+                    SELECT session_id, api_key,
+                           COUNT(*)::int AS session_total_count,
+                           COALESCE(SUM(spend), 0)::double precision AS session_total_spend,
+                           COUNT(*) FILTER (
+                               WHERE call_type IN {_MCP_CALL_TYPES_SQL}
+                           )::int AS mcp_tool_call_count,
+                           COALESCE(SUM(spend) FILTER (
+                               WHERE call_type IN {_MCP_CALL_TYPES_SQL}
+                           ), 0)::double precision AS mcp_tool_call_spend,
+                           COUNT(*) FILTER (WHERE LOWER(cache_hit) = 'true')::int AS session_cache_hit_count,
+                           COUNT(*) FILTER (
+                               WHERE call_type NOT IN {_MCP_CALL_TYPES_SQL} AND call_type != {_AGENT_CALL_TYPE_SQL}
+                           )::int AS session_llm_count,
+                           COUNT(*) FILTER (WHERE call_type = {_AGENT_CALL_TYPE_SQL})::int AS session_agent_count,
+                           COALESCE(SUM(prompt_tokens), 0)::bigint AS session_total_prompt_tokens,
+                           COALESCE(SUM(completion_tokens), 0)::bigint AS session_total_completion_tokens,
+                           COALESCE(SUM(total_tokens), 0)::bigint AS session_total_tokens
+                    FROM "LiteLLM_SpendLogs"
+                    WHERE session_id = ANY($1::text[])
+                      AND api_key = ANY($2::text[])
+                    GROUP BY session_id, api_key
+                ) s
+                LEFT JOIN LATERAL (
+                    SELECT ARRAY_AGG(d.model ORDER BY d.model) AS session_models
+                    FROM (
+                        SELECT DISTINCT LEFT(model, $3::int) AS model
+                        FROM "LiteLLM_SpendLogs"
+                        WHERE session_id = s.session_id
+                          AND api_key = s.api_key
+                          AND model IS NOT NULL AND model <> ''
+                        ORDER BY 1
+                        LIMIT $4::int
+                    ) d
+                ) m ON TRUE
                 """,
                 session_ids,
                 authorized_api_keys,
+                _SESSION_MODEL_NAME_MAX_LEN,
+                _SESSION_MODELS_LIMIT + 1,
             )
             session_spend_map = {
-                row["session_id"]: {
-                    "session_total_spend": float(row.get("session_total_spend") or 0.0),
-                    "mcp_tool_call_count": int(row.get("mcp_tool_call_count") or 0),
-                    "mcp_tool_call_spend": float(row.get("mcp_tool_call_spend") or 0.0),
-                    "session_cache_hit_count": int(row.get("session_cache_hit_count") or 0),
-                }
+                (row["session_id"], row["api_key"]): _SessionSpendStats(
+                    session_total_count=int(row.get("session_total_count") or 0),
+                    session_total_spend=float(row.get("session_total_spend") or 0.0),
+                    mcp_tool_call_count=int(row.get("mcp_tool_call_count") or 0),
+                    mcp_tool_call_spend=float(row.get("mcp_tool_call_spend") or 0.0),
+                    session_cache_hit_count=int(row.get("session_cache_hit_count") or 0),
+                    session_llm_count=int(row.get("session_llm_count") or 0),
+                    session_agent_count=int(row.get("session_agent_count") or 0),
+                    session_total_prompt_tokens=int(row.get("session_total_prompt_tokens") or 0),
+                    session_total_completion_tokens=int(row.get("session_total_completion_tokens") or 0),
+                    session_total_tokens=int(row.get("session_total_tokens") or 0),
+                    session_models=models[:_SESSION_MODELS_LIMIT],
+                    session_models_truncated=len(models) > _SESSION_MODELS_LIMIT,
+                )
                 for row in rows
-                if row.get("session_id")
+                if row.get("session_id") and row.get("api_key") is not None
+                for models in (TypeAdapter(list[str]).validate_python(row.get("session_models") or ()),)
             }
         except PrismaError:
             verbose_proxy_logger.debug(
@@ -4167,14 +4507,22 @@ async def _build_ui_spend_logs_response(
         for row in data:
             row_dict = dict(row) if isinstance(row, dict) else row.model_dump()
             sid = row_dict.get("session_id")
-            row_dict["session_total_count"] = count_map.get(sid, 1) if sid else 1
-            session_stats = session_spend_map.get(sid) if sid else None
+            row_api_key = row_dict.get("api_key")
+            session_stats = session_spend_map.get((sid, row_api_key)) if sid and row_api_key is not None else None
+            row_dict["session_total_count"] = session_stats.session_total_count if session_stats else 1
             if session_stats:
-                row_dict["session_total_spend"] = session_stats["session_total_spend"]
-                if session_stats["mcp_tool_call_count"]:
-                    row_dict["mcp_tool_call_count"] = session_stats["mcp_tool_call_count"]
-                    row_dict["mcp_tool_call_spend"] = session_stats["mcp_tool_call_spend"]
-                row_dict["session_cache_hit_count"] = session_stats["session_cache_hit_count"]
+                row_dict["session_total_spend"] = session_stats.session_total_spend
+                if session_stats.mcp_tool_call_count:
+                    row_dict["mcp_tool_call_count"] = session_stats.mcp_tool_call_count
+                    row_dict["mcp_tool_call_spend"] = session_stats.mcp_tool_call_spend
+                row_dict["session_cache_hit_count"] = session_stats.session_cache_hit_count
+                row_dict["session_llm_count"] = session_stats.session_llm_count
+                row_dict["session_agent_count"] = session_stats.session_agent_count
+                row_dict["session_total_prompt_tokens"] = session_stats.session_total_prompt_tokens
+                row_dict["session_total_completion_tokens"] = session_stats.session_total_completion_tokens
+                row_dict["session_total_tokens"] = session_stats.session_total_tokens
+                row_dict["session_models"] = session_stats.session_models
+                row_dict["session_models_truncated"] = session_stats.session_models_truncated
             enriched.append(row_dict)
         response_data: list = enriched
     else:
diff --git a/litellm/proxy/spend_tracking/spend_tracking_utils.py b/litellm/proxy/spend_tracking/spend_tracking_utils.py
index 7442d71bd96..a37c3ba4405 100644
--- a/litellm/proxy/spend_tracking/spend_tracking_utils.py
+++ b/litellm/proxy/spend_tracking/spend_tracking_utils.py
@@ -15,6 +15,7 @@ from litellm.constants import (
     LITELLM_TRUNCATED_PAYLOAD_FIELD,
     LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE,
     REDACTED_BY_LITELM_STRING,
+    SESSION_ID_OMITTED_METADATA_KEY,
 )
 from litellm.constants import (
     MAX_STRING_LENGTH_PROMPT_IN_DB as DEFAULT_MAX_STRING_LENGTH_PROMPT_IN_DB,
@@ -578,7 +579,9 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time) -> SpendLogs
             ),
             session_id=_get_session_id_for_spend_log(
                 kwargs=kwargs,
+                metadata=metadata,
                 standard_logging_payload=standard_logging_payload,
+                omit_when_missing=_omits_session_id_when_missing(metadata),
             ),
             request_duration_ms=_get_request_duration_ms(start_time, end_time),
             status=_get_status_for_spend_log(
@@ -602,26 +605,39 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time) -> SpendLogs
         raise e
 
 
+def _omits_session_id_when_missing(metadata: Mapping[str, object] | None) -> bool:
+    """The pre-call stamp pins `omit` on for the requests that carry it, so a config reload between pre-call and spend
+    logging cannot fabricate a session. `apply_missing_session_id_policy` drops any client-supplied copy of the key
+    from both metadata buckets before stamping, which the merge of `litellm_metadata` into `metadata` makes
+    necessary, so a caller cannot forge it. Requests that never reach the pre-call helper, router-model
+    passthrough among them, carry no stamp, so they fall back to the configured policy and `omit` still covers their
+    spend logs."""
+    if metadata is not None and metadata.get(SESSION_ID_OMITTED_METADATA_KEY):
+        return True
+
+    from litellm.proxy.proxy_server import general_settings
+
+    return general_settings.get("missing_session_id") == "omit"
+
+
 def _get_session_id_for_spend_log(
-    kwargs: dict,
+    kwargs: Mapping[str, object],
+    metadata: Mapping[str, object] | None,
     standard_logging_payload: StandardLoggingPayload | None,
-) -> str:
-    """
-    Get the session id for the spend log.
+    omit_when_missing: bool,
+) -> str | None:
+    """Under `omit` only `metadata.session_id`, the key Langfuse reads, counts as a session; `litellm_session_id` may
+    be a copied trace id."""
+    if omit_when_missing:
+        session_id: Final = metadata.get("session_id") if metadata else None
+        return str(session_id) if session_id else None
 
-    This ensures each spend log is associated with a unique session id.
-
-    """
     from litellm._uuid import uuid
 
     if standard_logging_payload is not None and standard_logging_payload.get("trace_id") is not None:
         return str(standard_logging_payload.get("trace_id"))
-
-    # Users can dynamically set the trace_id for each request by passing `litellm_trace_id` in kwargs
     if kwargs.get("litellm_trace_id") is not None:
         return str(kwargs.get("litellm_trace_id"))
-
-    # Ensure we always have a session id, if none is provided
     return str(uuid.uuid4())
 
 
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index 52258602581..c12d071dd36 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -21,6 +21,7 @@ from typing_extensions import NotRequired, ReadOnly, TypedDict
 import litellm
 from litellm._logging import verbose_proxy_logger
 from litellm.litellm_core_utils.sensitive_data_masker import mask_sensitive_keys
+from litellm.proxy._experimental.mcp_server.tool_search import MCP_TOOL_SEARCH_SETTINGS_KEY
 from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.config_resolvers.sso import (
@@ -38,6 +39,7 @@ from litellm.repositories.table_repositories import (
     UISettingsRepository,
 )
 from litellm.repositories.team_repository import TeamRepository
+from litellm.types.mcp import MCPToolSearchSettings
 from litellm.types.proxy.management_endpoints.ui_sso import (
     DefaultTeamSSOParams,
     SSOConfig,
@@ -448,6 +450,10 @@ class MCPSemanticFilterSettingsResponse(SettingsResponse):
     """Response model for MCP semantic filter settings"""
 
 
+class MCPToolSearchSettingsResponse(SettingsResponse):
+    """Response model for native MCP tool search settings"""
+
+
 @router.get(
     "/get/allowed_ips",
     tags=["Budget & Spend Tracking"],
@@ -835,7 +841,7 @@ async def update_default_team_member_budget(teams: list[NewUserRequestTeam], use
 
 
 async def _update_litellm_setting(
-    settings: DefaultInternalUserParams | DefaultTeamSSOParams | MCPSemanticFilterSettings,
+    settings: DefaultInternalUserParams | DefaultTeamSSOParams | MCPSemanticFilterSettings | MCPToolSearchSettings,
     settings_key: str,
     success_message: str,
     user_api_key_dict: UserAPIKeyAuth,
@@ -861,7 +867,7 @@ async def _update_litellm_setting(
             detail={"error": "Set `'STORE_MODEL_IN_DB='True'` in your env to enable this feature."},
         )
 
-    in_memory_var: Final = settings.model_dump(exclude_none=True)
+    in_memory_var: Final = settings.model_dump(mode="json", exclude_none=True)
 
     # Load existing config first, then set in-memory value after,
     # because get_config() may overwrite litellm.<key> with stale DB values
@@ -1359,6 +1365,59 @@ async def update_mcp_semantic_filter_settings(
     return result
 
 
+@router.get(
+    "/get/mcp_tool_search_settings",
+    tags=["Settings"],  # mutable-ok: FastAPI's route decorator only accepts a list
+    dependencies=[Depends(user_api_key_auth)],  # mutable-ok: FastAPI's route decorator only accepts a list
+    response_model=MCPToolSearchSettingsResponse,
+)
+async def get_mcp_tool_search_settings(
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+) -> Mapping[str, object]:
+    """
+    Get the `litellm_settings.mcp_tool_search` configuration used by the native `mcp_tool_search` virtual tool.
+    """
+    from litellm.proxy.proxy_server import prisma_client, proxy_config
+
+    if prisma_client is None:
+        raise HTTPException(status_code=500, detail="Database not connected. Please connect a database.")
+
+    config: Final = await proxy_config.get_config()
+
+    return await _get_settings_with_schema(
+        settings_key=MCP_TOOL_SEARCH_SETTINGS_KEY,
+        settings_class=MCPToolSearchSettings,
+        config=config,
+    )
+
+
+@router.patch(
+    "/update/mcp_tool_search_settings",
+    tags=["Settings"],  # mutable-ok: FastAPI's route decorator only accepts a list
+    dependencies=[Depends(user_api_key_auth)],  # mutable-ok: FastAPI's route decorator only accepts a list
+)
+async def update_mcp_tool_search_settings(
+    settings: MCPToolSearchSettings,
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+) -> Mapping[str, object]:
+    """
+    Update `litellm_settings.mcp_tool_search` in the database.
+    Settings will be picked up by all pods within approximately 10 seconds via background polling.
+    """
+    if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
+        raise HTTPException(
+            status_code=403,
+            detail="Only proxy admins can update MCP tool search settings.",
+        )
+
+    return await _update_litellm_setting(
+        settings=settings,
+        settings_key=MCP_TOOL_SEARCH_SETTINGS_KEY,
+        success_message="MCP tool search settings updated successfully. Changes will be applied across all pods within 10 seconds.",
+        user_api_key_dict=user_api_key_dict,
+    )
+
+
 UI_SETTINGS_CACHE_KEY: Final = "ui_settings:settings_dict"
 UI_SETTINGS_CACHE_TTL: Final = 600  # 10 minutes
 
@@ -1594,7 +1653,10 @@ async def update_ui_settings(
     tags=["UI Theme Settings"],
     dependencies=[Depends(user_api_key_auth)],
 )
-async def upload_logo(file: UploadFile = File(...)):
+async def upload_logo(
+    file: UploadFile = File(...),
+    user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
+):
     """
     Upload a custom logo for the admin UI.
     Accepts image files (PNG, JPG, JPEG, SVG) and stores them for use in the UI.
@@ -1602,6 +1664,12 @@ async def upload_logo(file: UploadFile = File(...)):
     import os
     from pathlib import Path
 
+    if user_api_key_dict.user_role != LitellmUserRoles.PROXY_ADMIN:
+        raise HTTPException(
+            status_code=403,
+            detail="Only proxy admins can upload a UI logo.",
+        )
+
     # Validate file type
     allowed_extensions: Final = {".png", ".jpg", ".jpeg", ".svg"}
     file_extension: Final = Path(file.filename or "").suffix.lower()
@@ -1612,9 +1680,11 @@ async def upload_logo(file: UploadFile = File(...)):
             detail=f"Invalid file type. Allowed types: {', '.join(allowed_extensions)}",
         )
 
-    # Validate file size (max 5MB)
-    file_content: Final = await file.read()
-    if len(file_content) > 5 * 1024 * 1024:  # 5MB
+    # Read bounded to one byte past the limit, so an oversized upload is never
+    # fully buffered in memory before being rejected.
+    max_logo_size_bytes: Final = 5 * 1024 * 1024
+    file_content: Final = await file.read(max_logo_size_bytes + 1)
+    if len(file_content) > max_logo_size_bytes:
         raise HTTPException(status_code=400, detail="File size too large. Maximum size is 5MB.")
 
     # Create uploads directory if it doesn't exist
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index 051d36c4d0f..1f453d3b1ba 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -1478,28 +1478,27 @@ class ProxyLogging:
     ) -> None:
         """Process prompt template if applicable."""
 
-        from litellm.proxy.prompts.prompt_endpoints import (
-            construct_versioned_prompt_id,
-            get_latest_version_prompt_id,
-        )
         from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY
         from litellm.responses.utils import ResponsesAPIRequestUtils
         from litellm.utils import get_non_default_completion_params
 
-        if prompt_version is None:
-            lookup_prompt_id = get_latest_version_prompt_id(
-                prompt_id=prompt_id,
-                all_prompt_ids=IN_MEMORY_PROMPT_REGISTRY.IN_MEMORY_PROMPTS,
-            )
-        else:
-            lookup_prompt_id = construct_versioned_prompt_id(prompt_id=prompt_id, version=prompt_version)
-
-        custom_logger: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id(lookup_prompt_id)
-        prompt_spec: Final = IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id(lookup_prompt_id)
+        raw_prompt_environment: Final = data.get("prompt_environment", None)
+        prompt_environment: Final = raw_prompt_environment if isinstance(raw_prompt_environment, str) else None
+        prompt_spec: Final = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec(
+            prompt_id,
+            version=prompt_version,
+            environment=prompt_environment,
+        )
+        custom_logger: Final = (
+            IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=prompt_spec)
+            if prompt_spec is not None
+            else None
+        )
         litellm_prompt_id: str | None = None
         if prompt_spec is not None:
             litellm_prompt_id = prompt_spec.litellm_params.prompt_id
             data.pop("prompt_id", None)
+            data.pop("prompt_environment", None)
 
         if custom_logger and prompt_spec is not None:
             is_responses_call: Final = call_type == "aresponses"
@@ -1524,6 +1523,7 @@ class ProxyLogging:
                 prompt_label=data.pop("prompt_label", None) or {},
                 prompt_version=data.pop("prompt_version", None) or {},
                 request_kwargs=data,
+                injected_for_every_deployment=True,
             )
 
             data.update(optional_params)
@@ -1541,6 +1541,7 @@ class ProxyLogging:
             data.pop("prompt_variables", None)
             data.pop("prompt_label", None)
             data.pop("prompt_version", None)
+            data.pop("prompt_environment", None)
 
     def _process_guardrail_metadata(self, data: dict) -> None:
         """Process guardrails from metadata and add to applied_guardrails."""
@@ -1749,7 +1750,6 @@ class ProxyLogging:
 
         litellm_logging_obj: Final = cast(Optional["LiteLLMLoggingObj"], data.get("litellm_logging_obj", None))
         prompt_id: Final[str | None] = data.get("prompt_id", None)
-        prompt_version: Final[int | None] = data.get("prompt_version", None)
 
         ## PROMPT TEMPLATE CHECK ##
 
@@ -1759,11 +1759,13 @@ class ProxyLogging:
             and prompt_id is not None
             and (call_type == "completion" or call_type == "acompletion" or call_type == "aresponses")
         ):
+            from litellm.proxy.prompts.prompt_registry import parse_prompt_version
+
             await self._process_prompt_template(
                 data=data,
                 litellm_logging_obj=litellm_logging_obj,
                 prompt_id=prompt_id,
-                prompt_version=prompt_version,
+                prompt_version=parse_prompt_version(data.get("prompt_version", None)),
                 call_type=call_type,
             )
 
@@ -7530,6 +7532,9 @@ def create_model_info_response(
             max_input_tokens = configured_input
         if configured_output is not None:
             max_output_tokens = configured_output
+        configured_mode: Final = llm_router.get_configured_mode(model_id)
+        if isinstance(configured_mode, str):
+            base["mode"] = configured_mode
 
     if max_input_tokens is not None:
         base["max_input_tokens"] = max_input_tokens
diff --git a/litellm/proxy/vector_store_endpoints/endpoints.py b/litellm/proxy/vector_store_endpoints/endpoints.py
index a59d7a277cc..1feda0b0bb5 100644
--- a/litellm/proxy/vector_store_endpoints/endpoints.py
+++ b/litellm/proxy/vector_store_endpoints/endpoints.py
@@ -1,3 +1,5 @@
+from collections.abc import Mapping
+from types import MappingProxyType
 from typing import (
     Annotated,
     Any,  # noqa: TID251  # jsonify_object in proxy/utils.py is annotated with a bare dict
@@ -14,9 +16,6 @@ from litellm.proxy._types import CommonProxyErrors, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
 from litellm.proxy.utils import jsonify_object
-from litellm.proxy.vector_store_endpoints.management_endpoints import (
-    _resolve_embedding_config,
-)
 from litellm.proxy.vector_store_endpoints.utils import (
     assert_proxy_admin_for_vector_store_index_management,
     assert_user_can_access_vector_store,
@@ -27,11 +26,48 @@ from litellm.types.vector_stores import IndexCreateRequest, IndexListResponse
 from litellm.vector_stores.vector_store_registry import VectorStoreIndexRegistry
 
 router: Final = APIRouter()
+
+BLOCKED_QUERY_EMBEDDING_SELECTION_PARAMS: Final = frozenset(
+    {
+        "embedding_model",
+        "litellm_embedding_model",
+        "litellm_embedding_config",
+        "litellm_credential_name",
+    }
+)
+
+
+def reject_caller_embedding_selection_params(payload: Mapping[str, object], source: str) -> None:
+    blocked: Final = sorted(BLOCKED_QUERY_EMBEDDING_SELECTION_PARAMS & payload.keys())
+    if blocked:
+        raise HTTPException(
+            status_code=400,
+            detail={
+                "error": f"'{blocked[0]}' cannot be set in {source}. "
+                "Embedding configuration comes from the vector store's server-side registration."
+            },
+        )
+
+
 ########################################################
 # OpenAI Compatible Endpoints
 ########################################################
 
 
+def build_request_data_from_managed_vector_store(
+    vector_store: LiteLLM_ManagedVectorStore,
+) -> Mapping[str, object]:
+    top_level: Final = MappingProxyType(
+        {
+            key: vector_store.get(key)
+            for key in ("custom_llm_provider", "litellm_credential_name")
+            if key in vector_store
+        }
+    )
+    litellm_params: Final = vector_store.get("litellm_params") or MappingProxyType({})
+    return MappingProxyType({**top_level, **litellm_params})
+
+
 async def _update_request_data_with_litellm_managed_vector_store_registry(
     data: dict,
     vector_store_id: str,
@@ -51,47 +87,14 @@ async def _update_request_data_with_litellm_managed_vector_store_registry(
     vector_store_to_run: Final[LiteLLM_ManagedVectorStore | None] = await get_litellm_managed_vector_store(
         vector_store_id=vector_store_id
     )
-    if vector_store_to_run is not None:
-        if user_api_key_dict is not None:
-            await assert_user_can_access_vector_store(
-                vector_store=vector_store_to_run,
-                user_api_key_dict=user_api_key_dict,
-            )
-
-        if "custom_llm_provider" in vector_store_to_run:
-            data["custom_llm_provider"] = vector_store_to_run.get("custom_llm_provider")
-
-        if "litellm_credential_name" in vector_store_to_run:
-            data["litellm_credential_name"] = vector_store_to_run.get("litellm_credential_name")
-
-        if "litellm_params" in vector_store_to_run:
-            litellm_params = vector_store_to_run.get("litellm_params", {}) or {}
-            # Resolve ``litellm_embedding_config`` here, at request-handling
-            # time, instead of at row-creation time. The resolved
-            # ``api_key`` / ``api_base`` / ``api_version`` lives only in
-            # this per-request ``data`` dict and is never persisted.
-            # Legacy rows that already carry a resolved (cleartext)
-            # ``litellm_embedding_config`` skip the lookup and pass through
-            # unchanged so the embed call keeps working.
-            embedding_model: Final = litellm_params.get("litellm_embedding_model")
-            if embedding_model and not litellm_params.get("litellm_embedding_config"):
-                from litellm.proxy.proxy_server import prisma_client
-
-                resolved_config: Final = await _resolve_embedding_config(
-                    embedding_model=embedding_model, prisma_client=prisma_client
-                )
-                if resolved_config:
-                    # Build a fresh dict via spread instead of mutating
-                    # ``litellm_params`` in place — the registry hands back
-                    # a reference to its cached object, so an in-place
-                    # update would persist the resolved cleartext into the
-                    # in-memory cache for the lifetime of the process.
-                    litellm_params = {
-                        **litellm_params,
-                        "litellm_embedding_config": resolved_config,
-                    }
-            data.update(litellm_params)
-    return data
+    if vector_store_to_run is None:
+        return data
+    if user_api_key_dict is not None:
+        await assert_user_can_access_vector_store(
+            vector_store=vector_store_to_run,
+            user_api_key_dict=user_api_key_dict,
+        )
+    return {**data, **build_request_data_from_managed_vector_store(vector_store_to_run)}
 
 
 @router.post(
@@ -130,6 +133,7 @@ async def vector_store_search(
     )
 
     data = await _read_request_body(request=request)
+    reject_caller_embedding_selection_params(payload=data, source="the search request body")
     data["vector_store_id"] = vector_store_id
 
     # Check for legacy vector store registry (non-managed vector stores)
diff --git a/litellm/proxy/vector_store_endpoints/management_endpoints.py b/litellm/proxy/vector_store_endpoints/management_endpoints.py
index 183a03cc13c..fe4732c6492 100644
--- a/litellm/proxy/vector_store_endpoints/management_endpoints.py
+++ b/litellm/proxy/vector_store_endpoints/management_endpoints.py
@@ -18,11 +18,8 @@ if TYPE_CHECKING:
     from prisma.models import LiteLLM_ManagedVectorStoresTable as _VectorStoreRow
 
     from litellm.proxy.utils import PrismaClient
-    from litellm.router import Router
-
 import litellm
 from litellm._logging import verbose_proxy_logger
-from litellm.caching.in_memory_cache import InMemoryCache
 from litellm.constants import REDACTED_BY_LITELM_STRING
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.litellm_core_utils.sensitive_data_masker import SensitiveDataMasker
@@ -32,13 +29,13 @@ from litellm.proxy._types import (
     UserAPIKeyAuth,
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
-from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
 from litellm.proxy.common_utils.rbac_utils import check_feature_access_for_user
-from litellm.proxy.vector_store_endpoints.utils import can_user_access_vector_store
-from litellm.repositories.model_repository import ModelRepository
+from litellm.proxy.vector_store_endpoints.utils import (
+    can_user_access_vector_store,
+    filter_listable_vector_stores,
+)
 from litellm.repositories.prisma_protocols import TableActions
 from litellm.repositories.table_repositories import ManagedVectorStoresRepository
-from litellm.secret_managers.main import get_secret
 from litellm.types.vector_stores import (
     LiteLLM_ManagedVectorStore,
     LiteLLM_ManagedVectorStoreListResponse,
@@ -64,28 +61,6 @@ _LITELLM_PARAMS_MASKER: Final = SensitiveDataMasker()
 
 _REDACT_LITELLM_PARAMS_MAX_DEPTH: Final = 10
 
-# Use-time embedding-config resolution runs on every vector-store request
-# whose persisted row carries only a model reference (the post-fix shape).
-# Without a cache, that's one ``litellm_proxymodeltable.find_first`` per
-# request — the no-DB-in-critical-path rule. Hold the resolved config in
-# memory for a short TTL so a hot model name pays the DB lookup at most
-# once per ``_EMBEDDING_CONFIG_CACHE_TTL`` seconds. Cleartext credentials
-# only ever live in process memory (never persisted, never echoed in
-# management responses), so the cache doesn't widen the disclosure surface.
-_EMBEDDING_CONFIG_CACHE_TTL: Final = 60
-_EMBEDDING_CONFIG_CACHE_MAX_SIZE: Final = 256
-_embedding_config_cache: InMemoryCache | None = None
-
-
-def _get_embedding_config_cache() -> InMemoryCache:
-    global _embedding_config_cache
-    if _embedding_config_cache is None:
-        _embedding_config_cache = InMemoryCache(
-            max_size_in_memory=_EMBEDDING_CONFIG_CACHE_MAX_SIZE,
-            default_ttl=_EMBEDDING_CONFIG_CACHE_TTL,
-        )
-    return _embedding_config_cache
-
 
 def _redact_sensitive_litellm_params(litellm_params: Any, _depth: int = 0) -> Any:
     """
@@ -155,235 +130,6 @@ async def _fetch_and_authorize_vector_store(
     return typed
 
 
-def _resolve_embedding_config_from_router(embedding_model: str, llm_router) -> dict[str, object] | None:
-    """
-    Resolve embedding config from router's config-defined models.
-
-    Config-defined models (from proxy_config.yaml) are stored in the router's model_list,
-    not in the database. This function looks up the model in the router and extracts
-    api_key, api_base, and api_version from the deployment's litellm_params.
-
-    Args:
-        embedding_model: The embedding model string (e.g., "text-embedding-ada-002" or "azure/text-embedding-3-large")
-        llm_router: The LiteLLM router instance
-
-    Returns:
-        Dictionary with api_key, api_base, and api_version if model found, None otherwise
-    """
-    if not embedding_model or llm_router is None:
-        return None
-
-    # Extract model name candidates - could be "text-embedding-ada-002" or "azure/text-embedding-3-large"
-    # Try exact match first, then try without provider prefix
-    model_name_candidates: Final = [embedding_model]
-    if "/" in embedding_model:
-        # If it has a provider prefix, also try without it
-        _, model_name = embedding_model.split("/", 1)
-        model_name_candidates.append(model_name)
-
-    # Try to find model in router
-    for model_name in model_name_candidates:
-        try:
-            # Try to get deployment by model group name (model_name in config)
-            deployment = llm_router.get_deployment_by_model_group_name(model_group_name=model_name)
-
-            if deployment is not None and deployment.litellm_params is not None:
-                litellm_params = deployment.litellm_params
-
-                # Build embedding config from model params
-                embedding_config: dict[str, object] = {}
-
-                # Extract api_key
-                api_key = getattr(litellm_params, "api_key", None)
-                if api_key:
-                    # Handle os.environ/ prefix
-                    if isinstance(api_key, str) and api_key.startswith("os.environ/"):
-                        api_key = get_secret(api_key)
-                    embedding_config["api_key"] = api_key
-
-                # Extract api_base
-                api_base = getattr(litellm_params, "api_base", None)
-                if api_base:
-                    # Handle os.environ/ prefix
-                    if isinstance(api_base, str) and api_base.startswith("os.environ/"):
-                        api_base = get_secret(api_base)
-                    embedding_config["api_base"] = api_base
-
-                # Extract api_version
-                api_version = getattr(litellm_params, "api_version", None)
-                if api_version:
-                    embedding_config["api_version"] = api_version
-
-                project_id = getattr(litellm_params, "project_id", None)
-                if project_id:
-                    embedding_config["project_id"] = project_id
-
-                # Only return config if we have at least api_key or api_base
-                if embedding_config:
-                    verbose_proxy_logger.debug(
-                        "Resolved embedding config from router model %s: %s", model_name, list(embedding_config.keys())
-                    )
-                    return embedding_config
-        except Exception as e:
-            verbose_proxy_logger.debug("Error resolving embedding config from router for model %s: %s", model_name, e)
-            continue
-
-    return None
-
-
-async def _resolve_embedding_config_from_db(
-    embedding_model: str, prisma_client: "PrismaClient"
-) -> dict[str, object] | None:
-    """
-    Resolve embedding config from database model configuration.
-
-    If litellm_embedding_model is provided but litellm_embedding_config is not,
-    this function looks up the model in the database and extracts api_key, api_base,
-    and api_version from the model's litellm_params to build the embedding config.
-
-    Args:
-        embedding_model: The embedding model string (e.g., "text-embedding-ada-002" or "azure/text-embedding-3-large")
-        prisma_client: The Prisma client instance
-
-    Returns:
-        Dictionary with api_key, api_base, and api_version if model found, None otherwise
-    """
-    if not embedding_model:
-        return None
-
-    # Extract model name - could be "text-embedding-ada-002" or "azure/text-embedding-3-large"
-    # Try to find model by exact match first, then try without provider prefix
-    model_name_candidates: Final = [embedding_model]
-    if "/" in embedding_model:
-        # If it has a provider prefix, also try without it
-        _, model_name = embedding_model.split("/", 1)
-        model_name_candidates.append(model_name)
-
-    # Try to find model in database
-    for model_name in model_name_candidates:
-        try:
-            db_model = await ModelRepository(prisma_client).table.find_first(where={"model_name": model_name})
-
-            if db_model and db_model.litellm_params:
-                # Extract litellm_params (could be dict or JSON string)
-                model_params = db_model.litellm_params
-                if isinstance(model_params, str):  # pyright: ignore[reportUnnecessaryIsInstance]  # prisma Json is str
-                    model_params = json.loads(model_params)
-
-                # Decrypt values from database (similar to how proxy_server.py does it)
-                # Values stored in DB are encrypted, so we need to decrypt them first
-                decrypted_params = {}
-                if isinstance(model_params, dict):
-                    for k, v in model_params.items():
-                        if isinstance(v, str):
-                            # Decrypt value - returns original value if decryption fails or no key is set
-                            decrypted_value = decrypt_value_helper(value=v, key=k, return_original_value=True)
-                            decrypted_params[k] = decrypted_value
-                        else:
-                            decrypted_params[k] = v
-                else:
-                    decrypted_params = model_params
-
-                # Build embedding config from model params
-                embedding_config = {}
-
-                # Extract api_key
-                api_key = decrypted_params.get("api_key")
-                if api_key:
-                    # Handle os.environ/ prefix (after decryption, values may be os.environ/ prefixed)
-                    if isinstance(api_key, str) and api_key.startswith("os.environ/"):
-                        api_key = get_secret(api_key)
-                    embedding_config["api_key"] = api_key
-
-                # Extract api_base
-                api_base = decrypted_params.get("api_base")
-                if api_base:
-                    # Handle os.environ/ prefix (after decryption, values may be os.environ/ prefixed)
-                    if isinstance(api_base, str) and api_base.startswith("os.environ/"):
-                        api_base = get_secret(api_base)
-                    embedding_config["api_base"] = api_base
-
-                # Extract api_version
-                api_version = decrypted_params.get("api_version")
-                if api_version:
-                    embedding_config["api_version"] = api_version
-
-                # Only return config if we have at least api_key or api_base
-                if embedding_config:
-                    verbose_proxy_logger.debug(
-                        "Resolved embedding config from database model %s: %s",
-                        model_name,
-                        list(embedding_config.keys()),
-                    )
-                    return embedding_config
-        except Exception as e:
-            verbose_proxy_logger.debug("Error resolving embedding config for model %s: %s", model_name, e)
-            continue
-
-    return None
-
-
-async def _resolve_embedding_config(
-    embedding_model: str, prisma_client: "PrismaClient | None", llm_router: "Router | None" = None
-) -> dict[str, object] | None:
-    """
-    Resolve embedding config from either router (config-defined) or database models.
-
-    This function first checks the router for config-defined models, then falls back
-    to the database. This allows users to use models defined in either location.
-
-    Results are cached in process memory for ``_EMBEDDING_CONFIG_CACHE_TTL``
-    seconds so the request-handling path doesn't hit the database on every
-    vector-store call. Negative results (model not found) are intentionally
-    not cached to avoid blocking a freshly-added model behind the TTL.
-
-    Args:
-        embedding_model: The embedding model string (e.g., "text-embedding-ada-002" or "azure/text-embedding-3-large")
-        prisma_client: The Prisma client instance
-        llm_router: The LiteLLM router instance (optional, will be imported if not provided)
-
-    Returns:
-        Dictionary with api_key, api_base, and api_version if model found, None otherwise
-    """
-    if not embedding_model:
-        return None
-
-    cache: Final = _get_embedding_config_cache()
-    cached: Final = cache.get_cache(embedding_model)
-    if cached is not None:
-        return cached
-
-    # Import llm_router if not provided
-    if llm_router is None:
-        try:
-            from litellm.proxy.proxy_server import llm_router
-        except ImportError:
-            llm_router = None
-
-    # First try to resolve from router (config-defined models)
-    if llm_router is not None:
-        router_config = _resolve_embedding_config_from_router(embedding_model=embedding_model, llm_router=llm_router)
-        if router_config:
-            verbose_proxy_logger.debug("Resolved embedding config from router for model %s", embedding_model)
-            cache.set_cache(embedding_model, router_config)
-            return router_config
-
-    # Fall back to database
-    if prisma_client is not None:
-        db_config: Final = await _resolve_embedding_config_from_db(
-            embedding_model=embedding_model, prisma_client=prisma_client
-        )
-        if db_config:
-            verbose_proxy_logger.debug("Resolved embedding config from database for model %s", embedding_model)
-            cache.set_cache(embedding_model, db_config)
-            return db_config
-
-    verbose_proxy_logger.debug(
-        "Could not resolve embedding config for model %s from router or database", embedding_model
-    )
-    return None
-
-
 ########################################################
 # Helper Functions
 ########################################################
@@ -469,10 +215,9 @@ async def create_vector_store_in_db(
     # (``api_key``, ``api_base``, ``api_version``) into this row. That
     # exposed every env-stored embedding-model credential on the
     # ``/vector_store/{new,info,update,list}`` responses. Keep the user's
-    # raw ``litellm_embedding_model`` reference; resolution now happens in
-    # ``_update_request_data_with_litellm_managed_vector_store_registry``
-    # at request-handling time so the cleartext config exists only in
-    # per-request memory and never reaches the database.
+    # raw ``litellm_embedding_model`` reference; each search embeds the
+    # query through the router at request time, so the credentials stay
+    # on the deployment and never reach the database.
     if litellm_params:
         litellm_params_dict: Final = GenericLiteLLMParams(**litellm_params).model_dump(exclude_none=True)
         data_to_create["litellm_params"] = safe_dumps(litellm_params_dict)
@@ -648,11 +393,10 @@ async def list_vector_stores(
 
         # Filter vector stores based on access control
         accessible_vector_stores: Final = []
-        for vs in vector_store_map.values():
-            if await _check_vector_store_access(vs, user_api_key_dict):
-                redacted = LiteLLM_ManagedVectorStore(**vs)
-                redacted["litellm_params"] = _redact_sensitive_litellm_params(vs.get("litellm_params"))
-                accessible_vector_stores.append(redacted)
+        for vs in await filter_listable_vector_stores(vector_store_map.values(), user_api_key_dict):
+            redacted = LiteLLM_ManagedVectorStore(**vs)
+            redacted["litellm_params"] = _redact_sensitive_litellm_params(vs.get("litellm_params"))
+            accessible_vector_stores.append(redacted)
 
         total_count: Final = len(accessible_vector_stores)
         total_pages: Final = (total_count + page_size - 1) // page_size
@@ -862,11 +606,9 @@ async def update_vector_store(
 
         # Handle litellm_params if provided. As with the create path, the
         # embedding-config auto-resolve previously persisted cleartext
-        # credentials into the row; resolution now happens at request-
-        # handling time in
-        # ``_update_request_data_with_litellm_managed_vector_store_registry``
-        # so this row only ever stores the user-supplied
-        # ``litellm_embedding_model`` reference.
+        # credentials into the row; each search now embeds the query
+        # through the router at request time, so this row only ever stores
+        # the user-supplied ``litellm_embedding_model`` reference.
         if "litellm_params" in update_data:
             _input_litellm_params: Final[dict] = update_data.get("litellm_params", {}) or {}
             litellm_params_dict: Final = GenericLiteLLMParams(**_input_litellm_params).model_dump(exclude_none=True)
diff --git a/litellm/proxy/vector_store_endpoints/utils.py b/litellm/proxy/vector_store_endpoints/utils.py
index 93f1510bf22..6e94a5a88ac 100644
--- a/litellm/proxy/vector_store_endpoints/utils.py
+++ b/litellm/proxy/vector_store_endpoints/utils.py
@@ -1,11 +1,17 @@
 import json
 import re
+from collections.abc import Iterable
+from types import MappingProxyType
 from typing import Any, Final, Literal
 
 from fastapi import HTTPException, Request
 
 import litellm
 from litellm._logging import verbose_proxy_logger
+from litellm.proxy._experimental.mcp_server.ui_session_utils import (
+    is_ui_session_credential,
+    resolve_ui_session_team_ids,
+)
 from litellm.proxy._types import (
     LiteLLM_ObjectPermissionTable,
     LitellmUserRoles,
@@ -160,10 +166,16 @@ async def can_user_access_vector_store(
     if _is_proxy_admin(user_api_key_dict):
         return True
 
-    vector_store_team_id: Final = vector_store.get("team_id")
-    if vector_store_team_id is None:
+    if vector_store.get("team_id") is None:
         return True
 
+    return await _is_vector_store_granted(vector_store, user_api_key_dict)
+
+
+async def _is_vector_store_granted(
+    vector_store: LiteLLM_ManagedVectorStore,
+    user_api_key_dict: UserAPIKeyAuth,
+) -> bool:
     vector_store_id: Final = vector_store.get("vector_store_id") or ""
 
     key_object_permission = user_api_key_dict.object_permission
@@ -178,12 +190,70 @@ async def can_user_access_vector_store(
     if _object_permission_allows_vector_store(team_object_permission, vector_store_id):
         return True
 
-    if user_api_key_dict.team_id is not None and user_api_key_dict.team_id == vector_store_team_id:
-        return True
+    return user_api_key_dict.team_id is not None and user_api_key_dict.team_id == vector_store.get("team_id")
 
+
+async def _team_auth_context(team_id: str, user_api_key_dict: UserAPIKeyAuth) -> UserAPIKeyAuth:
+    from litellm.proxy.auth.auth_checks import get_team_object
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_logging_obj,
+        user_api_key_cache,
+    )
+
+    team: Final = await get_team_object(
+        team_id=team_id,
+        prisma_client=prisma_client,
+        user_api_key_cache=user_api_key_cache,
+        parent_otel_span=user_api_key_dict.parent_otel_span,
+        proxy_logging_obj=proxy_logging_obj,
+    )
+    return user_api_key_dict.model_copy(
+        update=MappingProxyType(
+            {
+                "team_id": team_id,
+                "team_object_permission": team.object_permission,
+                "team_object_permission_id": team.object_permission_id,
+            }
+        )
+    )
+
+
+async def _vector_store_listing_auth_contexts(
+    user_api_key_dict: UserAPIKeyAuth,
+) -> tuple[UserAPIKeyAuth, ...]:
+    if not is_ui_session_credential(user_api_key_dict):
+        return (user_api_key_dict,)
+    session_key_context: Final = user_api_key_dict.model_copy(
+        update=MappingProxyType({"team_id": None, "team_object_permission": None, "team_object_permission_id": None})
+    )
+    team_ids: Final = await resolve_ui_session_team_ids(user_api_key_dict)
+    team_contexts: Final = tuple([await _team_auth_context(team_id, user_api_key_dict) for team_id in team_ids])
+    return (session_key_context, *team_contexts)
+
+
+async def _is_vector_store_granted_to_any(
+    vector_store: LiteLLM_ManagedVectorStore,
+    auth_contexts: tuple[UserAPIKeyAuth, ...],
+) -> bool:
+    for auth_context in auth_contexts:
+        if await _is_vector_store_granted(vector_store, auth_context):
+            return True
     return False
 
 
+async def filter_listable_vector_stores(
+    vector_stores: Iterable[LiteLLM_ManagedVectorStore],
+    user_api_key_dict: UserAPIKeyAuth,
+) -> tuple[LiteLLM_ManagedVectorStore, ...]:
+    """Non-admins only see stores their key, one of their teams' object_permission, or team ownership grants."""
+    if _is_proxy_admin(user_api_key_dict):
+        return tuple(vector_stores)
+
+    auth_contexts: Final = await _vector_store_listing_auth_contexts(user_api_key_dict)
+    return tuple([vs for vs in vector_stores if await _is_vector_store_granted_to_any(vs, auth_contexts)])
+
+
 async def get_litellm_managed_vector_store(
     vector_store_id: str,
 ) -> LiteLLM_ManagedVectorStore | None:
diff --git a/litellm/rag/main.py b/litellm/rag/main.py
index 7bc1a6a52a3..1f63152632e 100644
--- a/litellm/rag/main.py
+++ b/litellm/rag/main.py
@@ -11,9 +11,10 @@ __all__ = ["aingest", "aquery", "ingest", "query"]
 
 import asyncio
 import contextvars
-from collections.abc import Coroutine, Iterator
+from collections.abc import Coroutine, Iterator, Mapping
 from contextlib import contextmanager
 from functools import partial
+from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
@@ -50,6 +51,25 @@ INGESTION_REGISTRY: Final[dict[str, type[BaseRAGIngestion]]] = {
     "vertex_ai": VertexAIRAGIngestion,
 }
 
+# Only these retrieval_config keys are forwarded to vector_stores.asearch as
+# provider-specific params. The explicit allowlist keeps caller-controlled
+# connection overrides (api_base, api_key, ...) away from the search call,
+# where they could redirect store credentials to an attacker-chosen host.
+_FORWARDABLE_RETRIEVAL_CONFIG_KEYS: Final = frozenset(
+    {
+        "aws_region_name",
+        "vector_bucket_name",
+        "embedding_model",
+        "litellm_embedding_model",
+        "litellm_embedding_config",
+        "litellm_credential_name",
+    }
+)
+
+_SEARCH_ARGS_SET_BY_PIPELINE: Final = frozenset(
+    {"vector_store_id", "query", "max_num_results", "custom_llm_provider", "router"}
+)
+
 
 def get_ingestion_class(provider: str) -> type[BaseRAGIngestion]:
     """
@@ -209,6 +229,7 @@ async def _execute_query_pipeline(
     retrieval_config: dict[str, Any],
     rerank: dict[str, Any] | None = None,
     stream: bool = False,
+    vector_store_params: Mapping[str, object] | None = None,
     **kwargs,
 ) -> ModelResponse:
     """
@@ -224,13 +245,28 @@ async def _execute_query_pipeline(
         raise ValueError("No query found in messages for RAG query")
 
     # 2. Search vector store
+    # Forward allowlisted provider retrieval_config extras (region, embedding
+    # model, bucket, credential refs) to the search call; the managed store's
+    # params win on conflict.
+    provider_search_params: Final = MappingProxyType(
+        {k: v for k, v in retrieval_config.items() if k in _FORWARDABLE_RETRIEVAL_CONFIG_KEYS}
+    )
+    store_search_params: Final = MappingProxyType(
+        {
+            k: v
+            for k, v in (vector_store_params.items() if vector_store_params else ())
+            if k not in _SEARCH_ARGS_SET_BY_PIPELINE
+        }
+    )
+    forwarded_search_params: Final = MappingProxyType({**provider_search_params, **kwargs, **store_search_params})
     with _suppressed_sub_call_billing():
         search_response: Final = await litellm.vector_stores.asearch(
             vector_store_id=retrieval_config["vector_store_id"],
             query=query_text,
             max_num_results=retrieval_config.get("top_k", 10),
             custom_llm_provider=retrieval_config.get("custom_llm_provider", "openai"),
-            **kwargs,
+            router=router,
+            **forwarded_search_params,
         )
 
     search_provider: Final = retrieval_config.get("custom_llm_provider", "openai")
@@ -316,6 +352,7 @@ async def aquery(
     retrieval_config: dict[str, Any],
     rerank: dict[str, Any] | None = None,
     stream: bool = False,
+    vector_store_params: Mapping[str, object] | None = None,
     **kwargs,
 ) -> ModelResponse:
     """
@@ -333,6 +370,7 @@ async def aquery(
             retrieval_config=retrieval_config,
             rerank=rerank,
             stream=stream,
+            vector_store_params=vector_store_params,
             **kwargs,
         )
 
@@ -363,6 +401,7 @@ def query(
     retrieval_config: dict[str, Any],
     rerank: dict[str, Any] | None = None,
     stream: bool = False,
+    vector_store_params: Mapping[str, object] | None = None,
     **kwargs,
 ) -> ModelResponse | Coroutine[None, None, ModelResponse]:
     """
@@ -379,6 +418,7 @@ def query(
                 retrieval_config=retrieval_config,
                 rerank=rerank,
                 stream=stream,
+                vector_store_params=vector_store_params,
                 **kwargs,
             )
         else:
@@ -389,6 +429,7 @@ def query(
                     retrieval_config=retrieval_config,
                     rerank=rerank,
                     stream=stream,
+                    vector_store_params=vector_store_params,
                     **kwargs,
                 )
             )
diff --git a/litellm/realtime_api/main.py b/litellm/realtime_api/main.py
index d4b9f4e8cce..3862aec445f 100644
--- a/litellm/realtime_api/main.py
+++ b/litellm/realtime_api/main.py
@@ -8,6 +8,7 @@ from typing import Any, Final, Literal, cast
 
 import litellm
 from litellm.constants import (
+    AZURE_OPENAI_AUDIO_PROVIDERS,
     REALTIME_CREDENTIAL_RESOLUTION_TIMEOUT_SECONDS,
     REALTIME_WEBSOCKET_MAX_MESSAGE_SIZE_BYTES,
     request_timeout,
@@ -400,7 +401,7 @@ async def _arealtime(
             litellm_metadata=_build_litellm_metadata(kwargs),
             query_params=query_params,
         )
-    elif _custom_llm_provider == "azure":
+    elif _custom_llm_provider in AZURE_OPENAI_AUDIO_PROVIDERS:
         api_base = dynamic_api_base or litellm_params.api_base or litellm.api_base or get_secret_str("AZURE_API_BASE")
         # set API KEY
         api_key = dynamic_api_key or litellm.api_key or litellm.openai_key or get_secret_str("AZURE_API_KEY")
diff --git a/litellm/repositories/table_repositories.py b/litellm/repositories/table_repositories.py
index 18cf884f267..739d6ada71c 100644
--- a/litellm/repositories/table_repositories.py
+++ b/litellm/repositories/table_repositories.py
@@ -176,6 +176,10 @@ class PolicyAttachmentRepository(PrismaTableRepository["prisma_models.LiteLLM_Po
     table_name = "litellm_policyattachmenttable"
 
 
+class TeamRepository(PrismaTableRepository["prisma_models.LiteLLM_TeamTable"]):
+    table_name = "litellm_teamtable"
+
+
 class DeletedTeamRepository(PrismaTableRepository["prisma_models.LiteLLM_DeletedTeamTable"]):
     table_name = "litellm_deletedteamtable"
 
diff --git a/litellm/repositories/user_repository.py b/litellm/repositories/user_repository.py
index 9df1bceac9c..87eb45f262d 100644
--- a/litellm/repositories/user_repository.py
+++ b/litellm/repositories/user_repository.py
@@ -6,15 +6,34 @@ import json
 from collections.abc import Mapping
 from typing import TYPE_CHECKING, Final
 
-from litellm.models.user import LiteLLM_UserTable
+from pydantic import TypeAdapter
+
+from litellm.models.user import LiteLLM_UserTable, SCIMPlaceholder
 from litellm.repositories.base_repository import BaseRepository, DbRecord, record_to_dict
 from litellm.repositories.prisma_protocols import TableActions
 
 if TYPE_CHECKING:
+    from prisma import Prisma
     from prisma import models as prisma_models
 
 _JSON_ENCODED_COLUMNS: Final = frozenset({"metadata", "model_spend", "model_max_budget"})
 
+_SHADOWING_PLACEHOLDERS_SQL: Final = """
+SELECT p.user_id AS placeholder_user_id,
+       array_agg(r.user_id ORDER BY r.user_id) AS resolved_user_ids,
+       p.teams AS team_ids
+FROM "LiteLLM_UserTable" p
+JOIN "LiteLLM_UserTable" r
+  ON r.user_id <> p.user_id
+ AND (r.sso_user_id = p.user_id OR LOWER(r.user_email) = LOWER(p.user_id))
+WHERE p.sso_user_id IS NULL
+  AND NOT EXISTS (SELECT 1 FROM "LiteLLM_VerificationToken" k WHERE k.user_id = p.user_id)
+GROUP BY p.user_id, p.teams
+ORDER BY p.user_id
+"""
+
+_PLACEHOLDER_ROWS_ADAPTER: Final = TypeAdapter(tuple[SCIMPlaceholder, ...])
+
 
 class UserRepository(BaseRepository[LiteLLM_UserTable]):
     """Repository for user database operations."""
@@ -59,6 +78,11 @@ class UserRepository(BaseRepository[LiteLLM_UserTable]):
         """Find all users in a team."""
         return await self.find_many(where={"teams": {"has": team_id}})
 
+    async def find_shadowing_placeholders(self, tx: "Prisma") -> tuple[SCIMPlaceholder, ...]:
+        """Users with no SSO id and no virtual keys whose id is another user's SSO id or email."""
+        rows: Final = await tx.query_raw(_SHADOWING_PLACEHOLDERS_SQL)
+        return _PLACEHOLDER_ROWS_ADAPTER.validate_python(rows)
+
     async def count_billable_users(self) -> int:
         """Number of users that count toward the license seat limit.
 
diff --git a/litellm/rerank_api/main.py b/litellm/rerank_api/main.py
index c8f7842aebf..37ca989b8d3 100644
--- a/litellm/rerank_api/main.py
+++ b/litellm/rerank_api/main.py
@@ -6,6 +6,7 @@ from typing import Any, Final, Literal
 
 import litellm
 from litellm._logging import verbose_logger
+from litellm.litellm_core_utils.get_llm_provider_logic import declared_authenticating_provider
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.base_llm.rerank.transformation import BaseRerankConfig
 from litellm.llms.bedrock.rerank.handler import BedrockRerankHandler
@@ -43,10 +44,23 @@ async def arerank(
     """
     Async: Reranks a list of documents based on their relevance to the query
     """
+    _custom_llm_provider: str | None = (
+        None  # rebind-ok: set by the declared-provider guard or the get_llm_provider unpack; read in the except
+    )
     try:
         loop: Final = asyncio.get_event_loop()
         kwargs["arerank"] = True
 
+        declared_provider: Final = declared_authenticating_provider(model, custom_llm_provider)
+        if declared_provider is not None:
+            _custom_llm_provider = declared_provider  # rebind-ok: see pre-declaration above
+        else:
+            _, _custom_llm_provider, _, _ = litellm.get_llm_provider(  # rebind-ok: see pre-declaration above
+                model=model,
+                custom_llm_provider=custom_llm_provider,
+                api_base=kwargs.get("api_base", None),
+            )
+
         func: Final = partial(
             rerank,
             model,
@@ -70,7 +84,11 @@ async def arerank(
             response = init_response
         return response
     except Exception as e:
-        raise e
+        raise exception_type(
+            model=model,
+            custom_llm_provider=_custom_llm_provider or custom_llm_provider,
+            original_exception=e,
+        )
 
 
 @client
@@ -115,6 +133,7 @@ def rerank(
     model_info: Final = kwargs.get("model_info", None)
     user: Final = kwargs.get("user", None)
     client: Final = kwargs.get("client", None)
+    _custom_llm_provider: str | None = None  # rebind-ok: set by the get_llm_provider unpack; read in the except
     try:
         _is_async: Final = kwargs.pop("arerank", False) is True
         optional_params: Final = GenericLiteLLMParams(**kwargs)
@@ -127,7 +146,7 @@ def rerank(
 
         (
             model,
-            _custom_llm_provider,
+            _custom_llm_provider,  # rebind-ok: see pre-declaration above
             dynamic_api_key,
             dynamic_api_base,
         ) = litellm.get_llm_provider(
@@ -538,4 +557,8 @@ def rerank(
         return response
     except Exception as e:
         verbose_logger.error("Error in rerank: %s", e)
-        raise exception_type(model=model, custom_llm_provider=custom_llm_provider, original_exception=e)
+        raise exception_type(
+            model=model,
+            custom_llm_provider=_custom_llm_provider or custom_llm_provider,
+            original_exception=e,
+        )
diff --git a/litellm/responses/litellm_completion_transformation/streaming_iterator.py b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
index db1c3acbefb..d7f8cd8f8bd 100644
--- a/litellm/responses/litellm_completion_transformation/streaming_iterator.py
+++ b/litellm/responses/litellm_completion_transformation/streaming_iterator.py
@@ -562,6 +562,12 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
         hidden_params: Final = getattr(chunk, "_hidden_params", None)
         if hidden_params is not None:
             chunk_dict["_hidden_params"] = dict(hidden_params) if isinstance(hidden_params, dict) else hidden_params
+        if (
+            chunk_dict.get("usage") is None
+            and isinstance(hidden_params, dict)
+            and hidden_params.get("usage") is not None
+        ):
+            chunk_dict["usage"] = hidden_params["usage"]
         return chunk_dict
 
     def create_reasoning_summary_text_done_event(
@@ -1169,16 +1175,6 @@ class LiteLLMCompletionStreamingIterator(ResponsesAPIStreamingIterator):
 
     def _emit_response_completed_event(self, litellm_model_response: ModelResponse) -> ResponseCompletedEvent | None:
         if litellm_model_response:
-            # Add cost to usage object if include_cost_in_streaming_usage is True
-            if litellm.include_cost_in_streaming_usage and self.litellm_logging_obj is not None:
-                usage: Final[object] = getattr(litellm_model_response, "usage", None)
-                if usage is not None:
-                    setattr(
-                        usage,
-                        "cost",
-                        self.litellm_logging_obj._response_cost_calculator(result=litellm_model_response),
-                    )
-
             # Transform the response
             responses_api_response: Final = (
                 LiteLLMCompletionResponsesConfig.transform_chat_completion_response_to_responses_api_response(
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index 5f3e88bb12f..b2d1a69e0d8 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -6,6 +6,7 @@ import json
 import re
 import uuid
 from collections.abc import Iterable, Iterator, Mapping, Sequence
+from dataclasses import dataclass
 from types import MappingProxyType
 from typing import (
     TYPE_CHECKING,
@@ -102,6 +103,15 @@ from .custom_tools import (
 NamespaceNameMap: TypeAlias = Mapping[str, tuple[str, str]]
 NamespaceTool: TypeAlias = Mapping[str, object]
 ResponseTools: TypeAlias = Sequence[Mapping[str, object]] | None
+ChatToolParam: TypeAlias = ChatCompletionToolParam | OpenAIMcpServerTool
+NAMESPACE_DESCRIPTION_SEPARATOR: Final = "\n\n"
+
+
+@dataclass(frozen=True, slots=True)
+class ResponsesToolChatForm:
+    chat_tools: tuple[ChatToolParam, ...]
+    web_search_options: OpenAIWebSearchOptions | None
+
 
 if TYPE_CHECKING:
     from openai.types.responses.response_apply_patch_tool_call import (
@@ -1771,7 +1781,7 @@ class LiteLLMCompletionResponsesConfig:
         tool_name: Final = str(namespace_tool.get("name") or "")
         raw_description: Final = str(namespace_tool.get("description") or "")
         description: Final = (
-            f"{namespace_description}\n\n{raw_description}"
+            f"{namespace_description}{NAMESPACE_DESCRIPTION_SEPARATOR}{raw_description}"
             if nested and namespace_description and raw_description
             else namespace_description
             if nested and namespace_description
@@ -1837,9 +1847,78 @@ class LiteLLMCompletionResponsesConfig:
                 + ", ".join(sorted(conflicting_tool_names))
             )
 
+    @staticmethod
+    def _responses_tool_to_chat_form(tool: Mapping[str, object]) -> ResponsesToolChatForm:
+        tool_type: Final = tool.get("type")
+        if tool_type == "mcp":
+            return ResponsesToolChatForm(chat_tools=(cast(OpenAIMcpServerTool, tool),), web_search_options=None)
+        if tool_type == "web_search_preview" or tool_type == "web_search":
+            _search_context_size: Final[Literal["low", "medium", "high"]] = cast(
+                Literal["low", "medium", "high"], tool.get("search_context_size")
+            )
+            _user_location: Final[OpenAIWebSearchUserLocation | None] = cast(
+                OpenAIWebSearchUserLocation | None,
+                tool.get("user_location") or None,
+            )
+            return ResponsesToolChatForm(
+                chat_tools=(),
+                web_search_options=OpenAIWebSearchOptions(
+                    search_context_size=_search_context_size,
+                    user_location=_user_location,
+                ),
+            )
+        if tool_type == "function":
+            typed_tool: Final = cast(FunctionToolParam, tool)
+            raw_parameters: Final = typed_tool.get("parameters", {}) or {}
+            parameters: Final = (
+                {**raw_parameters}  # mutable-ok: json.dumps rejects MappingProxyType
+                if "type" in raw_parameters
+                else {**raw_parameters, "type": "object"}  # mutable-ok: json.dumps rejects MappingProxyType
+            )
+            chat_completion_tool: Final[dict[str, object]] = {
+                "type": "function",
+                "function": {
+                    "name": typed_tool.get("name") or "",
+                    "description": typed_tool.get("description") or "",
+                    "parameters": parameters,
+                    "strict": typed_tool.get("strict", False) or False,
+                },
+            }
+            if tool.get("cache_control"):
+                chat_completion_tool["cache_control"] = tool.get("cache_control")
+            if tool.get("defer_loading"):
+                chat_completion_tool["defer_loading"] = tool.get("defer_loading")
+            if tool.get("allowed_callers"):
+                chat_completion_tool["allowed_callers"] = tool.get("allowed_callers")
+            if tool.get("input_examples"):
+                chat_completion_tool["input_examples"] = tool.get("input_examples")
+            return ResponsesToolChatForm(
+                chat_tools=(cast(ChatCompletionToolParam, chat_completion_tool),), web_search_options=None
+            )
+        if tool_type == "namespace":
+            return ResponsesToolChatForm(
+                chat_tools=LiteLLMCompletionResponsesConfig._namespace_chat_tools(tool), web_search_options=None
+            )
+        if tool_type == "custom":
+            converted: Final = convert_custom_tool_to_function_tool(tool)
+            return ResponsesToolChatForm(chat_tools=() if converted is None else (converted,), web_search_options=None)
+        if tool_type in ("computer_use", "image_generation", "shell"):
+            verbose_logger.warning(
+                "Dropping Responses API tool of type '%s': it has no Chat Completions "
+                "equivalent and the target provider would reject the request.",
+                tool_type,
+            )
+            return ResponsesToolChatForm(chat_tools=(), web_search_options=None)
+        return ResponsesToolChatForm(chat_tools=(cast(ChatToolParam, tool),), web_search_options=None)
+
+    @staticmethod
+    def responses_tools_to_chat_forms(tools: ResponseTools) -> tuple[ResponsesToolChatForm, ...]:
+        LiteLLMCompletionResponsesConfig._validate_namespace_name_collisions(tools)
+        return tuple(LiteLLMCompletionResponsesConfig._responses_tool_to_chat_form(tool) for tool in tools or ())
+
     @staticmethod
     def transform_responses_api_tools_to_chat_completion_tools(
-        tools: list[FunctionToolParam | OpenAIMcpServerTool] | None,
+        tools: ResponseTools,
     ) -> tuple[
         list[ChatCompletionToolParam | OpenAIMcpServerTool],
         OpenAIWebSearchOptions | None,
@@ -1849,73 +1928,16 @@ class LiteLLMCompletionResponsesConfig:
         """
         if tools is None:
             return [], None
-        LiteLLMCompletionResponsesConfig._validate_namespace_name_collisions(tools)
-        chat_completion_tools: Final[list[ChatCompletionToolParam | OpenAIMcpServerTool]] = []
-        web_search_options: OpenAIWebSearchOptions | None = None
-        for tool in tools:
-            if tool.get("type") == "mcp":
-                chat_completion_tools.append(cast(OpenAIMcpServerTool, tool))
-            elif tool.get("type") == "web_search_preview" or tool.get("type") == "web_search":
-                _search_context_size: Literal["low", "medium", "high"] = cast(
-                    Literal["low", "medium", "high"], tool.get("search_context_size")
-                )
-                _user_location: OpenAIWebSearchUserLocation | None = cast(
-                    OpenAIWebSearchUserLocation | None,
-                    tool.get("user_location") or None,
-                )
-                web_search_options = OpenAIWebSearchOptions(
-                    search_context_size=_search_context_size,
-                    user_location=_user_location,
-                )
-            elif tool.get("type") == "function":
-                typed_tool = cast(FunctionToolParam, tool)
-                # Ensure parameters has "type": "object" as required by providers like Anthropic
-                parameters = dict(typed_tool.get("parameters", {}) or {})
-                if not parameters or "type" not in parameters:
-                    parameters["type"] = "object"
-                chat_completion_tool: dict[str, object] = {
-                    "type": "function",
-                    "function": {
-                        "name": typed_tool.get("name") or "",
-                        "description": typed_tool.get("description") or "",
-                        "parameters": parameters,
-                        "strict": typed_tool.get("strict", False) or False,
-                    },
-                }
-                if tool.get("cache_control"):
-                    chat_completion_tool["cache_control"] = tool.get("cache_control")
-                if tool.get("defer_loading"):
-                    chat_completion_tool["defer_loading"] = tool.get("defer_loading")
-                if tool.get("allowed_callers"):
-                    chat_completion_tool["allowed_callers"] = tool.get("allowed_callers")
-                if tool.get("input_examples"):
-                    chat_completion_tool["input_examples"] = tool.get("input_examples")
-                chat_completion_tools.append(cast(ChatCompletionToolParam, chat_completion_tool))
-            elif tool.get("type") == "namespace":
-                chat_completion_tools.extend(LiteLLMCompletionResponsesConfig._namespace_chat_tools(tool))
-            elif tool.get("type") == "custom":
-                converted = convert_custom_tool_to_function_tool(tool)
-                if converted is not None:
-                    chat_completion_tools.append(converted)
-            else:
-                _tool_type = tool.get("type")
-                if _tool_type in ("computer_use", "image_generation", "shell"):
-                    # Drop unsupported Responses-API-only tool types that have no
-                    # Chat Completions equivalent. Passing them through verbatim
-                    # causes providers to reject the request with "'function' is a
-                    # required property".
-                    verbose_logger.warning(
-                        "Dropping Responses API tool of type '%s': it has no Chat Completions "
-                        "equivalent and the target provider would reject the request.",
-                        _tool_type,
-                    )
-                    continue
-                chat_completion_tools.append(cast(ChatCompletionToolParam | OpenAIMcpServerTool, tool))
-        return chat_completion_tools, web_search_options
+        forms: Final = LiteLLMCompletionResponsesConfig.responses_tools_to_chat_forms(tools)
+        web_search_options: Final = next(
+            (form.web_search_options for form in reversed(forms) if form.web_search_options is not None),
+            None,
+        )
+        return [chat_tool for form in forms for chat_tool in form.chat_tools], web_search_options
 
     @staticmethod
     def transform_chat_completion_tool_params_to_responses_api_tools(
-        chat_completion_tools: list[ChatCompletionToolParam | OpenAIMcpServerTool] | None,
+        chat_completion_tools: Sequence[Mapping[str, object]] | None,
     ) -> list[dict[str, object]]:
         """
         Transform Chat Completion tool params (e.g. from guardrail output) back to
@@ -1926,9 +1948,6 @@ class LiteLLMCompletionResponsesConfig:
             return []
         result: Final[list[dict[str, object]]] = []
         for tool in chat_completion_tools:
-            if not isinstance(tool, dict):
-                result.append(tool)
-                continue
             if tool.get("type") == "function":
                 fn = cast(_ToolFunctionDefinition, tool.get("function") or {})
                 parameters = dict(fn.get("parameters", {}) or {})
diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index de802b95086..f271655f5e3 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -17,6 +17,7 @@ from typing_extensions import TypeIs
 
 import litellm
 from litellm.constants import (
+    EMPTY_MAPPING,
     LITELLM_MAX_STREAMING_DURATION_SECONDS,
     STREAM_SSE_DONE_STRING,
 )
@@ -273,6 +274,9 @@ class BaseResponsesAPIStreamingIterator:
         self._hidden_params["additional_headers"] = process_response_headers(
             self.response.headers or {}
         )  # GUARANTEE OPENAI HEADERS IN RESPONSE
+        self._raw_response_headers: Mapping[str, str] = MappingProxyType(
+            dict(self.response.headers or {})  # mutable-ok: immediately frozen by MappingProxyType
+        )
 
     def _check_max_streaming_duration(self) -> None:
         """Raise litellm.Timeout if the stream has exceeded LITELLM_MAX_STREAMING_DURATION_SECONDS."""
@@ -407,23 +411,7 @@ class BaseResponsesAPIStreamingIterator:
                     openai_types.ResponsesAPIStreamEvents.RESPONSE_FAILED,
                 ):
                     self.completed_response = openai_responses_api_chunk
-                    # Add cost to usage object if include_cost_in_streaming_usage is True
-                    if litellm.include_cost_in_streaming_usage and self.logging_obj is not None:
-                        response_obj: Final[ResponsesAPIResponse | None] = getattr(
-                            openai_responses_api_chunk, "response", None
-                        )
-                        if response_obj:
-                            usage_obj: Final[ResponseAPIUsage | None] = getattr(response_obj, "usage", None)
-                            if usage_obj is not None:
-                                try:
-                                    cost: Final[float | None] = self.logging_obj._response_cost_calculator(
-                                        result=response_obj
-                                    )
-                                    if cost is not None:
-                                        setattr(usage_obj, "cost", cost)
-                                except Exception:
-                                    # Best-effort usage cost annotation should not break stream replay.
-                                    pass
+                    _stamp_responses_usage_cost(getattr(openai_responses_api_chunk, "response", None), self.logging_obj)
 
                     if _chunk_type == openai_types.ResponsesAPIStreamEvents.RESPONSE_FAILED:
                         self._handle_logging_failed_response()
@@ -462,6 +450,7 @@ class BaseResponsesAPIStreamingIterator:
             except Exception:
                 # Fallback to original if serialization fails
                 pass
+        self._restore_provider_response_headers(logging_response)
 
         end_time: Final = datetime.now()
         if is_async:
@@ -496,6 +485,41 @@ class BaseResponsesAPIStreamingIterator:
             )
         self._run_post_success_hooks(end_time=end_time)
 
+    def _restore_provider_response_headers(self, logging_response: object) -> None:
+        """Re-apply the provider's response headers to the copy handed to logging callbacks.
+
+        ``model_validate(model_dump())`` above drops pydantic private attributes, so the
+        ``_hidden_params`` the provider transform set on the nested response are lost. Returns early
+        when that copy fell back to the original event, so logging-only state never lands on the
+        object the caller is iterating.
+        """
+        if logging_response is self.completed_response:
+            return
+        target: Final[object] = getattr(logging_response, "response", None)
+        existing_hidden: Final[object] = getattr(target, "_hidden_params", None)
+        if not isinstance(existing_hidden, Mapping):
+            return
+        existing: Final[Mapping[str, object]] = existing_hidden
+        source_hidden: Final[object] = getattr(
+            getattr(self.completed_response, "response", None), "_hidden_params", None
+        )
+        source: Final[Mapping[str, object]] = source_hidden if isinstance(source_hidden, Mapping) else EMPTY_MAPPING
+        processed: Final[object] = source.get("additional_headers") or self._hidden_params.get("additional_headers")
+        raw: Final[object] = source.get("headers") or self._raw_response_headers
+        headers: Final[Mapping[str, object]] = processed if isinstance(processed, Mapping) else EMPTY_MAPPING
+        raw_headers: Final[Mapping[str, object]] = raw if isinstance(raw, Mapping) else EMPTY_MAPPING
+        # rebuild by value and let existing keys win: sharing the source dicts would alias what the proxy
+        # splats into the client's HTTP headers, and copying non-header keys would carry response_cost
+        setattr(  # noqa: B010  # target is typed object here, so a plain attribute store does not type check
+            target,
+            "_hidden_params",
+            {  # mutable-ok: the cost calculator writes optional_params into _hidden_params
+                "additional_headers": {**headers},  # mutable-ok: fresh copy, logging callbacks may mutate it
+                "headers": {**raw_headers},  # mutable-ok: fresh copy, logging callbacks may mutate it
+                **existing,
+            },
+        )
+
     def _handle_logging_completed_response(self):
         """Base implementation - should be overridden by subclasses"""
 
@@ -1023,7 +1047,7 @@ class MockResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
         transformed: ResponsesAPIResponse,
         logging_obj: LiteLLMLoggingObj,
     ) -> None:
-        self._events: list[ResponsesAPIStreamingResponse] = _build_synthetic_response_events(
+        self._events: Sequence[ResponsesAPIStreamingResponse] = build_synthetic_response_events(
             transformed=transformed,
             logging_obj=logging_obj,
             chunk_size=self.CHUNK_SIZE,
@@ -1090,7 +1114,7 @@ class CachedResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
         transformed: ResponsesAPIResponse,
         logging_obj: LiteLLMLoggingObj,
     ) -> None:
-        self._events = _build_synthetic_response_events(
+        self._events = build_synthetic_response_events(
             transformed=transformed,
             logging_obj=logging_obj,
             chunk_size=MockResponsesAPIStreamingIterator.CHUNK_SIZE,
@@ -1274,22 +1298,32 @@ def _add_text_like_part_events(
         )
 
 
-def _build_synthetic_response_events(
+def _stamp_responses_usage_cost(
+    response_obj: ResponsesAPIResponse | None, logging_obj: LiteLLMLoggingObj | None
+) -> None:
+    if response_obj is None or logging_obj is None:
+        return
+    usage_obj: Final[ResponseAPIUsage | None] = getattr(response_obj, "usage", None)
+    if usage_obj is None:
+        return
+    if isinstance(getattr(usage_obj, "cost", None), (int, float)):
+        return
+    try:
+        cost: Final[float | None] = logging_obj._response_cost_calculator(result=response_obj)
+    except Exception:
+        return
+    if isinstance(cost, (int, float)) and cost > 0:
+        setattr(usage_obj, "cost", cost)
+
+
+def build_synthetic_response_events(
     *,
     transformed: ResponsesAPIResponse,
-    logging_obj: LiteLLMLoggingObj,
+    logging_obj: LiteLLMLoggingObj | None,
     chunk_size: int,
 ) -> list[ResponsesAPIStreamingResponse]:
     openai_types: Final = _get_openai_response_types()
-    if litellm.include_cost_in_streaming_usage and logging_obj is not None:
-        usage_obj: Final = transformed.usage if hasattr(transformed, "usage") else None
-        if usage_obj is not None:
-            try:
-                cost: Final[float | None] = logging_obj._response_cost_calculator(result=transformed)
-                if cost is not None:
-                    setattr(usage_obj, "cost", cost)
-            except Exception:
-                pass
+    _stamp_responses_usage_cost(transformed, logging_obj)
 
     events: Final[list[ResponsesAPIStreamingResponse]] = [
         _build_response_status_event(openai_types.ResponsesAPIStreamEvents.RESPONSE_CREATED, transformed),
diff --git a/litellm/router.py b/litellm/router.py
index 471a1116f44..6c7611c6236 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -21,8 +21,8 @@ import time
 import traceback
 import weakref
 from collections import defaultdict
-from collections.abc import AsyncGenerator, AsyncIterator, Callable, Generator, Mapping, Sequence
-from functools import lru_cache
+from collections.abc import AsyncGenerator, AsyncIterator, Callable, Generator, Iterator, Mapping, Sequence
+from functools import lru_cache, partial
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, Optional, TypeAlias, TypeVar, Union, cast
 
@@ -30,7 +30,7 @@ import anyio
 import httpx
 import openai
 from openai import AsyncOpenAI
-from pydantic import BaseModel
+from pydantic import BaseModel, TypeAdapter, ValidationError
 from typing_extensions import overload
 
 import litellm
@@ -50,6 +50,8 @@ from litellm.constants import (
     DEFAULT_HEALTH_CHECK_INTERVAL,
     DEFAULT_HEALTH_CHECK_STALENESS_MULTIPLIER,
     DEFAULT_MAX_LRU_CACHE_SIZE,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
+    RUNTIME_UPDATABLE_ROUTER_SETTINGS,
     SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY,
 )
 from litellm.integrations.custom_logger import CustomLogger
@@ -84,6 +86,10 @@ from litellm.litellm_core_utils.sensitive_data_masker import (
     mask_credentials_in_payload,
     mask_sensitive_structure,
 )
+from litellm.llms.base_llm.vector_store.transformation import (
+    RouterVectorStoreEmbeddingExecutor,
+    vector_store_request_metadata,
+)
 from litellm.llms.openai_like.json_loader import JSONProviderRegistry
 from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
 from litellm.router_strategy.least_busy import LeastBusyLoggingHandler
@@ -111,6 +117,9 @@ from litellm.router_utils.add_retry_fallback_headers import (
 from litellm.router_utils.auto_router_model_naming import (
     AUTO_ROUTER_MODEL_PREFIX,
     classify_strategy_router_model,
+    count_heuristic_v2_routers,
+    heuristic_v2_limit_violation,
+    uses_heuristic_v2_classifier,
 )
 from litellm.router_utils.batch_utils import (
     _get_router_metadata_variable_name,
@@ -143,7 +152,13 @@ from litellm.router_utils.cooldown_handlers import (
 from litellm.router_utils.fallback_event_handlers import (
     AttemptedFallbackTargets,
     _check_non_standard_fallback_format,
-    get_fallback_model_group,
+    clear_pre_routing_selection,
+    fallback_lookup_groups,
+    fallbacks_disabled_for_request,
+    get_fallback_model_group_for_lookup_groups,
+    get_pre_routing_selection,
+    record_disable_fallbacks,
+    record_pre_routing_selection,
     run_async_fallback,
 )
 from litellm.router_utils.get_retry_from_policy import (
@@ -182,6 +197,7 @@ from litellm.router_utils.router_callbacks.track_deployment_metrics import (
 from litellm.scheduler import FlowItem, Scheduler
 from litellm.types.llms.openai import (
     AllMessageValues,
+    ChatCompletionToolParam,
     FileTypes,
     OpenAIFileObject,
     OpenAIFilesPurpose,
@@ -199,6 +215,7 @@ from litellm.types.router import (
     DeploymentTypedDict,
     FallbackAccessCheck,
     GuardrailTypedDict,
+    HeuristicV2RouterLimit,
     LiteLLM_Params,
     MockRouterTestingParams,
     ModelGroupInfo,
@@ -220,6 +237,7 @@ from litellm.types.router import (
 )
 from litellm.types.services import ServiceTypes
 from litellm.types.utils import (
+    AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
     PROMPT_QUOTING_ROUTING_DECISION_FIELDS,
     CustomPricingLiteLLMParams,
     GenericBudgetConfigType,
@@ -349,6 +367,15 @@ _PreRoutingStrategyT = TypeVar("_PreRoutingStrategyT")
 
 _ALIAS_PARAMS_NEVER_FORWARDED: Final = frozenset({"model", "api_base", "api_key", "api_version"})
 _ALIAS_MARKER_FORWARDED_PARAMS_KWARG: Final = "_alias_marker_forwarded_params"
+_CLAUDE_CODE_SESSION_ID_RE: Final = re.compile(r"^[a-zA-Z0-9_\-]{8,}$")
+_CLAUDE_CODE_SESSION_ROUTER_TTL_SECONDS: Final = 3600
+
+_RUNTIME_TOGGLEABLE_PRE_CALL_CHECKS: Final[Mapping[str, type[CustomLogger]]] = MappingProxyType(
+    {
+        "prompt_caching": PromptCachingDeploymentCheck,
+        "enforce_model_rate_limits": ModelRateLimitingCheck,
+    }
+)
 
 
 def _stream_chunks_have_generated_content(chunks: Sequence[ModelResponseStream]) -> bool:
@@ -371,6 +398,28 @@ def _stream_chunks_have_generated_content(chunks: Sequence[ModelResponseStream])
     return False
 
 
+_NO_SESSION_KWARGS: Final[Mapping[str, Mapping[str, object]]] = MappingProxyType({})
+_SESSION_ADAPTER: Final = TypeAdapter(Mapping[str, object])
+
+
+def _with_router_resolved_session_model(session: object, model_name: str) -> Mapping[str, Mapping[str, object]]:
+    """
+    Realtime client-secret requests carry the model inside ``session`` as well, and the caller's copy of it still
+    holds the pre-routing model group name, so it has to follow the deployment the router just picked.
+
+    Returns kwargs to merge into the downstream call, empty when there is no session model to resolve.
+    """
+    try:
+        typed_session: Final = _SESSION_ADAPTER.validate_python(session)
+    except ValidationError:
+        return _NO_SESSION_KWARGS
+    if "model" not in typed_session:
+        return _NO_SESSION_KWARGS
+    return MappingProxyType(
+        {"session": {**typed_session, "model": model_name}}  # mutable-ok: callees deepcopy and JSON-dump session
+    )
+
+
 # Router._aanthropic_messages_streaming_iterator buffers lifecycle chunks
 # until real content commits the primary stream; a hostile or slow-starting
 # upstream that never emits content or an error could otherwise grow that
@@ -546,16 +595,20 @@ set_live_deployment_replay(_replay_live_router_model_cost)
 
 
 # Kwargs that carry no signal about the failed attempt, so log_retry drops them from a
-# breadcrumb entirely: the request payload and the router-internal walk state. Credentials are
-# handled separately by mask_credentials_in_payload, which scrubs credential-named values from
-# whatever kwargs remain rather than trying to enumerate every credential-bearing key here.
+# breadcrumb entirely: the request payload, the proxy's snapshot of the inbound request (its body
+# aliases the live request metadata, earlier breadcrumbs included, so copying it would nest every
+# breadcrumb inside the next one), and the router-internal walk state. Credentials are handled
+# separately by mask_credentials_in_payload, which scrubs credential-named values from whatever
+# kwargs remain rather than trying to enumerate every credential-bearing key here.
 RETRY_BREADCRUMB_EXCLUDED_KWARGS: Final = frozenset(
     (
         "messages",
         "original_function",
         "attempted_targets",
+        "proxy_server_request",
     )
 )
+RETRY_BREADCRUMB_LIMIT: Final = 4
 
 
 class Router:
@@ -639,6 +692,7 @@ class Router:
         background_health_check_model_groups: Sequence[str] | None = None,
         enable_weighted_failover: bool = False,
         fallback_access_check: FallbackAccessCheck | None = None,
+        heuristic_v2_router_limit: HeuristicV2RouterLimit | None = None,
     ) -> None:
         """
         Initialize the Router class with the given parameters for caching, reliability, and routing strategy.
@@ -715,6 +769,7 @@ class Router:
 
         self.set_verbose = set_verbose
         self.ignore_invalid_deployments = ignore_invalid_deployments
+        self.heuristic_v2_router_limit = heuristic_v2_router_limit
         self.fallback_access_check: Final = fallback_access_check
         self.debug_level = debug_level
         self.enable_pre_call_checks = enable_pre_call_checks
@@ -776,6 +831,10 @@ class Router:
         self.cache = DualCache(
             redis_cache=redis_cache, in_memory_cache=InMemoryCache()
         )  # use a dual cache (Redis+In-Memory) for tracking cooldowns, usage, etc.
+        self._claude_code_session_router_cache: DualCache = DualCache(
+            redis_cache=redis_cache,
+            in_memory_cache=InMemoryCache(),
+        )
 
         ### SCHEDULER ###
         self.scheduler = Scheduler(polling_interval=polling_interval, redis_cache=redis_cache)
@@ -821,6 +880,7 @@ class Router:
         self._zero_cost_cache: dict[str, bool] = {}
         self._routing_group_rows: tuple[DeploymentTypedDict, ...] | None = None
         self._init_routing_groups(None)
+        self._provider_unresolved_deployments: tuple[Callable[[], Deployment | None], ...] = ()
 
         self.deployment_affinity_ttl_seconds = deployment_affinity_ttl_seconds
         self.model_group_affinity_config = model_group_affinity_config
@@ -909,7 +969,6 @@ class Router:
         self.total_calls: defaultdict = defaultdict(int)  # dict to store total calls made to each model
         self.fail_calls: defaultdict = defaultdict(int)  # dict to store fail_calls made to each model
         self.success_calls: defaultdict = defaultdict(int)  # dict to store success_calls  made to each model
-        self.previous_models: list = []  # list to store failed calls (passed in as metadata to next call)
 
         # make Router.chat.completions.create compatible for openai.chat.completions.create
         default_litellm_params = default_litellm_params or {}
@@ -1096,8 +1155,8 @@ class Router:
         ```
         and caching to just work.
         """
-        if self.cache.redis_cache is None:
-            self.cache.redis_cache = cache
+        self.cache.attach_redis_cache(cache)
+        self._claude_code_session_router_cache.attach_redis_cache(cache)
 
     # Maps a routing strategy string to the attribute on `self` that holds
     # the default group's strategy selector for that strategy. (The selectors
@@ -2067,11 +2126,39 @@ class Router:
             if _callback is None:
                 continue
 
+            if self.optional_callbacks is not None and any(
+                isinstance(callback, type(_callback)) for callback in self.optional_callbacks
+            ):
+                continue
             if self.optional_callbacks is None:
                 self.optional_callbacks = []
             self.optional_callbacks.append(_callback)
             litellm.logging_callback_manager.add_litellm_callback(_callback)
 
+    def set_optional_pre_call_checks(self, optional_pre_call_checks: OptionalPreCallChecks | None) -> None:
+        if optional_pre_call_checks is None:
+            return
+        requested: Final = frozenset(optional_pre_call_checks)
+        for name, callback_cls in _RUNTIME_TOGGLEABLE_PRE_CALL_CHECKS.items():
+            if name not in requested:
+                self._remove_optional_callbacks_of_type(callback_cls)
+        self.add_optional_pre_call_checks(optional_pre_call_checks)
+
+    def _remove_optional_callbacks_of_type(self, callback_cls: type[CustomLogger]) -> None:
+        if self.optional_callbacks is None or not any(type(cb) is callback_cls for cb in self.optional_callbacks):
+            return
+        self.optional_callbacks = [cb for cb in self.optional_callbacks if type(cb) is not callback_cls]
+        if any(
+            router is not self and any(type(cb) is callback_cls for cb in (router.optional_callbacks or []))
+            for router in tuple(_live_routers)
+        ):
+            return
+        for cb in tuple(litellm.callbacks):
+            if type(cb) is callback_cls:
+                litellm.logging_callback_manager.remove_callback_from_list_by_object(
+                    litellm.callbacks, cb, require_self=False
+                )
+
     def print_deployment(self, deployment: dict):
         """
         returns a copy of the deployment with the api key masked
@@ -2093,6 +2180,76 @@ class Router:
             verbose_router_logger.debug("Error occurred while printing deployment - %s", e)
             raise e
 
+    @staticmethod
+    def _deployment_params_with_request_reasoning_override(
+        deployment_params: Mapping[str, object], request_kwargs: Mapping[str, object]
+    ) -> dict[str, object]:  # mutable-ok: litellm's request pipeline consumes a mutable kwargs mapping
+        """Return deployment params whose equivalent effort controls cannot outrank a request override.
+
+        Providers expose the same setting through several native carriers. A request-level
+        ``reasoning_effort`` is the portable override, so a deployment's ``thinking`` or nested
+        ``*.effort`` must not remain beside it and either win or trigger a conflicting-params 400.
+        Every changed mapping is copied so the Router's shared deployment config stays immutable.
+        """
+        sanitized: Final = dict(deployment_params)  # mutable-ok: request-local copy protects shared Router state
+        if request_kwargs.get("reasoning_effort") is None:
+            return sanitized
+
+        sanitized.pop("thinking", None)
+        Router._pop_effort_from_nested_carrier(sanitized, "output_config")
+        Router._pop_effort_from_nested_carrier(sanitized, "reasoning")
+
+        extra_body: Final = sanitized.get("extra_body")
+        if isinstance(extra_body, Mapping):
+            sanitized_extra_body: Final = dict(extra_body)  # mutable-ok: request-local nested copy
+            sanitized_extra_body.pop("reasoning_effort", None)
+            sanitized_extra_body.pop("thinking", None)
+            Router._pop_effort_from_nested_carrier(sanitized_extra_body, "output_config")
+            Router._pop_effort_from_nested_carrier(sanitized_extra_body, "reasoning")
+            if sanitized_extra_body:
+                sanitized["extra_body"] = sanitized_extra_body
+            else:
+                sanitized.pop("extra_body", None)
+        return sanitized
+
+    @staticmethod
+    def _is_classifier_internal_call(kwargs: Mapping[str, object]) -> bool:
+        metadata: Final = kwargs.get("metadata")
+        litellm_metadata: Final = kwargs.get("litellm_metadata")
+        return any(
+            isinstance(candidate, Mapping)
+            and candidate.get(INTERNAL_CALL_ORIGIN_METADATA_KEY) == AUTOROUTER_CLASSIFIER_CALL_ORIGIN
+            for candidate in (metadata, litellm_metadata)
+        )
+
+    def _drop_unsupported_classifier_reasoning_effort(
+        self,
+        deployment: DeploymentTypedDict,
+        model: str,
+        kwargs: dict[str, object],  # mutable-ok: fallback must update the active request and its log body together
+    ) -> None:
+        """Let a classifier fallback without reasoning support remain a usable fallback.
+
+        The dashboard only offers explicitly advertised levels, but an existing config can outlive
+        a model change and fallbacks can target a different group. Unknown capability fails open;
+        only a provider that explicitly rejects the parameter has it removed.
+        """
+        if kwargs.get("reasoning_effort") is None or not self._is_classifier_internal_call(kwargs):
+            return
+        if self._deployment_accepts_param(deployment, model, "reasoning_effort"):
+            return
+        verbose_router_logger.warning(
+            "litellm.router.py: dropping classifier reasoning_effort for model=%s because the selected deployment does not support it",
+            model,
+        )
+        kwargs.pop("reasoning_effort", None)
+        proxy_server_request: Final = kwargs.get("proxy_server_request")
+        if not isinstance(proxy_server_request, dict):
+            return
+        body: Final = proxy_server_request.get("body")
+        if isinstance(body, dict):
+            body.pop("reasoning_effort", None)
+
     ### COMPLETION, EMBEDDING, IMG GENERATION FUNCTIONS
 
     def completion(self, model: str, messages: list[dict[str, str]], **kwargs) -> ModelResponse | CustomStreamWrapper:
@@ -2128,9 +2285,16 @@ class Router:
                 specific_deployment=kwargs.pop("specific_deployment", None),
                 request_kwargs=kwargs,
             )
+            self._drop_unsupported_classifier_reasoning_effort(
+                deployment=cast(DeploymentTypedDict, deployment),  # cast-ok: selection returns a router deployment
+                model=model,
+                kwargs=kwargs,
+            )
             # Check for silent model experiment
             # Make a local copy of litellm_params to avoid mutating the Router's state
-            litellm_params: Final = deployment["litellm_params"].copy()
+            litellm_params: Final = self._deployment_params_with_request_reasoning_override(
+                deployment["litellm_params"], kwargs
+            )
             silent_model: Final = litellm_params.pop("silent_model", None)
 
             if silent_model is not None:
@@ -2319,7 +2483,7 @@ class Router:
     @overload
     async def acompletion(
         self, model: str, messages: list[AllMessageValues], stream: Literal[True, False] = False, **kwargs
-    ) -> CustomStreamWrapper | ModelResponse: 
+    ) -> CustomStreamWrapper | ModelResponse:
         ...
 
     # fmt: on
@@ -3141,6 +3305,11 @@ class Router:
                 specific_deployment=kwargs.pop("specific_deployment", None),
                 request_kwargs=kwargs,
             )
+            self._drop_unsupported_classifier_reasoning_effort(
+                deployment=cast(DeploymentTypedDict, deployment),  # cast-ok: selection returns a router deployment
+                model=model,
+                kwargs=kwargs,
+            )
 
             _timeout_debug_deployment_dict = deployment
             end_time: Final = time.time()
@@ -3162,7 +3331,9 @@ class Router:
 
             # Check for silent model experiment
             # Make a local copy of litellm_params to avoid mutating the Router's state
-            litellm_params: Final = deployment["litellm_params"].copy()
+            litellm_params: Final = self._deployment_params_with_request_reasoning_override(
+                deployment["litellm_params"], kwargs
+            )
             silent_model: Final = litellm_params.pop("silent_model", None)
 
             if silent_model is not None:
@@ -4002,6 +4173,7 @@ class Router:
             prompt_variables=prompt_variables,
             prompt_label=prompt_label,
             request_kwargs=kwargs,
+            injected_for_every_deployment=True,
         )
 
         # Filter out prompt management specific parameters from data before merging
@@ -4889,6 +5061,7 @@ class Router:
                 "caching": self.cache_responses,
                 **kwargs,
                 "model": model_name,
+                **_with_router_resolved_session_model(kwargs.get("session"), model_name),
             }
             # Only set custom_llm_provider if it's not None
             if custom_llm_provider is not None:
@@ -4918,6 +5091,19 @@ class Router:
                 )
                 response = await response
 
+            if self._should_raise_anthropic_refusal_error(
+                model=model,
+                original_generic_function=original_generic_function,
+                response=response,
+                kwargs=kwargs,
+            ):
+                from litellm.llms.anthropic.experimental_pass_through.messages.utils import (
+                    safeguard_refusal_error,
+                )
+
+                refusal_details: Final = cast(dict, response["stop_details"])  # cast-ok: gate verified the shape
+                raise safeguard_refusal_error(model=model, stop_details=refusal_details)
+
             self.success_calls[model_name] += 1
             verbose_router_logger.info("ageneric_api_call_with_fallbacks(model=%s)\x1b[32m 200 OK\x1b[0m", model_name)
 
@@ -4964,6 +5150,11 @@ class Router:
         # fallback to the original reference for any non-picklable value.
         # The original_generic_function is preserved so the per-attempt
         # helper knows which underlying API to call on fallback.
+        # The pre-routing hook stamps its tier selection into this bucket during the primary
+        # attempt; seeding it before the snapshot gives both the live kwargs and the copy a
+        # bucket, so the post-call carry-over below always has somewhere to read and write.
+        kwargs.setdefault("litellm_metadata", {})  # mutable-ok: shared bucket  # rebind-ok: stamp must be readable here
+
         fallback_kwargs: Final[dict[str, object]] = kwargs.copy()
         if isinstance(fallback_kwargs.get("litellm_metadata"), dict):
             fallback_kwargs["litellm_metadata"] = safe_deep_copy(fallback_kwargs["litellm_metadata"])
@@ -4973,6 +5164,14 @@ class Router:
 
         response: Final = await self._ageneric_api_call_with_fallbacks(original_function=original_function, **kwargs)
 
+        # The snapshot predates the pre-routing hook, so the tier it stamped into the live kwargs
+        # is carried over write-or-clear: a stale or caller-supplied selection left in the copy
+        # would key the mid-stream fallback lookup off a tier this attempt never routed to.
+        clear_pre_routing_selection(fallback_kwargs)
+        live_pre_routing_selection: Final = get_pre_routing_selection(kwargs)
+        if live_pre_routing_selection is not None:
+            record_pre_routing_selection(fallback_kwargs, live_pre_routing_selection)
+
         if kwargs.get("stream") and isinstance(response, BaseResponsesAPIStreamingIterator):
             return await self._aresponses_streaming_iterator(
                 response=response,
@@ -5030,6 +5229,10 @@ class Router:
         from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
             aclose_if_supported,
             parse_anthropic_error_event,
+            parse_anthropic_refusal_stop_details,
+        )
+        from litellm.llms.anthropic.experimental_pass_through.messages.utils import (
+            safeguard_refusal_error,
         )
 
         source_iterator: Final = response
@@ -5068,13 +5271,35 @@ class Router:
                         continue
                     if _anthropic_stream_commits_now(chunk, has_generated_content, len(buffered_lifecycle_chunks)):
                         has_generated_content = True  # rebind-ok: real content seen, or the buffer cap was hit
-                    error_event = parse_anthropic_error_event(chunk)
+                    # A transport can split one SSE data line across byte chunks, so pre-content
+                    # detection parses the accumulated buffer plus the current chunk, never the
+                    # chunk alone; the buffer is already capped, which bounds this window too.
+                    parse_window = (  # rebind-ok: freshly computed each iteration, never carried over
+                        b"".join(c for c in (*buffered_lifecycle_chunks, chunk) if isinstance(c, (bytes, bytearray)))  # pyright: ignore[reportUnnecessaryIsInstance]  # bridge-path chunks are not always bytes at runtime
+                        if not has_generated_content and isinstance(chunk, (bytes, bytearray))  # pyright: ignore[reportUnnecessaryIsInstance]  # bridge-path chunks are not always bytes at runtime
+                        else chunk
+                    )
+                    error_event = parse_anthropic_error_event(parse_window)
                     retriable_pending_error = (  # rebind-ok: freshly computed each iteration, never carried over
                         not has_generated_content
                         and error_event is not None
                         and _is_retriable_anthropic_status(error_event[2])
                         and not _anthropic_stream_error_is_gateway_verdict(chunk)
                     )
+                    refusal_stop_details = (  # rebind-ok: freshly computed each iteration, never carried over
+                        parse_anthropic_refusal_stop_details(parse_window)
+                        if not has_generated_content and error_event is None
+                        else None
+                    )
+                    if refusal_stop_details is not None and self._refusal_fallback_available(model, initial_kwargs):
+                        refusal_error = safeguard_refusal_error(model=model, stop_details=refusal_stop_details)
+                        raise MidStreamFallbackError(
+                            message=refusal_error.message,
+                            model=model,
+                            llm_provider="anthropic",
+                            original_exception=refusal_error,
+                            is_pre_first_chunk=True,
+                        )
                     if not has_generated_content and not retriable_pending_error and error_event is None:
                         buffered_lifecycle_chunks = (*buffered_lifecycle_chunks, chunk)
                         continue
@@ -5186,8 +5411,13 @@ class Router:
                 kwargs=initial_kwargs,
                 metadata_variable_name="litellm_metadata",
             )
+            # The content-policy dispatch branch matches on the trigger's own type, so a refusal's
+            # MidStreamFallbackError envelope is unwrapped here or the wrong fallback list is consulted.
+            fallback_trigger: Final[Exception] = (
+                e.original_exception if isinstance(e.original_exception, litellm.ContentPolicyViolationError) else e
+            )
             fallback_response = await self.async_function_with_fallbacks_common_utils(  # rebind-ok: set on success
-                e=e,
+                e=fallback_trigger,
                 disable_fallbacks=False,
                 fallbacks=fallbacks,
                 context_window_fallbacks=context_window_fallbacks,
@@ -5243,6 +5473,11 @@ class Router:
         # share, leaking primary-deployment metadata into the mid-stream
         # fallback request. safe_deep_copy avoids deep-copying the full
         # kwargs (which can hold non-deepcopyable logging handles/clients).
+        # The pre-routing hook stamps its tier selection into this bucket during the primary
+        # attempt; seeding it before the snapshot gives both the live kwargs and the copy a
+        # bucket, so the post-call carry-over below always has somewhere to read and write.
+        kwargs.setdefault("litellm_metadata", {})  # mutable-ok: shared bucket  # rebind-ok: stamp must be readable here
+
         fallback_kwargs: Final[dict[str, object]] = kwargs.copy()  # mutable-ok: mutated below before re-entry
         if isinstance(fallback_kwargs.get("litellm_metadata"), dict):
             fallback_kwargs["litellm_metadata"] = safe_deep_copy(fallback_kwargs["litellm_metadata"])
@@ -5252,6 +5487,14 @@ class Router:
 
         response: Final = await self._ageneric_api_call_with_fallbacks(original_function=original_function, **kwargs)
 
+        # The snapshot predates the pre-routing hook, so the tier it stamped into the live kwargs
+        # is carried over write-or-clear: a stale or caller-supplied selection left in the copy
+        # would key the mid-stream fallback lookup off a tier this attempt never routed to.
+        clear_pre_routing_selection(fallback_kwargs)
+        live_pre_routing_selection: Final = get_pre_routing_selection(kwargs)
+        if live_pre_routing_selection is not None:
+            record_pre_routing_selection(fallback_kwargs, live_pre_routing_selection)
+
         if kwargs.get("stream") and hasattr(response, "__aiter__"):
             return await self._aanthropic_messages_streaming_iterator(
                 response=cast("AsyncIterator[bytes]", response),  # cast-ok: stream=True always returns a byte iterator
@@ -6299,8 +6542,6 @@ class Router:
             "responses",
             "generate_content",
             "generate_content_stream",
-            "vector_store_search",
-            "vector_store_create",
             "ocr",
             "search",
             "video_generation",
@@ -6324,6 +6565,8 @@ class Router:
             return sync_wrapper
 
         if call_type in (
+            "vector_store_search",
+            "vector_store_create",
             "vector_store_retrieve",
             "vector_store_list",
             "vector_store_update",
@@ -6335,11 +6578,29 @@ class Router:
                 client: object | None = None,
                 **kwargs,
             ):
-                if custom_llm_provider and "custom_llm_provider" not in kwargs:
-                    kwargs["custom_llm_provider"] = custom_llm_provider
-                if kwargs.get("model"):
-                    return self._generic_api_call_with_fallbacks(original_function=original_function, **kwargs)
-                return original_function(**kwargs)
+                provider_kwargs: Final = (
+                    MappingProxyType({**kwargs, "custom_llm_provider": custom_llm_provider})
+                    if custom_llm_provider and "custom_llm_provider" not in kwargs
+                    else MappingProxyType(kwargs)
+                )
+                search_kwargs: Final = (
+                    MappingProxyType(
+                        {
+                            **provider_kwargs,
+                            "_direct_vector_store_embedding_executor": RouterVectorStoreEmbeddingExecutor(
+                                router=self,
+                                metadata=self._vector_store_request_metadata(kwargs),
+                            ),
+                        }
+                    )
+                    if call_type == "vector_store_search"
+                    else provider_kwargs
+                )
+                if search_kwargs.get("model"):
+                    return self._generic_api_call_with_fallbacks(original_function=original_function, **search_kwargs)
+                if call_type == "vector_store_search":
+                    return original_function(**MappingProxyType({**search_kwargs, "router": self}))
+                return original_function(**search_kwargs)
 
             return vector_store_sync_wrapper
 
@@ -6512,10 +6773,22 @@ class Router:
                 "avector_store_update",
                 "avector_store_delete",
             ):
+                vector_store_kwargs: Final = (
+                    {  # mutable-ok: the async routed request requires dynamic keyword arguments
+                        **kwargs,
+                        "_direct_vector_store_embedding_executor": RouterVectorStoreEmbeddingExecutor(
+                            router=self,
+                            metadata=self._vector_store_request_metadata(kwargs),
+                        ),
+                    }
+                    if call_type == "avector_store_search"
+                    else kwargs
+                )
                 return await self._init_vector_store_api_endpoints(
                     original_function=original_function,
                     custom_llm_provider=custom_llm_provider,
-                    **kwargs,
+                    call_type=call_type,
+                    **vector_store_kwargs,
                 )
             elif call_type in ("afile_delete", "afile_content"):
                 return await self._ageneric_api_call_with_fallbacks(
@@ -6551,10 +6824,15 @@ class Router:
 
         return async_wrapper
 
+    @staticmethod
+    def _vector_store_request_metadata(kwargs: Mapping[str, object]) -> Mapping[str, object]:
+        return vector_store_request_metadata(kwargs)
+
     async def _init_vector_store_api_endpoints(
         self,
         original_function: Callable,
         custom_llm_provider: str | None = None,
+        call_type: str | None = None,
         **kwargs,
     ):
         """
@@ -6573,6 +6851,13 @@ class Router:
                 **kwargs,
             )
 
+        # For search, pass the router so provider transforms can resolve
+        # router-managed embedding models (e.g. S3 Vectors query embeddings).
+        # The merge also overrides any client-supplied `router` key.
+        if call_type == "avector_store_search":
+            search_kwargs: Final = MappingProxyType({**kwargs, "router": self})
+            return await original_function(**search_kwargs)
+
         # Otherwise, call the original function directly
         return await original_function(**kwargs)
 
@@ -6589,7 +6874,10 @@ class Router:
         metadata. When present, decode the ID, replace ``container_id`` with the
         upstream value, and route through ``_ageneric_api_call_with_fallbacks`` so
         deployment credentials (e.g. regional ``api_base`` for Azure) match
-        :meth:`_init_responses_api_endpoints`. Otherwise call the handler directly.
+        :meth:`_init_responses_api_endpoints`. Create/list calls carry no container ID, so
+        they route through the deployment named by ``model`` when the caller passes one,
+        falling back to the direct call when no deployment matches. Otherwise call the
+        handler directly with global provider credentials.
         """
         if custom_llm_provider and "custom_llm_provider" not in kwargs:
             kwargs["custom_llm_provider"] = custom_llm_provider
@@ -6621,6 +6909,14 @@ class Router:
                     **kwargs,
                 )
 
+        requested_model: Final = kwargs.get("model")
+        if isinstance(requested_model, str) and requested_model.strip():
+            return await self._ageneric_api_call_with_fallbacks(
+                original_function=original_function,
+                passthrough_on_no_deployment=True,
+                **kwargs,
+            )
+
         return await original_function(**kwargs)
 
     async def _init_responses_api_endpoints(
@@ -6807,6 +7103,9 @@ class Router:
         original_exception: Final = e
         fallback_model_group = None
         original_model_group: Final[str | None] = kwargs.get("model")
+        # A pre-routing hook (complexity / auto / adaptive / quality routers) picks a tier
+        # behind the router name, and fallbacks are configured per tier, not per router.
+        lookup_groups: Final[tuple[str, ...]] = fallback_lookup_groups(kwargs, model_group)
         fallback_failure_exception_str = ""
 
         if disable_fallbacks is True or original_model_group is None:
@@ -6851,15 +7150,15 @@ class Router:
             ]
             # Get external fallbacks — handle both standard and non-standard formats
             external_fallback_group: list | None = None
-            if fallbacks is not None and model_group is not None:
+            if fallbacks is not None and lookup_groups:
                 if _check_non_standard_fallback_format(fallbacks=fallbacks):
                     # Non-standard formats (e.g. ["claude-3-haiku"] or
                     # [{"model": "...", "messages": [...]}]) are passed through directly
                     external_fallback_group = fallbacks
                 else:
-                    external_fallback_group, generic_idx = get_fallback_model_group(
+                    external_fallback_group, generic_idx = get_fallback_model_group_for_lookup_groups(
                         fallbacks=fallbacks,
-                        model_group=cast(str, model_group),
+                        lookup_groups=lookup_groups,
                     )
                     if external_fallback_group is None and generic_idx is not None:
                         external_fallback_group = fallbacks[generic_idx]["*"]
@@ -6917,9 +7216,9 @@ class Router:
             if isinstance(e, litellm.ContextWindowExceededError):
                 if context_window_fallbacks is not None:
                     context_window_fallback_model_group: Final[list[str] | None] = (
-                        self._get_fallback_model_group_from_fallbacks(
+                        self._get_fallback_model_group_for_lookup_groups(
                             fallbacks=context_window_fallbacks,
-                            model_group=model_group,
+                            lookup_groups=lookup_groups,
                         )
                     )
                     if context_window_fallback_model_group is None:
@@ -6950,9 +7249,9 @@ class Router:
             elif isinstance(e, litellm.ContentPolicyViolationError):
                 if content_policy_fallbacks is not None:
                     content_policy_fallback_model_group: Final[list[str] | None] = (
-                        self._get_fallback_model_group_from_fallbacks(
+                        self._get_fallback_model_group_for_lookup_groups(
                             fallbacks=content_policy_fallbacks,
-                            model_group=model_group,
+                            lookup_groups=lookup_groups,
                         )
                     )
                     if content_policy_fallback_model_group is None:
@@ -6979,14 +7278,14 @@ class Router:
 
                     if litellm.expose_router_debug_in_errors:
                         e.message += f"\n{error_message}"
-            if fallbacks is not None and model_group is not None:
+            if fallbacks is not None and lookup_groups:
                 verbose_router_logger.debug("inside model fallbacks: %s", mask_sensitive_structure(fallbacks))
                 (
                     fallback_model_group,
                     generic_fallback_idx,
-                ) = get_fallback_model_group(
+                ) = get_fallback_model_group_for_lookup_groups(
                     fallbacks=fallbacks,  # if fallbacks = [{"gpt-3.5-turbo": ["claude-3-haiku"]}]
-                    model_group=cast(str, model_group),
+                    lookup_groups=lookup_groups,
                 )
                 ## if none, check for generic fallback
                 if fallback_model_group is None and generic_fallback_idx is not None:
@@ -6995,12 +7294,12 @@ class Router:
                 if fallback_model_group is None:
                     masked_fallbacks: Final = mask_sensitive_structure(fallbacks)
                     verbose_router_logger.info(
-                        "No fallback model group found for original model_group=%s. Fallbacks=%s",
-                        model_group,
+                        "No fallback model group found for lookup_groups=%s. Fallbacks=%s",
+                        " -> ".join(lookup_groups),
                         masked_fallbacks,
                     )
                     if hasattr(original_exception, "message") and litellm.expose_router_debug_in_errors:
-                        original_exception.message += f"No fallback model group found for original model_group={model_group}. Fallbacks={masked_fallbacks}"
+                        original_exception.message += f"No fallback model group found for lookup_groups={' -> '.join(lookup_groups)}. Fallbacks={masked_fallbacks}"
                     raise original_exception
 
                 input_kwargs.update(
@@ -7046,6 +7345,7 @@ class Router:
         If it fails after num_retries, fall back to another model group
         """
         model_group: Final[str | None] = kwargs.get("model")
+        clear_pre_routing_selection(kwargs)  # pyright: ignore[reportUnknownArgumentType]  # **kwargs is untyped at this boundary
         if not isinstance(kwargs.get("attempted_targets"), AttemptedFallbackTargets):
             _fallback_metadata_key: Final = _get_router_metadata_variable_name(
                 function_name=getattr(kwargs.get("original_function"), "__name__", None)
@@ -7064,6 +7364,7 @@ class Router:
                     _fallback_metadata["original_model_group"] = model_group
         include_fallback_errors: Final = kwargs.get("include_fallback_errors", False) is True
         disable_fallbacks: Final[bool | None] = kwargs.pop("disable_fallbacks", False)
+        record_disable_fallbacks(kwargs, disable_fallbacks is True)
         fallbacks: Final[list | None] = kwargs.get("fallbacks", self.fallbacks)
         context_window_fallbacks: list | None = kwargs.get("context_window_fallbacks", self.context_window_fallbacks)
         content_policy_fallbacks: list | None = kwargs.get("content_policy_fallbacks", self.content_policy_fallbacks)
@@ -7212,7 +7513,7 @@ class Router:
             # Check retry policy FIRST, before should_retry_this_error
             # This allows retry policies to override the healthy deployments check
             _retry_policy_applies = False
-            if self.retry_policy is not None or model_group_retry_policy is not None:
+            if request_num_retries != 0 and (self.retry_policy is not None or model_group_retry_policy is not None):
                 # get num_retries from retry policy
                 # Use the model_group captured at the start of the function, or get it from metadata
                 # kwargs.get("model") at this point is the deployment model, not the model_group
@@ -7471,6 +7772,24 @@ class Router:
                 break
         return fallback_model_group
 
+    def _get_fallback_model_group_for_lookup_groups(
+        self,
+        fallbacks: list[dict[str, list[str]]],  # mutable-ok: mirrors the sibling resolver's contract
+        lookup_groups: tuple[str, ...],
+    ) -> list[str] | None:  # mutable-ok: mirrors the sibling resolver's contract
+        """First lookup group whose exact-key chain resolves (tier first, then requested group)."""
+        return next(
+            (
+                resolved
+                for resolved in (
+                    self._get_fallback_model_group_from_fallbacks(fallbacks=fallbacks, model_group=group)
+                    for group in lookup_groups
+                )
+                if resolved is not None
+            ),
+            None,
+        )
+
     def _get_first_default_fallback(self) -> str | None:
         """
         Returns the first model from the default_fallbacks list, if it exists.
@@ -7828,35 +8147,31 @@ class Router:
         """
         When a retry or fallback happens, log the details of the just failed model call - similar to Sentry breadcrumbing
         """
-        try:
-            _metadata_var: Final = "litellm_metadata" if "litellm_metadata" in kwargs else "metadata"
-            # Log failed model as the previous model
-            previous_model: Final = {
+        _metadata_var: Final = "litellm_metadata" if "litellm_metadata" in kwargs else "metadata"
+        request_metadata: Final[Mapping[str, object]] = kwargs[_metadata_var]
+        attempt_kwargs: Final = MappingProxyType(
+            {k: v for k, v in kwargs.items() if k != _metadata_var and k not in RETRY_BREADCRUMB_EXCLUDED_KWARGS}
+        )
+        attempt_metadata: Final = MappingProxyType(
+            {k: v for k, v in request_metadata.items() if k != "previous_models"}
+        )
+        previous_model: Final = MappingProxyType(
+            {
                 "exception_type": type(e).__name__,
                 "exception_string": str(e),
+                **attempt_kwargs,
+                _metadata_var: attempt_metadata,
             }
-            for (
-                k,
-                v,
-            ) in kwargs.items():  # log everything in kwargs except the old previous_models value - prevent nesting
-                if k != _metadata_var and k not in RETRY_BREADCRUMB_EXCLUDED_KWARGS:
-                    previous_model[k] = v
-                elif k == _metadata_var and isinstance(v, dict):
-                    previous_model[_metadata_var] = {}
-                    for metadata_k, metadata_v in kwargs[_metadata_var].items():
-                        if metadata_k != "previous_models":
-                            previous_model[k][metadata_k] = metadata_v
-
-            # check current size of self.previous_models, if it's larger than 3, remove the first element
-            if len(self.previous_models) > 3:
-                self.previous_models.pop(0)
-
-            scrubbed_previous_model: Final = mask_credentials_in_payload(previous_model)
-            self.previous_models.append(scrubbed_previous_model)
-            kwargs[_metadata_var]["previous_models"] = self.previous_models
-            return kwargs
-        except Exception as e:
-            raise e
+        )
+        earlier_breadcrumbs: Final = request_metadata.get("previous_models")
+        kept_breadcrumbs: Final[tuple[object, ...]] = (
+            tuple(earlier_breadcrumbs)[-(RETRY_BREADCRUMB_LIMIT - 1) :]
+            if isinstance(earlier_breadcrumbs, (list, tuple))
+            else ()
+        )
+        breadcrumbs: Final = (*kept_breadcrumbs, mask_credentials_in_payload(previous_model))
+        kwargs[_metadata_var]["previous_models"] = breadcrumbs  # rebind-ok: the logging object already holds this dict
+        return kwargs
 
     def _update_usage(self, deployment_id: str, parent_otel_span: Span | None) -> int:
         """
@@ -7886,6 +8201,54 @@ class Router:
                     return True
         return False
 
+    def _has_content_policy_fallback(self, model_group: str, kwargs: Mapping[str, Any]) -> bool:
+        """
+        Whether a content-policy fallback would resolve for this request, keyed the same way
+        async_function_with_fallbacks_common_utils resolves it: the tier a pre-routing hook
+        selected wins over the requested group. Raising without this returning True would turn
+        a deliverable response into an error the fallback chain cannot recover from.
+        """
+        content_policy_fallbacks: Final = kwargs.get("content_policy_fallbacks", self.content_policy_fallbacks)
+        if content_policy_fallbacks is not None:
+            return (
+                self._get_fallback_model_group_for_lookup_groups(
+                    fallbacks=content_policy_fallbacks,
+                    lookup_groups=fallback_lookup_groups(kwargs, model_group),
+                )
+                is not None
+            )
+        if self._has_default_fallbacks():
+            return True
+        verbose_router_logger.debug(
+            "No content-policy fallback available. Returning original response. model=%s, content_policy_fallbacks=%s",
+            model_group,
+            content_policy_fallbacks,
+        )
+        return False
+
+    def _refusal_fallback_available(self, model_group: str, kwargs: Mapping[str, Any]) -> bool:
+        """
+        Whether a safeguard refusal can actually be recovered by the dispatcher. A configured
+        content-policy list is authoritative; with none configured at all, the dispatcher falls
+        through to the generic fallbacks lookup, so the gate mirrors that reachability and arms
+        on a resolving generic chain (tier first, then the requested group, then "*").
+        """
+        if fallbacks_disabled_for_request(kwargs):
+            return False
+        content_policy_fallbacks: Final = kwargs.get("content_policy_fallbacks", self.content_policy_fallbacks)
+        if content_policy_fallbacks is not None:
+            return self._has_content_policy_fallback(model_group, kwargs)
+        if self._has_default_fallbacks():
+            return True
+        fallbacks: Final = kwargs.get("fallbacks", self.fallbacks)
+        if fallbacks is None:
+            return False
+        resolved, _ = get_fallback_model_group_for_lookup_groups(
+            fallbacks=fallbacks,
+            lookup_groups=fallback_lookup_groups(kwargs, model_group),
+        )
+        return resolved is not None
+
     def _should_raise_content_policy_error(self, model: str, response: ModelResponse, kwargs: dict) -> bool:
         """
         Determines if a content policy error should be raised.
@@ -7898,27 +8261,26 @@ class Router:
             if response.choices[0].finish_reason != "content_filter":
                 return False
 
-        content_policy_fallbacks: Final = kwargs.get("content_policy_fallbacks", self.content_policy_fallbacks)
+        return self._has_content_policy_fallback(model, kwargs)
 
-        ### ONLY RAISE ERROR IF CP FALLBACK AVAILABLE ###
-        if content_policy_fallbacks is not None:
-            fallback_model_group = None
-            for item in content_policy_fallbacks:  # [{"gpt-3.5-turbo": ["gpt-4"]}]
-                if list(item.keys())[0] == model:
-                    fallback_model_group = item[model]
-                    break
-
-            if fallback_model_group is not None:
-                return True
-        elif self._has_default_fallbacks():  # default fallbacks set
-            return True
-
-        verbose_router_logger.debug(
-            "Content Policy Error occurred. No available fallbacks. Returning original response. model=%s, content_policy_fallbacks=%s",
-            model,
-            content_policy_fallbacks,
+    def _should_raise_anthropic_refusal_error(
+        self, model: str, original_generic_function: Callable, response: object, kwargs: Mapping[str, Any]
+    ) -> bool:
+        """
+        The /v1/messages twin of _should_raise_content_policy_error: an Anthropic safeguard
+        refusal (stop_reason "refusal" carrying stop_details) re-enters the fallback chain only
+        when a content-policy fallback is configured; a plain refusal without stop_details, or
+        any response with nothing configured, is returned to the client unchanged.
+        """
+        from litellm.llms.anthropic.experimental_pass_through.messages.utils import (
+            get_safeguard_refusal_stop_details,
         )
-        return False
+
+        if getattr(original_generic_function, "__name__", "") != "anthropic_messages":
+            return False
+        if get_safeguard_refusal_stop_details(response) is None:
+            return False
+        return self._refusal_fallback_available(model, kwargs)
 
     def _get_healthy_deployments(self, model: str, parent_otel_span: Span | None):
         _all_deployments: list = []
@@ -8352,6 +8714,19 @@ class Router:
             return deployment
         except Exception as e:
             if self.ignore_invalid_deployments:
+                if isinstance(e, litellm.BadRequestError):
+                    self._provider_unresolved_deployments = (
+                        *self._provider_unresolved_deployments,
+                        partial(
+                            self._create_deployment,
+                            deployment_info=deployment_info,
+                            _model_name=_model_name,
+                            _litellm_params=_litellm_params,
+                            _model_info=_model_info,
+                            declared_id=declared_id,
+                            duplicate_ids=duplicate_ids,
+                        ),
+                    )
                 verbose_router_logger.exception(
                     "Error creating deployment: %s, ignoring and continuing with other deployments.", e
                 )
@@ -8427,6 +8802,30 @@ class Router:
         """
         return classify_strategy_router_model(litellm_params.model) == "complexity"
 
+    def config_deployments(self) -> Iterator[Mapping[str, object]]:
+        """The model_list rows that came from config.yaml rather than the DB (``model_info.db_model`` unset)."""
+        for deployment in self.model_list:
+            if not isinstance(deployment, Mapping):
+                continue
+            model_info = deployment.get("model_info")
+            if not (isinstance(model_info, Mapping) and model_info.get("db_model")):
+                yield deployment
+
+    def heuristic_v2_router_limit_violation(self) -> str | None:
+        """
+        Why one more heuristic_v2 router cannot join this router, or None when it can.
+
+        Judged against every deployment currently on the model_list; an upsert pops the row being
+        edited first, so an edit of an existing heuristic_v2 router keeps its own slot. The limit is
+        resolved on every call through ``heuristic_v2_router_limit``; unset means unlimited, which
+        is the SDK default, and the proxy injects a resolver backed by its license.
+        """
+        limit: Final = self.heuristic_v2_router_limit() if self.heuristic_v2_router_limit is not None else None
+        others: Final = count_heuristic_v2_routers(
+            deployment for deployment in self.model_list if isinstance(deployment, Mapping)
+        )
+        return heuristic_v2_limit_violation(held=others + 1, limit=limit)
+
     def init_complexity_router_deployment(self, deployment: Deployment):
         """
         Initialize the complexity-router deployment.
@@ -8444,6 +8843,10 @@ class Router:
         )
 
         complexity_router_config: Final[dict | None] = deployment.litellm_params.complexity_router_config
+        if uses_heuristic_v2_classifier(complexity_router_config):
+            limit_violation: Final = self.heuristic_v2_router_limit_violation()
+            if limit_violation is not None:
+                raise ValueError(limit_violation)
 
         default_model: str | None = deployment.litellm_params.complexity_router_default_model
 
@@ -8781,6 +9184,7 @@ class Router:
         self.quality_routers = {}
         self.complexity_routers = {}
         self.auto_routers = {}
+        self._provider_unresolved_deployments = ()
         self._invalidate_model_group_info_cache()
         self._invalidate_access_groups_cache()
         # we add api_base/api_key each model so load balancing between azure/gpt on api_base1 and api_base2 works
@@ -9142,6 +9546,7 @@ class Router:
             public_model_name for _, public_model_name in self.team_model_to_deployment_indices
         )
 
+        self.pattern_router.remove_deployment(model_id)
         for team_id in list(self.team_pattern_routers.keys()):
             team_pattern_router = self.team_pattern_routers[team_id]
             team_pattern_router.remove_deployment(model_id)
@@ -9266,8 +9671,16 @@ class Router:
                 raise e
 
     def _restore_deployment_after_failed_upsert(self, previous_deployment: Deployment | None, model_id: str) -> None:
+        """Put a deployment back the way it was before a failed upsert popped it.
+
+        A rollback re-admits state that was already serving, so it does not go through the
+        heuristic_v2 ceiling a newcomer gets: with the ceiling tightened since the deployment first
+        registered, judging the rollback would drop a serving router over an unrelated failed edit.
+        """
         if previous_deployment is None or self.has_model_id(model_id):
             return
+        limit_resolver: Final = self.heuristic_v2_router_limit
+        self.heuristic_v2_router_limit = None
         try:
             self.add_deployment(deployment=previous_deployment)
             verbose_router_logger.info(
@@ -9282,6 +9695,8 @@ class Router:
                 model_id,
                 restore_error,
             )
+        finally:
+            self.heuristic_v2_router_limit = limit_resolver
 
     @staticmethod
     def _backend_cost_map_keys(model: str, custom_llm_provider: str | None) -> tuple[str, ...]:
@@ -9403,8 +9818,12 @@ class Router:
         """Re-assert this router's deployments onto a freshly fetched catalog.
 
         Reads ``model_list`` at call time, so only deployments the router still
-        serves are restored.
+        serves are restored, plus any config deployment the fresh catalog now resolves.
         """
+        provider_unresolved: Final = self._provider_unresolved_deployments
+        self._provider_unresolved_deployments = ()
+        for create_deployment in provider_unresolved:
+            create_deployment()
         for entry in tuple(self.model_list):
             try:
                 deployment = entry if isinstance(entry, Deployment) else Deployment(**entry)
@@ -9607,6 +10026,37 @@ class Router:
             coerce_token_limit(model_info.get("max_output_tokens")),
         )
 
+    def get_configured_mode(self, model_name: str) -> "str | None":
+        """Return the mode explicitly configured for a concrete deployment."""
+        deployment: Final = self.get_deployment_by_model_group_name(model_group_name=model_name)
+        if deployment is None:
+            return None
+
+        mode: Final = deployment.model_info.get("mode")
+        if isinstance(mode, str) and mode.strip():
+            return mode
+        return None
+
+    def get_configured_display_name(self, model_name: str) -> "str | None":
+        """
+        Return the display_name explicitly configured in a concrete deployment's
+        model_info for model_name, via O(1) index lookup.
+
+        Returns None for wildcard-expanded or unknown names, and treats a
+        non-string or empty configured value as absent rather than failing the
+        listing. Like get_configured_token_limits, this never triggers pattern
+        matching or deep copies, so it is safe to call per listed model on the
+        /v1/models hot path.
+        """
+        deployment: Final = self.get_deployment_by_model_group_name(model_group_name=model_name)
+        if deployment is None:
+            return None
+
+        display_name: Final = deployment.model_info.get("display_name")
+        if isinstance(display_name, str) and display_name.strip():
+            return display_name
+        return None
+
     def get_deployment_credentials_with_provider(
         self, model_id: str, team_id: str | None = None
     ) -> dict[str, Any] | None:
@@ -9947,6 +10397,8 @@ class Router:
         total_itpm: int | None = None
         total_otpm: int | None = None
         configurable_clientside_auth_params: CONFIGURABLE_CLIENTSIDE_AUTH_PARAMS = None
+        reasoning_efforts_initialized = False
+        reasoning_efforts_unknown = False
         model_list: Final = self.get_model_list(model_name=model_group)
         if model_list is None:
             return None
@@ -10133,10 +10585,23 @@ class Router:
                 if model_info.get("rpm", None) is not None and _deployment_rpm is None:
                     _deployment_rpm = model_info.get("rpm")
 
-            model_group_info.supported_reasoning_efforts = intersect_supported_reasoning_efforts(
-                model_group_info.supported_reasoning_efforts,
-                resolve_supported_reasoning_efforts(model_info, deployment_is_mapped=deployment_is_mapped),
+            deployment_reasoning_efforts = (
+                resolve_supported_reasoning_efforts(  # rebind-ok: recalculated per deployment
+                    model_info, deployment_is_mapped=deployment_is_mapped
+                )
             )
+            if deployment_reasoning_efforts is None:
+                reasoning_efforts_unknown = True
+                model_group_info.supported_reasoning_efforts = None
+            elif not reasoning_efforts_initialized:
+                reasoning_efforts_initialized = True
+                if not reasoning_efforts_unknown:
+                    model_group_info.supported_reasoning_efforts = deployment_reasoning_efforts
+            elif not reasoning_efforts_unknown:
+                model_group_info.supported_reasoning_efforts = intersect_supported_reasoning_efforts(
+                    model_group_info.supported_reasoning_efforts,
+                    deployment_reasoning_efforts,
+                )
 
             if _deployment_tpm is not None:
                 if total_tpm is None:
@@ -11192,27 +11657,6 @@ class Router:
         """
         Update the router settings.
         """
-        # only the following settings are allowed to be configured
-        _allowed_settings: Final = [
-            "routing_strategy_args",
-            "routing_strategy",
-            "routing_groups",
-            "allowed_fails",
-            "cooldown_time",
-            "num_retries",
-            "timeout",
-            "max_retries",
-            "retry_after",
-            "fallbacks",
-            "context_window_fallbacks",
-            "retry_policy",
-            "model_group_retry_policy",
-            "model_group_alias",
-            "enable_weighted_failover",
-            "enable_tag_filtering",
-            "tag_routing_prefix",
-        ]
-
         _int_settings: Final = [
             "timeout",
             "num_retries",
@@ -11225,13 +11669,15 @@ class Router:
         rebuild_routing_groups = False
         relink_lar1_from_args = False
         for var in kwargs:
-            if var in _allowed_settings:
+            if var in RUNTIME_UPDATABLE_ROUTER_SETTINGS:
                 if var in _int_settings:
                     _casted_value = int(kwargs[var])
                     setattr(self, var, _casted_value)
                 elif var == "routing_groups":
                     self._routing_groups_input = kwargs[var]
                     rebuild_routing_groups = True
+                elif var == "optional_pre_call_checks":
+                    self.set_optional_pre_call_checks(kwargs[var])
                 elif var == "retry_policy":
                     value = kwargs[var]
                     if isinstance(value, dict):
@@ -11318,7 +11764,7 @@ class Router:
         self,
         messages: list[dict[str, str]] | None,
         input: str | list | None,
-        instructions: str | None = None,
+        request_kwargs: Mapping[str, object] | None = None,
     ) -> int:
         """
         Count input tokens for context-window pre-call checks.
@@ -11328,9 +11774,28 @@ class Router:
         The Responses payload is normalized to chat messages via the shared
         LiteLLMCompletionResponsesConfig transform so the same token_counter path covers
         both API surfaces and `instructions` tokens are included in the count.
+
+        Prompt content the message list never carries is read from `request_kwargs`:
+        `tools` (Chat Completions, Responses and Anthropic Messages shapes) and the
+        Anthropic Messages top-level `system` block.
         """
+        from litellm.llms.anthropic.experimental_pass_through.messages.utils import (
+            anthropic_system_to_openai_message,
+        )
+
+        extras: Final = request_kwargs if request_kwargs is not None else MappingProxyType({})
+        raw_instructions: Final = extras.get("instructions")
+        instructions: Final = raw_instructions if isinstance(raw_instructions, str) else None
+        raw_tools: Final = extras.get("tools")
+        tools: Final = (
+            cast(list[ChatCompletionToolParam], raw_tools)  # cast-ok: token_counter formats any tool dict shape
+            if isinstance(raw_tools, list) and raw_tools
+            else None
+        )
+        system_message: Final = anthropic_system_to_openai_message(extras.get("system"))
         if messages is not None:
-            return litellm.token_counter(messages=messages)
+            counted_messages: Final = (system_message, *messages) if system_message is not None else messages
+            return litellm.token_counter(messages=counted_messages, tools=tools)
         if input is not None:
             from openai.types.responses.response_create_params import ResponseInputParam
 
@@ -11343,7 +11808,10 @@ class Router:
                 input=typed_input,
                 responses_api_request={"instructions": instructions} if instructions is not None else {},
             )
-            return litellm.token_counter(messages=cast(list, input_messages))  # cast-ok: transformed chat messages
+            return litellm.token_counter(
+                messages=cast(list, input_messages),  # cast-ok: transformed chat messages
+                tools=tools,
+            )
         raise ValueError("Either messages or input must be provided to count tokens")
 
     def _deployment_max_input_tokens(self, model: str, deployment: Mapping[str, object]) -> int | None:
@@ -11389,14 +11857,13 @@ class Router:
         """
         if messages is None and input is None:
             return None
-        raw_instructions: Final = request_kwargs.get("instructions") if request_kwargs else None
         try:
             if not self._pre_call_checks_need_token_count(model, healthy_deployments):
                 return None
             return await asyncify(self._count_pre_call_check_tokens)(
                 messages=cast(list[dict[str, str]] | None, messages),  # cast-ok: forwarded to the sync counter
                 input=cast(str | list | None, input),  # cast-ok: forwarded to the sync counter
-                instructions=raw_instructions if isinstance(raw_instructions, str) else None,
+                request_kwargs=request_kwargs,
             )
         except Exception as e:  # noqa: BLE001  # best-effort: an uncountable prompt must not fail the request
             verbose_router_logger.error(
@@ -11443,8 +11910,6 @@ class Router:
         _rate_limit_error = False
         parent_otel_span: Final = _get_parent_otel_span_from_kwargs(request_kwargs)
 
-        raw_instructions: Final = request_kwargs.get("instructions") if request_kwargs else None
-        instructions: Final = raw_instructions if isinstance(raw_instructions, str) else None
         has_countable_input: Final = messages is not None or input is not None
 
         ## get model group RPM ##
@@ -11475,7 +11940,7 @@ class Router:
                             return _returned_deployments
                         try:
                             input_tokens = self._count_pre_call_check_tokens(
-                                messages=messages, input=input, instructions=instructions
+                                messages=messages, input=input, request_kwargs=request_kwargs
                             )
                         except Exception as e:
                             verbose_router_logger.error(
@@ -12019,10 +12484,12 @@ class Router:
     @staticmethod
     def _pop_effort_from_nested_carrier(request_kwargs: dict[str, object], carrier: str) -> None:
         nested: Final = request_kwargs.get(carrier)
-        if not isinstance(nested, dict):
+        if not isinstance(nested, Mapping):
             return
-        nested.pop("effort", None)
-        if not nested:
+        sanitized: Final = {key: value for key, value in nested.items() if key != "effort"}
+        if sanitized:
+            request_kwargs[carrier] = sanitized  # rebind-ok: copy-on-write, so a shared nested carrier is never edited
+        else:
             request_kwargs.pop(carrier, None)
 
     @staticmethod
@@ -12087,6 +12554,7 @@ class Router:
             if pre_routing_hook_response is not None:
                 model = pre_routing_hook_response.model
                 messages = pre_routing_hook_response.messages
+                record_pre_routing_selection(request_kwargs, model)
                 if pre_routing_hook_response.litellm_params:
                     accepted_tier_params: Final = self._tier_params_the_target_accepts(
                         model, pre_routing_hook_response.litellm_params, request_kwargs
@@ -12202,6 +12670,7 @@ class Router:
             if pre_routing_hook_response is not None:
                 model = pre_routing_hook_response.model
                 messages = pre_routing_hook_response.messages
+                record_pre_routing_selection(request_kwargs, model)
                 if pre_routing_hook_response.litellm_params:
                     accepted_tier_params: Final = self._tier_params_the_target_accepts(
                         model, pre_routing_hook_response.litellm_params, request_kwargs
@@ -12424,6 +12893,100 @@ class Router:
             return None
         return candidates[0]
 
+    @staticmethod
+    def _request_header(request_kwargs: Mapping[str, object], header_name: str) -> str | None:
+        proxy_server_request: Final = request_kwargs.get("proxy_server_request")
+        if not isinstance(proxy_server_request, Mapping):
+            return None
+        headers: Final = proxy_server_request.get("headers")
+        if not isinstance(headers, Mapping):
+            return None
+        return next(
+            (
+                value
+                for key, value in headers.items()
+                if isinstance(key, str) and key.lower() == header_name and isinstance(value, str)
+            ),
+            None,
+        )
+
+    def _claude_code_session_router_cache_key(self, request_kwargs: Mapping[str, object]) -> str | None:
+        session_id: Final = self._request_header(request_kwargs, "x-claude-code-session-id")
+        if session_id is None or _CLAUDE_CODE_SESSION_ID_RE.fullmatch(session_id) is None:
+            return None
+        metadata_name: Final = "litellm_metadata" if "litellm_metadata" in request_kwargs else "metadata"
+        metadata: Final = request_kwargs.get(metadata_name)
+        if not isinstance(metadata, Mapping):
+            return None
+        caller_scope: Final = metadata.get("user_api_key_hash")
+        if not isinstance(caller_scope, str) or not caller_scope:
+            return None
+        return f"claude_code_session_router:v1:{caller_scope}:{session_id}"
+
+    async def _delete_claude_code_session_router_binding(self, cache_key: str) -> None:
+        try:
+            await self._claude_code_session_router_cache.async_delete_cache(key=cache_key)
+        except Exception as e:  # noqa: BLE001  # cache cleanup must not fail an otherwise routable request
+            verbose_router_logger.warning(
+                "Failed to delete Claude Code session router binding; the binding may remain until its TTL expires: %s",
+                e,
+            )
+
+    async def _get_claude_code_session_router_binding(self, cache_key: str) -> object:
+        session_cache: Final = self._claude_code_session_router_cache
+        try:
+            if session_cache.redis_cache is None:
+                return await session_cache.async_get_cache(key=cache_key)
+            return await session_cache.redis_cache.async_get_cache(key=cache_key)
+        except Exception as e:  # noqa: BLE001  # an optional binding must not make routing depend on Redis
+            verbose_router_logger.warning(
+                "Failed to read Claude Code session router binding; using the requested model: %s",
+                e,
+            )
+            return None
+
+    async def _resolve_claude_code_session_router(
+        self,
+        model: str,
+        registered_model_name: str,
+        request_kwargs: Mapping[str, object],
+    ) -> str:
+        if not any((self.auto_routers, self.complexity_routers, self.adaptive_routers, self.quality_routers)):
+            return registered_model_name
+        cache_key: Final = self._claude_code_session_router_cache_key(request_kwargs)
+        if cache_key is None or not isinstance(request_kwargs, dict):
+            return registered_model_name
+        if request_kwargs.get("fallback_depth") not in (None, 0):
+            return registered_model_name
+
+        agent_id: Final = self._request_header(request_kwargs, "x-claude-code-agent-id")
+        if agent_id is not None:
+            bound_model: Final = await self._get_claude_code_session_router_binding(cache_key)
+            if not isinstance(bound_model, str):
+                return registered_model_name
+            bound_registered_model: Final = self._get_model_from_alias(model=bound_model) or bound_model
+            if self._select_pre_routing_strategy(bound_registered_model, request_kwargs) is None:
+                await self._delete_claude_code_session_router_binding(cache_key)
+                return registered_model_name
+            await self._claude_code_session_router_cache.async_set_cache(
+                key=cache_key,
+                value=bound_model,
+                ttl=_CLAUDE_CODE_SESSION_ROUTER_TTL_SECONDS,
+            )
+            self._stamp_or_clear_metadata_key(request_kwargs, "model_group", bound_model)
+            return bound_registered_model
+
+        if self._request_header(request_kwargs, "x-app") != "cli":
+            return registered_model_name
+        if self._select_pre_routing_strategy(registered_model_name, request_kwargs) is None:
+            return registered_model_name
+        await self._claude_code_session_router_cache.async_set_cache(
+            key=cache_key,
+            value=model,
+            ttl=_CLAUDE_CODE_SESSION_ROUTER_TTL_SECONDS,
+        )
+        return registered_model_name
+
     async def async_pre_routing_hook(
         self,
         model: str,
@@ -12443,7 +13006,12 @@ class Router:
         the alias, since spend metadata is stamped before routing and the response carries the tier
         group the strategy picked.
         """
-        registered_model_name: Final = self._get_model_from_alias(model=model) or model
+        requested_registered_model_name: Final = self._get_model_from_alias(model=model) or model
+        registered_model_name: Final = await self._resolve_claude_code_session_router(
+            model=model,
+            registered_model_name=requested_registered_model_name,
+            request_kwargs=request_kwargs,
+        )
 
         #########################################################
         # Run the routing-plugin pipeline, if any plugins are configured.
@@ -13240,6 +13808,9 @@ class Router:
     def flush_cache(self):
         litellm.cache = None
         self.cache.flush_cache()
+        session_in_memory_cache: Final = self._claude_code_session_router_cache.in_memory_cache
+        if session_in_memory_cache is not None:
+            session_in_memory_cache.flush_cache()
 
     def reset(self):
         ## clean up on close
diff --git a/litellm/router_strategy/auto_router/auto_router.py b/litellm/router_strategy/auto_router/auto_router.py
index c77745a498d..6b443026f61 100644
--- a/litellm/router_strategy/auto_router/auto_router.py
+++ b/litellm/router_strategy/auto_router/auto_router.py
@@ -2,23 +2,41 @@
 Auto-Routing Strategy that works with a Semantic Router Config
 """
 
+from collections.abc import Mapping
 from typing import TYPE_CHECKING, Any, Final, Optional
 
+from pydantic import BaseModel, ConfigDict
+
 from litellm._logging import verbose_router_logger
 from litellm.constants import DEFAULT_AUTO_ROUTER_MAX_INPUT_CHARS
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.internal_call_metadata import (
+    effective_turn_off_message_logging,
+    forwarded_internal_call_metadata,
+    parent_session_kwargs,
+)
+from litellm.types.utils import AUTOROUTER_CLASSIFIER_CALL_ORIGIN
 
 if TYPE_CHECKING:
     from semantic_router.routers import SemanticRouter
     from semantic_router.routers.base import Route
 
     from litellm.router import Router
+    from litellm.router_strategy.auto_router.litellm_encoder import LiteLLMRouterEncoder
     from litellm.types.router import PreRoutingHookResponse
 else:
     Router = Any
     PreRoutingHookResponse = Any
     Route = Any
     SemanticRouter = Any
+    LiteLLMRouterEncoder = Any
+
+
+class _CallerMetadata(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="ignore")
+
+    metadata: Mapping[str, object] | None = None
+    litellm_metadata: Mapping[str, object] | None = None
 
 
 class AutoRouter(CustomLogger):
@@ -50,6 +68,8 @@ class AutoRouter(CustomLogger):
         """
         from semantic_router.routers import SemanticRouter
 
+        from litellm.router_strategy.auto_router.litellm_encoder import LiteLLMRouterEncoder
+
         self.auto_router_config_path: str | None = auto_router_config_path
         self.auto_router_config: str | None = auto_router_config
         self.auto_sync_value = self.DEFAULT_AUTO_SYNC_VALUE
@@ -59,6 +79,11 @@ class AutoRouter(CustomLogger):
         self.embedding_model: str = embedding_model
         self.max_input_chars: int = max_input_chars
         self.litellm_router_instance: Router = litellm_router_instance
+        self.encoder: LiteLLMRouterEncoder = LiteLLMRouterEncoder(
+            litellm_router_instance=litellm_router_instance,
+            model_name=embedding_model,
+            max_input_chars=max_input_chars,
+        )
 
     def _load_semantic_routing_routes(self) -> list[Route]:
         from semantic_router.routers import SemanticRouter
@@ -129,9 +154,6 @@ class AutoRouter(CustomLogger):
         from semantic_router.routers import SemanticRouter
 
         from litellm.litellm_core_utils.prompt_templates.factory import resolve_structured_messages
-        from litellm.router_strategy.auto_router.litellm_encoder import (
-            LiteLLMRouterEncoder,
-        )
         from litellm.types.router import PreRoutingHookResponse
 
         resolved_messages: Final = (
@@ -149,34 +171,47 @@ class AutoRouter(CustomLogger):
             #######################
             routelayer = SemanticRouter(
                 routes=self.loaded_routes,
-                encoder=LiteLLMRouterEncoder(
-                    litellm_router_instance=self.litellm_router_instance,
-                    model_name=self.embedding_model,
-                    max_input_chars=self.max_input_chars,
-                ),
+                encoder=self.encoder,
                 auto_sync=self.auto_sync_value,
             )
             self.routelayer = routelayer
 
         message_content: Final = self._extract_text_from_messages(resolved_messages)
-        route_name: Final = self._matched_route_name(routelayer, message_content)
+        route_name: Final = await self._matched_route_name(routelayer, message_content, request_kwargs)
 
         return PreRoutingHookResponse(
             model=route_name or self.default_model,
             messages=messages,
         )
 
-    def _matched_route_name(self, routelayer: "SemanticRouter", text: str) -> str | None:
+    async def _matched_route_name(
+        self, routelayer: "SemanticRouter", text: str, request_kwargs: Mapping[str, object]
+    ) -> str | None:
         """Name of the route `text` matches, or None when nothing matched or the match failed.
 
-        The route layer embeds `text` to compare it against the routes, and that embedding call can
+        `text` is embedded here rather than by `routelayer(text=...)` so the caller's metadata reaches
+        `aembedding()` and the embedding's spend lands on the key/team that sent the request;
+        SemanticRouter has no way to pass kwargs through to its encoder. That embedding call can
         fail (context limit, timeout, provider error). Choosing a model is a routing decision, so a
         failure here falls back to the default model rather than failing the user's request.
         """
         from semantic_router.schema import RouteChoice
 
         try:
-            route_choice: Final = routelayer(text=text)
+            caller: Final = _CallerMetadata.model_validate(request_kwargs)
+            query_vector: Final = (
+                await self.encoder.aencode_queries(
+                    [text],
+                    metadata=forwarded_internal_call_metadata(caller.metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN),
+                    litellm_metadata=forwarded_internal_call_metadata(
+                        caller.litellm_metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN
+                    ),
+                    proxy_server_request={"body": {"model": self.embedding_model, "input": [text]}},
+                    turn_off_message_logging=effective_turn_off_message_logging(request_kwargs),
+                    **parent_session_kwargs(request_kwargs),
+                )
+            )[0]
+            route_choice: Final = await routelayer.acall(vector=query_vector)
         except Exception as e:  # noqa: BLE001 -- the embedding call behind the route layer can fail many ways (context limit, timeout, provider/network error); none of them may fail the request
             verbose_router_logger.warning(
                 "AutoRouter: semantic routing failed (%s), falling back to default model %s", e, self.default_model
diff --git a/litellm/router_strategy/complexity_router/README.md b/litellm/router_strategy/complexity_router/README.md
index bc8df67cc28..2d66d28a93e 100644
--- a/litellm/router_strategy/complexity_router/README.md
+++ b/litellm/router_strategy/complexity_router/README.md
@@ -68,6 +68,36 @@ still resolve to a deployment in `model_list`; this configuration does not creat
             - abc
 ```
 
+### Heuristic v2
+
+Set `classifier_type: heuristic_v2` to classify with the bundled calibrated
+success-probability model instead of the hand-written weighted scorer
+
+```yaml
+model_list:
+  - model_name: smart-router
+    litellm_params:
+      model: auto_router/complexity_router
+      complexity_router_config:
+        classifier_type: heuristic_v2
+        tiers:
+          SIMPLE: luna
+          MEDIUM: terra
+          COMPLEX: sol
+          REASONING: sol-ultra
+```
+
+No classifier model call or per-model training data is required. The classifier
+uses global tier quality, request-type quality, and similar-request cohorts from
+the bundled UltraFeedback artifact. It estimates success at every tier, enforces
+monotonic probabilities, and returns the first tier meeting the trained 0.75
+threshold. The existing complexity-router tier pool then selects and dispatches
+a model from that tier
+
+Spend logs record `routing_decision.cause: heuristic_v2`, the detected request
+type, and all four predicted probabilities. Existing `classifier_type: heuristic`
+configurations keep the original weighted scorer unchanged
+
 ### Renaming the tiers
 
 `tier_labels` puts your own vocabulary on the four tiers:
@@ -157,6 +187,12 @@ model_list:
 
         # Replace a routed model that cannot take image input (default: false)
         modality_routing: true
+
+        # Let that replacement also override a kept session pin, for image turns only (default: false)
+        modality_pin_override: true
+
+        # Refreshes on every pin reuse, so this is idle time rather than total session length (default: 3600)
+        session_affinity_ttl_seconds: 300
 ```
 
 ## Usage
@@ -197,9 +233,20 @@ vision model sits below the decided tier gets the 400 and an actionable message
 A same-tier re-pick keeps the decision's cause and adds `modality:image` to `signals`; a tier
 change or default takeover records `cause: modality_escalation` with the displaced placement
 (`modality_escalated_from:<TIER>` or `modality_displaced_default_model`). Escalations are never
-pinned by session affinity, and a KEPT session pin bypasses the gate entirely: a session pinned
+pinned by session affinity, and by default a KEPT session pin bypasses the gate: a session pinned
 to a text-only model keeps it even when an image arrives.
 
+Add `modality_pin_override: true` to lift that last exemption. The image turn is then re-placed
+the same way every other decision is, and records `cause: modality_pin_override` whether or not
+the tier moved, since the model left the pin either way. The pin itself is untouched: the session
+affinity write happens upstream of the gate and stores the session's own model, so the next text
+turn replays the original pin and the override is never pinned in its place. It does nothing
+unless `modality_routing` is also on.
+
+### Session pin retention
+
+`session_affinity_ttl_seconds` is the idle window for both the model pin selected by session affinity and the deployment pin. Every request that reuses a pin refreshes its TTL, so a session actively sending requests stays pinned. After the window passes with no pin reuse, the next request classifies again and creates a fresh pin. Omit the setting to track the default of 3600 seconds.
+
 ### Heuristic-first chaining
 
 `classifier_type: heuristic_first` runs the local scorer on every request and only calls the LLM
@@ -215,7 +262,8 @@ model_list:
         classifier_type: heuristic_first
         heuristic_first_max_tier: SIMPLE
         classifier_llm_config:
-          model: gpt-4o-mini
+          model: gpt-5-mini
+          reasoning_effort: low
         tiers:
           SIMPLE: gpt-4o-mini
           MEDIUM: gpt-4o
@@ -223,6 +271,19 @@ model_list:
           REASONING: o1-preview
 ```
 
+`classifier_llm_config.reasoning_effort` applies only to the internal classifier call. Omit it to
+keep the classifier deployment or provider default, or set a supported value such as `none` or
+`low` to override that call.
+
+Classifier calls have a one-attempt hard deadline. After a timeout, the router opens a process-local
+circuit for that classifier and sends every session through `classifier_fallback` for
+`classifier_llm_config.circuit_breaker_cooldown_seconds` (30 seconds by default). When the cooldown
+expires, one request probes the classifier while concurrent requests continue through the fallback.
+A successful probe closes the circuit; a failed probe restarts the cooldown. The circuit breaker is
+on by default; set `classifier_llm_config.circuit_breaker_enabled: false` to disable it. The default
+fallback is the local heuristic scorer, so a classifier outage does not repeat its timeout across
+every turn or session handled by the router process.
+
 A request short-circuits, meaning it routes on the scorer's own tier with no classifier call, when
 two things hold: the scorer landed at or below `heuristic_first_max_tier`, and it produced at least
 one signal. Everything else goes to the classifier, which then decides as it normally would.
@@ -244,6 +305,49 @@ except that the heuristic outcome is the one already computed rather than a seco
 Spend logs record `routing_decision.cause` as `heuristic_first_short_circuit` when the classifier
 was skipped, and `llm_classifier` when it ran, so the two are told apart per request.
 
+### Hybrid
+
+`classifier_type: hybrid` also scores locally first, but it asks a different question than
+`heuristic_first`. Where heuristic-first asks how CHEAP the scorer's tier is and pays for the
+classifier on everything above a ceiling, hybrid asks how DECIDED the score is and pays for the
+classifier only where the score lands near a tier boundary. A confident score keeps its tier at
+every tier, the most expensive one included:
+
+```yaml
+model_list:
+  - model_name: smart-router
+    litellm_params:
+      model: auto_router/complexity_router
+      complexity_router_config:
+        classifier_type: hybrid
+        hybrid_boundary_margin: 0.03
+        classifier_llm_config:
+          model: gpt-4o-mini
+        tiers:
+          SIMPLE: gpt-4o-mini
+          MEDIUM: gpt-4o
+          COMPLEX: claude-sonnet-4
+          REASONING: o1-preview
+```
+
+A request routes on the scorer's own tier when its score is further than `hybrid_boundary_margin`
+from every active boundary. Everything else goes to the classifier: a score inside the band, where a
+hair's difference would have named the adjacent tier and its model pool, and a prompt where no
+dimension fired at all, which has no opinion to be confident about. `hybrid_boundary_margin` is
+required for this type and rejected on the others, the same way `heuristic_first_max_tier` is
+required for heuristic-first, so the two modes are told apart by the knob each one takes rather than
+by a shared field that means something different per type.
+
+Pick the margin against the score distribution rather than by intuition. The scorer combines a small
+set of discretely weighted dimensions, so achievable scores cluster on a lumpy grid instead of
+spreading smoothly, and widening the margin admits whole clusters at once rather than a few more
+requests. Spend logs record `routing_decision.cause` as `hybrid_short_circuit` when the classifier
+was skipped and `llm_classifier` when it ran.
+
+Operator-defined tier sets (`tier_definitions`) are not supported here, for the same reason they are
+not supported under heuristic-first: the scorer only produces the built-in tiers. Classifier failure
+behaves exactly as it does under `classifier_type: llm`.
+
 ### Reasoning Override
 
 If 2+ reasoning markers are detected in the user message, the request is promoted to the REASONING tier even when the weighted score maps lower, so complex reasoning tasks get the appropriate model. The promotion requires the score to reach `reasoning_override_min_score`, which tracks `tier_boundaries.simple_medium` unless set, so stock phrases on an otherwise trivial prompt cannot buy the top tier. Set it to `0` to promote on the markers alone.
diff --git a/litellm/router_strategy/complexity_router/artifacts/ultrafeedback_tiers.json b/litellm/router_strategy/complexity_router/artifacts/ultrafeedback_tiers.json
new file mode 100644
index 00000000000..4fcb599907c
--- /dev/null
+++ b/litellm/router_strategy/complexity_router/artifacts/ultrafeedback_tiers.json
@@ -0,0 +1,4069 @@
+{
+  "schema_version": 1,
+  "global_statistics": [
+    {
+      "tier": 1,
+      "successes": 36619.0,
+      "observations": 45504.0
+    },
+    {
+      "tier": 2,
+      "successes": 59797.0,
+      "observations": 70062.0
+    },
+    {
+      "tier": 3,
+      "successes": 48604.0,
+      "observations": 52245.0
+    },
+    {
+      "tier": 4,
+      "successes": 11393.0,
+      "observations": 11561.0
+    }
+  ],
+  "domain_statistics": [
+    {
+      "tier": 1,
+      "successes": 1592.0,
+      "observations": 2211.0,
+      "request_type": "analytical_reasoning"
+    },
+    {
+      "tier": 2,
+      "successes": 2654.0,
+      "observations": 3374.0,
+      "request_type": "analytical_reasoning"
+    },
+    {
+      "tier": 3,
+      "successes": 2243.0,
+      "observations": 2481.0,
+      "request_type": "analytical_reasoning"
+    },
+    {
+      "tier": 4,
+      "successes": 538.0,
+      "observations": 546.0,
+      "request_type": "analytical_reasoning"
+    },
+    {
+      "tier": 1,
+      "successes": 750.0,
+      "observations": 1015.0,
+      "request_type": "code_generation"
+    },
+    {
+      "tier": 2,
+      "successes": 1271.0,
+      "observations": 1511.0,
+      "request_type": "code_generation"
+    },
+    {
+      "tier": 3,
+      "successes": 1030.0,
+      "observations": 1111.0,
+      "request_type": "code_generation"
+    },
+    {
+      "tier": 4,
+      "successes": 233.0,
+      "observations": 235.0,
+      "request_type": "code_generation"
+    },
+    {
+      "tier": 1,
+      "successes": 243.0,
+      "observations": 277.0,
+      "request_type": "code_understanding"
+    },
+    {
+      "tier": 2,
+      "successes": 385.0,
+      "observations": 425.0,
+      "request_type": "code_understanding"
+    },
+    {
+      "tier": 3,
+      "successes": 322.0,
+      "observations": 334.0,
+      "request_type": "code_understanding"
+    },
+    {
+      "tier": 4,
+      "successes": 74.0,
+      "observations": 76.0,
+      "request_type": "code_understanding"
+    },
+    {
+      "tier": 1,
+      "successes": 2014.0,
+      "observations": 2170.0,
+      "request_type": "factual_lookup"
+    },
+    {
+      "tier": 2,
+      "successes": 3120.0,
+      "observations": 3266.0,
+      "request_type": "factual_lookup"
+    },
+    {
+      "tier": 3,
+      "successes": 2612.0,
+      "observations": 2670.0,
+      "request_type": "factual_lookup"
+    },
+    {
+      "tier": 4,
+      "successes": 540.0,
+      "observations": 542.0,
+      "request_type": "factual_lookup"
+    },
+    {
+      "tier": 1,
+      "successes": 30571.0,
+      "observations": 38161.0,
+      "request_type": "general"
+    },
+    {
+      "tier": 2,
+      "successes": 50037.0,
+      "observations": 58821.0,
+      "request_type": "general"
+    },
+    {
+      "tier": 3,
+      "successes": 40460.0,
+      "observations": 43618.0,
+      "request_type": "general"
+    },
+    {
+      "tier": 4,
+      "successes": 9565.0,
+      "observations": 9716.0,
+      "request_type": "general"
+    },
+    {
+      "tier": 1,
+      "successes": 159.0,
+      "observations": 170.0,
+      "request_type": "technical_design"
+    },
+    {
+      "tier": 2,
+      "successes": 282.0,
+      "observations": 303.0,
+      "request_type": "technical_design"
+    },
+    {
+      "tier": 3,
+      "successes": 231.0,
+      "observations": 236.0,
+      "request_type": "technical_design"
+    },
+    {
+      "tier": 4,
+      "successes": 47.0,
+      "observations": 47.0,
+      "request_type": "technical_design"
+    },
+    {
+      "tier": 1,
+      "successes": 1290.0,
+      "observations": 1500.0,
+      "request_type": "writing"
+    },
+    {
+      "tier": 2,
+      "successes": 2048.0,
+      "observations": 2362.0,
+      "request_type": "writing"
+    },
+    {
+      "tier": 3,
+      "successes": 1706.0,
+      "observations": 1795.0,
+      "request_type": "writing"
+    },
+    {
+      "tier": 4,
+      "successes": 396.0,
+      "observations": 399.0,
+      "request_type": "writing"
+    }
+  ],
+  "cohort_statistics": [
+    {
+      "tier": 1,
+      "successes": 272.0,
+      "observations": 372.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 420.0,
+      "observations": 519.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 341.0,
+      "observations": 381.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 82.0,
+      "observations": 84.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 0.0,
+      "observations": 1.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 2,
+      "successes": 0.0,
+      "observations": 2.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 3,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 1,
+      "successes": 11.0,
+      "observations": 18.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 33.0,
+      "observations": 45.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 28.0,
+      "observations": 34.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 3.0,
+      "observations": 3.0,
+      "cohort": "analytical_reasoning|long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 131.0,
+      "observations": 176.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 210.0,
+      "observations": 274.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 187.0,
+      "observations": 209.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 39.0,
+      "observations": 41.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 4.0,
+      "observations": 9.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 2,
+      "successes": 11.0,
+      "observations": 13.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 3,
+      "successes": 6.0,
+      "observations": 7.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 4,
+      "successes": 3.0,
+      "observations": 3.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 1,
+      "successes": 10.0,
+      "observations": 15.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 14.0,
+      "observations": 16.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 15.0,
+      "observations": 16.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 5.0,
+      "observations": 5.0,
+      "cohort": "analytical_reasoning|long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 15.0,
+      "observations": 20.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 33.0,
+      "observations": 38.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 28.0,
+      "observations": 29.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 5.0,
+      "observations": 5.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 1.0,
+      "observations": 2.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "analytical_reasoning|long|code=1|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 26.0,
+      "observations": 34.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 39.0,
+      "observations": 50.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 42.0,
+      "observations": 45.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 11.0,
+      "observations": 11.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 2.0,
+      "observations": 3.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 4.0,
+      "observations": 4.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "analytical_reasoning|long|code=1|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 452.0,
+      "observations": 634.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 745.0,
+      "observations": 962.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 634.0,
+      "observations": 691.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 151.0,
+      "observations": 153.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 1.0,
+      "observations": 3.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 2,
+      "successes": 1.0,
+      "observations": 4.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 4,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 1,
+      "successes": 10.0,
+      "observations": 20.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 30.0,
+      "observations": 44.0,
+      "cohort": "analytical_reasoning|medium|code=0|math=0|mc=1|intl=0"
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+      "observations": 46.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 12.0,
+      "observations": 12.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 1.0,
+      "observations": 2.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 2,
+      "successes": 2.0,
+      "observations": 4.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 3,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 4,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|medium|code=0|math=1|mc=0|intl=1"
+    },
+    {
+      "tier": 1,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|medium|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|medium|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 24.0,
+      "observations": 27.0,
+      "cohort": "writing|medium|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 49.0,
+      "observations": 56.0,
+      "cohort": "writing|medium|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 46.0,
+      "observations": 49.0,
+      "cohort": "writing|medium|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 8.0,
+      "observations": 8.0,
+      "cohort": "writing|medium|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 11.0,
+      "observations": 13.0,
+      "cohort": "writing|medium|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 13.0,
+      "observations": 13.0,
+      "cohort": "writing|medium|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 10.0,
+      "observations": 10.0,
+      "cohort": "writing|medium|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 327.0,
+      "observations": 353.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 508.0,
+      "observations": 555.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 415.0,
+      "observations": 432.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 92.0,
+      "observations": 92.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 3,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 4,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|short|code=0|math=0|mc=0|intl=1"
+    },
+    {
+      "tier": 1,
+      "successes": 4.0,
+      "observations": 4.0,
+      "cohort": "writing|short|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 7.0,
+      "observations": 7.0,
+      "cohort": "writing|short|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 3.0,
+      "observations": 3.0,
+      "cohort": "writing|short|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|short|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 2.0,
+      "observations": 3.0,
+      "cohort": "writing|short|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 8.0,
+      "observations": 9.0,
+      "cohort": "writing|short|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 4.0,
+      "observations": 4.0,
+      "cohort": "writing|short|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|short|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|short|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|short|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 63.0,
+      "observations": 85.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 111.0,
+      "observations": 139.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 95.0,
+      "observations": 99.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 29.0,
+      "observations": 29.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 3.0,
+      "observations": 5.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 1.0,
+      "observations": 2.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 4.0,
+      "observations": 4.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|very_long|code=0|math=0|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 26.0,
+      "observations": 36.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 30.0,
+      "observations": 44.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 23.0,
+      "observations": 28.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 8.0,
+      "observations": 8.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 1.0,
+      "observations": 1.0,
+      "cohort": "writing|very_long|code=0|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 14.0,
+      "observations": 14.0,
+      "cohort": "writing|very_long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 14.0,
+      "observations": 16.0,
+      "cohort": "writing|very_long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 6.0,
+      "observations": 7.0,
+      "cohort": "writing|very_long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 4,
+      "successes": 3.0,
+      "observations": 3.0,
+      "cohort": "writing|very_long|code=1|math=0|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 5.0,
+      "observations": 5.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 7.0,
+      "observations": 8.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 7.0,
+      "observations": 7.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=0|intl=0"
+    },
+    {
+      "tier": 1,
+      "successes": 0.0,
+      "observations": 1.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 2,
+      "successes": 2.0,
+      "observations": 2.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=1|intl=0"
+    },
+    {
+      "tier": 3,
+      "successes": 0.0,
+      "observations": 1.0,
+      "cohort": "writing|very_long|code=1|math=1|mc=1|intl=0"
+    }
+  ],
+  "domain_prior_mass": 200.0,
+  "cohort_prior_mass": 20.0,
+  "routing_threshold": 0.75,
+  "datasets": [
+    {
+      "name": "openbmb/UltraFeedback",
+      "url": "https://huggingface.co/datasets/openbmb/UltraFeedback",
+      "license": "MIT",
+      "rows": 255864,
+      "success_definition": "UltraFeedback overall_score >= 4"
+    }
+  ],
+  "success_definition": "UltraFeedback overall_score >= 4",
+  "split_method": "sha256(prompt): 70% train, 15% validation, 15% test"
+}
diff --git a/litellm/router_strategy/complexity_router/complexity_router.py b/litellm/router_strategy/complexity_router/complexity_router.py
index 577cee0920d..7dbb2ddc544 100644
--- a/litellm/router_strategy/complexity_router/complexity_router.py
+++ b/litellm/router_strategy/complexity_router/complexity_router.py
@@ -18,21 +18,34 @@ from __future__ import annotations
 import asyncio
 import random
 import re
-from collections.abc import Iterator, Mapping, Sequence
+import time
+from collections.abc import Callable, Iterator, Mapping, Sequence
 from itertools import accumulate, islice, takewhile
+from threading import Lock
 from types import MappingProxyType
 from typing import TYPE_CHECKING, Any, Final, Literal, NamedTuple, cast
 
 from pydantic import BaseModel, create_model
 
 from litellm._logging import verbose_router_logger
-from litellm.constants import EMPTY_MAPPING, RETURN_RAW_MODEL_NAME_METADATA_KEY
+from litellm.constants import (
+    EMPTY_MAPPING,
+    INTERNAL_CALL_ORIGIN_METADATA_KEY,
+    RETURN_RAW_MODEL_NAME_METADATA_KEY,
+    SESSION_ID_GENERATED_METADATA_KEY,
+)
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.core_helpers import get_metadata_variable_name_from_kwargs
 from litellm.litellm_core_utils.internal_call_metadata import forwarded_internal_call_metadata
 from litellm.litellm_core_utils.prompt_templates.common_utils import request_contains_image_content
 from litellm.litellm_core_utils.sensitive_data_masker import mask_credentials_in_payload
 from litellm.llms.base_llm.base_utils import type_to_response_format_param
+from litellm.router_strategy.adaptive_router.classifier import classify_prompt
+from litellm.router_strategy.complexity_router.tier_predictor import (
+    TierSuccessPredictor,
+    resolve_tier_artifact,
+)
+from litellm.types.llms.openai import AllMessageValues
 from litellm.types.utils import (
     AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
     ModelResponse,
@@ -300,6 +313,8 @@ _TRUNCATION_MARKER: Final = "..."
 _TRUNCATION_HEAD_FRACTION: Final = 0.3
 _MIN_QUOTED_TURN_CHARS: Final = 120
 
+_CLASSIFIER_CIRCUIT_OPEN_SIGNAL: Final = "classifier-circuit-open"
+
 _CJK_CHARACTER: Final = re.compile("[぀-ヿㇰ-ㇿ㐀-䶿一-鿿豈-﫿ｦ-ﾝ\U00020000-\U0003ffff]")
 
 
@@ -742,7 +757,14 @@ def _decision_is_pinnable(decision: StandardLoggingRoutingDecision | None) -> bo
 
     A modality escalation is transient the same way: it describes what this one call carries (an
     image), not what the session's traffic looks like, and pinning it would hold every following
-    text turn on the vision-capable model the image forced.
+    text turn on the vision-capable model the image forced. A modality pin override is the same
+    fact on a session that already holds a pin, so it must not overwrite the pin it displaced.
+
+    An open classifier circuit is the shortest-lived state of all: the fallback ran because the
+    breaker skipped the classifier, not because the request got classified, and the cooldown is
+    seconds against a TTL of an hour that every later turn refreshes. Its cause is whatever the
+    fallback path reports, so the circuit signal is what marks the decision, and leaving it
+    unpinned lets the session classify again as soon as the breaker closes.
     """
     return decision is None or (
         decision.get("cause")
@@ -751,8 +773,10 @@ def _decision_is_pinnable(decision: StandardLoggingRoutingDecision | None) -> bo
             "plan_mode",
             "housekeeping",
             "modality_escalation",
+            "modality_pin_override",
         )
         and not decision.get("context_escalated")
+        and _CLASSIFIER_CIRCUIT_OPEN_SIGNAL not in (decision.get("signals") or ())
     )
 
 
@@ -790,9 +814,11 @@ class ClassificationOutcome(NamedTuple):
     signals: tuple[str, ...]
     cause: Literal[
         "heuristic_scorer",
+        "heuristic_v2",
         "reasoning_override",
         "llm_classifier",
         "heuristic_first_short_circuit",
+        "hybrid_short_circuit",
         "housekeeping",
         "classifier_plugin",
         "classifier_fallback",
@@ -801,6 +827,81 @@ class ClassificationOutcome(NamedTuple):
     classifier_cost: float | None = None
 
 
+def _with_signal(outcome: ClassificationOutcome, signal: str | None) -> ClassificationOutcome:
+    return outcome if signal is None else outcome._replace(signals=(*outcome.signals, signal))
+
+
+class _ClassifierCircuitBreaker:
+    """Process-local timeout breaker for one complexity-router classifier.
+
+    The router instance serves every session assigned to that auto-router deployment, so the
+    breaker prevents one unhealthy classifier from charging the same timeout to each session.
+    Exactly one request becomes the recovery probe after the cooldown; the lock makes that state
+    transition atomic even when several request tasks arrive together.
+    """
+
+    CLOSED: Final = "closed"
+    OPEN: Final = "open"
+    HALF_OPEN: Final = "half_open"
+
+    def __init__(self, cooldown_seconds: float, clock: Callable[[], float] = time.monotonic) -> None:
+        self._cooldown_seconds = cooldown_seconds
+        self._clock = clock
+        self._state = self.CLOSED
+        self._opened_at: float | None = None
+        self._generation = 0
+        self._lock = Lock()
+
+    def acquire_permit(self) -> int | None:
+        """Return a generation-scoped permit, or deny the call while the circuit is open.
+
+        Calls admitted together while closed share a generation. The first timeout advances it,
+        making every other in-flight completion stale so it cannot erase the new cooldown.
+        """
+        with self._lock:
+            if self._state == self.CLOSED:
+                return self._generation
+            if self._state == self.HALF_OPEN:
+                return None
+            opened_at: Final = self._opened_at
+            if opened_at is not None and self._clock() - opened_at >= self._cooldown_seconds:
+                self._state = self.HALF_OPEN
+                return self._generation
+            return None
+
+    def record_success(self, permit: int) -> None:
+        """Close only when the current half-open recovery probe succeeds."""
+        with self._lock:
+            if self._state != self.HALF_OPEN or permit != self._generation:
+                return
+            self._state = self.CLOSED
+            self._opened_at = None
+
+    def record_failure(self, permit: int, *, is_timeout: bool) -> None:
+        """Open on a normal timeout, or reopen when the single recovery probe fails."""
+        with self._lock:
+            if permit != self._generation:
+                return
+            if self._state == self.CLOSED:
+                if not is_timeout:
+                    return
+            elif self._state != self.HALF_OPEN:
+                return
+            self._generation += 1
+            self._state = self.OPEN
+            self._opened_at = self._clock()
+
+
+def _is_classifier_timeout(exc: BaseException) -> bool:
+    # asyncio.TimeoutError became an alias of the built-in TimeoutError in Python 3.11.
+    # LiteLLM still supports 3.10, where they are distinct exception classes.
+    if isinstance(exc, (TimeoutError, asyncio.TimeoutError)):
+        return True
+    from litellm.exceptions import Timeout as LiteLLMTimeout
+
+    return isinstance(exc, LiteLLMTimeout)
+
+
 def _allowed(models: tuple[str, ...], fit_filter: frozenset[str] | None) -> tuple[str, ...]:
     return models if fit_filter is None else tuple(model for model in models if model in fit_filter)
 
@@ -978,6 +1079,20 @@ class ComplexityRouter(CustomLogger):
             if llm_classifier_configured
             else None
         )
+        self._classifier_circuit_breaker: _ClassifierCircuitBreaker | None = (
+            _ClassifierCircuitBreaker(self.config.classifier_llm_config.circuit_breaker_cooldown_seconds)
+            if (
+                llm_classifier_configured
+                and self.config.classifier_llm_config is not None
+                and self.config.classifier_llm_config.circuit_breaker_enabled
+            )
+            else None
+        )
+        self._tier_success_predictor: TierSuccessPredictor | None = (
+            TierSuccessPredictor(resolve_tier_artifact(self.config.heuristic_v2_artifact))
+            if self.config.classifier_type == "heuristic_v2"
+            else None
+        )
 
         verbose_router_logger.debug("ComplexityRouter initialized for %s with tiers: %s", model_name, self.config.tiers)
 
@@ -1230,6 +1345,15 @@ class ComplexityRouter(CustomLogger):
 
         return tier, weighted_score, tuple(signals), "heuristic_scorer"
 
+    def _is_near_tier_boundary(self, score: float, margin: float) -> bool:
+        boundaries: Final = self._effective_tier_boundaries()
+        active_boundaries: Final = (
+            boundaries["simple_medium"],
+            boundaries["medium_complex"],
+            boundaries["complex_reasoning"],
+        )
+        return any(abs(score - boundary) <= margin for boundary in active_boundaries)
+
     def _effective_reasoning_override_min_score(self) -> float:
         """The score a request must reach before the reasoning-marker override may promote it.
 
@@ -1350,15 +1474,37 @@ class ComplexityRouter(CustomLogger):
         custom tier set, and classifier_fallback otherwise decides between the heuristic scorer and
         default_model. The outcome's `cause` reports which path actually ran.
         """
+        if self.config.classifier_type == "heuristic_v2":
+            return self._classify_with_heuristic_v2(prompt)
         if self.config.classifier_type == "custom":
             return await self._classify_with_plugin(prompt, system_prompt, request_kwargs, raw_messages)
         if self.config.classifier_type == "heuristic_first" and self.config.classifier_llm_config is not None:
             return await self._classify_heuristic_first(prompt, system_prompt, request_kwargs, messages)
+        if self.config.classifier_type == "hybrid" and self.config.classifier_llm_config is not None:
+            return await self._classify_hybrid(prompt, system_prompt, request_kwargs, messages)
         if self.config.classifier_type != "llm" or self.config.classifier_llm_config is None:
             tier, score, signals, cause = self._score_and_classify(prompt, system_prompt)
             return ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause)
         return await self._llm_classifier_outcome(prompt, system_prompt, request_kwargs, messages)
 
+    def _classify_with_heuristic_v2(self, prompt: str) -> ClassificationOutcome:
+        predictor: Final = self._tier_success_predictor
+        if predictor is None:
+            raise ValueError("heuristic v2 predictor is not configured")
+        request_type: Final = classify_prompt(prompt)
+        prediction: Final = predictor.predict(prompt, request_type)
+        tier: Final = TIER_SEVERITY_ORDER[prediction.required_tier - 1]
+        probability_signals: Final = tuple(
+            f"tier-probability:{candidate.value.lower()}={prediction.probabilities[index]:.6f}"
+            for index, candidate in enumerate(TIER_SEVERITY_ORDER, start=1)
+        )
+        return ClassificationOutcome(
+            tier=tier,
+            score=None,
+            signals=(f"request-type:{request_type.value}", *probability_signals),
+            cause="heuristic_v2",
+        )
+
     async def _classify_heuristic_first(
         self,
         prompt: str,
@@ -1387,6 +1533,29 @@ class ComplexityRouter(CustomLogger):
             return ClassificationOutcome(tier=tier, score=score, signals=signals, cause="heuristic_first_short_circuit")
         return await self._llm_classifier_outcome(prompt, system_prompt, request_kwargs, messages, scored=scored)
 
+    async def _classify_hybrid(
+        self,
+        prompt: str,
+        system_prompt: str | None,
+        request_kwargs: dict[str, Any] | None,  # mutable-ok: handed to _classify_with_llm as-is
+        messages: Sequence[Mapping[str, object]] | None,
+    ) -> ClassificationOutcome:
+        """Score locally, and only pay for the classifier when the score sits near a tier boundary.
+
+        Where heuristic_first asks how CHEAP the scorer's tier is, this asks how DECIDED it is, so a
+        confident score keeps its tier at every tier including the most expensive one. Two things make
+        a score undecided: landing within hybrid_boundary_margin of an active boundary, where a
+        hair's difference in score would have named the adjacent tier and its model pool, and firing
+        no dimension at all, which scores 0.0 and lands SIMPLE by default rather than by evidence.
+        """
+        tier, score, signals, cause = self._score_and_classify(prompt, system_prompt)
+        scored: Final = ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause)
+        margin: Final = self.config.hybrid_boundary_margin
+        decided: Final = margin is not None and bool(signals) and not self._is_near_tier_boundary(score, margin)
+        if decided:
+            return ClassificationOutcome(tier=tier, score=score, signals=signals, cause="hybrid_short_circuit")
+        return await self._llm_classifier_outcome(prompt, system_prompt, request_kwargs, messages, scored=scored)
+
     async def _llm_classifier_outcome(
         self,
         prompt: str,
@@ -1400,8 +1569,20 @@ class ComplexityRouter(CustomLogger):
         `scored` is the heuristic outcome the caller already computed, which only "heuristic_first"
         has. It is handed to the failure path so a classifier error does not re-run the scorer.
         """
+        breaker: Final = self._classifier_circuit_breaker
+        permit: Final = breaker.acquire_permit() if breaker is not None else None
+        if breaker is not None and permit is None:
+            return self._classifier_failure_outcome(
+                "LLM classifier circuit is open",
+                prompt,
+                system_prompt,
+                scored,
+                signal=_CLASSIFIER_CIRCUIT_OPEN_SIGNAL,
+            )
         try:
             tier, classifier_cost = await self._classify_with_llm(prompt, system_prompt, request_kwargs, messages)
+            if breaker is not None and permit is not None:
+                breaker.record_success(permit)
             return ClassificationOutcome(
                 tier=tier,
                 score=None,
@@ -1409,7 +1590,13 @@ class ComplexityRouter(CustomLogger):
                 cause="llm_classifier",
                 classifier_cost=classifier_cost,
             )
+        except asyncio.CancelledError:
+            if breaker is not None and permit is not None:
+                breaker.record_failure(permit, is_timeout=False)
+            raise
         except Exception as e:  # noqa: BLE001 -- external LLM call can fail in many distinct ways (timeout, provider error, validation, parse error); any failure must fall back to the configured fallback path
+            if breaker is not None and permit is not None:
+                breaker.record_failure(permit, is_timeout=_is_classifier_timeout(e))
             return self._classifier_failure_outcome(f"LLM classifier failed ({e})", prompt, system_prompt, scored)
 
     def _classifier_failure_outcome(
@@ -1418,6 +1605,7 @@ class ComplexityRouter(CustomLogger):
         prompt: str,
         system_prompt: str | None,
         scored: ClassificationOutcome | None = None,
+        signal: str | None = None,
     ) -> ClassificationOutcome:
         """The outcome when the LLM classifier or classifier plugin produced no usable tier:
         fallback_tier on a custom tier set, classifier_fallback otherwise.
@@ -1427,21 +1615,24 @@ class ComplexityRouter(CustomLogger):
         fallback_tier: Final = self.config.fallback_tier
         if fallback_tier is not None:
             verbose_router_logger.warning("ComplexityRouter: %s, routing to fallback_tier %s", reason, fallback_tier)
-            return ClassificationOutcome(
-                tier=fallback_tier,
-                score=None,
-                signals=(f"classifier-fallback:{fallback_tier}",),
-                cause="classifier_fallback",
+            return _with_signal(
+                ClassificationOutcome(
+                    tier=fallback_tier,
+                    score=None,
+                    signals=(f"classifier-fallback:{fallback_tier}",),
+                    cause="classifier_fallback",
+                ),
+                signal,
             )
         verbose_router_logger.warning(
             "ComplexityRouter: %s, falling back to %s", reason, self.config.classifier_fallback
         )
         if self.config.classifier_fallback == "default_model":
-            return self._default_model_fallback_outcome()
+            return _with_signal(self._default_model_fallback_outcome(), signal)
         if scored is not None:
-            return scored
+            return _with_signal(scored, signal)
         tier, score, signals, cause = self._score_and_classify(prompt, system_prompt)
-        return ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause)
+        return _with_signal(ClassificationOutcome(tier=tier, score=score, signals=signals, cause=cause), signal)
 
     async def _classify_with_plugin(
         self,
@@ -1596,32 +1787,47 @@ class ComplexityRouter(CustomLogger):
         )
 
         request_metadata = (request_kwargs or {}).get("litellm_metadata") or (request_kwargs or {}).get("metadata")
-        metadata: Final = forwarded_internal_call_metadata(request_metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN)
+        metadata: Final = {  # mutable-ok: SDK metadata kwarg is enriched by the request pipeline
+            **forwarded_internal_call_metadata(request_metadata, AUTOROUTER_CLASSIFIER_CALL_ORIGIN),
+            INTERNAL_CALL_ORIGIN_METADATA_KEY: AUTOROUTER_CLASSIFIER_CALL_ORIGIN,
+        }
         turn_off_message_logging: Final = _effective_turn_off_message_logging(request_kwargs)
 
-        messages_for_call: Final = [
+        messages_for_call: Final[list[AllMessageValues]] = [  # mutable-ok: SDK request payload list is built once
             {"role": "system", "content": classifier_system_prompt},
             {"role": "user", "content": user_payload},
         ]
         response_format: Final = classifier_response_format
+        classifier_call_params: Mapping[str, str] = EMPTY_MAPPING
+        if llm_config.reasoning_effort is not None:
+            classifier_call_params = MappingProxyType({"reasoning_effort": llm_config.reasoning_effort})
 
         proxy_server_request: Final = {
             "body": {
                 "model": llm_config.model,
                 "messages": messages_for_call,
                 "response_format": response_format,
+                **classifier_call_params,
             }
         }
 
-        response: Final[ModelResponse] = await self.litellm_router_instance.acompletion(
-            model=llm_config.model,
-            messages=messages_for_call,
-            response_format=response_format,
-            timeout=llm_config.timeout_ms / 1000,
-            metadata=metadata,
-            proxy_server_request=proxy_server_request,
-            turn_off_message_logging=turn_off_message_logging,
-            **_parent_session_kwargs(request_kwargs),
+        classifier_timeout_s: Final[float] = llm_config.timeout_ms / 1000
+        response: Final[ModelResponse] = await asyncio.wait_for(
+            self.litellm_router_instance.acompletion(
+                model=llm_config.model,
+                messages=messages_for_call,
+                stream=False,
+                response_format=response_format,
+                timeout=classifier_timeout_s,
+                num_retries=0,
+                disable_fallbacks=True,
+                metadata=metadata,
+                proxy_server_request=proxy_server_request,
+                turn_off_message_logging=turn_off_message_logging,
+                **classifier_call_params,
+                **_parent_session_kwargs(request_kwargs),
+            ),
+            timeout=classifier_timeout_s,
         )
         content: Final = response.choices[0].message.content
         if not content:
@@ -2323,8 +2529,11 @@ class ComplexityRouter(CustomLogger):
         """Replace a routed model that cannot accept this request's image input.
 
         The single modality owner, applied to the decided response at the hook's exits so every
-        routing path is covered uniformly. A KEPT session pin is exempt by design (its cause);
-        replacement picks and every other path are just responses. The re-placement walks
+        routing path is covered uniformly. A KEPT session pin is exempt by design (its cause)
+        unless modality_pin_override is set, in which case the image turn is re-placed and reported
+        as modality_pin_override while the stored pin, written upstream from the session's own
+        model, is left for the next text turn; replacement picks and every other path are just
+        responses. The re-placement walks
         UPWARD-ONLY from the decision's tier (so a plan-mode floor can never be undercut), picks
         through `_pick_model_for_tier` so routing plugins still apply, then falls to
         default_model (never on plugin routers, and never on a plan-floored decision, since
@@ -2337,7 +2546,11 @@ class ComplexityRouter(CustomLogger):
             not self.config.modality_routing
             or not resolved_messages
             or response.model is None
-            or (decision is not None and decision.get("cause") == "session_affinity_pin")
+            or (
+                decision is not None
+                and decision.get("cause") == "session_affinity_pin"
+                and not self.config.modality_pin_override
+            )
             or not request_contains_image_content(resolved_messages)
             or self._model_accepts_image_input(response.model)
         ):
@@ -2379,6 +2592,10 @@ class ComplexityRouter(CustomLogger):
         self._restamp_adaptive_choice(request_kwargs, response.model, new_model)
         same_tier: Final = capable is not None and decided == capable
         base_cause: Final = (decision.get("cause") if decision is not None else None) or "default_fallback"
+        # Reaching here on a kept pin means modality_pin_override is on, since the guard above
+        # returns otherwise. The model moved off the pin even on a same-tier repick, so reporting
+        # the pin's own cause would claim the session's model served a request it did not.
+        displaced_pin: Final = base_cause == "session_affinity_pin"
         displaced_default: Final = decided is None and response.model == self.config.default_model
         markers: Final = (
             "modality:image",
@@ -2388,7 +2605,7 @@ class ComplexityRouter(CustomLogger):
         old_signals: Final = tuple(decision.get("signals") or ()) if decision is not None else ()
         new_decision: Final = self._build_routing_decision(
             routed_model=new_model,
-            cause=base_cause if same_tier else "modality_escalation",
+            cause="modality_pin_override" if displaced_pin else (base_cause if same_tier else "modality_escalation"),
             tier=new_tier,
             score=decision.get("score") if decision is not None else None,
             signals=(*old_signals, *markers),
@@ -2646,7 +2863,7 @@ class ComplexityRouter(CustomLogger):
         """Resolve a client-supplied session_id."""
         for metadata in ComplexityRouter._iter_metadata_dicts(request_kwargs):
             session_id = metadata.get("session_id")
-            if session_id is not None:
+            if session_id is not None and not metadata.get(SESSION_ID_GENERATED_METADATA_KEY):
                 return str(session_id)
         return None
 
diff --git a/litellm/router_strategy/complexity_router/config.py b/litellm/router_strategy/complexity_router/config.py
index 70aeecb31c6..fa086c57687 100644
--- a/litellm/router_strategy/complexity_router/config.py
+++ b/litellm/router_strategy/complexity_router/config.py
@@ -12,8 +12,11 @@ from typing import Annotated, Final, Literal
 
 from pydantic import BaseModel, ConfigDict, Field, SkipValidation, field_serializer, field_validator, model_validator
 
+from litellm.types.llms.openai import REASONING_EFFORT
 from litellm.types.router import AdaptiveRouterWeights, ClassifierPlugin, RoutingPlugin
 
+from .tier_predictor import TrainedTierArtifact
+
 
 class ComplexityTier(str, Enum):
     """Complexity tiers for routing decisions."""
@@ -41,7 +44,7 @@ DEFAULT_CLASSIFICATION_RUBRIC: Final[ClassificationRubric] = ClassificationRubri
 # The classifier_type values that can call classifier_llm_config.model. Every consumer asking
 # "is the classifier model a real dependency of this router" resolves it here, including the ones
 # that only hold the raw config mapping and cannot reach ComplexityRouterConfig.uses_llm_classifier.
-LLM_CLASSIFIER_TYPES: Final[frozenset[str]] = frozenset({"llm", "heuristic_first"})
+LLM_CLASSIFIER_TYPES: Final[frozenset[str]] = frozenset({"llm", "heuristic_first", "hybrid"})
 
 
 TIER_SEVERITY_ORDER: Final[tuple[ComplexityTier, ...]] = (
@@ -430,10 +433,34 @@ class ClassifierLLMConfig(BaseModel):
     model: str = Field(
         description="Model name (from the router's model_list) to call for classification",
     )
+    reasoning_effort: REASONING_EFFORT | None = Field(
+        default=None,
+        description=(
+            "Reasoning effort override for classifier calls. Leave unset to use "
+            "the classifier deployment or provider default."
+        ),
+    )
     timeout_ms: int = Field(
         default=3000,
         description="Timeout budget for the classification call, in milliseconds",
     )
+    circuit_breaker_enabled: bool = Field(
+        default=True,
+        description=(
+            "Whether one classifier timeout temporarily sends requests through classifier_fallback. "
+            "Enabled by default so an unhealthy classifier cannot repeat its timeout across sessions."
+        ),
+    )
+    circuit_breaker_cooldown_seconds: float = Field(
+        default=30.0,
+        gt=0.0,
+        description=(
+            "How long to skip this router's LLM classifier after a classification call times out. "
+            "Requests use classifier_fallback during the cooldown. When it expires, one request "
+            "probes the classifier while concurrent requests keep using the fallback; a successful "
+            "probe closes the circuit and a failed probe restarts the cooldown."
+        ),
+    )
     classification_rubric: ClassificationRubric | None = Field(
         default=None,
         description=(
@@ -625,17 +652,28 @@ class ComplexityRouterConfig(BaseModel):
     )
 
     # Classifier strategy
-    classifier_type: Literal["heuristic", "llm", "custom", "heuristic_first"] = Field(
+    classifier_type: Literal["heuristic", "heuristic_v2", "llm", "custom", "heuristic_first", "hybrid"] = Field(
         default="heuristic",
         description=(
-            "Classification strategy: local regex/keyword scoring, an LLM call, a custom classifier "
-            "plugin, or 'heuristic_first', which scores locally and only pays for the LLM classifier "
-            "when the local scorer does not confidently land a cheap tier"
+            "Classification strategy: local regex/keyword scoring, the bundled trained four-tier heuristic, "
+            "an LLM call, a custom classifier plugin, 'heuristic_first', which scores locally and only pays "
+            "for the LLM classifier when the local scorer does not confidently land a cheap tier, or 'hybrid', "
+            "which trusts the local scorer everywhere except when its score lands near a tier boundary"
+        ),
+    )
+    heuristic_v2_artifact: TrainedTierArtifact | Literal["ultrafeedback"] = Field(
+        default="ultrafeedback",
+        description=(
+            "Success-probability artifact used by classifier_type 'heuristic_v2'. The bundled "
+            "UltraFeedback artifact is selected by default; an inline trained artifact may replace it"
         ),
     )
     classifier_llm_config: ClassifierLLMConfig | None = Field(
         default=None,
-        description="Configuration for the LLM classifier; required when classifier_type is 'llm' or 'heuristic_first'",
+        description=(
+            "Configuration for the LLM classifier; required when classifier_type is 'llm', "
+            "'heuristic_first' or 'hybrid'"
+        ),
     )
     heuristic_first_max_tier: str | None = Field(
         default=None,
@@ -650,6 +688,19 @@ class ComplexityRouterConfig(BaseModel):
             "may not name the highest one, since that would make the LLM classifier unreachable."
         ),
     )
+    hybrid_boundary_margin: float | None = Field(
+        default=None,
+        ge=0,
+        le=1,
+        description=(
+            "How close to a tier boundary a heuristic score has to land before the LLM classifier breaks the "
+            "tie; required when classifier_type is 'hybrid' and rejected otherwise. Everything further than "
+            "this from every active boundary routes on the scorer's own tier with no classifier call, at any "
+            "tier, which is what separates 'hybrid' from 'heuristic_first' and its cheap-tier ceiling. A "
+            "prompt where no dimension fired still goes to the classifier, since the scorer has no opinion "
+            "to be near a boundary with. 0 escalates only scores sitting exactly on a boundary."
+        ),
+    )
     classifier_plugin: ClassifierPlugin | None = Field(
         default=None,
         description=(
@@ -857,7 +908,20 @@ class ComplexityRouterConfig(BaseModel):
             "a routed model explicitly declared supports_vision false (deployment model_info "
             "or the model cost map; unmapped names stay routable) is replaced by the nearest "
             "HIGHER tier holding a capable model, then default_model, else a clear 400. A kept "
-            "session-affinity pin still wins even when an image arrives."
+            "session-affinity pin still wins even when an image arrives, unless "
+            "modality_pin_override is also enabled."
+        ),
+    )
+    modality_pin_override: bool = Field(
+        default=False,
+        description=(
+            "Let modality_routing replace a kept session-affinity pin on the turns that carry an "
+            "image. Without this, a session pinned to a text-only model fails every image turn with "
+            "a provider 400, since the pin is exempt from the modality gate. When enabled, such a "
+            "turn routes to a capable model for that request only and the stored pin is left "
+            "untouched, so the next text turn replays the session's own model; the override is "
+            "reported as cause modality_pin_override and is never itself pinned. Inert unless "
+            "modality_routing is also enabled."
         ),
     )
 
@@ -1126,6 +1190,23 @@ class ComplexityRouterConfig(BaseModel):
             )
         return self
 
+    @model_validator(mode="after")
+    def _validate_hybrid_boundary_margin(self) -> "ComplexityRouterConfig":
+        if self.classifier_type != "hybrid":
+            if self.hybrid_boundary_margin is not None:
+                raise ValueError(
+                    f"hybrid_boundary_margin is set but classifier_type is {self.classifier_type!r}; "
+                    "the scorer would never consult the classifier on a near-boundary score. Set "
+                    "classifier_type 'hybrid' or remove hybrid_boundary_margin"
+                )
+            return self
+        if self.hybrid_boundary_margin is None:
+            raise ValueError(
+                "hybrid_boundary_margin is required when classifier_type is 'hybrid': without a margin no "
+                "score is ever near enough to a boundary to escalate, which is classifier_type 'heuristic'"
+            )
+        return self
+
     @field_validator("fallback_tier")
     @classmethod
     def _reject_blank_optional_text(cls, value: str | None) -> str | None:
@@ -1248,10 +1329,10 @@ class ComplexityRouterConfig(BaseModel):
         )
         if duplicated:
             raise ValueError(f"tier_definitions names must be unique (case-insensitive): {', '.join(duplicated)}")
-        if self.classifier_type in ("heuristic", "heuristic_first"):
+        if self.classifier_type in ("heuristic", "heuristic_v2", "heuristic_first", "hybrid"):
             raise ValueError(
                 "tier_definitions requires classifier_type 'llm' or 'custom': the heuristic scorer only "
-                "produces the built-in tiers"
+                "produces the four built-in tiers, as does heuristic_v2"
             )
         conflicts: Final = self._tier_definition_conflicts()
         if conflicts:
diff --git a/litellm/router_strategy/complexity_router/tier_predictor.py b/litellm/router_strategy/complexity_router/tier_predictor.py
new file mode 100644
index 00000000000..764f6e6ad56
--- /dev/null
+++ b/litellm/router_strategy/complexity_router/tier_predictor.py
@@ -0,0 +1,156 @@
+from __future__ import annotations
+
+import re
+from collections.abc import Mapping
+from dataclasses import dataclass
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Literal
+
+from pydantic import BaseModel, Field, model_validator
+
+from litellm.types.router import RequestType
+
+
+class TierGlobalStatistic(BaseModel):
+    tier: int = Field(ge=1, le=4)
+    successes: float = Field(ge=0.0)
+    observations: float = Field(gt=0.0)
+
+    @model_validator(mode="after")
+    def _successes_do_not_exceed_observations(self) -> TierGlobalStatistic:
+        if self.successes > self.observations:
+            raise ValueError("successes cannot exceed observations")
+        return self
+
+
+class TierDomainStatistic(TierGlobalStatistic):
+    request_type: RequestType
+
+
+class TierCohortStatistic(TierGlobalStatistic):
+    cohort: str = Field(min_length=1)
+
+
+class TierDataset(BaseModel):
+    name: str = Field(min_length=1)
+    url: str = Field(min_length=1)
+    license: str = Field(min_length=1)
+    rows: int = Field(gt=0)
+    success_definition: str = Field(default="quality score meets the dataset success threshold", min_length=1)
+
+
+class TrainedTierArtifact(BaseModel):
+    schema_version: Literal[1] = 1
+    global_statistics: tuple[TierGlobalStatistic, ...]
+    domain_statistics: tuple[TierDomainStatistic, ...] = ()
+    cohort_statistics: tuple[TierCohortStatistic, ...] = ()
+    domain_prior_mass: float = Field(default=200.0, gt=0.0)
+    cohort_prior_mass: float = Field(default=20.0, gt=0.0)
+    routing_threshold: float = Field(default=0.75, ge=0.0, le=1.0)
+    datasets: tuple[TierDataset, ...] = ()
+    success_definition: str = Field(default="quality score meets the dataset success threshold", min_length=1)
+    split_method: str = Field(default="sha256(prompt): 70% train, 15% validation, 15% test", min_length=1)
+
+    @model_validator(mode="after")
+    def _statistics_are_unique(self) -> TrainedTierArtifact:
+        global_tiers: Final = tuple(stat.tier for stat in self.global_statistics)
+        if frozenset(global_tiers) != frozenset((1, 2, 3, 4)) or len(global_tiers) != 4:
+            raise ValueError("global statistics must contain each tier exactly once")
+        domain_keys: Final = tuple((stat.request_type, stat.tier) for stat in self.domain_statistics)
+        if len(domain_keys) != len(frozenset(domain_keys)):
+            raise ValueError("domain statistics must contain unique request_type and tier pairs")
+        cohort_keys: Final = tuple((stat.cohort, stat.tier) for stat in self.cohort_statistics)
+        if len(cohort_keys) != len(frozenset(cohort_keys)):
+            raise ValueError("cohort statistics must contain unique cohort and tier pairs")
+        return self
+
+
+_CODE_PATTERN: Final = re.compile(
+    r"```|\b(def|class|function|python|javascript|typescript|sql|code)\b",
+    re.IGNORECASE,
+)
+_MATH_PATTERN: Final = re.compile(
+    r"\b(solve|calculate|equation|probability|theorem|proof|integral)\b|[$=]",
+    re.IGNORECASE,
+)
+_MULTIPLE_CHOICE_PATTERN: Final = re.compile(r"(?:^|\s)[A-D][.)]\s")
+_TIERS: Final = (1, 2, 3, 4)
+_BUILTIN_ARTIFACTS: Final = MappingProxyType({"ultrafeedback": "ultrafeedback_tiers.json"})
+
+
+def resolve_tier_artifact(artifact: TrainedTierArtifact | str) -> TrainedTierArtifact:
+    if isinstance(artifact, TrainedTierArtifact):
+        return artifact
+    filename: Final = _BUILTIN_ARTIFACTS.get(artifact)
+    if filename is None:
+        raise ValueError(f"unknown complexity router tier artifact: {artifact}")
+    path: Final = Path(__file__).with_name("artifacts") / filename
+    return TrainedTierArtifact.model_validate_json(path.read_text())
+
+
+def similarity_cohort(prompt: str, request_type: RequestType) -> str:
+    length: Final = len(prompt)
+    length_bucket: Final = (
+        "short" if length < 200 else "medium" if length < 800 else "long" if length < 2000 else "very_long"
+    )
+    code: Final = int(bool(_CODE_PATTERN.search(prompt)))
+    math: Final = int(bool(_MATH_PATTERN.search(prompt)))
+    multiple_choice: Final = int(bool(_MULTIPLE_CHOICE_PATTERN.search(prompt)))
+    non_ascii: Final = int(sum(ord(character) > 127 for character in prompt) / max(1, length) > 0.1)
+    return f"{request_type.value}|{length_bucket}|code={code}|math={math}|mc={multiple_choice}|intl={non_ascii}"
+
+
+@dataclass(frozen=True, slots=True)
+class TierPrediction:
+    probabilities: Mapping[int, float]
+    required_tier: int
+
+
+class TierSuccessPredictor:
+    def __init__(self, artifact: TrainedTierArtifact) -> None:
+        self._artifact = artifact
+        self._global: Mapping[int, TierGlobalStatistic] = MappingProxyType(
+            {stat.tier: stat for stat in artifact.global_statistics}
+        )
+        self._domain: Mapping[tuple[RequestType, int], TierDomainStatistic] = MappingProxyType(
+            {(stat.request_type, stat.tier): stat for stat in artifact.domain_statistics}
+        )
+        self._cohort: Mapping[tuple[str, int], TierCohortStatistic] = MappingProxyType(
+            {(stat.cohort, stat.tier): stat for stat in artifact.cohort_statistics}
+        )
+
+    @property
+    def routing_threshold(self) -> float:
+        return self._artifact.routing_threshold
+
+    def predict(self, prompt: str, request_type: RequestType) -> TierPrediction:
+        cohort: Final = similarity_cohort(prompt, request_type)
+        raw: Final = tuple(self._probability(tier, request_type, cohort) for tier in _TIERS)
+        monotonic: Final = tuple(max(raw[:index]) for index in range(1, len(raw) + 1))
+        probabilities: Final[Mapping[int, float]] = MappingProxyType(
+            {int(tier): probability for tier, probability in zip(_TIERS, monotonic)}
+        )
+        required_tier: Final = next(
+            (tier for tier in _TIERS if probabilities[tier] >= self._artifact.routing_threshold),
+            4,
+        )
+        return TierPrediction(probabilities=probabilities, required_tier=required_tier)
+
+    def _probability(self, tier: int, request_type: RequestType, cohort: str) -> float:
+        global_stat: Final = self._global[tier]
+        global_mean: Final = (global_stat.successes + 1.0) / (global_stat.observations + 2.0)
+        domain_stat: Final = self._domain.get((request_type, tier))
+        domain_mean: Final = self._posterior_mean(domain_stat, self._artifact.domain_prior_mass, global_mean)
+        cohort_stat: Final = self._cohort.get((cohort, tier))
+        return self._posterior_mean(cohort_stat, self._artifact.cohort_prior_mass, domain_mean)
+
+    @staticmethod
+    def _posterior_mean(
+        statistic: TierGlobalStatistic | None,
+        prior_mass: float,
+        prior_mean: float,
+    ) -> float:
+        if statistic is None:
+            return prior_mean
+        return (statistic.successes + prior_mass * prior_mean) / (statistic.observations + prior_mass)
diff --git a/litellm/router_strategy/lowest_tpm_rpm_v2.py b/litellm/router_strategy/lowest_tpm_rpm_v2.py
index 6deba5aa1cf..665ff69ab47 100644
--- a/litellm/router_strategy/lowest_tpm_rpm_v2.py
+++ b/litellm/router_strategy/lowest_tpm_rpm_v2.py
@@ -1,6 +1,7 @@
 #### What this does ####
 #   identifies lowest tpm deployment
 import random
+from collections.abc import Sequence
 from typing import TYPE_CHECKING, Any, Final
 
 import httpx
@@ -350,9 +351,9 @@ class LowestTPMLoggingHandler_v2(BaseRoutingStrategy, CustomLogger):
         model_group: str,
         healthy_deployments: list,
         tpm_keys: list,
-        tpm_values: list | None,
+        tpm_values: Sequence | None,
         rpm_keys: list,
-        rpm_values: list | None,
+        rpm_values: Sequence | None,
         messages: list[dict[str, str]] | None = None,
         input: str | list | None = None,
     ) -> dict | None:
diff --git a/litellm/router_utils/auto_router_model_naming.py b/litellm/router_utils/auto_router_model_naming.py
index a8aa543d735..2efbfb5782e 100644
--- a/litellm/router_utils/auto_router_model_naming.py
+++ b/litellm/router_utils/auto_router_model_naming.py
@@ -10,7 +10,7 @@ the router silently dropping the deployment at load time under
 ``ignore_invalid_deployments``.
 """
 
-from collections.abc import Mapping, Sequence
+from collections.abc import Iterable, Mapping, Sequence
 from dataclasses import dataclass
 from types import MappingProxyType
 from typing import Final, Literal, TypeAlias
@@ -163,6 +163,38 @@ def strategy_router_dependencies(
     )
 
 
+def uses_heuristic_v2_classifier(complexity_router_config: object) -> bool:
+    """Whether this complexity config classifies with the bundled heuristic_v2 model."""
+    return _mapping(complexity_router_config).get("classifier_type") == "heuristic_v2"
+
+
+def is_heuristic_v2_router(litellm_params: Mapping[str, object]) -> bool:
+    """Whether this deployment is a complexity router that classifies with heuristic_v2."""
+    return classify_strategy_router_model(str(litellm_params.get("model") or "")) == "complexity" and (
+        uses_heuristic_v2_classifier(litellm_params.get("complexity_router_config"))
+    )
+
+
+def count_heuristic_v2_routers(deployments: Iterable[Mapping[str, object]]) -> int:
+    """How many of ``deployments`` (router model_list entries or config.yaml rows) are heuristic_v2 routers."""
+    return sum(1 for deployment in deployments if is_heuristic_v2_router(_mapping(deployment.get("litellm_params"))))
+
+
+def heuristic_v2_limit_violation(*, held: int, limit: int | None) -> str | None:
+    """Why holding ``held`` heuristic_v2 routers exceeds ``limit``, or None when it fits.
+
+    ``limit`` None means unlimited. The message is shared by every enforcement point (config
+    load, model writes, router registration) and stays SDK-neutral: it names the cap and what
+    the caller can change; the proxy appends how its license lifts the cap.
+    """
+    if limit is None or held <= limit:
+        return None
+    return (
+        f"At most {limit} auto-router(s) with classifier_type 'heuristic_v2' can be registered but this would make "
+        f"{held}. Use classifier_type 'heuristic' for this router or remove an existing heuristic_v2 router."
+    )
+
+
 def validate_complexity_router_config_write(complexity_router_config: Mapping[str, object] | None) -> str | None:
     """Reject a complexity config the router would refuse to build a deployment from.
 
diff --git a/litellm/router_utils/fallback_event_handlers.py b/litellm/router_utils/fallback_event_handlers.py
index 924574537f3..601b32c4386 100644
--- a/litellm/router_utils/fallback_event_handlers.py
+++ b/litellm/router_utils/fallback_event_handlers.py
@@ -8,6 +8,7 @@ from typing import TYPE_CHECKING, Any, Final
 import litellm
 from litellm._logging import verbose_router_logger
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.core_helpers import get_metadata_variable_name_from_kwargs
 from litellm.litellm_core_utils.sensitive_data_masker import mask_sensitive_structure
 from litellm.router_utils.add_retry_fallback_headers import (
     add_fallback_headers_to_response,
@@ -214,6 +215,124 @@ def _check_stripped_model_group(model_group: str, fallback_key: str) -> bool:
     return False
 
 
+PRE_ROUTING_SELECTED_MODEL_KEY: Final = "pre_routing_selected_model"
+_ROUTER_METADATA_BUCKETS: Final = ("metadata", "litellm_metadata")
+
+
+def record_pre_routing_selection(request_kwargs: Mapping[str, Any] | None, selected_model: str) -> None:
+    """
+    Remember which model a pre-routing hook picked, so fallback lookup can key off it.
+
+    Fallback resolution runs on an outer kwargs dict that ``**kwargs`` already copied, so
+    writing the model there is invisible by the time routing picks a tier. The metadata
+    buckets are nested dicts shared by reference across those copies, which is how the
+    router already carries values back up.
+
+    The write goes through the proxy-internal bucket resolver, never into both buckets:
+    on /v1/messages the top-level ``metadata`` dict is the provider's own request field,
+    so a blanket write would forward the tier stamp upstream.
+    """
+    if request_kwargs is None:
+        return
+    bucket: Final = request_kwargs.get(get_metadata_variable_name_from_kwargs(request_kwargs))
+    if isinstance(bucket, dict):
+        bucket[PRE_ROUTING_SELECTED_MODEL_KEY] = selected_model
+
+
+def clear_pre_routing_selection(request_kwargs: Mapping[str, object] | None) -> None:
+    """
+    Drop any selection the router did not make itself on this hop.
+
+    The buckets carry whatever the caller sent, so an inbound value is the caller
+    choosing a fallback chain rather than the router choosing a tier. A fallback hop
+    also inherits the previous hop's selection, which would key its own failure off
+    the tier that already failed. Clearing at the start of every hop leaves only a
+    value the pre-routing hook wrote while routing that hop.
+    """
+    if request_kwargs is None:
+        return
+    for bucket in (request_kwargs.get(name) for name in _ROUTER_METADATA_BUCKETS):
+        if isinstance(bucket, dict) and PRE_ROUTING_SELECTED_MODEL_KEY in bucket:
+            del bucket[PRE_ROUTING_SELECTED_MODEL_KEY]
+
+
+def get_pre_routing_selection(kwargs: Mapping[str, Any]) -> str | None:
+    """The model a pre-routing hook selected for this request, if one did."""
+    buckets: Final = (kwargs.get(name) for name in _ROUTER_METADATA_BUCKETS)
+    selections: Final = (bucket.get(PRE_ROUTING_SELECTED_MODEL_KEY) for bucket in buckets if isinstance(bucket, dict))
+    return next((selected for selected in selections if isinstance(selected, str) and selected), None)
+
+
+DISABLE_FALLBACKS_METADATA_KEY: Final = "_disable_fallbacks"
+
+
+def record_disable_fallbacks(request_kwargs: Mapping[str, Any] | None, disabled: bool) -> None:
+    """
+    Write-or-clear the request's disable_fallbacks verdict into the router-internal metadata
+    bucket. The wrapper pops the raw kwarg before any downstream frame runs, so the refusal
+    gate (which decides whether to convert a refusal into a recoverable error) needs this
+    carrier to know recovery is impossible.
+    """
+    from litellm.litellm_core_utils.core_helpers import get_metadata_variable_name_from_kwargs
+
+    if request_kwargs is None:
+        return
+    bucket: Final = request_kwargs.get(get_metadata_variable_name_from_kwargs(request_kwargs))
+    if not isinstance(bucket, dict):
+        return
+    if disabled:
+        bucket[DISABLE_FALLBACKS_METADATA_KEY] = True
+    else:
+        bucket.pop(DISABLE_FALLBACKS_METADATA_KEY, None)
+
+
+def fallbacks_disabled_for_request(kwargs: Mapping[str, Any]) -> bool:
+    """True when this request opted out of fallbacks, read from the raw kwarg (pre-pop
+    snapshots keep it) or the router-internal bucket the wrapper stamps after popping it."""
+    if kwargs.get("disable_fallbacks") is True:
+        return True
+    buckets: Final = (kwargs.get(name) for name in _ROUTER_METADATA_BUCKETS)
+    return any(isinstance(bucket, dict) and bucket.get(DISABLE_FALLBACKS_METADATA_KEY) is True for bucket in buckets)
+
+
+def fallback_lookup_groups(kwargs: Mapping[str, Any], model_group: str | None) -> tuple[str, ...]:
+    """
+    Ordered keys for resolving a fallback chain: the tier a pre-routing hook selected wins,
+    then the routed group, then the requested group. The routed group differs when Claude Code
+    session affinity remaps a subagent's concrete model to its bound router.
+    """
+    metadata: Final = kwargs.get(get_metadata_variable_name_from_kwargs(kwargs))
+    routed_group_value: Final = metadata.get("model_group") if isinstance(metadata, Mapping) else None
+    routed_group: Final = routed_group_value if isinstance(routed_group_value, str) else None
+    ordered: Final = (get_pre_routing_selection(kwargs), routed_group, model_group)
+    return tuple(dict.fromkeys(group for group in ordered if group))
+
+
+def _resolved_a_specific_chain(
+    fallbacks: list[Any],  # mutable-ok: mirrors get_fallback_model_group's contract
+    result: tuple[list[str] | None, int | None],  # mutable-ok: mirrors get_fallback_model_group's contract
+) -> bool:
+    resolved, generic_idx = result
+    if resolved is None:
+        return False
+    return generic_idx is None or resolved is not fallbacks[generic_idx]["*"]
+
+
+def get_fallback_model_group_for_lookup_groups(
+    fallbacks: list[Any],  # mutable-ok: mirrors get_fallback_model_group's contract
+    lookup_groups: tuple[str, ...],
+) -> tuple[list[str] | None, int | None]:  # mutable-ok: mirrors get_fallback_model_group's contract
+    """
+    First lookup group with a specifically-keyed chain wins; the generic "*" chain applies
+    only after every group missed, so a catch-all cannot shadow a later group's own chain.
+    """
+    results: Final = tuple(get_fallback_model_group(fallbacks=fallbacks, model_group=group) for group in lookup_groups)
+    specific: Final = next((result for result in results if _resolved_a_specific_chain(fallbacks, result)), None)
+    if specific is not None:
+        return specific
+    return next((result for result in results if result[0] is not None), (None, None))
+
+
 def get_fallback_model_group(fallbacks: list[Any], model_group: str) -> tuple[list[str] | None, int | None]:
     """
     Returns:
@@ -385,10 +504,11 @@ async def run_async_fallback(
     attempted: Final = (
         carried_targets if isinstance(carried_targets, AttemptedFallbackTargets) else AttemptedFallbackTargets()
     )
-    attempted.record(original_model_group)
+    failed_model_group: Final = get_pre_routing_selection(kwargs) or original_model_group
+    attempted.record(failed_model_group)
 
     for mg in fallback_model_group:
-        if mg == original_model_group:
+        if mg == failed_model_group:
             continue
         if same_model_group_only and _get_fallback_target_model_group(mg) != original_model_group:
             verbose_router_logger.info(
@@ -412,6 +532,7 @@ async def run_async_fallback(
             # LOGGING
             kwargs = litellm_router.log_retry(kwargs=kwargs, e=original_exception)
             verbose_router_logger.info("Falling back to model_group = %s", mask_sensitive_structure(mg))
+            kwargs.pop("_target_order", None)  # rebind-ok: next hop must not inherit the previous order target
             if isinstance(mg, str):
                 kwargs["model"] = mg
             elif isinstance(mg, dict):
diff --git a/litellm/router_utils/pattern_match_deployments.py b/litellm/router_utils/pattern_match_deployments.py
index 0d5ef01bc04..0775e0a4039 100644
--- a/litellm/router_utils/pattern_match_deployments.py
+++ b/litellm/router_utils/pattern_match_deployments.py
@@ -8,7 +8,7 @@ from re import Match
 from typing import Final
 
 from litellm._logging import verbose_router_logger
-from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.get_llm_provider_logic import declared_authenticating_provider, get_llm_provider
 
 
 class PatternUtils:
@@ -204,7 +204,7 @@ class PatternMatchRouter:
 
         return litellm_deployment_litellm_model
 
-    def get_pattern(self, model: str, custom_llm_provider: str | None = None) -> list[dict] | None:
+    def get_pattern(self, model: str | None, custom_llm_provider: str | None = None) -> list[dict] | None:
         """
         Check if a pattern exists for the given model and custom llm provider
 
@@ -215,18 +215,17 @@ class PatternMatchRouter:
         Returns:
             bool: True if pattern exists, False otherwise
         """
-        if custom_llm_provider is None:
-            try:
-                (
-                    _,
-                    custom_llm_provider,
-                    _,
-                    _,
-                ) = get_llm_provider(model=model)
-            except Exception:
-                # get_llm_provider raises exception when provider is unknown
-                pass
-        return self.route(model) or self.route(f"{custom_llm_provider}/{model}")
+        provider: Final = (
+            custom_llm_provider or declared_authenticating_provider(model) or self._resolved_provider(model)
+        )
+        return self.route(model) or self.route(f"{provider}/{model}")
+
+    @staticmethod
+    def _resolved_provider(model: str | None) -> str | None:
+        try:
+            return get_llm_provider(model=model)[1] if model else None
+        except Exception:  # noqa: BLE001  # get_llm_provider raises when the provider is unknown; the name then routes as-is
+            return None
 
     def get_deployments_by_pattern(self, model: str, custom_llm_provider: str | None = None) -> list[dict]:
         """
diff --git a/litellm/router_utils/pre_call_checks/deployment_affinity_check.py b/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
index 7fb90ab89de..6f3ea8eb78a 100644
--- a/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
+++ b/litellm/router_utils/pre_call_checks/deployment_affinity_check.py
@@ -21,7 +21,7 @@ from typing_extensions import TypedDict
 
 from litellm._logging import verbose_router_logger
 from litellm.caching.dual_cache import DualCache
-from litellm.constants import SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY
+from litellm.constants import SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY, SESSION_ID_GENERATED_METADATA_KEY
 from litellm.integrations.custom_logger import CustomLogger, Span
 from litellm.responses.utils import ResponsesAPIRequestUtils
 from litellm.types.llms.openai import AllMessageValues
@@ -82,6 +82,7 @@ class DeploymentAffinityCheck(CustomLogger):
     """
 
     CACHE_KEY_PREFIX = "deployment_affinity:v1"
+    USER_ID_AFFINITY_PREFIX: Final = "user_id:"
 
     def __init__(
         self,
@@ -253,19 +254,10 @@ class DeploymentAffinityCheck(CustomLogger):
         hashed_user_key: Final = cls._hash_user_key(user_key) if user_key is not None else "unscoped"
         return f"{cls.CACHE_KEY_PREFIX}:session:{model_group}:{hashed_user_key}:{session_id}"
 
-    @staticmethod
-    def _get_user_key_from_metadata_dict(metadata: dict) -> str | None:
-        # NOTE: affinity is keyed on the *API key hash* provided by the proxy (not the
-        # OpenAI `user` parameter, which is an end-user identifier).
-        user_key: Final = metadata.get("user_api_key_hash")
-        if user_key is None:
-            return None
-        return str(user_key)
-
     @staticmethod
     def _get_session_id_from_metadata_dict(metadata: dict) -> str | None:
         session_id: Final = metadata.get("session_id")
-        if session_id is None:
+        if session_id is None or metadata.get(SESSION_ID_GENERATED_METADATA_KEY):
             return None
         return str(session_id)
 
@@ -285,22 +277,30 @@ class DeploymentAffinityCheck(CustomLogger):
         return metadata_dicts
 
     @staticmethod
-    def _get_user_key_from_request_kwargs(request_kwargs: dict) -> str | None:
+    def _first_metadata_value(metadata_dicts: Sequence[dict], key: str) -> str | None:
+        value: Final = next((metadata[key] for metadata in metadata_dicts if metadata.get(key) is not None), None)
+        return None if value is None else str(value)
+
+    @classmethod
+    def _get_user_key_from_request_kwargs(cls, request_kwargs: dict) -> str | None:
         """
         Extract a stable affinity key from request kwargs.
 
-        Source (proxy): `metadata.user_api_key_hash`
+        Source (proxy): `metadata.user_api_key_hash` for virtual-key callers. JWT-authenticated
+        callers carry no key hash, so their `metadata.user_api_key_user_id` stands in for it,
+        namespaced under `USER_ID_AFFINITY_PREFIX` so a user id can never alias a key hash.
 
         Note: the OpenAI `user` parameter is an end-user identifier and is intentionally
         not used for deployment affinity.
         """
-        # Check metadata dicts (Proxy usage)
-        for metadata in DeploymentAffinityCheck._iter_metadata_dicts(request_kwargs):
-            user_key = DeploymentAffinityCheck._get_user_key_from_metadata_dict(metadata=metadata)
-            if user_key is not None:
-                return user_key
-
-        return None
+        metadata_dicts: Final = cls._iter_metadata_dicts(request_kwargs)
+        user_api_key_hash: Final = cls._first_metadata_value(metadata_dicts, "user_api_key_hash")
+        if user_api_key_hash is not None:
+            return user_api_key_hash
+        user_id: Final = cls._first_metadata_value(metadata_dicts, "user_api_key_user_id")
+        if user_id is None:
+            return None
+        return f"{cls.USER_ID_AFFINITY_PREFIX}{user_id}"
 
     @staticmethod
     def _get_session_id_from_request_kwargs(request_kwargs: dict) -> str | None:
@@ -427,6 +427,8 @@ class DeploymentAffinityCheck(CustomLogger):
         """
         request_kwargs = request_kwargs or {}
         typed_healthy_deployments: Final = cast(list[dict], healthy_deployments)
+        if request_kwargs.get("_target_order") is not None:
+            return typed_healthy_deployments
 
         (
             enable_user_key,
@@ -531,9 +533,9 @@ class DeploymentAffinityCheck(CustomLogger):
             return typed_healthy_deployments
 
         verbose_router_logger.debug(
-            "DeploymentAffinityCheck: api-key affinity hit -> deployment=%s user_key=%s",
+            "DeploymentAffinityCheck: caller affinity hit -> deployment=%s user_key=%s",
             model_id,
-            self._shorten_for_logs(user_key),
+            self._shorten_for_logs(self._hash_user_key(user_key)),
         )
         return [deployment]
 
@@ -624,7 +626,7 @@ class DeploymentAffinityCheck(CustomLogger):
                         deployment_model_name,
                         model_id,
                         self.ttl_seconds,
-                        self._shorten_for_logs(user_key),
+                        self._shorten_for_logs(self._hash_user_key(user_key)),
                     )
                 else:
                     verbose_router_logger.debug(
diff --git a/litellm/router_utils/pre_call_checks/prompt_caching_deployment_check.py b/litellm/router_utils/pre_call_checks/prompt_caching_deployment_check.py
index 6e8406b2ec7..0788c8db710 100644
--- a/litellm/router_utils/pre_call_checks/prompt_caching_deployment_check.py
+++ b/litellm/router_utils/pre_call_checks/prompt_caching_deployment_check.py
@@ -58,6 +58,9 @@ class PromptCachingDeploymentCheck(CustomLogger):
         request_kwargs: dict | None = None,
         parent_otel_span: Span | None = None,
     ) -> list[dict]:
+        if request_kwargs is not None and request_kwargs.get("_target_order") is not None:
+            return healthy_deployments
+
         if messages is not None and is_prompt_caching_valid_prompt(
             messages=messages,
             model=model,
diff --git a/litellm/router_utils/search_api_router.py b/litellm/router_utils/search_api_router.py
index d96defbbcd6..ab5ef5853c9 100644
--- a/litellm/router_utils/search_api_router.py
+++ b/litellm/router_utils/search_api_router.py
@@ -9,6 +9,7 @@ import random
 import traceback
 from collections.abc import Callable
 from functools import partial
+from types import MappingProxyType
 from typing import Any, Final
 
 from litellm._logging import verbose_router_logger
@@ -214,6 +215,15 @@ class SearchAPIRouter:
             api_key, api_base = SearchAPIRouter._resolve_search_provider_credentials(
                 tool_litellm_params=litellm_params,
             )
+            protected_params: Final = frozenset(("search_provider", "api_key", "api_base"))
+            search_params: Final = MappingProxyType(
+                {
+                    key: value
+                    for params in (litellm_params, kwargs)
+                    for key, value in params.items()
+                    if key not in protected_params and value is not None
+                }
+            )
 
             verbose_router_logger.debug("Selected search tool with provider: %s", search_provider)
 
@@ -222,7 +232,7 @@ class SearchAPIRouter:
                 search_provider=search_provider,
                 api_key=api_key,
                 api_base=api_base,
-                **kwargs,
+                **search_params,
             )
 
             return response
diff --git a/litellm/rust_bridge/__init__.py b/litellm/rust_bridge/__init__.py
index 3da5b98449b..8f6f4390b8a 100644
--- a/litellm/rust_bridge/__init__.py
+++ b/litellm/rust_bridge/__init__.py
@@ -1,9 +1,10 @@
 """LiteLLM Rust bridge package."""
 
+from litellm.rust_bridge.configuration import rust
 from litellm.rust_bridge.loader import (
     get_native_bridge,
     native_bridge_available,
+    reset_native_bridge_cache,
 )
-from litellm.rust_bridge.ocr import use_litellm_rust
 
-__all__ = ["get_native_bridge", "native_bridge_available", "use_litellm_rust"]
+__all__ = ["get_native_bridge", "native_bridge_available", "reset_native_bridge_cache", "rust"]
diff --git a/litellm/rust_bridge/bindings.py b/litellm/rust_bridge/bindings.py
new file mode 100644
index 00000000000..d16f150a2aa
--- /dev/null
+++ b/litellm/rust_bridge/bindings.py
@@ -0,0 +1,49 @@
+from __future__ import annotations
+
+from collections.abc import Callable
+from typing import Final, Generic, TypeVar
+
+from litellm.rust_bridge.loader import get_native_bridge
+
+BindingT = TypeVar("BindingT")
+
+
+class _Unset:
+    pass
+
+
+_UNSET: Final = _Unset()
+
+
+class NativeBinding(Generic[BindingT]):
+    """Resolve one native attribute with an explicit, resettable test override."""
+
+    def __init__(self, attribute: str, *, validate: Callable[[object], BindingT | None]) -> None:
+        self._attribute: Final = attribute
+        self._validate: Final = validate
+        self._override: BindingT | None | _Unset = _UNSET
+
+    def load(self) -> BindingT | None:
+        if not isinstance(self._override, _Unset):
+            return self._override
+        native: Final = get_native_bridge()
+        if native is None:
+            return None
+        return self._validate(getattr(native, self._attribute, None))
+
+    def override(self, value: BindingT | None) -> None:
+        self._override = value
+
+    def reset(self) -> None:
+        self._override = _UNSET
+
+
+def native_exception_types() -> tuple[type[BaseException], type[BaseException]] | None:
+    native: Final = get_native_bridge()
+    if native is None:
+        return None
+    declined: Final = getattr(native, "RustBridgeDeclined", None)
+    upstream: Final = getattr(native, "RustUpstreamError", None)
+    if not isinstance(declined, type) or not isinstance(upstream, type):
+        return None
+    return declined, upstream
diff --git a/litellm/rust_bridge/chat_completions.py b/litellm/rust_bridge/chat_completions.py
index acda3086051..c599667ab17 100644
--- a/litellm/rust_bridge/chat_completions.py
+++ b/litellm/rust_bridge/chat_completions.py
@@ -13,7 +13,6 @@ retrying it there would bill the customer for the same work twice.
 from __future__ import annotations
 
 import json
-import os
 from collections.abc import Awaitable, Callable, Mapping, Sequence
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Final, Protocol
@@ -27,6 +26,7 @@ from litellm.litellm_core_utils.llm_response_utils.convert_dict_to_response impo
     convert_to_model_response_object,
 )
 from litellm.llms.bedrock.request_metadata import bedrock_request_metadata_is_owned
+from litellm.rust_bridge.configuration import rust_enabled
 from litellm.rust_bridge.loader import get_native_bridge
 from litellm.rust_bridge.timeouts import timeout_to_seconds
 from litellm.types.utils import ModelResponse
@@ -44,8 +44,6 @@ _LITELLM_METADATA_ADAPTER: Final = TypeAdapter(Mapping[str, object])
 
 RUST_RESPONSE_HEADER: Final = "x-litellm-rust"
 
-_TRUTHY_ENV_VALUES: Final = frozenset({"1", "true", "yes", "on"})
-
 
 class RustChatCompletions(Protocol):
     def __call__(
@@ -181,10 +179,6 @@ def load_rust_achat_completions() -> RustAchatCompletions | None:
     return loaded
 
 
-def _env_enables_rust() -> bool:
-    return os.getenv("LITELLM_RUST", "").strip().lower() in _TRUTHY_ENV_VALUES
-
-
 def _load_rust_decline() -> RustChatCompletionsDecline | None:
     if _STATE.decline is not None:
         return _STATE.decline
@@ -253,8 +247,8 @@ def rust_chat_completions_accepts(
         return False
     if stream:
         return False
-    opted_in: Final = litellm_params is not None and litellm_params.get("rust") is True
-    if not opted_in and not _env_enables_rust():
+    request_override: Final = litellm_params.get("rust") if litellm_params is not None else None
+    if not rust_enabled(request_override=request_override if isinstance(request_override, bool) else None):
         return False
     if _litellm_metadata_reaches_the_provider(custom_llm_provider, litellm_params):
         verbose_logger.debug("Rust chat completions declined (litellm metadata user_id); using the Python path")
diff --git a/litellm/rust_bridge/configuration.py b/litellm/rust_bridge/configuration.py
new file mode 100644
index 00000000000..515ab6edef1
--- /dev/null
+++ b/litellm/rust_bridge/configuration.py
@@ -0,0 +1,81 @@
+from __future__ import annotations
+
+import os
+import warnings
+from typing import Final
+
+DEFAULT_RUST_ENABLED: Final = False
+_TRUE_ENV_VALUES: Final = frozenset({"1", "true", "yes", "on"})
+_GLOBAL_ENV_NAME: Final = "LITELLM_RUST"
+_LEGACY_OCR_ENV_NAME: Final = "LITELLM_USE_RUST_OCR"
+
+
+class _RustConfiguration:
+    def __init__(self) -> None:
+        self.override: bool | None = None
+
+
+_CONFIGURATION: Final = _RustConfiguration()
+
+
+def _parse_env_bool(value: str | None) -> bool | None:
+    if value is None:
+        return None
+    return value.strip().lower() in _TRUE_ENV_VALUES
+
+
+def resolve_rust_enabled(
+    *,
+    request_override: bool | None,
+    process_override: bool | None,
+    environment_override: bool | None,
+    legacy_environment_override: bool | None = None,
+    release_default: bool = DEFAULT_RUST_ENABLED,
+) -> bool:
+    if request_override is not None:
+        return request_override
+    if process_override is not None:
+        return process_override
+    if environment_override is not None:
+        return environment_override
+    if legacy_environment_override is not None:
+        return legacy_environment_override
+    return release_default
+
+
+def rust_enabled(*, request_override: bool | None = None) -> bool:
+    if request_override is not None:
+        return request_override
+    process_override: Final = _CONFIGURATION.override
+    if process_override is not None:
+        return process_override
+    global_override: Final = _parse_env_bool(os.getenv(_GLOBAL_ENV_NAME))
+    legacy_override: Final = None if global_override is not None else _parse_env_bool(os.getenv(_LEGACY_OCR_ENV_NAME))
+    if legacy_override is not None:
+        warnings.warn(
+            f"{_LEGACY_OCR_ENV_NAME} is deprecated; use {_GLOBAL_ENV_NAME} instead",
+            DeprecationWarning,
+            stacklevel=2,
+        )
+    return resolve_rust_enabled(
+        request_override=None,
+        process_override=None,
+        environment_override=global_override,
+        legacy_environment_override=legacy_override,
+    )
+
+
+def rust_ocr_enabled(*, request_override: bool | None = None) -> bool:
+    return rust_enabled(request_override=request_override)
+
+
+def reset_rust_configuration() -> None:
+    _CONFIGURATION.override = None
+
+
+def rust(enabled: bool) -> None:
+    """Set the process override for optional Rust paths.
+
+    Rust-only paths, including Bedrock transcription, are not controlled by this switch.
+    """
+    _CONFIGURATION.override = enabled
diff --git a/litellm/rust_bridge/loader.py b/litellm/rust_bridge/loader.py
index 1c11d6435d8..022c38f5a85 100644
--- a/litellm/rust_bridge/loader.py
+++ b/litellm/rust_bridge/loader.py
@@ -24,6 +24,12 @@ def get_native_bridge() -> ModuleType | None:
     return _native
 
 
+def reset_native_bridge_cache() -> None:
+    """Forget the cached extension so the next lookup reimports it from disk."""
+    global _cached_bridge
+    _cached_bridge = _BRIDGE_SENTINEL
+
+
 def native_bridge_available() -> bool:
     """Whether the packaged Rust extension is importable."""
     return get_native_bridge() is not None
diff --git a/litellm/rust_bridge/ocr.py b/litellm/rust_bridge/ocr.py
index 82297d35170..86038438f57 100644
--- a/litellm/rust_bridge/ocr.py
+++ b/litellm/rust_bridge/ocr.py
@@ -2,16 +2,16 @@
 
 from __future__ import annotations
 
-import os
 from collections.abc import Awaitable
-from typing import TYPE_CHECKING, Any, Final, Protocol, cast
+from typing import Final, Protocol, cast  # noqa: TID251  # native extension exposes dynamically typed callables
 
 import httpx
 
+from litellm.rust_bridge import configuration as _configuration
 from litellm.rust_bridge.timeouts import timeout_to_seconds as _timeout_to_seconds
 
-if TYPE_CHECKING:
-    from litellm.rust_bridge.messages import RustAmessages, RustMessages
+rust_ocr_enabled = _configuration.rust_ocr_enabled
+rust = _configuration.rust
 
 
 class RustOcr(Protocol):
@@ -51,69 +51,20 @@ class _Unset:
 _UNSET: Final[_Unset] = _Unset()
 
 
-def _env_enables_rust_ocr() -> bool:
-    return os.getenv("LITELLM_USE_RUST_OCR", "").strip().lower() in {
-        "1",
-        "true",
-        "yes",
-        "on",
-    }
-
-
-_rust_ocr_enabled = _env_enables_rust_ocr()
 _rust_ocr_impl: RustOcr | None = None
 _rust_aocr_impl: RustAocr | None = None
 
 
-def use_litellm_rust(
-    enabled: bool = True,
+def set_rust_ocr(
     *,
     ocr: RustOcr | None | _Unset = _UNSET,
     aocr: RustAocr | None | _Unset = _UNSET,
-    messages: RustMessages | None | _Unset = _UNSET,
-    amessages: RustAmessages | None | _Unset = _UNSET,
-    responses_websocket: Any | None | _Unset = _UNSET,
-    transcription: Any | None | _Unset = _UNSET,
-    atranscription: Any | None | _Unset = _UNSET,
 ) -> None:
-    global _rust_ocr_enabled, _rust_ocr_impl, _rust_aocr_impl
-    configuring_ocr: Final = not isinstance(ocr, _Unset) or not isinstance(aocr, _Unset)
-    configuring_messages: Final = not isinstance(messages, _Unset) or not isinstance(amessages, _Unset)
-    configuring_responses_websocket: Final = not isinstance(responses_websocket, _Unset)
-    configuring_transcription: Final = not isinstance(transcription, _Unset) or not isinstance(atranscription, _Unset)
-    if configuring_ocr or (not configuring_messages and not configuring_responses_websocket):
-        _rust_ocr_enabled = enabled
+    global _rust_ocr_impl, _rust_aocr_impl
     if not isinstance(ocr, _Unset):
         _rust_ocr_impl = ocr
     if not isinstance(aocr, _Unset):
         _rust_aocr_impl = aocr
-    if configuring_transcription:
-        from litellm.rust_bridge.transcription import configure_rust_transcription
-
-        configure_rust_transcription(
-            enabled=enabled,
-            transcription=transcription,
-            atranscription=atranscription,
-        )
-    if not configuring_messages and not configuring_responses_websocket:
-        return
-    if configuring_messages:
-        from litellm.rust_bridge.messages import set_rust_messages
-
-        if not isinstance(messages, _Unset) and not isinstance(amessages, _Unset):
-            set_rust_messages(messages=messages, amessages=amessages)
-        elif not isinstance(messages, _Unset):
-            set_rust_messages(messages=messages)
-        else:
-            set_rust_messages(amessages=amessages)
-    if configuring_responses_websocket:
-        from litellm.rust_bridge.responses_websocket import set_rust_responses_websocket
-
-        set_rust_responses_websocket(connection=responses_websocket)
-
-
-def rust_ocr_enabled() -> bool:
-    return _rust_ocr_enabled
 
 
 def load_rust_ocr() -> RustOcr | None:
diff --git a/litellm/rust_bridge/runtime.py b/litellm/rust_bridge/runtime.py
new file mode 100644
index 00000000000..00f06c046a2
--- /dev/null
+++ b/litellm/rust_bridge/runtime.py
@@ -0,0 +1,180 @@
+from __future__ import annotations
+
+from collections.abc import Awaitable, Callable
+from dataclasses import dataclass
+from enum import Enum
+from typing import Final, Generic, NoReturn, TypeAlias, TypeVar
+
+from litellm.exceptions import APIError
+from litellm.rust_bridge.bindings import native_exception_types
+
+NativeT = TypeVar("NativeT")
+ResultT = TypeVar("ResultT")
+
+
+class FallbackMode(Enum):
+    PYTHON = "python"
+    RUST_REQUIRED = "rust_required"
+
+
+@dataclass(frozen=True, slots=True)
+class RustHandled(Generic[ResultT]):
+    value: ResultT
+
+
+@dataclass(frozen=True, slots=True)
+class RustDeclined:
+    reason: str
+
+
+@dataclass(frozen=True, slots=True)
+class RustUnavailable:
+    pass
+
+
+RustAttempt: TypeAlias = RustHandled[ResultT] | RustDeclined | RustUnavailable
+
+
+@dataclass(frozen=True, slots=True)
+class BridgeErrorContext:
+    route: str
+    provider: str
+    model: str
+
+
+def invoke(
+    *,
+    native_call: Callable[[], NativeT] | None,
+    fallback: Callable[[], ResultT],
+    adapt: Callable[[NativeT], ResultT],
+    mode: FallbackMode,
+    context: BridgeErrorContext,
+) -> ResultT:
+    result: Final = attempt(native_call=native_call, adapt=adapt, context=context)
+    if isinstance(result, RustHandled):
+        return result.value
+    if mode is FallbackMode.PYTHON:
+        return fallback()
+    _raise_required(result, context)
+
+
+async def ainvoke(
+    *,
+    native_call: Callable[[], Awaitable[NativeT]] | None,
+    fallback: Callable[[], Awaitable[ResultT]],
+    adapt: Callable[[NativeT], ResultT],
+    mode: FallbackMode,
+    context: BridgeErrorContext,
+) -> ResultT:
+    result: Final = await aattempt(native_call=native_call, adapt=adapt, context=context)
+    if isinstance(result, RustHandled):
+        return result.value
+    if mode is FallbackMode.PYTHON:
+        return await fallback()
+    _raise_required(result, context)
+
+
+def attempt(
+    *,
+    native_call: Callable[[], NativeT] | None,
+    adapt: Callable[[NativeT], ResultT],
+    context: BridgeErrorContext,
+) -> RustAttempt[ResultT]:
+    if native_call is None:
+        return RustUnavailable()
+    exceptions: Final = native_exception_types()
+    if exceptions is None:
+        return RustHandled(adapt(native_call()))
+    declined, upstream = exceptions
+    try:
+        value: Final = native_call()
+    except declined as error:
+        return RustDeclined(reason=_decline_reason(error))
+    except upstream as error:
+        _raise_upstream(error, context)
+    return RustHandled(adapt(value))
+
+
+async def aattempt(
+    *,
+    native_call: Callable[[], Awaitable[NativeT]] | None,
+    adapt: Callable[[NativeT], ResultT],
+    context: BridgeErrorContext,
+) -> RustAttempt[ResultT]:
+    if native_call is None:
+        return RustUnavailable()
+    exceptions: Final = native_exception_types()
+    if exceptions is None:
+        return RustHandled(adapt(await native_call()))
+    declined, upstream = exceptions
+    try:
+        value: Final = await native_call()
+    except declined as error:
+        return RustDeclined(reason=_decline_reason(error))
+    except upstream as error:
+        _raise_upstream(error, context)
+    return RustHandled(adapt(value))
+
+
+def call(operation: Callable[[], ResultT], context: BridgeErrorContext) -> ResultT:
+    exceptions: Final = native_exception_types()
+    if exceptions is None:
+        return operation()
+    upstream: Final = exceptions[1]
+    try:
+        return operation()
+    except upstream as error:
+        _raise_upstream(error, context)
+
+
+async def acall(operation: Callable[[], Awaitable[ResultT]], context: BridgeErrorContext) -> ResultT:
+    exceptions: Final = native_exception_types()
+    if exceptions is None:
+        return await operation()
+    upstream: Final = exceptions[1]
+    try:
+        return await operation()
+    except upstream as error:
+        _raise_upstream(error, context)
+
+
+def _decline_reason(error: BaseException) -> str:
+    reason: Final[object] = error.args[0] if error.args else str(error)
+    return reason if isinstance(reason, str) else str(reason)
+
+
+def _raise_required(
+    result: RustDeclined | RustUnavailable,
+    context: BridgeErrorContext,
+) -> NoReturn:
+    raise RuntimeError(f"Rust {context.route} bridge {_required_reason(result)}")
+
+
+def _required_reason(result: RustDeclined | RustUnavailable) -> str:
+    match result:
+        case RustUnavailable():
+            return "is unavailable"
+        case RustDeclined(reason=reason):
+            return f"declined the request: {reason}"
+
+
+def _raise_upstream(error: BaseException, context: BridgeErrorContext) -> NoReturn:
+    args: Final[tuple[object, ...]] = error.args
+    status_value: Final = args[0] if args else 0
+    message_value: Final = args[1] if len(args) > 1 else str(error)
+    status: Final = status_value if isinstance(status_value, int) else 0
+    message: Final = message_value if isinstance(message_value, str) else str(message_value)
+    raise APIError(
+        status_code=status or 500,
+        message=f"litellm rust {context.route}: {message}",
+        llm_provider=context.provider,
+        model=context.model,
+    ) from error
+
+
+def identity(value: ResultT) -> ResultT:
+    return value
+
+
+async def async_none() -> None:
+    return None
diff --git a/litellm/search/cost_calculator.py b/litellm/search/cost_calculator.py
index 84461115e8e..21f27075e0f 100644
--- a/litellm/search/cost_calculator.py
+++ b/litellm/search/cost_calculator.py
@@ -2,16 +2,37 @@
 Cost calculation for search providers.
 """
 
+from collections.abc import Mapping
+from types import MappingProxyType
 from typing import Final
 
+from pydantic import TypeAdapter, ValidationError
+
 from litellm.utils import get_model_info
 
+PROVIDER_USAGE_ADAPTER: Final[TypeAdapter[tuple[Mapping[str, object], ...]]] = TypeAdapter(
+    tuple[Mapping[str, object], ...]
+)
+EMPTY_OPTIONAL_PARAMS: Final[Mapping[str, object]] = MappingProxyType({})
+
+
+def _provider_usage(
+    optional_params: Mapping[str, object] | None,
+    usage_param: str,
+) -> tuple[Mapping[str, object], ...] | None:
+    params: Final = optional_params if optional_params is not None else EMPTY_OPTIONAL_PARAMS
+    raw_usage: Final[object] = params.get(usage_param)
+    try:
+        return PROVIDER_USAGE_ADAPTER.validate_python(raw_usage)
+    except ValidationError:
+        return None
+
 
 def search_provider_cost_per_query(
     model: str,
     custom_llm_provider: str | None = None,
     number_of_queries: int = 1,
-    optional_params: dict | None = None,
+    optional_params: Mapping[str, object] | None = None,
 ) -> tuple[float, float]:
     """
     Calculate cost for search-only providers.
@@ -28,6 +49,18 @@ def search_provider_cost_per_query(
     Returns:
         Tuple of (input_cost, output_cost) where output_cost is always 0.0
     """
+    if custom_llm_provider == "parallel_ai":
+        from litellm.llms.parallel_ai.search.cost_calculator import (
+            PARALLEL_AI_USAGE_PARAM,
+            parallel_ai_search_cost,
+        )
+
+        input_cost: Final = parallel_ai_search_cost(
+            optional_params=optional_params if optional_params is not None else EMPTY_OPTIONAL_PARAMS,
+            usage=_provider_usage(optional_params, PARALLEL_AI_USAGE_PARAM),
+        )
+        return (input_cost, 0.0)
+
     model_info: Final = get_model_info(model=model, custom_llm_provider=custom_llm_provider)
 
     # Check for tiered pricing (e.g., Exa AI based on max_results)
diff --git a/litellm/secret_managers/get_azure_ad_token_provider.py b/litellm/secret_managers/get_azure_ad_token_provider.py
index c2dc09bc65d..5d056ea3fe0 100644
--- a/litellm/secret_managers/get_azure_ad_token_provider.py
+++ b/litellm/secret_managers/get_azure_ad_token_provider.py
@@ -57,9 +57,11 @@ def get_azure_ad_token_provider(
     from azure import identity
     from azure.identity import (
         CertificateCredential,
+        ChainedTokenCredential,
         ClientSecretCredential,
         DefaultAzureCredential,
         ManagedIdentityCredential,
+        WorkloadIdentityCredential,
         get_bearer_token_provider,
     )
 
@@ -101,6 +103,28 @@ def get_azure_ad_token_provider(
         # DefaultAzureCredential doesn't require explicit environment variables
         # It automatically discovers credentials from the environment (managed identity, CLI, etc.)
         credential = DefaultAzureCredential()
+    elif cred == AzureCredentialType.DeploymentIdentityCredential:
+        # DefaultAzureCredential cannot express this: excluding its developer credentials still
+        # leaves one managed identity link, which AZURE_CLIENT_ID pins to a user assigned identity,
+        # so a host running as a system assigned identity never gets asked
+        workload_client_id: Final = os.environ.get("AZURE_CLIENT_ID")
+        workload_tenant_id: Final = os.environ.get("AZURE_TENANT_ID")
+        workload_token_file: Final = os.environ.get("AZURE_FEDERATED_TOKEN_FILE")
+        credential = ChainedTokenCredential(
+            *(
+                (
+                    WorkloadIdentityCredential(
+                        client_id=workload_client_id,
+                        tenant_id=workload_tenant_id,
+                        token_file_path=workload_token_file,
+                    ),
+                )
+                if workload_client_id and workload_tenant_id and workload_token_file
+                else ()
+            ),
+            *((ManagedIdentityCredential(client_id=workload_client_id),) if workload_client_id else ()),
+            ManagedIdentityCredential(),
+        )
     else:
         cred_cls: Final = getattr(identity, cred)
         credential = cred_cls()
diff --git a/litellm/types/caching.py b/litellm/types/caching.py
index 10c83376a6c..747f202d35e 100644
--- a/litellm/types/caching.py
+++ b/litellm/types/caching.py
@@ -18,6 +18,11 @@ class LiteLLMCacheType(str, Enum):
     GCS = "gcs"
 
 
+class SemanticCacheScope(str, Enum):
+    KEY = "key"
+    END_USER = "end_user"
+
+
 CachingSupportedCallTypes = Literal[
     "completion",
     "acompletion",
diff --git a/litellm/types/integrations/custom_logger.py b/litellm/types/integrations/custom_logger.py
index 9a714e1724e..5de58a20242 100644
--- a/litellm/types/integrations/custom_logger.py
+++ b/litellm/types/integrations/custom_logger.py
@@ -1,3 +1,4 @@
+from collections.abc import Mapping
 from typing import Any, Final
 
 from pydantic import BaseModel, Field
@@ -29,6 +30,13 @@ def is_interception_internal_key(
     return any(key.startswith(prefix) for prefix in prefixes)
 
 
+CONVERTED_STREAM_KEYS: Final = frozenset(f"{prefix}_converted_stream" for prefix in INTERCEPTION_INTERNAL_PREFIXES)
+
+
+def converted_stream_requested(params: Mapping[str, object]) -> bool:
+    return any(bool(params.get(key)) for key in CONVERTED_STREAM_KEYS)
+
+
 class AgenticLoopSafetyError(ValueError):
     """
     Raised when an agentic-loop safety rail refuses a rerun.
diff --git a/litellm/types/integrations/datadog_llm_obs.py b/litellm/types/integrations/datadog_llm_obs.py
index 7853dda1213..17cf5831c96 100644
--- a/litellm/types/integrations/datadog_llm_obs.py
+++ b/litellm/types/integrations/datadog_llm_obs.py
@@ -4,21 +4,58 @@ Payloads for Datadog LLM Observability Service (LLMObs)
 API Reference: https://docs.datadoghq.com/llm_observability/setup/api/?tab=example#api-standards
 """
 
+from collections.abc import Sequence
 from typing import Any, Literal
 
-from typing_extensions import TypedDict
+from typing_extensions import ReadOnly, TypedDict
 
 from litellm.types.integrations.custom_logger import StandardCustomLoggerInitParams
 
 
+class ToolCall(TypedDict, total=False):
+    """A tool call on a message, as LLM Obs names its fields."""
+
+    name: ReadOnly[str]
+    arguments: ReadOnly[dict[str, Any] | str]  # parsed object, or the raw string when it will not parse to one
+    tool_id: ReadOnly[str]
+    type: ReadOnly[str]
+
+
+class ToolResult(TypedDict, total=False):
+    """The result of a tool call, as LLM Obs names its fields."""
+
+    name: ReadOnly[str]
+    result: ReadOnly[str]
+    tool_id: ReadOnly[str]
+    type: ReadOnly[str]
+
+
+class ToolDefinition(TypedDict, total=False):
+    """A tool the model was offered on the request."""
+
+    name: ReadOnly[str]
+    description: ReadOnly[str]
+    schema: ReadOnly[dict[str, Any]]
+
+
+class Message(TypedDict, total=False):
+    """A message on a span, as LLM Obs names its fields."""
+
+    content: ReadOnly[str]
+    role: ReadOnly[str]
+    reasoning_content: ReadOnly[str]
+    tool_calls: ReadOnly[Sequence[ToolCall]]
+    tool_results: ReadOnly[Sequence[ToolResult]]
+
+
 class InputMeta(TypedDict):
-    messages: list[
-        dict[str, Any]  # changed to fit with tool calls
+    messages: Sequence[
+        Message | dict[str, Any]  # changed to fit with tool calls
     ]  # Relevant Issue: https://github.com/BerriAI/litellm/issues/9494
 
 
 class OutputMeta(TypedDict):
-    messages: list[Any]
+    messages: Sequence[Any]
 
 
 class DDLLMObsError(TypedDict, total=False):
@@ -36,6 +73,7 @@ class Meta(TypedDict, total=False):
     output: OutputMeta  # The span's output information.
     metadata: dict[str, Any]
     error: DDLLMObsError | None  # Error information on the span
+    tool_definitions: ReadOnly[Sequence[ToolDefinition]]  # The tools offered to the model on this request
 
 
 class LLMMetrics(TypedDict, total=False):
@@ -45,6 +83,10 @@ class LLMMetrics(TypedDict, total=False):
     time_to_first_token: float
     time_per_output_token: float
     total_cost: float
+    cache_read_input_tokens: ReadOnly[float]
+    cache_write_input_tokens: ReadOnly[float]
+    non_cached_input_tokens: ReadOnly[float]
+    reasoning_output_tokens: ReadOnly[float]
 
 
 class LLMObsPayload(TypedDict, total=False):
diff --git a/litellm/types/integrations/prometheus.py b/litellm/types/integrations/prometheus.py
index 01ed8b08571..8498b6f6d00 100644
--- a/litellm/types/integrations/prometheus.py
+++ b/litellm/types/integrations/prometheus.py
@@ -270,6 +270,10 @@ DEFINED_PROMETHEUS_METRICS = Literal[
     "litellm_deployment_rpm_limit",
     "litellm_remaining_api_key_requests_for_model",
     "litellm_remaining_api_key_tokens_for_model",
+    "litellm_api_key_rate_limit_allowed_metric",
+    "litellm_api_key_rate_limit_used_metric",
+    "litellm_team_rate_limit_allowed_metric",
+    "litellm_team_rate_limit_used_metric",
     "litellm_llm_api_failed_requests_metric",
     "litellm_callback_logging_failures_metric",
     "litellm_in_flight_requests",
@@ -775,6 +779,22 @@ class PrometheusMetricLabels:
         UserAPIKeyLabelNames.MODEL_ID.value,
     ]
 
+    litellm_api_key_rate_limit_allowed_metric: ClassVar[tuple[str, ...]] = (
+        UserAPIKeyLabelNames.API_KEY_HASH.value,
+        UserAPIKeyLabelNames.API_KEY_ALIAS.value,
+        UserAPIKeyLabelNames.RATE_LIMIT_TYPE.value,
+    )
+
+    litellm_api_key_rate_limit_used_metric = litellm_api_key_rate_limit_allowed_metric
+
+    litellm_team_rate_limit_allowed_metric: ClassVar[tuple[str, ...]] = (
+        UserAPIKeyLabelNames.TEAM.value,
+        UserAPIKeyLabelNames.TEAM_ALIAS.value,
+        UserAPIKeyLabelNames.RATE_LIMIT_TYPE.value,
+    )
+
+    litellm_team_rate_limit_used_metric = litellm_team_rate_limit_allowed_metric
+
     litellm_llm_api_failed_requests_metric = [
         UserAPIKeyLabelNames.END_USER.value,
         UserAPIKeyLabelNames.API_KEY_HASH.value,
diff --git a/litellm/types/integrations/slack_alerting.py b/litellm/types/integrations/slack_alerting.py
index b1b7bc3541a..64c0c530e9b 100644
--- a/litellm/types/integrations/slack_alerting.py
+++ b/litellm/types/integrations/slack_alerting.py
@@ -91,6 +91,40 @@ class SlackAlertingArgs(LiteLLMPydanticObjectBase):
         default=False,
         description="If true, the alerting payload will be printed to the console.",
     )
+    daily_spend_per_user_threshold: float | None = Field(
+        default=None,
+        gt=0,
+        allow_inf_nan=False,
+        description="Alert when a user's spend for the current day (UTC) crosses this USD amount. Off by default.",
+    )
+    monthly_spend_per_user_threshold: float | None = Field(
+        default=None,
+        gt=0,
+        allow_inf_nan=False,
+        description="Alert when a user's spend for the current calendar month (UTC) crosses this USD amount. Off by default.",
+    )
+    spend_anomaly_multiplier: float = Field(
+        default=3.0,
+        gt=0,
+        allow_inf_nan=False,
+        description="Flag a user's spend as anomalous when today's spend exceeds this multiple of their trailing daily average.",
+    )
+    spend_anomaly_baseline_days: int = Field(
+        default=7,
+        ge=1,
+        description="Number of trailing days used to compute a user's daily average spend for anomaly detection.",
+    )
+    spend_anomaly_min_spend: float = Field(
+        default=10.0,
+        gt=0,
+        allow_inf_nan=False,
+        description="Minimum spend (USD) a user must reach today before an anomaly alert can fire. Reduces false positives.",
+    )
+    user_spend_check_interval: int = Field(
+        default=3600,
+        ge=60,
+        description="How often (in seconds) to check per-user spend thresholds and anomalies. Default is hourly.",
+    )
 
 
 class DeploymentMetrics(LiteLLMPydanticObjectBase):
@@ -138,6 +172,8 @@ class AlertType(str, Enum):
     budget_alerts = "budget_alerts"
     spend_reports = "spend_reports"
     failed_tracking_spend = "failed_tracking_spend"
+    user_spend_thresholds = "user_spend_thresholds"
+    user_spend_anomalies = "user_spend_anomalies"
 
     # Database alerts
     db_exceptions = "db_exceptions"
@@ -182,6 +218,7 @@ DEFAULT_ALERT_TYPES: Final[list[AlertType]] = [
     AlertType.budget_alerts,
     AlertType.spend_reports,
     AlertType.failed_tracking_spend,
+    AlertType.user_spend_thresholds,
     # Database alerts
     AlertType.db_exceptions,
     # Report alerts
diff --git a/litellm/types/llms/anthropic_messages/anthropic_response.py b/litellm/types/llms/anthropic_messages/anthropic_response.py
index 42ca3fd6d4b..4fe1dafc73b 100644
--- a/litellm/types/llms/anthropic_messages/anthropic_response.py
+++ b/litellm/types/llms/anthropic_messages/anthropic_response.py
@@ -78,6 +78,16 @@ class AnthropicUsage(TypedDict, total=False):
     server_tool_use: NotRequired[ReadOnly[ServerToolUsage]]
 
 
+class AnthropicStopDetails(TypedDict, total=False):
+    """
+    Safeguard verdict accompanying a `stop_reason: "refusal"` response:
+    https://platform.claude.com/docs/en/build-with-claude/refusals-and-fallback
+    """
+
+    category: ReadOnly[str | None]
+    explanation: ReadOnly[str | None]
+
+
 class AnthropicMessagesResponse(TypedDict, total=False):
     """
     Anthropic Messages API Response: https://docs.anthropic.com/en/api/messages
@@ -90,7 +100,8 @@ class AnthropicMessagesResponse(TypedDict, total=False):
     id: str
     model: str | None  # This represents the Model type from Anthropic
     role: Literal["assistant"] | None
-    stop_reason: Literal["end_turn", "max_tokens", "stop_sequence", "tool_use"] | None
+    stop_reason: Literal["end_turn", "max_tokens", "stop_sequence", "tool_use", "refusal"] | None
+    stop_details: NotRequired[ReadOnly[AnthropicStopDetails | None]]
     stop_sequence: str | None
     type: Literal["message"] | None
     usage: AnthropicUsage | None
diff --git a/litellm/types/llms/gemini_audio_transcription.py b/litellm/types/llms/gemini_audio_transcription.py
index cb12e0f45b8..f7e74ba4bf8 100644
--- a/litellm/types/llms/gemini_audio_transcription.py
+++ b/litellm/types/llms/gemini_audio_transcription.py
@@ -1,7 +1,7 @@
-from typing import Literal, Required
+from typing import Literal
 
 from pydantic import BaseModel, ConfigDict
-from typing_extensions import ReadOnly, TypedDict
+from typing_extensions import ReadOnly, Required, TypedDict
 
 
 class GeminiTranscriptionAudioInput(TypedDict):
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index 32d88da0085..b6da9490e01 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -66,6 +66,7 @@ from pydantic import (
     ConfigDict,
     Discriminator,
     Field,
+    NonNegativeInt,
     PrivateAttr,
     SerializerFunctionWrapHandler,
     field_serializer,
@@ -631,7 +632,7 @@ class ChatCompletionReasoningItem(TypedDict, total=False):
     type: Required[Literal["reasoning"]]
     id: str
     encrypted_content: str | None
-    summary: list["ChatCompletionReasoningSummaryTextBlock"]
+    summary: ReadOnly[list[ChatCompletionReasoningSummaryTextBlock]]
 
 
 class WebSearchOptionsUserLocationApproximate(TypedDict, total=False):
@@ -1321,6 +1322,18 @@ class ResponseAPIUsage(BaseLiteLLMOpenAIResponseObject):
     model_config = {"extra": "allow"}
 
 
+class WebSearchToolUsage(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    num_requests: NonNegativeInt
+
+
+class ResponsesToolUsage(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    web_search: WebSearchToolUsage | None = None
+
+
 ResponsesAPIStatus = Literal["completed", "failed", "in_progress", "cancelled", "queued", "incomplete"]
 """
 The status of the response generation.
diff --git a/litellm/types/management_endpoints/cache_settings_endpoints.py b/litellm/types/management_endpoints/cache_settings_endpoints.py
index 2e6d0be9071..32b32991449 100644
--- a/litellm/types/management_endpoints/cache_settings_endpoints.py
+++ b/litellm/types/management_endpoints/cache_settings_endpoints.py
@@ -187,6 +187,19 @@ CACHE_SETTINGS_FIELDS: Final[list[CacheSettingsField]] = [
         ui_field_name="Embedding Model",
         redis_type="semantic",
     ),
+    CacheSettingsField(
+        field_name="semantic_cache_scope",
+        field_type="String",
+        field_value=None,
+        field_description=(
+            "Isolation granularity for semantic cache hits. 'key' shares hits between all end users of a key/team/org."
+            " 'end_user' also isolates per end user; requests without an end user fall back to the key scope."
+        ),
+        field_default="key",
+        options=["key", "end_user"],
+        ui_field_name="Semantic Cache Scope",
+        redis_type="semantic",
+    ),
     # GCP IAM authentication fields
     CacheSettingsField(
         field_name="gcp_service_account",
diff --git a/litellm/types/mcp.py b/litellm/types/mcp.py
index 1b8baf2da09..a59fcb1bcb5 100644
--- a/litellm/types/mcp.py
+++ b/litellm/types/mcp.py
@@ -6,7 +6,7 @@ from typing import TYPE_CHECKING, Any, Final, Literal
 from urllib.parse import urlsplit
 
 import httpx
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict, Field
 from typing_extensions import TypedDict
 
 from litellm.types.llms.base import HiddenParams
@@ -91,6 +91,33 @@ class MCPPublicServer(BaseModel):
     mcp_info: dict[str, Any] | None = None
 
 
+class MCPToolSearchSettings(BaseModel):
+    """`litellm_settings.mcp_tool_search`: how the native `mcp_tool_search` virtual tool ranks the caller's tools."""
+
+    model_config = ConfigDict(frozen=True)
+
+    embedding_model: str | None = Field(
+        default=None,
+        description="Embedding model from model_list used to rank tools by meaning. Unset keeps keyword matching.",
+    )
+    top_k: int = Field(
+        default=5,
+        ge=1,
+        le=100,
+        description="Most ranked tools a search returns. A smaller top_k in the tool call wins. Core tools do not count.",
+    )
+    similarity_threshold: float = Field(
+        default=0.0,
+        ge=0.0,
+        le=1.0,
+        description="Lowest cosine similarity a tool needs to appear in semantic results (0.0 = no cutoff).",
+    )
+    core_tools: tuple[str, ...] = Field(
+        default=(),
+        description="Tool names always returned first when the caller can access them, e.g. `my_server-get_rates`.",
+    )
+
+
 # OAuth 2.0 token-endpoint client authentication method (RFC 6749 section 2.3.1).
 MCPTokenEndpointAuthMethod = Literal["client_secret_basic", "client_secret_post"]
 
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/crowdstrike_aidr.py b/litellm/types/proxy/guardrails/guardrail_hooks/crowdstrike_aidr.py
index f47c38af3e3..6beca030a3a 100644
--- a/litellm/types/proxy/guardrails/guardrail_hooks/crowdstrike_aidr.py
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/crowdstrike_aidr.py
@@ -4,7 +4,18 @@ from .base import GuardrailConfigModel
 
 
 class CrowdStrikeAIDRGuardrailConfigModelOptionalParams(BaseModel):
-    pass
+    streaming_end_of_stream_only: bool | None = Field(
+        default=None,
+        description="If False (default when unset), post_call scans the accumulated streamed response every "
+        "streaming_sampling_rate chunks and an in-flight block stops the stream. If True, the guard runs once "
+        "over the assembled response at end of stream, so flagged content may already have reached the client.",
+    )
+    streaming_sampling_rate: int | None = Field(
+        default=None,
+        ge=1,
+        description="When streaming_end_of_stream_only is False, scan the accumulated streamed response every Nth "
+        "chunk. Defaults to 5 when unset.",
+    )
 
 
 class CrowdStrikeAIDRGuardrailConfigModel(GuardrailConfigModel[CrowdStrikeAIDRGuardrailConfigModelOptionalParams]):
diff --git a/litellm/types/proxy/guardrails/guardrail_hooks/hide_secrets.py b/litellm/types/proxy/guardrails/guardrail_hooks/hide_secrets.py
new file mode 100644
index 00000000000..3100968e8b1
--- /dev/null
+++ b/litellm/types/proxy/guardrails/guardrail_hooks/hide_secrets.py
@@ -0,0 +1,20 @@
+"""Types for the Hide Secrets guardrail."""
+
+from pydantic import Field
+
+from .base import GuardrailConfigModel
+
+
+class HideSecretsGuardrailConfigModel(GuardrailConfigModel):
+    """Configuration for the Hide Secrets guardrail. Detection runs in-process
+    on the detect-secrets library; ``detect_secrets_config`` overrides the
+    bundled plugin set."""
+
+    detect_secrets_config: dict | None = Field(  # mutable-ok: UI type derivation maps dict to "object"
+        default=None,
+        description="Optional detect-secrets configuration (plugins_used, filters_used) overriding the bundled plugin set",
+    )
+
+    @staticmethod
+    def ui_friendly_name() -> str:
+        return "Hide Secrets"
diff --git a/litellm/types/proxy/management_endpoints/common_daily_activity.py b/litellm/types/proxy/management_endpoints/common_daily_activity.py
index 101405abf50..2b39c5dbb9b 100644
--- a/litellm/types/proxy/management_endpoints/common_daily_activity.py
+++ b/litellm/types/proxy/management_endpoints/common_daily_activity.py
@@ -43,6 +43,7 @@ class KeyMetadata(BaseModel):
 
     key_alias: str | None = None
     team_id: str | None = None
+    user_email: str | None = None
 
 
 class KeyMetricWithMetadata(MetricBase):
diff --git a/litellm/types/proxy/management_endpoints/internal_user_endpoints.py b/litellm/types/proxy/management_endpoints/internal_user_endpoints.py
index df0a090cdb0..6973f1d1f12 100644
--- a/litellm/types/proxy/management_endpoints/internal_user_endpoints.py
+++ b/litellm/types/proxy/management_endpoints/internal_user_endpoints.py
@@ -1,6 +1,8 @@
-from typing import Any, Final
+from collections.abc import Mapping
+from typing import Any, Final, Literal
 
 from pydantic import BaseModel, field_validator
+from typing_extensions import ReadOnly, TypedDict
 
 from litellm.proxy._types import (
     LiteLLM_UserTableWithKeyCount,
@@ -9,6 +11,17 @@ from litellm.proxy._types import (
 )
 
 
+class InsensitiveContains(TypedDict):
+    contains: ReadOnly[str]
+    mode: ReadOnly[Literal["insensitive"]]
+
+
+class UserSearchWhere(TypedDict):
+    """Prisma filter behind `/user/list?search=`: user_id or user_email contains the term, case-insensitive."""
+
+    OR: ReadOnly[tuple[Mapping[Literal["user_id", "user_email"], InsensitiveContains], ...]]
+
+
 class UserListResponse(BaseModel):
     """
     Response model for the user list endpoint
diff --git a/litellm/types/proxy/management_endpoints/key_management_endpoints.py b/litellm/types/proxy/management_endpoints/key_management_endpoints.py
index 0f17f2f23ab..9fb5bea81e3 100644
--- a/litellm/types/proxy/management_endpoints/key_management_endpoints.py
+++ b/litellm/types/proxy/management_endpoints/key_management_endpoints.py
@@ -2,6 +2,23 @@ from datetime import datetime
 from typing import Any, Final, Literal
 
 from pydantic import BaseModel, ConfigDict, model_validator
+from typing_extensions import ReadOnly, TypedDict
+
+from litellm.types.proxy.management_endpoints.internal_user_endpoints import InsensitiveContains
+
+
+class KeyTokenWhere(TypedDict):
+    token: ReadOnly[str]
+
+
+class KeyAliasContainsWhere(TypedDict):
+    key_alias: ReadOnly[InsensitiveContains]
+
+
+class KeySearchWhere(TypedDict):
+    """Prisma filter behind `/key/list?search=`: exact token or case-insensitive alias substring."""
+
+    OR: ReadOnly[tuple[KeyTokenWhere, KeyAliasContainsWhere]]
 
 
 class BulkUpdateKeyRequestItem(BaseModel):
diff --git a/litellm/types/proxy/management_endpoints/management_v1.py b/litellm/types/proxy/management_endpoints/management_v1.py
index b2244f6eb9b..aa82138110d 100644
--- a/litellm/types/proxy/management_endpoints/management_v1.py
+++ b/litellm/types/proxy/management_endpoints/management_v1.py
@@ -1,5 +1,6 @@
 """Shared response shapes for the `/management/v1` control-plane surface."""
 
+from collections.abc import Sequence
 from typing import Generic, TypeVar
 
 from pydantic import BaseModel, ConfigDict, Field
@@ -38,7 +39,7 @@ class PageMeta(BaseModel):
 class FacetListResponse(BaseModel):
     """The distinct values one column takes over a filtered query. `data` holds bare values, not entity rows."""
 
-    data: list[str]
+    data: Sequence[str]
     meta: PageMeta
     links: PageLinks
 
diff --git a/litellm/types/proxy/management_endpoints/scim_v2.py b/litellm/types/proxy/management_endpoints/scim_v2.py
index 1612ea03817..7825684cfe5 100644
--- a/litellm/types/proxy/management_endpoints/scim_v2.py
+++ b/litellm/types/proxy/management_endpoints/scim_v2.py
@@ -150,6 +150,12 @@ class SCIMGroup(SCIMResource):
     members: list[SCIMMember] | None = None
 
 
+class SCIMPlaceholderMergeResult(BaseModel):
+    placeholder_user_id: str
+    merged_into_user_id: str
+    team_ids: tuple[str, ...]
+
+
 # SCIM List Response Models
 class SCIMListResponse(BaseModel):
     schemas: list[str] = ["urn:ietf:params:scim:api:messages:2.0:ListResponse"]
diff --git a/litellm/types/proxy/management_endpoints/team_endpoints.py b/litellm/types/proxy/management_endpoints/team_endpoints.py
index 2417868fb29..a282430bb11 100644
--- a/litellm/types/proxy/management_endpoints/team_endpoints.py
+++ b/litellm/types/proxy/management_endpoints/team_endpoints.py
@@ -143,3 +143,24 @@ class TeamMetadataSchemaResponse(BaseModel):
     """Response for GET /team/metadata_schema; ``fields`` is empty when no schema is configured."""
 
     fields: tuple[TeamMetadataFieldSchema, ...]
+
+
+class TeamUserSpendRow(BaseModel):
+    team_id: str
+    team_alias: str | None = None
+    user_id: str
+    user_email: str | None = None
+    user_alias: str | None = None
+    spend: float = 0.0
+    prompt_tokens: int = 0
+    completion_tokens: int = 0
+    total_tokens: int = 0
+    api_requests: int = 0
+    successful_requests: int = 0
+    failed_requests: int = 0
+
+
+class TeamUserSpendResponse(BaseModel):
+    start_date: str
+    end_date: str
+    results: tuple[TeamUserSpendRow, ...]
diff --git a/litellm/types/proxy/model_listing.py b/litellm/types/proxy/model_listing.py
index b59c0f2cf19..24cfa85eee4 100644
--- a/litellm/types/proxy/model_listing.py
+++ b/litellm/types/proxy/model_listing.py
@@ -11,8 +11,8 @@ class ModelInfoMetadata(TypedDict):
 
 class ModelInfoResponse(TypedDict):
     """OpenAI-compatible model object. `mode`, `max_input_tokens`, and
-    `max_output_tokens` are attached when the cost map knows them; `metadata`
-    is present only when the endpoint is called with include_metadata=true.
+    `max_output_tokens` are attached when the cost map or deployment config
+    knows them; `metadata` is present only with include_metadata=true.
     """
 
     id: str
diff --git a/litellm/types/proxy/public_endpoints/public_endpoints.py b/litellm/types/proxy/public_endpoints/public_endpoints.py
index f6ee054ceaa..fa73926305b 100644
--- a/litellm/types/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/types/proxy/public_endpoints/public_endpoints.py
@@ -1,7 +1,7 @@
-from collections.abc import Mapping
+from collections.abc import Mapping, Sequence
 from typing import Any, Literal
 
-from pydantic import BaseModel
+from pydantic import BaseModel, ConfigDict
 
 
 class PublicModelHubInfo(BaseModel):
@@ -43,6 +43,8 @@ class AgentCredentialField(BaseModel):
     options: list[str] | None = None
     default_value: str | None = None
     include_in_litellm_params: bool | None = None
+    validation_pattern: str | None = None
+    validation_message: str | None = None
 
 
 class AgentCreateInfo(BaseModel):
@@ -71,6 +73,44 @@ class SupportedEndpointsResponse(BaseModel):
     endpoints: list[SupportedEndpoint]
 
 
+class AutoRouterPresetTiers(BaseModel):
+    """Exactly the four built-in tiers the dashboard's preset prefill can apply.
+
+    extra="forbid" on purpose: a tier name this dashboard cannot apply would grey out or crash the
+    picker, so such a catalog is rejected wholesale and the bundled one serves instead.
+    """
+
+    model_config = ConfigDict(extra="forbid")
+
+    SIMPLE: Sequence[str]
+    MEDIUM: Sequence[str]
+    COMPLEX: Sequence[str]
+    REASONING: Sequence[str]
+
+
+class AutoRouterPresetConfig(BaseModel):
+    """The complexity_router_config a preset prefills.
+
+    Only tiers is validated, because every dashboard consumer dereferences it; everything else
+    passes through verbatim with unknown fields kept (extra="allow"), so a catalog published after
+    this proxy shipped still serves its new fields intact.
+    """
+
+    model_config = ConfigDict(extra="allow")
+
+    tiers: AutoRouterPresetTiers
+
+
+class AutoRouterPresetRecord(BaseModel):
+    """One auto-router preset as served to the dashboard's template picker."""
+
+    model_config = ConfigDict(extra="allow")
+
+    label: str
+    description: str
+    complexity_router_config: AutoRouterPresetConfig
+
+
 class ComplexityScorerDefaults(BaseModel):
     """The complexity router's shipped heuristic scorer defaults.
 
diff --git a/litellm/types/rerank.py b/litellm/types/rerank.py
index 903781b2ccd..a76e6cf1187 100644
--- a/litellm/types/rerank.py
+++ b/litellm/types/rerank.py
@@ -4,8 +4,10 @@ https://docs.cohere.com/reference/rerank
 
 """
 
-from pydantic import BaseModel, PrivateAttr
-from typing_extensions import Required, TypedDict
+from typing import Literal
+
+from pydantic import BaseModel, ConfigDict, PrivateAttr
+from typing_extensions import ReadOnly, Required, TypedDict
 
 
 class RerankRequest(BaseModel):
@@ -21,6 +23,18 @@ class RerankRequest(BaseModel):
     # (e.g. hosted vLLM / Qwen3-Reranker, DeepInfra). Omitted from the outgoing
     # request when None, so this is fully backward-compatible.
     instruction: str | None = None
+    truncate_prompt_tokens: int | None = None
+    truncation_side: Literal["left", "right"] | None = None
+    max_tokens_per_query: int | None = None
+
+
+class HostedVLLMRerankTruncationParams(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    truncate_prompt_tokens: int | None = None
+    truncation_side: Literal["left", "right"] | None = None
+    max_tokens_per_query: int | None = None
+    max_tokens_per_doc: int | None = None
 
 
 class OptionalRerankParams(TypedDict, total=False):
@@ -32,6 +46,9 @@ class OptionalRerankParams(TypedDict, total=False):
     max_chunks_per_doc: int | None
     max_tokens_per_doc: int | None
     instruction: str | None
+    truncate_prompt_tokens: ReadOnly[int | None]
+    truncation_side: ReadOnly[Literal["left", "right"] | None]
+    max_tokens_per_query: ReadOnly[int | None]
 
 
 class RerankBilledUnits(TypedDict, total=False):
diff --git a/litellm/types/router.py b/litellm/types/router.py
index e0957383aac..7ebd50f1328 100644
--- a/litellm/types/router.py
+++ b/litellm/types/router.py
@@ -106,6 +106,20 @@ class RetryPolicy(BaseModel):
     InternalServerErrorRetries: int | None = None
 
 
+OptionalPreCallChecks = list[
+    Literal[
+        "prompt_caching",
+        "router_budget_limiting",
+        "responses_api_deployment_check",
+        "deployment_affinity",
+        "session_affinity",
+        "forward_client_headers_by_model_group",
+        "enforce_model_rate_limits",
+        "encrypted_content_affinity",
+    ]
+]
+
+
 class UpdateRouterConfig(BaseModel):
     """
     Set of params that you can modify via `router.update_settings()`.
@@ -128,6 +142,7 @@ class UpdateRouterConfig(BaseModel):
     model_group_alias: dict[str, str | dict] | None = {}
     enable_tag_filtering: bool | None = None
     tag_routing_prefix: str | None = None
+    optional_pre_call_checks: OptionalPreCallChecks | None = None
 
     model_config = ConfigDict(protected_namespaces=())
 
@@ -290,6 +305,7 @@ class GenericLiteLLMParams(CredentialLiteLLMParams, CustomPricingLiteLLMParams):
     """
 
     custom_llm_provider: str | None = None
+    rust: bool | None = None
     tpm: int | None = None
     rpm: int | None = None
     itpm: int | None = None
@@ -869,18 +885,16 @@ class FallbackAccessCheck(Protocol):
     async def __call__(self, *, model: str, request_kwargs: Mapping[str, object], llm_router: "Router") -> bool: ...
 
 
-OptionalPreCallChecks = list[
-    Literal[
-        "prompt_caching",
-        "router_budget_limiting",
-        "responses_api_deployment_check",
-        "deployment_affinity",
-        "session_affinity",
-        "forward_client_headers_by_model_group",
-        "enforce_model_rate_limits",
-        "encrypted_content_affinity",
-    ]
-]
+class HeuristicV2RouterLimit(Protocol):
+    """
+    Resolves how many heuristic_v2 complexity routers the Router may hold right now; None means unlimited.
+
+    The Router calls it on every registration and limit query instead of caching the answer, so the
+    proxy can keep the limit on its license object (re-verified on config load) rather than hand
+    over a snapshot.
+    """
+
+    def __call__(self) -> int | None: ...
 
 
 class LiteLLM_RouterFileObject(TypedDict, total=False):
diff --git a/litellm/types/secret_managers/get_azure_ad_token_provider.py b/litellm/types/secret_managers/get_azure_ad_token_provider.py
index 5d2f7409f95..6b4700d081d 100644
--- a/litellm/types/secret_managers/get_azure_ad_token_provider.py
+++ b/litellm/types/secret_managers/get_azure_ad_token_provider.py
@@ -6,3 +6,4 @@ class AzureCredentialType(str, Enum):
     ManagedIdentityCredential = "ManagedIdentityCredential"
     CertificateCredential = "CertificateCredential"
     DefaultAzureCredential = "DefaultAzureCredential"
+    DeploymentIdentityCredential = "DeploymentIdentityCredential"
diff --git a/litellm/types/utils.py b/litellm/types/utils.py
index 6c645226e2e..d37b2bfad62 100644
--- a/litellm/types/utils.py
+++ b/litellm/types/utils.py
@@ -222,7 +222,9 @@ class OffPeakPricing(TypedDict, total=False):
     weekday_timezone: ReadOnly[str]
     input_cost_per_token: ReadOnly[float]
     output_cost_per_token: ReadOnly[float]
+    output_cost_per_reasoning_token: ReadOnly[float]
     cache_read_input_token_cost: ReadOnly[float]
+    cache_creation_input_token_cost: ReadOnly[float]
 
 
 class ModelInfoBase(ProviderSpecificModelInfo, total=False):
@@ -2543,6 +2545,7 @@ class ImageResponse(OpenAIImageResponse, BaseLiteLLMOpenAIResponseObject):
         )
         super().__init__(created=created, data=_data, usage=_usage)
 
+        self.background = kwargs.get("background", None)
         self.quality = kwargs.get("quality", None)
         self.output_format = kwargs.get("output_format", None)
         self.size = kwargs.get("size", None)
@@ -2839,6 +2842,7 @@ class StandardLoggingRoutingDecisionTierBoundaries(TypedDict):
 
 RoutingDecisionCause = Literal[
     "heuristic_scorer",
+    "heuristic_v2",
     # The scorer found 2+ reasoning markers and forced REASONING regardless of score.
     # A distinct cause rather than a marker inside `signals`, because it is the fact
     # that tells a reader the score did NOT choose the tier; encoding it as free text
@@ -2851,6 +2855,7 @@ RoutingDecisionCause = Literal[
     # scorer, and from "classifier_fallback", which is the scorer running because a call failed:
     # only this cause means an LLM classifier was configured, reachable, and deliberately skipped.
     "heuristic_first_short_circuit",
+    "hybrid_short_circuit",
     # The operator's classifier plugin (classifier_type 'custom') decided the tier.
     "classifier_plugin",
     # The LLM classifier or classifier plugin failed on a router with an operator-defined
@@ -2877,6 +2882,10 @@ RoutingDecisionCause = Literal[
     # routed model does not accept image input, so the nearest higher capable tier or
     # default_model served instead. The displaced placement rides in signals.
     "modality_escalation",
+    # modality_pin_override replaced a KEPT session-affinity pin for this request only: the turn
+    # carries an image the pinned model cannot accept. The stored pin is untouched, so the next
+    # text turn replays it. Distinct from "modality_escalation", which never displaces a pin.
+    "modality_pin_override",
     "session_affinity_pin",
     "session_affinity_escalation",
     # classification_mode 'user_turn': the request is an agent loop's continuation turn (no new
@@ -3612,6 +3621,7 @@ all_litellm_params = (
         "litellm_system_prompt",
         "provider_specific_header",
         "prompt_version",
+        "prompt_environment",
         "api_base",
         "force_timeout",
         "logger_fn",
@@ -3643,6 +3653,8 @@ all_litellm_params = (
         "client",
         "rpm",
         "tpm",
+        "default_api_key_rpm_limit",
+        "default_api_key_tpm_limit",
         "itpm",
         "otpm",
         "max_parallel_requests",
diff --git a/litellm/utils.py b/litellm/utils.py
index 2fdc4a45148..8b1b32ea328 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -83,6 +83,7 @@ from litellm.constants import (
 from litellm.litellm_core_utils.fallback_generalizations import (
     match_capability_generalizations,
 )
+from litellm.litellm_core_utils.sensitive_data_masker import redact_credentials_in_payload
 
 _CachingHandlerResponse = None
 _LLMCachingHandler = None
@@ -543,6 +544,14 @@ def print_verbose(
         pass
 
 
+def _print_verbose_is_active() -> bool:
+    """Whether print_verbose would reach either of its two consumers, so a call site can skip
+    building a payload nothing would read. _is_debugging_on() is not the same predicate: it reads
+    litellm._logging.set_verbose, while print_verbose's print reads litellm.set_verbose, and
+    assigning the documented litellm.set_verbose = True rebinds only the latter."""
+    return litellm.set_verbose is True or verbose_logger.isEnabledFor(logging.DEBUG)
+
+
 ####### CLIENT ###################
 # make it easy to log if completion/embedding runs succeeded or failed + see what happened | Non-Blocking
 def custom_llm_setup():
@@ -1284,16 +1293,18 @@ async def async_post_call_success_deployment_hook(
     except ValueError:
         typed_call_type = None  # unknown call type
 
+    modified_response = response
+
     CustomLogger: Final = _get_cached_custom_logger()
     for callback in litellm.callbacks:
         if isinstance(callback, CustomLogger):
             result = await callback.async_post_call_success_deployment_hook(
-                request_data, cast(LLMResponseTypes, response), typed_call_type
+                request_data, cast(LLMResponseTypes, modified_response), typed_call_type
             )
             if result is not None:
-                return result
+                modified_response = result
 
-    return response
+    return modified_response
 
 
 async def async_post_call_failure_deployment_hook(
@@ -3338,6 +3349,9 @@ def get_optional_params_image_gen(
             continue
         passed_params[k] = v
 
+    provider_supported_params: Final[tuple[str, ...]] = (
+        tuple(provider_config.get_supported_openai_params(model=model or "")) if provider_config is not None else ()
+    )
     default_params: Final = {
         "n": None,
         "quality": None,
@@ -3348,6 +3362,7 @@ def get_optional_params_image_gen(
         "imageConfig": None,
         "tools": None,
         "web_search_options": None,
+        **{k: None for k in provider_supported_params},
     }
 
     non_default_params: Final = _get_non_default_params(
@@ -3407,10 +3422,9 @@ def get_optional_params_image_gen(
         if size is not None:
             optional_params["aspectRatio"] = _map_openai_size_to_vertex_ai_aspect_ratio(size)
 
-    openai_params: list[str] = list(default_params.keys())
-    if provider_config is not None:
-        supported_params = provider_config.get_supported_openai_params(model=model or "")
-        openai_params = list(supported_params)
+    openai_params: Final[list[str]] = (
+        list(provider_supported_params) if provider_config is not None else list(default_params.keys())
+    )
 
     optional_params = add_provider_specific_params_to_optional_params(
         optional_params=optional_params,
@@ -4704,7 +4718,8 @@ def get_optional_params(
         openai_params=list(DEFAULT_CHAT_COMPLETION_PARAM_VALUES.keys()),
         additional_drop_params=additional_drop_params,
     )
-    print_verbose(f"Final returned optional params: {optional_params}")
+    if _print_verbose_is_active():
+        print_verbose(f"Final returned optional params: {redact_credentials_in_payload(optional_params)}")
     optional_params = _apply_openai_param_overrides(
         optional_params=optional_params,
         non_default_params=non_default_params,
@@ -4876,11 +4891,7 @@ def _get_deployment_order(deployment: dict | Any) -> int | None:
 
 def _get_order_filtered_deployments(healthy_deployments: list[dict], target_order: int | None = None) -> list:
     if target_order is not None:
-        filtered: Final = [d for d in healthy_deployments if _get_deployment_order(d) == target_order]
-        if filtered:
-            return filtered
-        # target_order doesn't match any deployment (e.g., external fallback model) — return all
-        return healthy_deployments
+        return [d for d in healthy_deployments if _get_deployment_order(d) == target_order]
 
     # Default: pick min order group
     _valid_orders: Final[list[int]] = [
@@ -5110,57 +5121,8 @@ def get_response_string(response_obj: ModelResponse | ModelResponseStream) -> st
     return "".join(response_parts)
 
 
-def get_api_key(llm_provider: str, dynamic_api_key: str | None):
-    api_key = dynamic_api_key or litellm.api_key
-    # openai
-    if llm_provider == "openai" or llm_provider == "text-completion-openai":
-        api_key = api_key or litellm.openai_key or get_secret("OPENAI_API_KEY")
-    # anthropic
-    elif llm_provider == "anthropic" or llm_provider == "anthropic_text":
-        api_key = api_key or litellm.anthropic_key or get_secret("ANTHROPIC_API_KEY")
-    # ai21
-    elif llm_provider == "ai21":
-        api_key = api_key or litellm.ai21_key or get_secret("AI21_API_KEY")
-    # aleph_alpha
-    elif llm_provider == "aleph_alpha":
-        api_key = api_key or litellm.aleph_alpha_key or get_secret("ALEPH_ALPHA_API_KEY")
-    # baseten
-    elif llm_provider == "baseten":
-        api_key = api_key or litellm.baseten_key or get_secret("BASETEN_API_KEY")
-    # cohere
-    elif llm_provider == "cohere" or llm_provider == "cohere_chat":
-        api_key = api_key or litellm.cohere_key or get_secret("COHERE_API_KEY")
-    # huggingface
-    elif llm_provider == "huggingface":
-        api_key = api_key or litellm.huggingface_key or get_secret("HUGGINGFACE_API_KEY")
-    # nlp_cloud
-    elif llm_provider == "nlp_cloud":
-        api_key = api_key or litellm.nlp_cloud_key or get_secret("NLP_CLOUD_API_KEY")
-    # replicate
-    elif llm_provider == "replicate":
-        api_key = api_key or litellm.replicate_key or get_secret("REPLICATE_API_KEY")
-    # together_ai
-    elif llm_provider == "together_ai":
-        api_key = (
-            api_key or litellm.togetherai_api_key or get_secret("TOGETHERAI_API_KEY") or get_secret("TOGETHER_AI_TOKEN")
-        )
-    # nebius
-    elif llm_provider == "nebius":
-        api_key = api_key or litellm.nebius_key or get_secret("NEBIUS_API_KEY")
-    # wandb
-    elif llm_provider == "wandb":
-        api_key = api_key or litellm.wandb_key or get_secret("WANDB_API_KEY")
-    return api_key
-
-
-def get_utc_datetime():
-    import datetime as dt
-    from datetime import datetime
-
-    if hasattr(dt, "UTC"):
-        return datetime.now(dt.UTC)
-    else:
-        return datetime.utcnow()
+def get_utc_datetime() -> datetime.datetime:
+    return datetime.datetime.now(datetime.timezone.utc)
 
 
 def get_max_tokens(model: str) -> int | None:
@@ -7506,7 +7468,8 @@ def print_args_passed_to_litellm(original_function, args, kwargs):
             return
 
         args_str: Final = ", ".join(map(repr, args))
-        kwargs_str: Final = ", ".join(f"{key}={value!r}" for key, value in kwargs.items())
+        redacted_kwargs: Final = redact_credentials_in_payload(kwargs)
+        kwargs_str: Final = ", ".join(f"{key}={value!r}" for key, value in redacted_kwargs.items())
         print_verbose(
             "\n",
         )  # new line before
diff --git a/litellm/vector_stores/main.py b/litellm/vector_stores/main.py
index 9b0ff71730a..976e6dead76 100644
--- a/litellm/vector_stores/main.py
+++ b/litellm/vector_stores/main.py
@@ -7,7 +7,7 @@ import builtins
 import contextvars
 from collections.abc import Coroutine, Mapping
 from functools import partial
-from typing import Final
+from typing import TYPE_CHECKING, Final
 
 import httpx
 
@@ -15,6 +15,11 @@ import litellm
 from litellm.constants import request_timeout
 from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+from litellm.llms.base_llm.vector_store.transformation import (
+    BaseQueryEmbeddingVectorStoreConfig,
+    VectorStoreEmbeddingExecutor,
+    vector_store_request_metadata,
+)
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.vector_stores import (
@@ -29,14 +34,27 @@ from litellm.types.vector_stores import (
 from litellm.utils import ProviderConfigManager, client
 from litellm.vector_stores.utils import VectorStoreRequestUtils
 
+if TYPE_CHECKING:
+    from litellm.router import Router
+
 ####### ENVIRONMENT VARIABLES ###################
 # Initialize any necessary instances or variables here
 base_llm_http_handler = BaseLLMHTTPHandler()
 #################################################
 
 
+def _direct_vector_store_embedding_executor(
+    value: object, router: "Router | None", request_kwargs: Mapping[str, object]
+) -> VectorStoreEmbeddingExecutor:
+    if value is not None and not isinstance(value, VectorStoreEmbeddingExecutor):
+        raise TypeError("Invalid direct vector store embedding executor")
+    return BaseQueryEmbeddingVectorStoreConfig.query_embedding_executor(
+        value, router, vector_store_request_metadata(request_kwargs)
+    )
+
+
 def mock_vector_store_search_response(
-    mock_results: list[VectorStoreSearchResult] | None = None,
+    mock_results: builtins.list[VectorStoreSearchResult] | None = None,
 ):
     """Mock response for vector store search"""
     if mock_results is None:
@@ -90,7 +108,7 @@ def mock_vector_store_create_response(
 @client
 async def acreate(
     name: str | None = None,
-    file_ids: list[str] | None = None,
+    file_ids: builtins.list[str] | None = None,
     expires_after: dict | None = None,
     chunking_strategy: dict | None = None,
     metadata: dict[str, str] | None = None,
@@ -154,7 +172,7 @@ async def acreate(
 @client
 def create(
     name: str | None = None,
-    file_ids: list[str] | None = None,
+    file_ids: builtins.list[str] | None = None,
     expires_after: dict | None = None,
     chunking_strategy: dict | None = None,
     metadata: dict[str, str] | None = None,
@@ -267,7 +285,7 @@ def create(
 @client
 async def asearch(
     vector_store_id: str,
-    query: str | list[str],
+    query: str | builtins.list[str],
     filters: dict | None = None,
     max_num_results: int | None = None,
     ranking_options: dict | None = None,
@@ -280,12 +298,18 @@ async def asearch(
     timeout: float | httpx.Timeout | None = None,
     # LiteLLM specific params,
     custom_llm_provider: str | None = None,
+    router: "Router | None" = None,
     **kwargs,
 ) -> VectorStoreSearchResponse:
     """
     Async: Search a vector store for relevant chunks based on a query and file attributes filter.
     """
-    local_vars: Final = locals()
+    embedding_executor: Final = _direct_vector_store_embedding_executor(
+        kwargs.pop("_direct_vector_store_embedding_executor", None), router, kwargs
+    )
+    local_vars: Final = {  # mutable-ok: exception logging requires a sanitized mutable snapshot
+        key: value for key, value in locals().items() if key != "embedding_executor"
+    }
 
     try:
         loop: Final = asyncio.get_event_loop()
@@ -308,6 +332,8 @@ async def asearch(
             extra_body=extra_body,
             timeout=timeout,
             custom_llm_provider=custom_llm_provider,
+            _direct_vector_store_embedding_executor=embedding_executor,
+            router=router,
             **kwargs,
         )
 
@@ -334,7 +360,7 @@ async def asearch(
 @client
 def search(
     vector_store_id: str,
-    query: str | list[str],
+    query: str | builtins.list[str],
     filters: dict | None = None,
     max_num_results: int | None = None,
     ranking_options: dict | None = None,
@@ -347,6 +373,7 @@ def search(
     timeout: float | httpx.Timeout | None = None,
     # LiteLLM specific params,
     custom_llm_provider: str | None = None,
+    router: "Router | None" = None,
     **kwargs,
 ) -> VectorStoreSearchResponse | Coroutine[object, object, VectorStoreSearchResponse]:
     """
@@ -363,12 +390,16 @@ def search(
     Returns:
         VectorStoreSearchResponse containing the search results.
     """
-    local_vars: Final = locals()
+    embedding_executor: Final = _direct_vector_store_embedding_executor(
+        kwargs.pop("_direct_vector_store_embedding_executor", None), router, kwargs
+    )
+    local_vars: Final = {  # mutable-ok: exception logging requires a sanitized mutable snapshot
+        key: value for key, value in locals().items() if key != "embedding_executor"
+    }
     try:
         litellm_logging_obj: Final[LiteLLMLoggingObj] = kwargs.get("litellm_logging_obj")
         litellm_call_id: Final[str | None] = kwargs.get("litellm_call_id", None)
         _is_async: Final = kwargs.pop("asearch", False) is True
-
         # pull credentials from registry if available
         if litellm.vector_store_registry is not None and vector_store_id is not None:
             try:
@@ -445,6 +476,7 @@ def search(
             custom_llm_provider=custom_llm_provider,
             litellm_params=litellm_params,
             logging_obj=litellm_logging_obj,
+            embedding_executor=embedding_executor,
             extra_headers=extra_headers,
             extra_body=extra_body,
             timeout=timeout or request_timeout,
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 55618d9f772..44c4f10ec38 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -9643,7 +9643,8 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ]
+        ],
+        "deprecation_date": "2026-10-01"
     },
     "azure_ai/MAI-Image-2.5-Flash": {
         "input_cost_per_image_token": 1.75e-06,
@@ -9656,7 +9657,8 @@
         "supported_endpoints": [
             "/v1/images/generations",
             "/v1/images/edits"
-        ]
+        ],
+        "deprecation_date": "2026-10-01"
     },
     "azure_ai/MAI-Image-2e": {
         "deprecation_date": "2026-08-15",
@@ -10155,7 +10157,9 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
+        "supports_tool_choice": true,
+        "cache_read_input_token_cost": 1.45e-07,
+        "supports_prompt_caching": true
     },
     "azure_ai/deepseek-v4-flash": {
         "deprecation_date": "2028-02-20",
@@ -10169,18 +10173,20 @@
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_tool_choice": true
-    },
-    "azure_ai/deepseek-v4-flash-0731": {
+        "supports_tool_choice": true,
         "cache_read_input_token_cost": 2.8e-08,
+        "supports_prompt_caching": true
+    },
+    "azure_ai/DeepSeek-V4-Flash-0731": {
+        "cache_read_input_token_cost": 1.4e-08,
         "deprecation_date": "2026-12-03",
-        "input_cost_per_token": 1.9e-07,
+        "input_cost_per_token": 4.4e-07,
         "litellm_provider": "azure_ai",
         "max_input_tokens": 1000000,
         "max_output_tokens": 128000,
         "max_tokens": 128000,
         "mode": "chat",
-        "output_cost_per_token": 5.1e-07,
+        "output_cost_per_token": 1.32e-06,
         "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/deepseek/",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -10299,6 +10305,24 @@
         "supports_vision": true,
         "supports_web_search": true
     },
+    "azure_ai/grok-4.6": {
+        "cache_read_input_token_cost": 5e-07,
+        "input_cost_per_token": 2e-06,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 200000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 6e-06,
+        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/grok-4-6-comes-to-microsoft-foundry-models-built-for-long-horizon-reasoning-and-/4547578",
+        "supports_function_calling": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure_ai/grok-4-fast-non-reasoning": {
         "deprecation_date": "2026-05-01",
         "input_cost_per_token": 2e-07,
@@ -10400,11 +10424,13 @@
         "max_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
-        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/kimi-k2-5-now-in-microsoft-foundry/4492321",
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/kimi/",
         "supports_function_calling": true,
         "supports_tool_choice": true,
         "supports_video_input": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-07,
+        "supports_prompt_caching": true
     },
     "azure_ai/kimi-k2.6": {
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-        "source": "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/introducing-kimi-k2-6-in-microsoft-foundry/4513125",
+        "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/kimi/",
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@@ -10426,7 +10452,9 @@
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@@ -12110,7 +12138,7 @@
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@@ -23514,6 +23542,63 @@
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@@ -25351,6 +25436,65 @@
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@@ -25759,6 +25903,63 @@
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@@ -29094,20 +29295,92 @@
         "supports_xhigh_reasoning_effort": true,
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@@ -29119,6 +29392,7 @@
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@@ -29161,16 +29435,19 @@
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@@ -29182,6 +29459,7 @@
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@@ -29246,6 +29527,7 @@
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@@ -29309,6 +29594,7 @@
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@@ -29548,7 +29834,10 @@
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@@ -29602,7 +29891,10 @@
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@@ -29751,7 +30043,10 @@
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@@ -29800,7 +30095,10 @@
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@@ -29849,7 +30147,9 @@
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@@ -33705,19 +34090,21 @@
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@@ -33736,19 +34123,21 @@
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@@ -33880,16 +34269,21 @@
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@@ -41330,13 +41734,13 @@
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@@ -45839,6 +46307,26 @@
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@@ -47090,6 +47578,27 @@
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@@ -57410,6 +57949,34 @@
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@@ -57469,5 +58036,542 @@
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 }
diff --git a/pyproject.toml b/pyproject.toml
index 2866e27e84c..5567fb5d6e2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -46,7 +46,7 @@ proxy = [
     "gunicorn>=23.0.0,<24.0",
     "uvicorn>=0.33.0,<1.0",
     "granian>=2.7.4,<3.0",
-    "uvloop>=0.21.0,<1.0; sys_platform != 'win32'",
+    "uvloop>=0.22.1,<1.0; sys_platform != 'win32'",
     "fastapi>=0.136.3,<1.0",
     "starlette>=1.0.1,<2.0",
     "backoff>=2.2.1,<3.0",
@@ -67,8 +67,8 @@ proxy = [
     "azure-identity>=1.25.2,<2.0",
     "azure-storage-blob>=12.28.0,<13.0",
     "mcp>=1.28.1,<2.0",
-    "litellm-proxy-extras==0.4.92",
-    "litellm-enterprise==0.1.63",
+    "litellm-proxy-extras==0.4.93",
+    "litellm-enterprise==0.1.64",
     "RestrictedPython>=8.5,<9.0",
     "rich>=13.9.4,<14.0",
     "InquirerPy>=0.3.4,<1.0",
@@ -161,7 +161,7 @@ proxy-runtime = [
     "mangum>=0.17.0,<1.0",
     "azure-ai-contentsafety>=1.0.0,<2.0",
     "azure-storage-file-datalake>=12.20.0,<13.0",
-    "pypdf>=6.12.0,<7.0",
+    "pypdf>=6.16.1,<7.0",
     "llm-sandbox>=0.3.39,<1.0",
     "detect-secrets>=1.5.0,<2.0",
 ]
@@ -174,9 +174,12 @@ litellm-proxy = "litellm.proxy.client.cli:cli"
 [dependency-groups]
 dev = [
     "diff-cover==9.7.2",
+    "hypothesis==6.165.10",
+    "reportlab==5.0.1",
     "basedpyright==1.39.7",
     "keyring==25.7.0",
     "pytest==9.0.3",
+    "tomli==2.4.1; python_version < '3.11'",
     "pytest-mock==3.15.1",
     "pytest-asyncio==1.3.0",
     "pytest-postgresql==7.0.2",
@@ -278,7 +281,10 @@ bindings = "pyo3"
 features = ["extension-module"]
 profile = "release"
 editable-profile = "dev"
-include = ["litellm/proxy/_experimental/out/**"]
+include = [
+    "litellm/proxy/_experimental/out/**",
+    "litellm/router_strategy/complexity_router/artifacts/*.json",
+]
 exclude = [
     "litellm/proxy/enterprise",
     "litellm/proxy/enterprise/**",
@@ -292,7 +298,7 @@ exclude = [
 
 [tool.uv]
 constraint-dependencies = [
-    "tornado>=6.5.6",
+    "tornado>=6.5.8",
     "aiohttp>=3.14.2,<4.0",
     "packaging>=24.0",
     "soupsieve>=2.8.4",
diff --git a/ruff-strict-budget.json b/ruff-strict-budget.json
index 9b1cc977a64..4aac1756af4 100644
--- a/ruff-strict-budget.json
+++ b/ruff-strict-budget.json
@@ -1,6 +1,6 @@
 {
   "ANN001": {
-    "limit": 2985
+    "limit": 2984
   },
   "ANN002": {
     "limit": 71
@@ -9,7 +9,7 @@
     "limit": 809
   },
   "ANN201": {
-    "limit": 2001
+    "limit": 1999
   },
   "ANN202": {
     "limit": 835
@@ -24,7 +24,7 @@
     "limit": 133
   },
   "ANN401": {
-    "limit": 307
+    "limit": 304
   },
   "ASYNC230": {
     "limit": 11
@@ -42,7 +42,7 @@
     "limit": 52
   },
   "B010": {
-    "limit": 190
+    "limit": 187
   },
   "B018": {
     "limit": 2
@@ -57,7 +57,7 @@
     "limit": 3
   },
   "BLE001": {
-    "limit": 2917
+    "limit": 2916
   },
   "C401": {
     "limit": 8
@@ -87,7 +87,7 @@
     "limit": 2
   },
   "DTZ003": {
-    "limit": 26
+    "limit": 24
   },
   "DTZ005": {
     "limit": 233
@@ -96,7 +96,7 @@
     "limit": 10
   },
   "DTZ007": {
-    "limit": 17
+    "limit": 6
   },
   "DTZ011": {
     "limit": 3
@@ -108,7 +108,7 @@
     "limit": 3
   },
   "F401": {
-    "limit": 13
+    "limit": 12
   },
   "LOG015": {
     "limit": 5
@@ -144,10 +144,10 @@
     "limit": 1
   },
   "PLR1704": {
-    "limit": 3
+    "limit": 1
   },
   "PLR1714": {
-    "limit": 256
+    "limit": 253
   },
   "PLW0127": {
     "limit": 57
@@ -156,7 +156,7 @@
     "limit": 215
   },
   "PLW0603": {
-    "limit": 191
+    "limit": 190
   },
   "PLW1508": {
     "limit": 190
@@ -177,7 +177,7 @@
     "limit": 8
   },
   "RUF019": {
-    "limit": 31
+    "limit": 27
   },
   "RUF046": {
     "limit": 4
@@ -231,7 +231,7 @@
     "limit": 5
   },
   "TID251": {
-    "limit": 1073
+    "limit": 1071
   },
   "TRY002": {
     "limit": 524
@@ -240,13 +240,13 @@
     "limit": 96
   },
   "TRY201": {
-    "limit": 403
+    "limit": 401
   },
   "TRY203": {
-    "limit": 111
+    "limit": 109
   },
   "TRY300": {
-    "limit": 854
+    "limit": 852
   },
   "UP028": {
     "limit": 2
diff --git a/rust-toolchain.toml b/rust-toolchain.toml
new file mode 100644
index 00000000000..a1598ccbb34
--- /dev/null
+++ b/rust-toolchain.toml
@@ -0,0 +1,4 @@
+[toolchain]
+channel = "1.98.0"
+profile = "minimal"
+components = ["rustfmt", "clippy"]
diff --git a/schema.prisma b/schema.prisma
index 28ed49fd0be..e638ad68b6f 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -5,6 +5,7 @@ datasource client {
 
 generator client {
   provider = "prisma-client-py"
+  recursive_type_depth = -1
   binaryTargets = ["native", "debian-openssl-1.1.x", "debian-openssl-3.0.x", "linux-musl", "linux-musl-openssl-3.0.x"]
 }
 
diff --git a/scripts/budget_ratchet_check.py b/scripts/budget_ratchet_check.py
index 34dd234477a..adc4c0664be 100644
--- a/scripts/budget_ratchet_check.py
+++ b/scripts/budget_ratchet_check.py
@@ -24,7 +24,6 @@ seen the red and accepted it.
 Usage:
     python scripts/budget_ratchet_check.py [--base REF] [budget.json ...]
 
-Stdlib only.
 """
 
 from __future__ import annotations
@@ -33,11 +32,15 @@ import argparse
 import json
 import subprocess
 import sys
-import tomllib
 from pathlib import Path
 from types import MappingProxyType
 from typing import NamedTuple
 
+if sys.version_info >= (3, 11):
+    import tomllib
+else:
+    import tomli as tomllib
+
 REPO_ROOT = Path(__file__).resolve().parent.parent
 DEFAULT_BASE = "origin/litellm_internal_staging"
 DEFAULT_BUDGETS: tuple[str, ...] = (
diff --git a/scripts/mutation_report.py b/scripts/mutation_report.py
index e0d4d569484..d0f9ddf0491 100644
--- a/scripts/mutation_report.py
+++ b/scripts/mutation_report.py
@@ -18,13 +18,17 @@ import json
 import re
 import subprocess
 import sys
-import tomllib
 from collections import defaultdict
 from difflib import SequenceMatcher
 from pathlib import Path
 from typing import Final, NamedTuple
 from textwrap import dedent
 
+if sys.version_info >= (3, 11):
+    import tomllib
+else:
+    import tomli as tomllib
+
 ROOT = Path(__file__).resolve().parent.parent
 MUTMUT_INVOCATION = ["uv", "run", "--no-sync", "--with", "mutmut==3.5.0", "mutmut"]
 
diff --git a/terraform/litellm/aws/ecs.tf b/terraform/litellm/aws/ecs.tf
index 01b730dac65..2fb1ca08205 100644
--- a/terraform/litellm/aws/ecs.tf
+++ b/terraform/litellm/aws/ecs.tf
@@ -214,8 +214,8 @@ locals {
   gateway_uvicorn_args = "--host 0.0.0.0 --port 4000 --workers ${var.gateway_num_workers}"
   backend_uvicorn_args = "--host 0.0.0.0 --port 4001"
 
-  gateway_launch_cmd = "if [ \"$USE_DDTRACE\" = \"true\" ]; then export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn gateway.main:app ${local.gateway_uvicorn_args}; else exec uvicorn gateway.main:app ${local.gateway_uvicorn_args}; fi"
-  backend_launch_cmd = "if [ \"$USE_DDTRACE\" = \"true\" ]; then export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn backend.main:app ${local.backend_uvicorn_args}; else exec uvicorn backend.main:app ${local.backend_uvicorn_args}; fi"
+  gateway_launch_cmd = "case \"$USE_DDTRACE\" in [Tt][Rr][Uu][Ee]) export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn gateway.main:app ${local.gateway_uvicorn_args};; *) exec uvicorn gateway.main:app ${local.gateway_uvicorn_args};; esac"
+  backend_launch_cmd = "case \"$USE_DDTRACE\" in [Tt][Rr][Uu][Ee]) export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn backend.main:app ${local.backend_uvicorn_args};; *) exec uvicorn backend.main:app ${local.backend_uvicorn_args};; esac"
 
   gateway_proxy_overrides = local.proxy_config_enabled ? {
     entryPoint = ["sh", "-c"]
diff --git a/terraform/litellm/gcp/cloudrun.tf b/terraform/litellm/gcp/cloudrun.tf
index 3340522734f..5a5c361b832 100644
--- a/terraform/litellm/gcp/cloudrun.tf
+++ b/terraform/litellm/gcp/cloudrun.tf
@@ -138,8 +138,8 @@ locals {
   gateway_uvicorn_args = "--host 0.0.0.0 --port 4000 --workers ${var.gateway_num_workers}"
   backend_uvicorn_args = "--host 0.0.0.0 --port 4001"
 
-  gateway_launch_cmd = "if [ \"$USE_DDTRACE\" = \"true\" ]; then export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn gateway.main:app ${local.gateway_uvicorn_args}; else exec uvicorn gateway.main:app ${local.gateway_uvicorn_args}; fi"
-  backend_launch_cmd = "if [ \"$USE_DDTRACE\" = \"true\" ]; then export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn backend.main:app ${local.backend_uvicorn_args}; else exec uvicorn backend.main:app ${local.backend_uvicorn_args}; fi"
+  gateway_launch_cmd = "case \"$USE_DDTRACE\" in [Tt][Rr][Uu][Ee]) export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn gateway.main:app ${local.gateway_uvicorn_args};; *) exec uvicorn gateway.main:app ${local.gateway_uvicorn_args};; esac"
+  backend_launch_cmd = "case \"$USE_DDTRACE\" in [Tt][Rr][Uu][Ee]) export DD_TRACE_OPENAI_ENABLED=\"False\"; exec ddtrace-run uvicorn backend.main:app ${local.backend_uvicorn_args};; *) exec uvicorn backend.main:app ${local.backend_uvicorn_args};; esac"
 
   gateway_args = join(" && ", concat(
     local.redis_ca_fragment,
diff --git a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
index 052962e078e..6bc8947e89f 100644
--- a/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
+++ b/terraform/provider/tools/endpointaudit/coverage_allowlist.txt
@@ -28,6 +28,7 @@ GET /tag/user-agent/per-user-analytics
 GET /tag/wau
 GET /team/daily/activity
 GET /team/daily/activity/aggregated
+GET /team/spend/by_user
 GET /team/spend/report
 GET /user/daily/activity
 GET /user/daily/activity/aggregated
diff --git a/test-quality-budget.json b/test-quality-budget.json
index d834c581609..7ca563d25af 100644
--- a/test-quality-budget.json
+++ b/test-quality-budget.json
@@ -21,6 +21,6 @@
     "limit": 117
   },
   "TQ008": {
-    "limit": 11135
+    "limit": 11003
   }
 }
diff --git a/tests/_fake_openai_endpoint_server.py b/tests/_fake_openai_endpoint_server.py
index ac83e74b66a..d3af31aeef5 100644
--- a/tests/_fake_openai_endpoint_server.py
+++ b/tests/_fake_openai_endpoint_server.py
@@ -207,13 +207,16 @@ async def completions(request: Request) -> Response:
 
 async def embeddings(request: Request) -> Response:
     body = await _parse_body(request)
+    model = _requested_model(body)
+    if model == _SLOW_MODEL:
+        await asyncio.sleep(_SLOW_RESPONSE_SECONDS)
     raw_input = body.get("input", "")
     count = len(raw_input) if isinstance(raw_input, list) else 1
     return JSONResponse(
         {
             "object": "list",
             "data": [{"object": "embedding", "index": i, "embedding": [0.0] * 1536} for i in range(max(count, 1))],
-            "model": _requested_model(body),
+            "model": model,
             "usage": {"prompt_tokens": 5, "total_tokens": 5},
         }
     )
diff --git a/tests/code_coverage_tests/check_licenses.py b/tests/code_coverage_tests/check_licenses.py
index 158e25180e1..a9eddc3fabb 100644
--- a/tests/code_coverage_tests/check_licenses.py
+++ b/tests/code_coverage_tests/check_licenses.py
@@ -6,12 +6,16 @@ from pathlib import Path
 import re
 import sys
 import time
-import tomllib
 from typing import Callable, Dict, Final, List, Optional, Protocol, Set, Tuple
 
 from packaging.requirements import Requirement
 import requests
 
+if sys.version_info >= (3, 11):
+    import tomllib
+else:
+    import tomli as tomllib
+
 DEFAULT_TRANSITIVE_PIN_PACKAGES = (
     "aiofiles",
     "anyio",
diff --git a/tests/code_coverage_tests/check_py310_typing_imports.py b/tests/code_coverage_tests/check_py310_typing_imports.py
new file mode 100644
index 00000000000..0cd4d089890
--- /dev/null
+++ b/tests/code_coverage_tests/check_py310_typing_imports.py
@@ -0,0 +1,150 @@
+import ast
+import os
+import sys
+from collections.abc import Iterator
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final
+
+PY311_PLUS_TYPING_NAMES: Final[frozenset[str]] = frozenset(
+    {
+        "NotRequired",
+        "Required",
+        "Self",
+        "LiteralString",
+        "Never",
+        "assert_never",
+        "assert_type",
+        "reveal_type",
+        "TypeVarTuple",
+        "Unpack",
+        "dataclass_transform",
+        "override",
+        "TypeAliasType",
+        "get_original_bases",
+        "ReadOnly",
+        "TypeIs",
+        "NoDefault",
+        "get_protocol_members",
+        "is_protocol",
+        "evaluate_forward_ref",
+        "TypeForm",
+    }
+)
+
+
+@dataclass(frozen=True, slots=True)
+class TypingImportViolation:
+    file: str
+    line: int
+    name: str
+
+
+def _walk_with_ancestors(
+    node: ast.AST, ancestors: tuple[tuple[ast.AST, str], ...] = ()
+) -> Iterator[tuple[ast.AST, tuple[tuple[ast.AST, str], ...]]]:
+    yield node, ancestors
+    for field_name, field_value in ast.iter_fields(node):
+        if isinstance(field_value, ast.AST):
+            yield from _walk_with_ancestors(field_value, (*ancestors, (node, field_name)))
+        elif isinstance(field_value, list):
+            for child in field_value:
+                if isinstance(child, ast.AST):
+                    yield from _walk_with_ancestors(child, (*ancestors, (node, field_name)))
+
+
+def _is_sys_version_info(node: ast.AST) -> bool:
+    return (
+        isinstance(node, ast.Attribute)
+        and isinstance(node.value, ast.Name)
+        and node.value.id == "sys"
+        and node.attr == "version_info"
+    )
+
+
+def _is_version_guarded(ancestors: tuple[tuple[ast.AST, str], ...]) -> bool:
+    nearest_if: Final[tuple[ast.If, str] | None] = next(
+        (
+            (ancestor, field_name)
+            for ancestor, field_name in reversed(ancestors)
+            if isinstance(ancestor, ast.If)
+        ),
+        None,
+    )
+    if nearest_if is None:
+        return False
+    enclosing_if, branch = nearest_if
+    test: Final[ast.expr] = enclosing_if.test
+    if not isinstance(test, ast.Compare) or len(test.ops) != 1 or not _is_sys_version_info(test.left):
+        return False
+    operator: Final[ast.cmpop] = test.ops[0]
+    return (isinstance(operator, (ast.Gt, ast.GtE)) and branch == "body") or (
+        isinstance(operator, (ast.Lt, ast.LtE)) and branch == "orelse"
+    )
+
+
+def scan_file(file_path: str | os.PathLike[str]) -> tuple[TypingImportViolation, ...]:
+    path: Final[Path] = Path(file_path)
+    tree: Final[ast.Module] = ast.parse(path.read_text(encoding="utf-8"), filename=str(path))
+    return tuple(
+        violation
+        for node, ancestors in _walk_with_ancestors(tree)
+        if not _is_version_guarded(ancestors)
+        for violation in _violations_for_node(node, path)
+    )
+
+
+def _violations_for_node(
+    node: ast.AST, path: Path
+) -> tuple[TypingImportViolation, ...]:
+    if isinstance(node, ast.ImportFrom) and node.module == "typing":
+        return tuple(
+            TypingImportViolation(file=str(path), line=node.lineno, name=alias.name)
+            for alias in node.names
+            if alias.name in PY311_PLUS_TYPING_NAMES
+        )
+    if (
+        isinstance(node, ast.Attribute)
+        and isinstance(node.value, ast.Name)
+        and node.value.id == "typing"
+        and node.attr in PY311_PLUS_TYPING_NAMES
+    ):
+        return (TypingImportViolation(file=str(path), line=node.lineno, name=node.attr),)
+    return ()
+
+
+def scan_directory(base_dir: str | os.PathLike[str] = ".") -> tuple[TypingImportViolation, ...]:
+    base_path: Final[Path] = Path(base_dir)
+    return tuple(
+        violation
+        for directory in (
+            base_path / "litellm",
+            base_path / "enterprise",
+            base_path / "litellm-proxy-extras" / "litellm_proxy_extras",
+        )
+        if directory.exists()
+        for path in directory.rglob("*.py")
+        for violation in scan_file(path)
+    )
+
+
+def main() -> None:
+    violations: Final[tuple[TypingImportViolation, ...]] = scan_directory()
+    if violations:
+        message: Final[str] = "\n".join(
+            (
+                "Python 3.10-incompatible typing imports found:",
+                *(
+                    f"{violation.file}:{violation.line}: {violation.name} is unavailable in Python 3.10; "
+                    "import it from typing_extensions instead because litellm supports Python 3.10"
+                    for violation in violations
+                ),
+            )
+        )
+        sys.stdout.write(f"{message}\n")
+        raise RuntimeError("Import Python 3.10-incompatible typing names from typing_extensions instead")
+    sys.stdout.write("No Python 3.10-incompatible typing imports found.\n")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/code_coverage_tests/liccheck.ini b/tests/code_coverage_tests/liccheck.ini
index f5a2fb4b14c..9103d913c36 100644
--- a/tests/code_coverage_tests/liccheck.ini
+++ b/tests/code_coverage_tests/liccheck.ini
@@ -172,6 +172,7 @@ pylint: >=3.3.9 # GPLv2 license
 langchain-mcp-adapters: >=0.2.1 # MIT License
 langgraph: >=1.0.10 # MIT License
 langgraph-prebuilt: >=1.0.8 # MIT License - https://github.com/langchain-ai/langgraph/blob/main/LICENSE
+hypothesis: >=6.165.10 # MPL 2.0 license
 pytest-rerunfailures: >=15.1 # MPL 2.0 license
 pytest-recording: >=0.13.4 # MIT license
 expression: >=5.6.0 # MIT License - https://github.com/cognitedata/Expression/blob/main/LICENSE
diff --git a/tests/code_coverage_tests/recursive_detector.py b/tests/code_coverage_tests/recursive_detector.py
index 790956156b0..0578dc60119 100644
--- a/tests/code_coverage_tests/recursive_detector.py
+++ b/tests/code_coverage_tests/recursive_detector.py
@@ -64,6 +64,8 @@ IGNORE_FUNCTIONS = [
     "_flatten_form_field",  # bounded by the nesting depth of the already-parsed request body (a finite JSON tree, no cycles possible).
     "_flatten_form_data_field",  # bounded by the nesting depth of the already-parsed request body (a finite JSON tree, no cycles possible).
     "_json_safe",  # max depth set (_MAX_DEPTH) plus a seen-ids cycle guard for self-referential input.
+    "_redact_agent_params_tree",  # max depth set (default 10), same shape as _redact_sensitive_litellm_params.
+    "_restore_redacted_nested_value",  # max depth set (default 10), mirrors _redact_agent_params_tree on the write side.
 ]
 
 
diff --git a/tests/code_coverage_tests/router_code_coverage.py b/tests/code_coverage_tests/router_code_coverage.py
index c541c035db7..0af29f069c6 100644
--- a/tests/code_coverage_tests/router_code_coverage.py
+++ b/tests/code_coverage_tests/router_code_coverage.py
@@ -81,6 +81,12 @@ ignored_function_names = [
     "_merge_tools_from_deployment",  # Tested indirectly via _update_kwargs_with_deployment (test files lack "router" in name)
     "_invalidate_access_groups_cache",  # Tested indirectly via set_model_list, upsert_model etc. (test files lack "router" in name)
     "has_buffered_provider_output",  # Property, so its reads in test_router.py are never an ast.Call
+    "_resolved_provider",  # Tested via get_pattern in test_pattern_match_deployments.py (file lacks "router" in name)
+    "_request_header",  # Tested through Claude Code session routing in test_router.py
+    "_claude_code_session_router_cache_key",  # Tested through Claude Code session routing in test_router.py
+    "_delete_claude_code_session_router_binding",  # Tested through Redis cleanup failure in test_router.py
+    "_resolve_claude_code_session_router",  # Tested through Claude Code session routing in test_router.py
+    "_get_claude_code_session_router_binding",  # Tested through the two-worker session routing test in test_router.py
 ]
 
 
diff --git a/tests/e2e/junit_properties.py b/tests/e2e/junit_properties.py
index e4f59f5c4d2..c5971c5362c 100644
--- a/tests/e2e/junit_properties.py
+++ b/tests/e2e/junit_properties.py
@@ -2,10 +2,16 @@
 
 The e2e suite ships results to Loki/Grafana from a standard pytest JUnit report
 (`--junitxml=e2e-report.xml`), not a bespoke log line. JUnit already records
-outcome, duration, and node id for every `<testcase>`; the only signals it cannot
-derive on its own are the normalized suite package and the coverage-registry cell
-ids a test covers. Those ride along as JUnit `<property>` entries via each item's
-`user_properties`, attached in `conftest.py::pytest_collection_modifyitems`.
+outcome, duration, and node id for every `<testcase>`; the signals it cannot
+derive on its own are the normalized suite package, the coverage-registry cell
+ids a test covers, and where the test's source lives. Those ride along as JUnit
+`<property>` entries via each item's `user_properties`, attached in
+`conftest.py::pytest_collection_modifyitems`.
+
+`source` is a property rather than the `file=` / `line=` attributes pytest used
+to write, because the `xunit2` family this suite runs on drops those, and
+switching families would change the XML for every consumer of it -- the
+Buildkite Test Engine upload and the Loki pipeline included.
 """
 
 from __future__ import annotations
@@ -14,22 +20,61 @@ from collections.abc import Iterable
 
 import pytest
 
+# Hardcoded because the runner image copies tests/e2e/ to /app/e2e, so nothing
+# at runtime names this suite's place in the repo. test_junit_properties.py
+# fails from a checkout if it moves.
+SUITE_ROOT = "tests/e2e"
+
+
+def suite_parts(path_part: str) -> tuple[str, ...]:
+    """Path components of a suite file relative to tests/e2e, however it ran.
+
+    Pytest paths are rootdir-relative, and rootdir moves with the invocation: a
+    repo-root run gives `tests/e2e/logging/test_x.py`, a suite-cwd run (the
+    runner image) gives `logging/test_x.py`. Both collapse to the same tuple.
+    """
+    raw = tuple(p for p in path_part.replace("\\", "/").split("/") if p and p != ".")
+    return raw[2:] if len(raw) >= 3 and raw[0] == "tests" and raw[1] == "e2e" else raw
+
 
 def package_from_nodeid(nodeid: str) -> str:
-    """Top-level suite package under tests/e2e/, or 'root' for top-level files.
-
-    Pytest nodeids are relative to the invocation cwd. Repo-root runs look like
-    `tests/e2e/logging/...`; suite-cwd runs look like `logging/...`. Strip the
-    `tests/e2e` prefix so package is the suite dir either way.
-    """
-    path_part = nodeid.split("::", 1)[0].replace("\\", "/")
-    raw = tuple(p for p in path_part.split("/") if p and p != ".")
-    parts = raw[2:] if len(raw) >= 3 and raw[0] == "tests" and raw[1] == "e2e" else raw
+    """Top-level suite package under tests/e2e/, or 'root' for top-level files."""
+    parts = suite_parts(nodeid.split("::", 1)[0])
     if len(parts) <= 1:
         return "root"
     return parts[0]
 
 
+def source_from_location(path: str, lineno: int | None) -> str:
+    """Repo-relative `path:line` for a test, or '' when nothing is linkable.
+
+    `pytest.Item.location` gives a rootdir-relative path and a ZERO-based line.
+    The path is re-rooted at SUITE_ROOT so consumers need not know how pytest was
+    started, and the line is emitted ONE-based to match editors, tracebacks and
+    code hosts. A decorated test anchors at its first decorator, which is where
+    pytest reports it.
+
+    Empty rather than a guess for anything unlinkable: no line, a path reaching
+    upward, or a path carrying a colon, which is both how an absolute Windows
+    path arrives and a character `path:line` has no way to represent.
+    """
+    if lineno is None:
+        return ""
+    normalized = path.replace("\\", "/")
+    if normalized.startswith("/") or ":" in normalized or ".." in normalized.split("/"):
+        return ""
+    parts = suite_parts(normalized)
+    if not parts:
+        return ""
+    return f"{'/'.join((SUITE_ROOT, *parts))}:{lineno + 1}"
+
+
+def source_from_item(item: pytest.Item) -> str:
+    """Read the repo-relative `path:line` off a pytest Item's reported location."""
+    path, lineno, _ = item.location
+    return source_from_location(path, lineno)
+
+
 def dedupe_covers(marker_args: Iterable[tuple[object, ...]]) -> tuple[str, ...]:
     """Flatten @pytest.mark.covers arg lists into unique, order-preserving cell
     ids, dropping anything that is not a non-empty string."""
@@ -43,10 +88,12 @@ def covers_from_item(item: pytest.Item) -> tuple[str, ...]:
 
 def result_properties(item: pytest.Item) -> tuple[tuple[str, str], ...]:
     """The custom signals a standard reporter cannot derive: the normalized suite
-    package and the comma-joined coverage-registry cell ids this test covers."""
+    package, the comma-joined coverage-registry cell ids this test covers, and the
+    repo-relative `path:line` its source sits at."""
     return (
         ("package", package_from_nodeid(item.nodeid)),
         ("covers", ",".join(covers_from_item(item))),
+        ("source", source_from_item(item)),
     )
 
 
diff --git a/tests/e2e/llm_translation/passthrough_client.py b/tests/e2e/llm_translation/passthrough_client.py
index 20a8592db20..a56d3dc077e 100644
--- a/tests/e2e/llm_translation/passthrough_client.py
+++ b/tests/e2e/llm_translation/passthrough_client.py
@@ -168,6 +168,35 @@ def completed_responses_object(result: StreamingResponse) -> ResponsesObject | N
     return completed[-1] if completed else None
 
 
+class AnthropicMessageObject(BaseModel):
+    id: str
+
+
+class AnthropicStreamEvent(BaseModel):
+    """One SSE frame of a native Anthropic stream. Only `message_start` carries the
+    message, so it stays optional and the deltas validate as themselves."""
+
+    type: str
+    message: AnthropicMessageObject | None = None
+
+
+def anthropic_message_id(result: StreamingResponse) -> str | None:
+    """The `msg_...` id the caller was served, which is what the spend row is keyed by
+    on this route: off the `message_start` frame when streaming, off the body when not."""
+    if not result.is_streaming:
+        return AnthropicMessageObject.model_validate_json(result.body).id
+    events = (
+        AnthropicStreamEvent.model_validate_json(payload)
+        for payload in result.stream_events
+    )
+    started = tuple(
+        event.message
+        for event in events
+        if event.type == "message_start" and event.message is not None
+    )
+    return started[0].id if started else None
+
+
 class OpenAIResponsesBody(BaseModel):
     model: str
     input: str
diff --git a/tests/e2e/llm_translation/test_passthrough_e2e.py b/tests/e2e/llm_translation/test_passthrough_e2e.py
index 7e6a8b25155..50ea8f4b4df 100644
--- a/tests/e2e/llm_translation/test_passthrough_e2e.py
+++ b/tests/e2e/llm_translation/test_passthrough_e2e.py
@@ -2,7 +2,8 @@
 
 Each test sends a NATIVE provider request through the proxy's passthrough route
 and verifies the proxy still logged a costed SpendLogs row
-(call_type="pass_through_endpoint"), correlated by the x-litellm-call-id header.
+(call_type="pass_through_endpoint"), correlated by the id the caller was served:
+the x-litellm-call-id header on gemini, the `msg_...` message id on anthropic.
 
 Covered: gemini ("gemini-2.5-flash") + anthropic ("claude-haiku-4-5"), streaming +
 non-streaming, plus native tool calls. See LLM_TRANSLATION_COVERAGE_MATRIX.md.
@@ -14,7 +15,7 @@ A passthrough call returning non-2xx fails hard (never a skip); once it returns
 import pytest
 
 from e2e_config import CHEAP_OPENAI_MODEL, unique_marker
-from e2e_http import StreamingResponse, require_successful_call, unwrap
+from e2e_http import require_successful_call, unwrap
 from lifecycle import ResourceManager
 from models import KeyGenerateBody, SpendLogRow
 from passthrough_client import (
@@ -24,6 +25,7 @@ from passthrough_client import (
     JsonSchema,
     JsonSchemaProperty,
     PassthroughClient,
+    anthropic_message_id,
     completed_responses_object,
 )
 
@@ -33,18 +35,18 @@ REALTIME_MODEL = "gpt-realtime-2"
 pytestmark = pytest.mark.e2e
 
 
-def _fetch_cost_breakdown(client: PassthroughClient, result: StreamingResponse) -> SpendLogRow:
+def _fetch_cost_breakdown(client: PassthroughClient, request_id: str | None) -> SpendLogRow:
     """The passthrough call's logged row, polled until it carries a cost.
 
     Asserts (not skips) that a 2xx passthrough call produced a costed row - the
     whole point of passthrough spend tracking.
     """
-    assert result.call_id, "passthrough response had no x-litellm-call-id header"
+    assert request_id, "passthrough response carried no id to correlate its spend row by"
     rows = client.proxy.poll_logs_for_request_id(
-        result.call_id,
+        request_id,
         predicate=lambda rs: (rs[0].spend or 0) > 0,
     )
-    assert rows, f"no SpendLogs row for passthrough call_id {result.call_id}"
+    assert rows, f"no SpendLogs row for passthrough request_id {request_id}"
     row = rows[0]
     assert row.call_type == "pass_through_endpoint"
     assert (row.spend or 0) > 0, f"passthrough call was not costed: {row}"
@@ -64,7 +66,7 @@ def test_gemini_passthrough_nonstreaming_logs_cost(
     )
     require_successful_call(result)
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, result.call_id)
     assert row.custom_llm_provider == "gemini"
     assert "gemini" in (row.model or "")
     assert tag in (row.request_tags or []), f"tags not logged: {row.request_tags}"
@@ -107,7 +109,7 @@ def test_gemini_passthrough_streaming_logs_cost(
     require_successful_call(result)
     assert result.chunks > 0, "streaming passthrough produced no events"
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, result.call_id)
     assert row.custom_llm_provider == "gemini"
 
 
@@ -137,7 +139,7 @@ def test_gemini_passthrough_tool_call_logs_cost(
     require_successful_call(result)
     assert "functionCall" in result.body, "gemini did not emit a tool call"
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, result.call_id)
     assert row.custom_llm_provider == "gemini"
 
 
@@ -150,7 +152,7 @@ def test_anthropic_passthrough_nonstreaming_logs_cost(
     result = client.anthropic_message(scoped_key, "claude-haiku-4-5", "Say hello")
     require_successful_call(result)
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, anthropic_message_id(result))
     assert row.custom_llm_provider == "anthropic"
     assert "claude" in (row.model or "")
 
@@ -164,7 +166,7 @@ def test_anthropic_passthrough_streaming_logs_cost(
     require_successful_call(result)
     assert result.chunks > 0, "streaming passthrough produced no events"
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, anthropic_message_id(result))
     assert row.custom_llm_provider == "anthropic"
 
 
@@ -190,7 +192,7 @@ def test_anthropic_passthrough_tool_call_logs_cost(
     require_successful_call(result)
     assert "tool_use" in result.body, "anthropic did not emit a tool call"
 
-    row = _fetch_cost_breakdown(client, result)
+    row = _fetch_cost_breakdown(client, anthropic_message_id(result))
     assert row.custom_llm_provider == "anthropic"
 
 
diff --git a/tests/e2e/models.py b/tests/e2e/models.py
index 967144dfb16..79d9e011f7e 100644
--- a/tests/e2e/models.py
+++ b/tests/e2e/models.py
@@ -806,6 +806,7 @@ class LiteLLMParamsBody(BaseModel):
     mock_response: str | None = None
     timeout: float | None = None
     tpm: int | None = None
+    weight: int | None = None
 
 
 ModelMode = Literal["batch", "realtime", "image_generation"]
@@ -820,6 +821,7 @@ class ModelInfoBody(BaseModel):
     mode: ModelMode | None = None
     access_groups: list[str] | None = None
     team_id: str | None = None
+    allowed_fails_policy: dict[str, int] | None = None
 
 
 class ModelNewBody(BaseModel):
diff --git a/tests/e2e/router/reliability_support.py b/tests/e2e/router/reliability_support.py
index e342aa363ca..5822058003c 100644
--- a/tests/e2e/router/reliability_support.py
+++ b/tests/e2e/router/reliability_support.py
@@ -19,6 +19,8 @@ from models import (
     ChatMessage,
     ChatResponse,
     LiteLLMParamsBody,
+    ModelInfoBody,
+    ModelNewBody,
     ReliabilityChatBody,
     RouterSettingsOverride,
 )
@@ -26,6 +28,18 @@ from models import (
 REAL_MODEL = "openai/gpt-5.5"
 REAL_KEY = "os.environ/OPENAI_API_KEY"
 
+# The smallest-context chat model OpenAI still serves (16385 tokens). A prompt
+# past that limit comes back as a real `context_length_exceeded` 400, which is
+# what litellm maps to ContextWindowExceededError.
+SMALL_CONTEXT_MODEL = "openai/gpt-3.5-turbo"
+SMALL_CONTEXT_LIMIT_TOKENS = 16385
+
+
+def oversized_prompt(marker: str) -> str:
+    """A prompt comfortably past SMALL_CONTEXT_MODEL's context limit, so the
+    provider refuses it on length rather than answering a truncated version."""
+    return f"{marker} " + ("token " * (SMALL_CONTEXT_LIMIT_TOKENS + 4000))
+
 
 def create_bad_base_deployment(proxy: ProxyClient, name: str) -> str:
     """Register a deployment pointing at an unreachable base, so every call to it
@@ -40,6 +54,38 @@ def create_timeout_deployment(proxy: ProxyClient, name: str) -> str:
     return proxy.create_model(name, LiteLLMParamsBody(model=REAL_MODEL, api_key=REAL_KEY, timeout=0.001))
 
 
+def create_small_context_deployment(proxy: ProxyClient, name: str) -> str:
+    """Register a deployment on the smallest-context model OpenAI still serves, so an
+    oversized prompt earns a real context-window refusal from the provider."""
+    return proxy.create_model(name, LiteLLMParamsBody(model=SMALL_CONTEXT_MODEL, api_key=REAL_KEY))
+
+
+def create_always_timing_out_deployment(proxy: ProxyClient, name: str) -> str:
+    """The always-picked half of a retry pair: a 1ms deadline the backend always
+    exceeds, all of the model group's shuffle weight, and a cooldown policy that
+    benches it on its first Timeout so the retry cannot land on it again."""
+    return proxy.register_model(
+        ModelNewBody(
+            model_name=name,
+            litellm_params=LiteLLMParamsBody(model=REAL_MODEL, api_key=REAL_KEY, timeout=0.001, weight=1),
+            model_info=ModelInfoBody(allowed_fails_policy={"TimeoutErrorAllowedFails": 0}),
+        )
+    )
+
+
+def create_zero_weight_backup_deployment(proxy: ProxyClient, name: str) -> str:
+    """The other half of a retry pair: healthy, but weight 0, so the weighted shuffle
+    never opens on it. It is reachable only once its sibling is benched and the
+    weighted pick falls through to a uniform one over what is left."""
+    return proxy.register_model(
+        ModelNewBody(
+            model_name=name,
+            litellm_params=LiteLLMParamsBody(model=REAL_MODEL, api_key=REAL_KEY, weight=0),
+            model_info=ModelInfoBody(),
+        )
+    )
+
+
 def chat_override(
     proxy: ProxyClient,
     key: str,
diff --git a/tests/e2e/router/test_reliability_fallbacks_e2e.py b/tests/e2e/router/test_reliability_fallbacks_e2e.py
index d3ce62f8f95..8cece41ce2d 100644
--- a/tests/e2e/router/test_reliability_fallbacks_e2e.py
+++ b/tests/e2e/router/test_reliability_fallbacks_e2e.py
@@ -9,6 +9,10 @@ in the x-litellm-attempted-fallbacks header. Empty content is accepted only when
 `finish_reason == "length"` and the response billed completion tokens, since
 gpt-5.5 counts reasoning against max_tokens and can consume the whole budget
 before emitting any text; a fallback that produced nothing at all still fails.
+
+The context-window case is a different reroute from a plain failure: the provider
+refuses the prompt on length, and `context_window_fallbacks` is the setting that
+reroutes it, not `fallbacks`.
 """
 
 from __future__ import annotations
@@ -25,8 +29,10 @@ from reliability_support import (
     completion_tokens_of,
     content_of,
     create_bad_base_deployment,
+    create_small_context_deployment,
     create_timeout_deployment,
     finish_reason_of,
+    oversized_prompt,
     reasoning_tokens_of,
 )
 
@@ -82,3 +88,17 @@ class TestReliabilityFallbacks:
             override=RouterSettingsOverride(fallbacks=[{primary: ["gpt-5.5"]}]),
         )
         _assert_served_by_fallback(resp)
+
+    @pytest.mark.covers("reliability.fallback.context_window.routes_to_fallback")
+    def test_context_window_routes_to_fallback(
+        self, client: ComplexityRouterClient, resources: ResourceManager, scoped_key: str
+    ) -> None:
+        primary = f"reliability-ctxfail-{unique_marker()}"
+        model_id = create_small_context_deployment(client.proxy, primary)
+        resources.defer(lambda: client.proxy.delete_model(model_id))
+
+        resp = chat_override(
+            client.proxy, scoped_key, primary, oversized_prompt(unique_marker()),
+            override=RouterSettingsOverride(context_window_fallbacks=[{primary: ["gpt-5.5"]}]),
+        )
+        _assert_served_by_fallback(resp)
diff --git a/tests/e2e/router/test_reliability_retries_e2e.py b/tests/e2e/router/test_reliability_retries_e2e.py
new file mode 100644
index 00000000000..5441412935c
--- /dev/null
+++ b/tests/e2e/router/test_reliability_retries_e2e.py
@@ -0,0 +1,73 @@
+"""Live e2e: a request that fails on its first deployment is retried inside its own
+model group and still comes back a completion.
+
+The model group is a pair: an always-timing-out deployment that holds all of the
+group's shuffle weight, and a healthy backup at weight 0. The weighted pick always
+opens on the timing-out one, its first Timeout benches it (an
+`allowed_fails_policy` of `TimeoutErrorAllowedFails: 0`), and the retry falls
+through to the only deployment left. So the customer sees a completion and the
+proxy reports that it took a retry to get there, with no random first pick in the
+middle of it.
+"""
+
+from __future__ import annotations
+
+import pytest
+
+from complexity_router_client import ComplexityRouterClient
+from e2e_config import unique_marker
+from lifecycle import ResourceManager
+from models import RouterSettingsOverride
+from reliability_support import (
+    chat_override,
+    completion_tokens_of,
+    content_of,
+    create_always_timing_out_deployment,
+    create_zero_weight_backup_deployment,
+    finish_reason_of,
+)
+
+pytestmark = pytest.mark.e2e
+
+
+class TestReliabilityRetries:
+    @pytest.mark.covers("reliability.retry.timeout.succeeds_within_retries")
+    def test_timeout_on_first_deployment_succeeds_on_retry(
+        self, client: ComplexityRouterClient, resources: ResourceManager, scoped_key: str
+    ) -> None:
+        group = f"reliability-retry-{unique_marker()}"
+        timing_out = create_always_timing_out_deployment(client.proxy, group)
+        resources.defer(lambda: client.proxy.delete_model(timing_out))
+        backup = create_zero_weight_backup_deployment(client.proxy, group)
+        resources.defer(lambda: client.proxy.delete_model(backup))
+
+        resp = chat_override(
+            client.proxy,
+            scoped_key,
+            group,
+            f"say hi {unique_marker()}",
+            override=RouterSettingsOverride(num_retries=2),
+        )
+
+        assert resp.status_code == 200, (
+            f"the retry should have landed on the healthy backup, got {resp.status_code}: {resp.body[:300]}"
+        )
+
+        attempted = resp.headers.get("x-litellm-attempted-retries")
+        assert attempted is not None, "response is missing the x-litellm-attempted-retries header"
+        assert int(attempted) >= 1, (
+            f"x-litellm-attempted-retries is {attempted!r}; a 200 with no retry means the request never "
+            "opened on the timing-out deployment, so this proves nothing about retries"
+        )
+
+        content = content_of(resp)
+        finish_reason = finish_reason_of(resp)
+        completion_tokens = completion_tokens_of(resp) or 0
+        assert isinstance(content, str), (
+            f"the retry should have returned a completion body, got content {content!r} (body={resp.body[:300]})"
+        )
+        assert content or (finish_reason == "length" and completion_tokens > 0), (
+            f"the retry returned empty content with finish_reason={finish_reason!r}, "
+            f"completion_tokens={completion_tokens}; empty content is only acceptable when the budget "
+            f"was spent on non-visible reasoning (body={resp.body[:300]})"
+        )
diff --git a/tests/e2e/test_junit_properties.py b/tests/e2e/test_junit_properties.py
new file mode 100644
index 00000000000..02c1413c840
--- /dev/null
+++ b/tests/e2e/test_junit_properties.py
@@ -0,0 +1,131 @@
+"""Harness coverage for the custom JUnit properties.
+
+No proxy and no ``e2e`` marker. Pins the two normalizations that have to agree
+about where a suite file lives -- ``package_from_nodeid`` (strip the suite root)
+and ``source_from_location`` (re-root at it) -- across both ways the suite is
+launched, plus the one-based line offset and the refusal to emit a path that
+escapes the suite. The consumers of these properties are the Loki/Grafana
+rollups and, for ``source``, the status page's per-test links to GitHub.
+"""
+
+from __future__ import annotations
+
+from pathlib import Path
+
+import pytest
+from junit_properties import (
+    SUITE_ROOT,
+    attach_result_properties,
+    dedupe_covers,
+    package_from_nodeid,
+    result_properties,
+    source_from_location,
+    suite_parts,
+)
+
+
+def collected_item(request: pytest.FixtureRequest, name: str) -> pytest.Item:
+    """The Item pytest collected for test ``name`` in this file: the real nodeid,
+    location and marker machinery the collection hook reads, as pytest built it."""
+    return next(item for item in request.session.items if item.path == request.path and item.name == name)
+
+
+def repo_root() -> Path | None:
+    """The litellm checkout above this file, or None when there isn't one."""
+    return next((p for p in Path(__file__).resolve().parents if (p / ".git").exists()), None)
+
+
+class TestSuiteParts:
+    @pytest.mark.parametrize(
+        "path",
+        ["logging/test_x.py", "tests/e2e/logging/test_x.py", "./logging/test_x.py", "tests\\e2e\\logging\\test_x.py"],
+    )
+    def test_both_invocation_shapes_collapse_to_the_same_components(self, path: str) -> None:
+        """A repo-root run and a suite-cwd run report the same file differently;
+        every downstream signal has to see one spelling."""
+        assert suite_parts(path) == ("logging", "test_x.py")
+
+    def test_top_level_suite_file_keeps_its_single_component(self) -> None:
+        assert suite_parts("tests/e2e/test_fixture_mode.py") == ("test_fixture_mode.py",)
+
+
+class TestPackageFromNodeid:
+    @pytest.mark.parametrize(
+        ("nodeid", "expected"),
+        [
+            ("logging/test_x.py::TestFoo::test_bar", "logging"),
+            ("tests/e2e/logging/test_x.py::TestFoo::test_bar", "logging"),
+            ("quota_management/spend_tracking/test_x.py::test_bar", "quota_management"),
+            ("test_fixture_mode.py::TestParseFixtureMode::test_known_values_normalize", "root"),
+            ("tests/e2e/test_fixture_mode.py::test_bar", "root"),
+        ],
+    )
+    def test_package_is_the_first_dir_under_the_suite_root(self, nodeid: str, expected: str) -> None:
+        assert package_from_nodeid(nodeid) == expected
+
+
+class TestSourceFromLocation:
+    @pytest.mark.parametrize("path", ["a2a/test_a2a_agent_e2e.py", "tests/e2e/a2a/test_a2a_agent_e2e.py"])
+    def test_path_is_repo_relative_however_pytest_was_started(self, path: str) -> None:
+        assert source_from_location(path, 40) == "tests/e2e/a2a/test_a2a_agent_e2e.py:41"
+
+    def test_line_is_emitted_one_based(self) -> None:
+        """pytest.Item.location counts from 0; editors, tracebacks and GitHub's
+        #L anchor all count from 1, and an off-by-one lands on the decorator."""
+        assert source_from_location("a2a/test_x.py", 0) == "tests/e2e/a2a/test_x.py:1"
+
+    def test_top_level_suite_file_sits_directly_under_the_suite_root(self) -> None:
+        assert source_from_location("test_fixture_mode.py", 39) == "tests/e2e/test_fixture_mode.py:40"
+
+    @pytest.mark.parametrize(
+        ("path", "lineno"),
+        [
+            ("a2a/test_x.py", None),
+            ("/app/e2e/a2a/test_x.py", 40),
+            ("C:\\app\\e2e\\a2a\\test_x.py", 40),
+            ("../conftest.py", 40),
+            ("", 40),
+        ],
+    )
+    def test_nothing_linkable_yields_empty_rather_than_a_guess(self, path: str, lineno: int | None) -> None:
+        """A colon is rejected on two counts: it is how a Windows absolute path
+        arrives, and `path:line` cannot represent one in the path half."""
+        assert source_from_location(path, lineno) == ""
+
+
+class TestResultProperties:
+    def test_every_test_carries_package_covers_and_source(self, request: pytest.FixtureRequest) -> None:
+        """Read off this test's own collected Item, so the nodeid and location are
+        whatever pytest reports for the launch shape in use, and the marker is added
+        at run time so the coverage registry's collect-only pass never sees it."""
+        test = type(self).test_every_test_carries_package_covers_and_source
+        request.applymarker(pytest.mark.covers("LOG-1", "LOG-2"))
+        assert result_properties(collected_item(request, test.__name__)) == (
+            ("package", "root"),
+            ("covers", "LOG-1,LOG-2"),
+            ("source", f"tests/e2e/test_junit_properties.py:{test.__code__.co_firstlineno}"),
+        )
+
+    def test_attach_is_idempotent(self, request: pytest.FixtureRequest) -> None:
+        """Collection can run the hook more than once; a second pass must not
+        double the <property> entries in the report."""
+        item = collected_item(request, type(self).test_attach_is_idempotent.__name__)
+        attach_result_properties(item)
+        attach_result_properties(item)
+        assert [name for name, _ in item.user_properties] == ["package", "covers", "source"]
+
+
+class TestSuiteRoot:
+    def test_suite_root_names_this_file_s_real_home(self) -> None:
+        """SUITE_ROOT is hardcoded because the runner image has no repo to read it
+        from. Where there IS a checkout, prove the constant still points at us --
+        otherwise a moved tests/e2e/ ships links that 404."""
+        root = repo_root()
+        if root is None:
+            pytest.skip("no checkout above this file (the runner image copies tests/e2e/ to /app/e2e)")
+        assert (root / SUITE_ROOT / Path(__file__).name).resolve() == Path(__file__).resolve()
+
+
+class TestDedupeCovers:
+    def test_ids_are_unique_order_preserving_and_non_empty_strings(self) -> None:
+        assert dedupe_covers([("A", "B"), ("B", ""), ("C", 7)]) == ("A", "B", "C")
diff --git a/tests/e2e/ui/constants.ts b/tests/e2e/ui/constants.ts
index bb33c90ddf3..3a62252915c 100644
--- a/tests/e2e/ui/constants.ts
+++ b/tests/e2e/ui/constants.ts
@@ -30,6 +30,7 @@ export const E2E_PROXY_ADMIN_EMAIL = "admin@test.local";
 export const E2E_INTERNAL_USER_ID = "e2e-internal-user";
 export const E2E_INTERNAL_USER_EMAIL = "internal@test.local";
 export const E2E_TEAM_ADMIN_USER_ID = "e2e-team-admin";
+export const E2E_SEEDED_USER_PASSWORD = "E2e-Test-Pass-2026!";
 
 // Key aliases for seeded test keys (match seed.sql)
 export const E2E_UPDATE_LIMITS_KEY_ALIAS = "e2eUpdateLimitsKey";
diff --git a/tests/e2e/ui/fixtures/seed.sql b/tests/e2e/ui/fixtures/seed.sql
index e77b4a16b3d..00ea668ed8f 100644
--- a/tests/e2e/ui/fixtures/seed.sql
+++ b/tests/e2e/ui/fixtures/seed.sql
@@ -24,18 +24,18 @@ INSERT INTO "LiteLLM_OrganizationTable" (
   'e2e-proxy-admin', 'e2e-proxy-admin'
 );
 
--- 4. Users (password hash is scrypt of "test")
+-- 4. Users (password hash is scrypt of E2E_SEEDED_USER_PASSWORD from constants.ts)
 INSERT INTO "LiteLLM_UserTable" ("user_id", "user_email", "user_role", "teams", "password")
 VALUES
-  ('e2e-proxy-admin',      'admin@test.local',       'proxy_admin',           '{"e2e-team-crud"}',                  'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-admin-viewer',     'adminviewer@test.local',  'proxy_admin_viewer',   '{}',                                 'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-internal-user',    'internal@test.local',     'internal_user',        '{"e2e-team-crud","e2e-team-org","e2e-team-keygen"}', 'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-internal-viewer',  'viewer@test.local',       'internal_user_viewer', '{"e2e-team-crud"}',                  'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-team-admin',       'teamadmin@test.local',    'internal_user',        '{"e2e-team-crud","e2e-team-delete"}', 'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-invitable-user',   'invitable@test.local',    'internal_user',        '{}',                                 'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-internal-noteam',  'noteam@test.local',       'internal_user',        '{}',                                 'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-invitable-by-team-admin', 'invitable-team@test.local', 'internal_user', '{}',                                'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr'),
-  ('e2e-removable-member', 'removable@test.local',    'internal_user',        '{"e2e-team-crud"}',                  'scrypt:MU5CcTAi6rVK1HfY1rVPEWq6r4sxg837eq9dG4n5Q6BhDJ44442+seC6LAhLEAYr');
+  ('e2e-proxy-admin',      'admin@test.local',       'proxy_admin',           '{"e2e-team-crud"}',                  'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-admin-viewer',     'adminviewer@test.local',  'proxy_admin_viewer',   '{}',                                 'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-internal-user',    'internal@test.local',     'internal_user',        '{"e2e-team-crud","e2e-team-org","e2e-team-keygen"}', 'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-internal-viewer',  'viewer@test.local',       'internal_user_viewer', '{"e2e-team-crud"}',                  'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-team-admin',       'teamadmin@test.local',    'internal_user',        '{"e2e-team-crud","e2e-team-delete"}', 'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-invitable-user',   'invitable@test.local',    'internal_user',        '{}',                                 'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-internal-noteam',  'noteam@test.local',       'internal_user',        '{}',                                 'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-invitable-by-team-admin', 'invitable-team@test.local', 'internal_user', '{}',                                'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq'),
+  ('e2e-removable-member', 'removable@test.local',    'internal_user',        '{"e2e-team-crud"}',                  'scrypt:KdnTJwPb3gswdqSznPE5CC6apeFIMycd6BG7yRWndZa3QZPcVs37y7jvrQCaPUNq');
 
 -- 5. Teams (members_with_roles is required JSON)
 INSERT INTO "LiteLLM_TeamTable" (
diff --git a/tests/e2e/ui/fixtures/users.ts b/tests/e2e/ui/fixtures/users.ts
index 79ee237f334..0457361d9d4 100644
--- a/tests/e2e/ui/fixtures/users.ts
+++ b/tests/e2e/ui/fixtures/users.ts
@@ -1,6 +1,7 @@
 import {
   ADMIN_STORAGE_PATH,
   ADMIN_VIEWER_STORAGE_PATH,
+  E2E_SEEDED_USER_PASSWORD,
   INTERNAL_USER_STORAGE_PATH,
   INTERNAL_VIEWER_STORAGE_PATH,
   TEAM_ADMIN_STORAGE_PATH,
@@ -23,22 +24,22 @@ export const users: Record<Role, { email: string; password: string; seedApiRole?
   },
   [Role.ProxyAdminViewer]: {
     email: "adminviewer@test.local",
-    password: "test",
+    password: E2E_SEEDED_USER_PASSWORD,
     seedApiRole: "proxy_admin_viewer",
   },
   [Role.InternalUser]: {
     email: "internal@test.local",
-    password: "test",
+    password: E2E_SEEDED_USER_PASSWORD,
     seedApiRole: "internal_user",
   },
   [Role.InternalUserViewer]: {
     email: "viewer@test.local",
-    password: "test",
+    password: E2E_SEEDED_USER_PASSWORD,
     seedApiRole: "internal_user_viewer",
   },
   [Role.TeamAdmin]: {
     email: "teamadmin@test.local",
-    password: "test",
+    password: E2E_SEEDED_USER_PASSWORD,
     seedApiRole: "internal_user",
   },
 };
diff --git a/tests/e2e/ui/helpers/traffic.ts b/tests/e2e/ui/helpers/traffic.ts
index 25eb671fd0e..7f8417cdffb 100644
--- a/tests/e2e/ui/helpers/traffic.ts
+++ b/tests/e2e/ui/helpers/traffic.ts
@@ -21,6 +21,8 @@ interface ChatOptions {
   apiKey?: string;
   /** Sent as `user`, which lands in the spend log's end_user column. */
   endUser?: string;
+  /** Sent as `litellm_trace_id`, which lands in the spend log's session_id column. */
+  traceId?: string;
 }
 
 /** POST /v1/chat/completions and return the completion id (the Logs Request ID). */
@@ -34,6 +36,7 @@ export async function sendChatCompletion(request: APIRequestContext, opts: ChatO
       model: opts.model,
       messages: [{ role: "user", content: opts.prompt }],
       ...(opts.endUser ? { user: opts.endUser } : {}),
+      ...(opts.traceId ? { litellm_trace_id: opts.traceId } : {}),
     },
   });
   expect(res.ok(), `chat completion for ${opts.model} failed (${res.status()}): ${await res.text()}`).toBe(true);
diff --git a/tests/e2e/ui/tests/internal-user/internalUserNoTeam.spec.ts b/tests/e2e/ui/tests/internal-user/internalUserNoTeam.spec.ts
index 653e096b713..806dd5ba3cd 100644
--- a/tests/e2e/ui/tests/internal-user/internalUserNoTeam.spec.ts
+++ b/tests/e2e/ui/tests/internal-user/internalUserNoTeam.spec.ts
@@ -1,6 +1,7 @@
 import { test, expect } from "@playwright/test";
 import { navigateToPage } from "../../helpers/navigation";
 import { Page } from "../../fixtures/pages";
+import { E2E_SEEDED_USER_PASSWORD } from "../../constants";
 
 /**
  * Logs in fresh inside the test rather than reusing a stored session because
@@ -15,7 +16,7 @@ test.describe("Internal User with no team memberships", () => {
     // Log in via the form as the no-team seeded user.
     await page.goto("/ui/login");
     await page.getByPlaceholder("Enter your username").fill("noteam@test.local");
-    await page.getByPlaceholder("Enter your password").fill("test");
+    await page.getByPlaceholder("Enter your password").fill(E2E_SEEDED_USER_PASSWORD);
     await page.getByRole("button", { name: "Login", exact: true }).click();
     await expect(page.getByRole("complementary").getByText("Virtual Keys")).toBeVisible({ timeout: 30_000 });
     expect(new URL(page.url()).pathname).not.toMatch(/\/connect$/);
diff --git a/tests/e2e/ui/tests/logs/logsPagination.spec.ts b/tests/e2e/ui/tests/logs/logsPagination.spec.ts
new file mode 100644
index 00000000000..416e1c3171f
--- /dev/null
+++ b/tests/e2e/ui/tests/logs/logsPagination.spec.ts
@@ -0,0 +1,150 @@
+import { test, expect, type APIRequestContext, type Locator, type Page as PlaywrightPage } from "@playwright/test";
+import { ADMIN_STORAGE_PATH } from "../../constants";
+import { navigateToPage, dismissFeedbackPopup } from "../../helpers/navigation";
+import { Page } from "../../fixtures/pages";
+import { CHAT_MODEL_A, createVirtualKey, sendChatCompletion, waitForSpendLog } from "../../helpers/traffic";
+
+/**
+ * Session-grouped pagination (#38060): a page of N rows must render exactly N session rows, a
+ * session must never straddle pages, and two callers reusing one session id stay separate rows.
+ * All traffic is generated per run behind a unique key alias or session id, so concurrent specs
+ * cannot decide the outcome.
+ */
+
+const uniqueSuffix = (): string => `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`;
+
+/** Every tab stays mounted, so the DOM holds four tables at once; scope to the visible one. */
+const requestLogsRows = (page: PlaywrightPage): Locator =>
+  page.locator("table").filter({ visible: true }).first().locator("tbody tr");
+
+const visibleTestId = (page: PlaywrightPage, id: string): Locator => page.getByTestId(id).filter({ visible: true });
+
+async function openLogs(page: PlaywrightPage): Promise<void> {
+  await navigateToPage(page, Page.Logs);
+  await dismissFeedbackPopup(page);
+  await expect(visibleTestId(page, "datatable-search")).toBeVisible({ timeout: 20_000 });
+}
+
+async function openFilterDrawer(page: PlaywrightPage): Promise<Locator> {
+  await visibleTestId(page, "datatable-filters-trigger").click();
+  const drawer = page.getByRole("dialog", { name: "Filters" });
+  await expect(drawer).toBeVisible({ timeout: 10_000 });
+  return drawer;
+}
+
+async function applyKeyAliasFilter(page: PlaywrightPage, drawer: Locator, alias: string): Promise<void> {
+  await drawer.getByRole("combobox", { name: "Search a key alias" }).click();
+  await page.keyboard.type(alias);
+  await page.getByRole("option", { name: alias, exact: true }).first().click();
+  await drawer.getByRole("button", { name: "Apply Filters" }).click();
+  await expect(drawer).not.toBeVisible({ timeout: 10_000 });
+}
+
+async function setRowsPerPage(page: PlaywrightPage, size: "25" | "50" | "100"): Promise<void> {
+  await visibleTestId(page, "pagination-page-size").click();
+  await page.getByRole("option", { name: size, exact: true }).click();
+}
+
+test.describe("Logs page session-grouped pagination", () => {
+  test.use({ storageState: ADMIN_STORAGE_PATH });
+
+  test("a 25-row page renders exactly 25 session rows and no session straddles pages", async ({ page, request }) => {
+    const suffix = uniqueSuffix();
+    const alias = `e2e-logs-pgn-${suffix}`;
+    const mine = await createVirtualKey(request, { key_alias: alias });
+
+    const soloIds: string[] = [];
+    for (let i = 0; i < 26; i++) {
+      soloIds.push(
+        await sendChatCompletion(request, {
+          model: CHAT_MODEL_A,
+          prompt: `logs-pgn-solo-${i}-${suffix}`,
+          apiKey: mine.key,
+        }),
+      );
+    }
+    const sessionA = `sess-pgn-a-${suffix}`;
+    const sessionB = `sess-pgn-b-${suffix}`;
+    let lastSessionCallId = "";
+    for (let i = 0; i < 7; i++) {
+      lastSessionCallId = await sendChatCompletion(request, {
+        model: CHAT_MODEL_A,
+        prompt: `logs-pgn-a-${i}-${suffix}`,
+        apiKey: mine.key,
+        traceId: sessionA,
+      });
+    }
+    for (let i = 0; i < 3; i++) {
+      lastSessionCallId = await sendChatCompletion(request, {
+        model: CHAT_MODEL_A,
+        prompt: `logs-pgn-b-${i}-${suffix}`,
+        apiKey: mine.key,
+        traceId: sessionB,
+      });
+    }
+    await waitForSpendLog(request, lastSessionCallId);
+    await waitForSpendLog(request, soloIds[soloIds.length - 1]);
+
+    // 36 calls in 28 session groups: 26 solos plus sessions of 7 and 3.
+    await openLogs(page);
+    const drawer = await openFilterDrawer(page);
+    await applyKeyAliasFilter(page, drawer, alias);
+    await setRowsPerPage(page, "25");
+
+    await expect(visibleTestId(page, "pagination-range")).toHaveText("Showing 1-25 of 28", { timeout: 30_000 });
+    await expect(requestLogsRows(page)).toHaveCount(25);
+    // The sessions are the newest groups, so their single representative rows sit on page 1.
+    await expect(requestLogsRows(page).filter({ hasText: sessionA })).toHaveCount(1);
+    await expect(requestLogsRows(page).filter({ hasText: sessionA })).toContainText("7");
+    await expect(requestLogsRows(page).filter({ hasText: sessionB })).toHaveCount(1);
+
+    await visibleTestId(page, "pagination-next").click();
+
+    await expect(visibleTestId(page, "pagination-range")).toHaveText("Showing 26-28 of 28", { timeout: 30_000 });
+    await expect(requestLogsRows(page)).toHaveCount(3);
+    await expect(requestLogsRows(page).filter({ hasText: sessionA })).toHaveCount(0);
+    await expect(requestLogsRows(page).filter({ hasText: sessionB })).toHaveCount(0);
+  });
+
+  test("two keys reusing one session id stay separate rows", async ({ page, request }) => {
+    const suffix = uniqueSuffix();
+    const mine = await createVirtualKey(request, { key_alias: `e2e-logs-pgn-mine-${suffix}` });
+    const theirs = await createVirtualKey(request, { key_alias: `e2e-logs-pgn-theirs-${suffix}` });
+    const sharedSession = `sess-pgn-shared-${suffix}`;
+
+    let lastId = "";
+    for (let i = 0; i < 2; i++) {
+      lastId = await sendChatCompletion(request, {
+        model: CHAT_MODEL_A,
+        prompt: `logs-pgn-shared-mine-${i}-${suffix}`,
+        apiKey: mine.key,
+        traceId: sharedSession,
+      });
+    }
+    lastId = await sendChatCompletion(request, {
+      model: CHAT_MODEL_A,
+      prompt: `logs-pgn-shared-theirs-${suffix}`,
+      apiKey: theirs.key,
+      traceId: sharedSession,
+    });
+    await waitForSpendLog(request, lastId);
+
+    await openLogs(page);
+    const drawer = await openFilterDrawer(page);
+    await drawer.getByPlaceholder("Enter session ID…").fill(sharedSession);
+    await drawer.getByRole("button", { name: "Apply Filters" }).click();
+    await expect(drawer).not.toBeVisible({ timeout: 10_000 });
+
+    // One row per caller: reusing a session id must not merge two keys' activity into one row.
+    await expect(requestLogsRows(page).filter({ hasText: sharedSession })).toHaveCount(2, { timeout: 30_000 });
+
+    // And each row carries ITS key's totals: two calls badge the first key's row,
+    // while the other key's single call renders as a plain LLM row.
+    const mineRow = requestLogsRows(page).filter({ hasText: sharedSession }).filter({ hasText: mine.token });
+    const theirsRow = requestLogsRows(page).filter({ hasText: sharedSession }).filter({ hasText: theirs.token });
+    await expect(mineRow).toHaveCount(1);
+    await expect(theirsRow).toHaveCount(1);
+    await expect(mineRow.getByText("2", { exact: true })).toBeVisible();
+    await expect(theirsRow.getByText("LLM", { exact: true })).toBeVisible();
+  });
+});
diff --git a/tests/e2e/ui/tests/modelHub/modelHub.spec.ts b/tests/e2e/ui/tests/modelHub/modelHub.spec.ts
index 6877fc9c48d..1fa3e4c530e 100644
--- a/tests/e2e/ui/tests/modelHub/modelHub.spec.ts
+++ b/tests/e2e/ui/tests/modelHub/modelHub.spec.ts
@@ -23,10 +23,12 @@ test.describe("AI Hub (internal admin view)", () => {
     await expect(modal.getByText(/Select All \(\d+\)/)).toBeVisible({ timeout: 5_000 });
 
     // Step 1: pick the seeded models via "Select All"
-    await modal.getByText(/Select All/i).click();
+    await modal.getByRole("checkbox", { name: /Select All/ }).check();
 
     // Move to confirm step
-    await modal.getByRole("button", { name: "Next" }).click();
+    const next = modal.getByRole("button", { name: "Next" });
+    await expect(next).toBeEnabled();
+    await next.click();
     await expect(modal.getByText("Confirm Making Models Public")).toBeVisible({ timeout: 5_000 });
 
     // Submit
diff --git a/tests/e2e/ui/tests/proxy-admin/secondAdmin.spec.ts b/tests/e2e/ui/tests/proxy-admin/secondAdmin.spec.ts
index 5a8bc84cc13..73263c844fa 100644
--- a/tests/e2e/ui/tests/proxy-admin/secondAdmin.spec.ts
+++ b/tests/e2e/ui/tests/proxy-admin/secondAdmin.spec.ts
@@ -10,7 +10,7 @@ test.describe("Second proxy admin", () => {
   test("an invited admin can log in, mint a key, and call a model with it", async ({ page, browser, request }) => {
     const suffix = Date.now();
     const email = `second-admin-${suffix}@test.local`;
-    const password = "e2e-second-admin-password";
+    const password = "E2e-Second-Admin-Pass-1!";
     const auth = { Authorization: `Bearer ${masterKey()}` };
 
     const inviteAdminUser = async (): Promise<string> => {
diff --git a/tests/e2e/ui/tests/tables/tableScrolling.spec.ts b/tests/e2e/ui/tests/tables/tableScrolling.spec.ts
new file mode 100644
index 00000000000..5c7438cfd11
--- /dev/null
+++ b/tests/e2e/ui/tests/tables/tableScrolling.spec.ts
@@ -0,0 +1,218 @@
+import { test, expect, type APIRequestContext, type Locator, type Page as PlaywrightPage } from "@playwright/test";
+import { ADMIN_STORAGE_PATH } from "../../constants";
+import { Page } from "../../fixtures/pages";
+import { navigateToPage } from "../../helpers/navigation";
+import { CHAT_MODEL_A, masterKey, sendChatCompletion, waitForSpendLog } from "../../helpers/traffic";
+
+const VIEWPORT = { width: 1280, height: 720 };
+const SEED_ROWS = 40;
+const LOG_ROWS = 20;
+const BODY_SCROLL_PX = 500;
+const MAX_FOOTER_GAP_PX = 40;
+
+interface GeneratedKey {
+  key: string;
+}
+
+interface CreatedTeam {
+  team_id: string;
+}
+
+interface CreatedModel {
+  model_info: { id: string };
+}
+
+interface BoxMetrics {
+  top: number;
+  bottom: number;
+  scrollHeight: number;
+  clientHeight: number;
+  scrollWidth: number;
+  clientWidth: number;
+}
+
+const uniqueSuffix = (): string => `${Date.now()}-${Math.random().toString(36).slice(2, 8)}`;
+
+const adminHeaders = (): Record<string, string> => ({ Authorization: `Bearer ${masterKey()}` });
+
+const appShellMain = (page: PlaywrightPage): Locator => page.locator("main").first();
+
+const visibleTestId = (page: PlaywrightPage, id: string): Locator => page.getByTestId(id).filter({ visible: true });
+
+const visibleDataTable = (page: PlaywrightPage): Locator => visibleTestId(page, "data-table-root").first();
+
+const visibleRows = (page: PlaywrightPage): Locator => visibleDataTable(page).locator("tbody tr");
+
+const metrics = (locator: Locator): Promise<BoxMetrics> =>
+  locator.evaluate((el) => {
+    const rect = el.getBoundingClientRect();
+    return {
+      top: rect.top,
+      bottom: rect.bottom,
+      scrollHeight: el.scrollHeight,
+      clientHeight: el.clientHeight,
+      scrollWidth: el.scrollWidth,
+      clientWidth: el.clientWidth,
+    };
+  });
+
+async function postOk<T>(request: APIRequestContext, path: string, data: Record<string, unknown>): Promise<T> {
+  const res = await request.post(path, { headers: adminHeaders(), data });
+  expect(res.ok(), `POST ${path} failed (${res.status()}): ${await res.text()}`).toBe(true);
+  return (await res.json()) as T;
+}
+
+const oneAtATime = <T>(count: number, call: (index: number) => Promise<T>): Promise<readonly T[]> =>
+  Array.from({ length: count }, (_, i) => i).reduce<Promise<readonly T[]>>(
+    async (previous, i) => [...(await previous), await call(i)],
+    Promise.resolve([]),
+  );
+
+async function expectRowsAtLeast(page: PlaywrightPage, count: number): Promise<void> {
+  await expect.poll(() => visibleRows(page).count(), { timeout: 30_000 }).toBeGreaterThanOrEqual(count);
+}
+
+async function setRowsPerPage(page: PlaywrightPage, size: "25" | "50" | "100"): Promise<void> {
+  await visibleTestId(page, "pagination-page-size").click();
+  await page.getByRole("option", { name: size, exact: true }).click();
+}
+
+async function expectBodyIsTheOnlyScroller(page: PlaywrightPage): Promise<void> {
+  const scroller = await metrics(appShellMain(page));
+  const body = visibleTestId(page, "data-table-scroller");
+  const bodyBefore = await metrics(body);
+  const headBefore = await metrics(visibleTestId(page, "data-table-head"));
+  const footer = await metrics(visibleDataTable(page));
+
+  expect(scroller.scrollHeight, "page scroller must not overflow vertically").toBe(scroller.clientHeight);
+  expect(scroller.scrollWidth, "page scroller must not overflow horizontally").toBe(scroller.clientWidth);
+  expect(bodyBefore.scrollHeight, "table body must be the element that scrolls").toBeGreaterThan(
+    bodyBefore.clientHeight,
+  );
+  expect(footer.bottom, "pagination footer must be inside the page").toBeLessThanOrEqual(scroller.bottom);
+  expect(scroller.bottom - footer.bottom, "pagination footer must sit at the bottom of the page").toBeLessThanOrEqual(
+    MAX_FOOTER_GAP_PX,
+  );
+
+  await body.evaluate((el, px) => {
+    el.scrollTop = px;
+  }, BODY_SCROLL_PX);
+  await expect.poll(() => body.evaluate((el) => el.scrollTop)).toBeGreaterThan(0);
+  const headAfter = await metrics(visibleTestId(page, "data-table-head"));
+  expect(Math.round(headAfter.top), "header must stay put while the body scrolls").toBe(Math.round(headBefore.top));
+}
+
+const rowsPaintingPastAnAncestor = (page: PlaywrightPage): Promise<string[]> =>
+  visibleDataTable(page)
+    .locator("table")
+    .evaluate((table) => {
+      const scrollsVertically = (el: Element): boolean =>
+        /auto|scroll/.test(getComputedStyle(el).overflowY) && el.scrollHeight > el.clientHeight + 1;
+      const boxesUpToTheScroller = (el: Element | null): Element[] =>
+        el === null || el === document.body || scrollsVertically(el)
+          ? []
+          : [el, ...boxesUpToTheScroller(el.parentElement)];
+      const describe = (el: Element): string =>
+        `<${el.tagName.toLowerCase()} class="${el.getAttribute("class") ?? ""}">`;
+      return Array.from(table.querySelectorAll("tbody tr")).flatMap((row, index) => {
+        const rowBottom = row.getBoundingClientRect().bottom;
+        return boxesUpToTheScroller(row.parentElement)
+          .filter((box) => rowBottom > box.getBoundingClientRect().bottom + 1)
+          .map(
+            (box) =>
+              `row ${index} bottom ${Math.round(rowBottom)} past ${describe(box)} bottom ${Math.round(box.getBoundingClientRect().bottom)}`,
+          );
+      });
+    });
+
+test.describe("Admin tables scroll inside the page", () => {
+  test.use({ storageState: ADMIN_STORAGE_PATH, viewport: VIEWPORT });
+
+  test("Virtual Keys: rows scroll under a sticky header and the page itself never scrolls", async ({
+    page,
+    request,
+  }) => {
+    const suffix = uniqueSuffix();
+    const keys = await oneAtATime(SEED_ROWS, (i) =>
+      postOk<GeneratedKey>(request, "/key/generate", { key_alias: `e2e-scroll-key-${suffix}-${i}` }),
+    );
+    try {
+      await navigateToPage(page, Page.ApiKeys);
+      await expectRowsAtLeast(page, SEED_ROWS);
+      await expectBodyIsTheOnlyScroller(page);
+    } finally {
+      await request.post("/key/delete", { headers: adminHeaders(), data: { keys: keys.map((k) => k.key) } });
+    }
+  });
+
+  test("Teams: rows scroll under a sticky header and the page itself never scrolls", async ({ page, request }) => {
+    const suffix = uniqueSuffix();
+    const teams = await oneAtATime(SEED_ROWS, (i) =>
+      postOk<CreatedTeam>(request, "/team/new", { team_alias: `e2e-scroll-team-${suffix}-${i}` }),
+    );
+    try {
+      await navigateToPage(page, Page.Teams);
+      await expectRowsAtLeast(page, SEED_ROWS);
+      await expectBodyIsTheOnlyScroller(page);
+    } finally {
+      await request.post("/team/delete", { headers: adminHeaders(), data: { team_ids: teams.map((t) => t.team_id) } });
+    }
+  });
+
+  test("Request Logs: rows scroll under a sticky header and the page itself never scrolls", async ({
+    page,
+    request,
+  }) => {
+    const suffix = uniqueSuffix();
+    const ids = await oneAtATime(LOG_ROWS, (i) =>
+      sendChatCompletion(request, { model: CHAT_MODEL_A, prompt: `scroll ${suffix} ${i}` }),
+    );
+    await waitForSpendLog(request, ids[ids.length - 1]);
+
+    await navigateToPage(page, Page.Logs);
+    await expect(visibleTestId(page, "datatable-search")).toBeVisible({ timeout: 20_000 });
+    await setRowsPerPage(page, "25");
+    await expectRowsAtLeast(page, LOG_ROWS);
+    await expectBodyIsTheOnlyScroller(page);
+  });
+
+  test("Tags: no row paints past the box it lives in", async ({ page, request }) => {
+    const suffix = uniqueSuffix();
+    const names = Array.from({ length: SEED_ROWS }, (_, i) => `e2e-scroll-tag-${suffix}-${i}`);
+    await oneAtATime(SEED_ROWS, (i) =>
+      postOk<unknown>(request, "/tag/new", { name: names[i], description: "LIT-4738 scroll" }),
+    );
+    try {
+      await navigateToPage(page, Page.TagManagement);
+      await expectRowsAtLeast(page, SEED_ROWS);
+      expect(await rowsPaintingPastAnAncestor(page)).toEqual([]);
+    } finally {
+      await oneAtATime(SEED_ROWS, (i) =>
+        request.post("/tag/delete", { headers: adminHeaders(), data: { name: names[i] } }),
+      );
+    }
+  });
+
+  test("Model Hub: no row paints past the box it lives in", async ({ page, request }) => {
+    const suffix = uniqueSuffix();
+    const models = await oneAtATime(SEED_ROWS, (i) =>
+      postOk<CreatedModel>(request, "/model/new", {
+        model_name: `e2e-scroll-model-${suffix}-${i}`,
+        litellm_params: {
+          model: "openai/fake-gpt-4",
+          api_base: `http://127.0.0.1:${process.env.MOCK_LLM_PORT ?? "8090"}/v1`,
+          api_key: "fake-key",
+        },
+      }),
+    );
+    try {
+      await navigateToPage(page, Page.ModelHubTable);
+      await expectRowsAtLeast(page, SEED_ROWS);
+      expect(await rowsPaintingPastAnAncestor(page)).toEqual([]);
+    } finally {
+      await oneAtATime(SEED_ROWS, (i) =>
+        request.post("/model/delete", { headers: adminHeaders(), data: { id: models[i].model_info.id } }),
+      );
+    }
+  });
+});
diff --git a/tests/e2e/ui/tests/users/searchUsers.spec.ts b/tests/e2e/ui/tests/users/searchUsers.spec.ts
index fa8f32764e8..64fce24bf2a 100644
--- a/tests/e2e/ui/tests/users/searchUsers.spec.ts
+++ b/tests/e2e/ui/tests/users/searchUsers.spec.ts
@@ -17,7 +17,7 @@ test.describe("Internal Users Search", () => {
   test("narrows the table to the matching email, and restores it when cleared", async ({ page }) => {
     await goToInternalUsers(page);
 
-    const search = page.getByPlaceholder("Search by email…");
+    const search = page.getByPlaceholder("Search by email or ID…");
     await expect(search).toBeVisible();
 
     await search.fill("noteam@");
diff --git a/tests/enterprise/litellm_enterprise/proxy/hooks/test_managed_files.py b/tests/enterprise/litellm_enterprise/proxy/hooks/test_managed_files.py
index e7d7fdaef81..57394f1cebe 100644
--- a/tests/enterprise/litellm_enterprise/proxy/hooks/test_managed_files.py
+++ b/tests/enterprise/litellm_enterprise/proxy/hooks/test_managed_files.py
@@ -11,6 +11,7 @@ from litellm.caching import DualCache
 from litellm.proxy._types import CallTypes
 from litellm.proxy.openai_files_endpoints.common_utils import (
     _is_base64_encoded_unified_file_id,
+    encode_file_id_with_model,
 )
 
 
@@ -3153,6 +3154,421 @@ async def test_same_user_different_keys_can_access_batch():
     assert result1["batch_id"] == result2["batch_id"]
 
 
+MODEL_ENCODED_BATCH_ID = encode_file_id_with_model(
+    "batch_provider123", "gpt-4o-team-alias", id_type="batch"
+)
+MODEL_ENCODED_OUTPUT_FILE_ID = encode_file_id_with_model(
+    "file-output456", "gpt-4o-team-alias", id_type="file"
+)
+RAW_PROVIDER_BATCH_ID = "batch_provider123"
+RAW_PROVIDER_FILE_ID = "file-output456"
+
+
+def _owned_record(created_by, team_id):
+    record = MagicMock()
+    record.created_by = created_by
+    record.team_id = team_id
+    return record
+
+
+def _batch_response(batch_id, output_file_id=None, is_create=False):
+    from litellm.types.utils import LiteLLMBatch
+
+    batch = LiteLLMBatch(
+        id=batch_id,
+        completion_window="24h",
+        created_at=1700000000,
+        endpoint="/v1/chat/completions",
+        input_file_id="file-input789",
+        object="batch",
+        status="completed",
+        output_file_id=output_file_id,
+    )
+    if is_create:
+        batch._hidden_params["unified_file_id"] = "unified-input-file-id"
+    return batch
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("call_type", ["aretrieve_batch", "acancel_batch"])
+@pytest.mark.parametrize(
+    "batch_id", [MODEL_ENCODED_BATCH_ID, RAW_PROVIDER_BATCH_ID]
+)
+async def test_team_b_cannot_access_team_a_provider_format_batch(
+    call_type, batch_id
+):
+    """
+    Cross-team retrieve/cancel of a model-encoded or raw provider batch id
+    must 403 when an ownership row exists for another team.
+
+    Regression test: before this check only unified (litellm_proxy-prefixed)
+    batch ids were enforced, so any key could read any model-encoded or raw
+    provider batch.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        DualCache(), prisma_client=prisma_client
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        await proxy_managed_files.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(
+                user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+            ),
+            cache=MagicMock(),
+            data={"batch_id": batch_id},
+            call_type=call_type,
+        )
+
+    assert exc_info.value.status_code == 403
+    prisma_client.db.litellm_managedobjecttable.find_first.assert_awaited_once_with(
+        where={"OR": [{"unified_object_id": batch_id}, {"model_object_id": batch_id}]}
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "caller_kwargs",
+    [
+        {"user_id": "user_a", "team_id": "team_a"},
+        {"user_id": "teammate_of_a", "team_id": "team_a"},
+        {"user_id": "admin_user", "user_role": "proxy_admin"},
+    ],
+)
+async def test_authorized_callers_can_access_provider_format_batch(caller_kwargs):
+    """
+    The creator, a same-team member, and a proxy admin can all retrieve a
+    model-encoded batch owned by team_a. Data must pass through unmodified so
+    the endpoint's own routing still applies.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        DualCache(), prisma_client=prisma_client
+    )
+
+    result = await proxy_managed_files.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(
+            parent_otel_span=MagicMock(), **caller_kwargs
+        ),
+        cache=MagicMock(),
+        data={"batch_id": MODEL_ENCODED_BATCH_ID},
+        call_type="aretrieve_batch",
+    )
+
+    assert result["batch_id"] == MODEL_ENCODED_BATCH_ID
+    assert "model" not in result
+
+
+@pytest.mark.asyncio
+async def test_provider_format_batch_without_ownership_row_stays_accessible():
+    """
+    A provider-format batch id with no ownership row (created before ownership
+    tracking, or directly on the provider account) must stay retrievable.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = None
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        DualCache(), prisma_client=prisma_client
+    )
+
+    result = await proxy_managed_files.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+        ),
+        cache=MagicMock(),
+        data={"batch_id": RAW_PROVIDER_BATCH_ID},
+        call_type="aretrieve_batch",
+    )
+
+    assert result["batch_id"] == RAW_PROVIDER_BATCH_ID
+
+
+@pytest.mark.asyncio
+async def test_fine_tuning_provider_format_id_not_enforced():
+    """
+    Provider-format fine-tuning job ids are deliberately out of scope for
+    ownership enforcement; only unified fine-tuning ids are checked.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        DualCache(), prisma_client=prisma_client
+    )
+
+    result = await proxy_managed_files.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+        ),
+        cache=MagicMock(),
+        data={"fine_tuning_job_id": "ftjob-abc123"},
+        call_type="aretrieve_fine_tuning_job",
+    )
+
+    assert result["fine_tuning_job_id"] == "ftjob-abc123"
+    prisma_client.db.litellm_managedobjecttable.find_first.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "call_type", ["afile_content", "afile_retrieve", "afile_delete"]
+)
+@pytest.mark.parametrize(
+    "file_id", [MODEL_ENCODED_OUTPUT_FILE_ID, RAW_PROVIDER_FILE_ID]
+)
+async def test_team_b_cannot_access_team_a_provider_format_file(
+    call_type, file_id
+):
+    """
+    Cross-team content/retrieve/delete of a model-encoded or raw provider
+    file id must 403 when an ownership row exists for another team.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedfiletable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(), prisma_client=prisma_client
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        await proxy_managed_files.async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(
+                user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+            ),
+            cache=MagicMock(),
+            data={"file_id": file_id},
+            call_type=call_type,
+        )
+
+    assert exc_info.value.status_code == 403
+    prisma_client.db.litellm_managedfiletable.find_first.assert_awaited_once_with(
+        where={"OR": [{"unified_file_id": file_id}, {"flat_model_file_ids": {"has": file_id}}]}
+    )
+
+
+@pytest.mark.asyncio
+async def test_same_team_can_access_provider_format_file():
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedfiletable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(), prisma_client=prisma_client
+    )
+
+    result = await proxy_managed_files.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="teammate_of_a", team_id="team_a", parent_otel_span=MagicMock()
+        ),
+        cache=MagicMock(),
+        data={"file_id": MODEL_ENCODED_OUTPUT_FILE_ID},
+        call_type="afile_content",
+    )
+
+    assert result["file_id"] == MODEL_ENCODED_OUTPUT_FILE_ID
+
+
+@pytest.mark.asyncio
+async def test_provider_format_file_without_ownership_row_stays_accessible():
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedfiletable.find_first.return_value = None
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(), prisma_client=prisma_client
+    )
+
+    result = await proxy_managed_files.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+        ),
+        cache=MagicMock(),
+        data={"file_id": RAW_PROVIDER_FILE_ID},
+        call_type="afile_content",
+    )
+
+    assert result["file_id"] == RAW_PROVIDER_FILE_ID
+
+
+@pytest.mark.asyncio
+async def test_post_call_batch_create_stores_ownership_row():
+    """
+    Batch creation (response hidden params carry the unified input file id)
+    must write an ownership row attributed to the creating key.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(async_set_cache=AsyncMock()), prisma_client=prisma_client
+    )
+
+    await proxy_managed_files.async_post_call_success_hook(
+        data={
+            "input_file_id": "file-input789",
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+        },
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_a", team_id="team_a", parent_otel_span=MagicMock()
+        ),
+        response=_batch_response(MODEL_ENCODED_BATCH_ID, is_create=True),
+    )
+
+    upsert_call = prisma_client.db.litellm_managedobjecttable.upsert.await_args
+    assert upsert_call.kwargs["where"] == {
+        "unified_object_id": MODEL_ENCODED_BATCH_ID
+    }
+    create_data = upsert_call.kwargs["data"]["create"]
+    assert create_data["created_by"] == "user_a"
+    assert create_data["team_id"] == "team_a"
+    prisma_client.db.litellm_managedobjecttable.update_many.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_post_call_batch_sync_does_not_claim_ownership():
+    """
+    Retrieve/cancel of a batch with no ownership row must NOT create one:
+    otherwise the first foreign key to touch a legacy batch would become its
+    owner and lock out the real creator once enforcement is on.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.update_many.return_value = 0
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(async_set_cache=AsyncMock()), prisma_client=prisma_client
+    )
+
+    await proxy_managed_files.async_post_call_success_hook(
+        data={"batch_id": MODEL_ENCODED_BATCH_ID},
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_b", team_id="team_b", parent_otel_span=MagicMock()
+        ),
+        response=_batch_response(MODEL_ENCODED_BATCH_ID),
+    )
+
+    prisma_client.db.litellm_managedobjecttable.upsert.assert_not_awaited()
+    prisma_client.db.litellm_managedobjecttable.update_many.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_post_call_batch_sync_updates_existing_row():
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.update_many.return_value = 1
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(async_set_cache=AsyncMock()), prisma_client=prisma_client
+    )
+
+    await proxy_managed_files.async_post_call_success_hook(
+        data={"batch_id": MODEL_ENCODED_BATCH_ID},
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_a", team_id="team_a", parent_otel_span=MagicMock()
+        ),
+        response=_batch_response(MODEL_ENCODED_BATCH_ID),
+    )
+
+    update_call = prisma_client.db.litellm_managedobjecttable.update_many.await_args
+    assert update_call.kwargs["where"] == {
+        "unified_object_id": MODEL_ENCODED_BATCH_ID
+    }
+    assert update_call.kwargs["data"]["status"] == "completed"
+    prisma_client.db.litellm_managedobjecttable.upsert.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_post_call_batch_sync_stores_output_file_ownership_from_batch_row():
+    """
+    When a synced batch reports a provider-format output file id, an
+    ownership row for that file must be written with the BATCH row's
+    created_by/team_id, not the caller's identity.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    prisma_client.db.litellm_managedobjecttable.update_many.return_value = 1
+    prisma_client.db.litellm_managedobjecttable.find_first.return_value = (
+        _owned_record(created_by="user_a", team_id="team_a")
+    )
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(async_set_cache=AsyncMock()), prisma_client=prisma_client
+    )
+
+    await proxy_managed_files.async_post_call_success_hook(
+        data={"batch_id": MODEL_ENCODED_BATCH_ID},
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="admin_user",
+            user_role="proxy_admin",
+            parent_otel_span=MagicMock(),
+        ),
+        response=_batch_response(
+            MODEL_ENCODED_BATCH_ID, output_file_id=MODEL_ENCODED_OUTPUT_FILE_ID
+        ),
+    )
+
+    file_upsert = prisma_client.db.litellm_managedfiletable.upsert.await_args
+    assert file_upsert.kwargs["where"] == {
+        "unified_file_id": MODEL_ENCODED_OUTPUT_FILE_ID
+    }
+    create_data = file_upsert.kwargs["data"]["create"]
+    assert create_data["created_by"] == "user_a"
+    assert create_data["team_id"] == "team_a"
+    assert create_data["flat_model_file_ids"] == ["file-output456"]
+
+
+@pytest.mark.asyncio
+async def test_post_call_batch_create_does_not_store_output_file_ownership():
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    prisma_client = AsyncMock()
+    proxy_managed_files = _PROXY_LiteLLMManagedFiles(
+        MagicMock(async_set_cache=AsyncMock()), prisma_client=prisma_client
+    )
+
+    await proxy_managed_files.async_post_call_success_hook(
+        data={
+            "input_file_id": "file-input789",
+            "endpoint": "/v1/chat/completions",
+            "completion_window": "24h",
+        },
+        user_api_key_dict=UserAPIKeyAuth(
+            user_id="user_a", team_id="team_a", parent_otel_span=MagicMock()
+        ),
+        response=_batch_response(
+            MODEL_ENCODED_BATCH_ID,
+            output_file_id=MODEL_ENCODED_OUTPUT_FILE_ID,
+            is_create=True,
+        ),
+    )
+
+    prisma_client.db.litellm_managedfiletable.upsert.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_file_list_cursors_are_scoped_to_the_caller():
     """A non-owner must not learn other callers' file ids through the page cursors."""
diff --git a/tests/enterprise/litellm_enterprise/proxy/test_audit_logging_endpoints.py b/tests/enterprise/litellm_enterprise/proxy/test_audit_logging_endpoints.py
index a0a26c089eb..fd1b05ff060 100644
--- a/tests/enterprise/litellm_enterprise/proxy/test_audit_logging_endpoints.py
+++ b/tests/enterprise/litellm_enterprise/proxy/test_audit_logging_endpoints.py
@@ -1,5 +1,6 @@
 from datetime import datetime, timedelta
-from unittest.mock import AsyncMock, patch
+from typing import Final
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi import FastAPI
@@ -8,10 +9,12 @@ from litellm_enterprise.proxy.audit_logging_endpoints import router as audit_rou
 from litellm_enterprise.types.proxy.audit_logging_endpoints import AuditLogResponse
 
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 
 # Create an app with just the audit router for testing
 app = FastAPI()
 app.include_router(audit_router)
+app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(user_role="proxy_admin")
 client = TestClient(app)
 
 # Mock data for testing
@@ -130,3 +133,45 @@ async def test_get_audit_log_by_id_not_found(mock_prisma_client):
         data = response.json()
         assert "message" in data["detail"]
         assert "not found" in data["detail"]["message"].lower()
+
+
+def _list_audit_logs_where(mock_prisma_client: MagicMock, query: str) -> dict[str, object]:
+    mock_prisma_client.db.litellm_auditlog.find_many.return_value = []
+    mock_prisma_client.db.litellm_auditlog.count.return_value = 0
+
+    response: Final = client.get(f"/audit?{query}")
+
+    assert response.status_code == 200, response.text
+    find_many_where: Final = mock_prisma_client.db.litellm_auditlog.find_many.call_args.kwargs["where"]
+    assert mock_prisma_client.db.litellm_auditlog.count.call_args.kwargs["where"] == find_many_where
+    return find_many_where
+
+
+def test_search_matches_any_id_column_alongside_the_other_filters(mock_prisma_client):
+    where: Final = _list_audit_logs_where(mock_prisma_client, "search=abc-123&action=create&object_team_id=team-1")
+
+    assert where == {
+        "action": "create",
+        "AND": (
+            {
+                "OR": [
+                    {"before_value": {"path": ["team_id"], "string_contains": "team-1"}},
+                    {"updated_values": {"path": ["team_id"], "string_contains": "team-1"}},
+                ]
+            },
+            {
+                "OR": (
+                    {"id": "abc-123"},
+                    {"changed_by": "abc-123"},
+                    {"object_id": "abc-123"},
+                    {"changed_by_api_key": "abc-123"},
+                )
+            },
+        ),
+    }
+
+
+def test_an_empty_search_leaves_the_where_clause_unchanged(mock_prisma_client):
+    where: Final = _list_audit_logs_where(mock_prisma_client, "action=create&search=")
+
+    assert where == {"action": "create"}
diff --git a/tests/guardrails_tests/test_tracing_guardrails.py b/tests/guardrails_tests/test_tracing_guardrails.py
index bd8b7bad33f..ac85803ba39 100644
--- a/tests/guardrails_tests/test_tracing_guardrails.py
+++ b/tests/guardrails_tests/test_tracing_guardrails.py
@@ -806,3 +806,91 @@ def test_guardrail_status_fields_computation():
     )
     assert status_fields_no_guardrail.get("llm_api_status") == "success"
     assert status_fields_no_guardrail.get("guardrail_status") == "not_run"
+
+
+@pytest.mark.parametrize(
+    "status, guardrail_information, expected_guardrail_status",
+    [
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": "success"},
+                {"guardrail_status": "guardrail_intervened"},
+            ],
+            "guardrail_intervened",
+            id="pre_call_success_before_blocker",
+        ),
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": "guardrail_intervened"},
+                {"guardrail_status": "success"},
+            ],
+            "guardrail_intervened",
+            id="blocker_before_success",
+        ),
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": "success"},
+                {"guardrail_status": "guardrail_failed_to_respond"},
+            ],
+            "guardrail_failed_to_respond",
+            id="failure_outranks_success",
+        ),
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": "guardrail_failed_to_respond"},
+                {"guardrail_status": "guardrail_intervened"},
+            ],
+            "guardrail_intervened",
+            id="intervention_outranks_failure",
+        ),
+        pytest.param(
+            "success",
+            [
+                {"guardrail_status": "success"},
+                {"guardrail_status": "success"},
+            ],
+            "success",
+            id="all_success_stays_success",
+        ),
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": "some_new_status"},
+                {"guardrail_status": "blocked"},
+            ],
+            "guardrail_intervened",
+            id="unknown_status_does_not_mask_blocker",
+        ),
+        pytest.param(
+            "failure",
+            [
+                {"guardrail_status": {"unhashable": True}},
+                {"guardrail_status": "guardrail_intervened"},
+            ],
+            "guardrail_intervened",
+            id="unhashable_status_is_skipped",
+        ),
+    ],
+)
+def test_guardrail_status_fields_severity_across_entries(
+    status, guardrail_information, expected_guardrail_status
+):
+    """
+    A blocked request must never be reported as a guardrail success.
+
+    With multiple guardrails on one request (e.g. a pre_call mask that passes,
+    then a post_call guardrail that blocks), entries are recorded in execution
+    order, so the earlier "success" entry must not shadow the later
+    "guardrail_intervened" entry: the aggregate takes the most severe status,
+    regardless of entry order.
+    """
+    from litellm.litellm_core_utils.litellm_logging import _get_status_fields
+
+    fields = _get_status_fields(
+        status=status, guardrail_information=guardrail_information, error_str=None
+    )
+    assert fields.get("guardrail_status") == expected_guardrail_status
diff --git a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
index b3d457707b8..3fab20a28ad 100644
--- a/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
+++ b/tests/litellm-proxy-extras/test_litellm_proxy_extras_utils.py
@@ -567,7 +567,7 @@ class TestResolveAllMigrationsLedger:
                 return _FakeCompleted()
             return _FakeCompleted()
 
-        monkeypatch.setattr(utils_module.subprocess, "run", fake_run)
+        monkeypatch.setattr(utils_module.prisma_toolchain, "run_prisma", fake_run)
         ProxyExtrasDBManager._resolve_all_migrations(str(tmp_path), "schema.prisma")
         return calls
 
@@ -604,9 +604,9 @@ class TestPartitionedSpendLogsPushGuard:
         import litellm_proxy_extras.utils as utils_module
 
         def fail_run(cmd, **kwargs):
-            raise AssertionError(f"subprocess.run should not be called, got: {cmd}")
+            raise AssertionError(f"run_prisma should not be called, got: {cmd}")
 
-        monkeypatch.setattr(utils_module.subprocess, "run", fail_run)
+        monkeypatch.setattr(utils_module.prisma_toolchain, "run_prisma", fail_run)
 
     def test_v1_db_push_fails_fast_with_guidance(self, monkeypatch):
         monkeypatch.setattr(
@@ -703,3 +703,170 @@ class TestSpendLogsPartitionDetectionMissingPsycopg:
         assert any(
             "psycopg is not installed" in record.message for record in caplog.records
         )
+
+
+_ATTEMPT_BUDGET = 4
+
+_P3005_STDERR = """Error: P3005
+
+The database schema is not empty. Read more about how to baseline an existing production database: https://pris.ly/d/migrate-baseline
+"""
+
+
+def _p3018_stderr(migration_name):
+    return f"""Error: P3018
+
+A migration failed to apply. New migrations cannot be applied before the error is recovered from.
+
+Migration name: {migration_name}
+
+Database error code: 42P07
+
+Database error:
+ERROR: relation "SomeTable" already exists
+"""
+
+
+class _MigrateDeployHarness:
+    """Drives _setup_database_v2 with a scripted sequence of
+    `prisma migrate deploy` outcomes, with every recovery command faked out so
+    nothing touches a database or the packaged migrations directory."""
+
+    def __init__(self, monkeypatch, tmp_path, outcomes, repeat_last=False):
+        import subprocess as subprocess_module
+
+        import litellm_proxy_extras.utils as utils_module
+
+        self.deploy_calls = []
+        self.resolved = []
+        self.baselines = 0
+        self._outcomes = list(outcomes)
+        self._repeat_last = repeat_last
+        self._subprocess_module = subprocess_module
+
+        monkeypatch.delenv("DATABASE_URL", raising=False)
+        monkeypatch.setattr(
+            ProxyExtrasDBManager, "_get_prisma_dir", staticmethod(lambda: str(tmp_path))
+        )
+        monkeypatch.setattr(
+            ProxyExtrasDBManager,
+            "_create_baseline_migration",
+            staticmethod(self._fake_baseline),
+        )
+        monkeypatch.setattr(
+            ProxyExtrasDBManager,
+            "_roll_back_migration",
+            staticmethod(lambda name: None),
+        )
+        monkeypatch.setattr(
+            ProxyExtrasDBManager,
+            "_resolve_specific_migration",
+            staticmethod(self.resolved.append),
+        )
+        monkeypatch.setattr(utils_module.prisma_toolchain, "run_prisma", self._fake_run)
+        monkeypatch.setattr(utils_module.time, "sleep", lambda seconds: None)
+
+        self.baseline_succeeds = True
+
+    def _fake_baseline(self, *args, **kwargs):
+        self.baselines += 1
+        return self.baseline_succeeds
+
+    def _next_outcome(self):
+        if self._outcomes:
+            if self._repeat_last and len(self._outcomes) == 1:
+                return self._outcomes[0]
+            return self._outcomes.pop(0)
+        raise AssertionError("prisma migrate deploy called more times than scripted")
+
+    def _fake_run(self, cmd, **kwargs):
+        assert cmd[1:] == ["migrate", "deploy"], f"unexpected prisma command: {cmd}"
+        self.deploy_calls.append(cmd)
+        outcome = self._next_outcome()
+        if outcome == "ok":
+            return _FakeCompleted()
+        if outcome == "timeout":
+            raise self._subprocess_module.TimeoutExpired(cmd, 1)
+        raise self._subprocess_module.CalledProcessError(1, cmd, stderr=outcome)
+
+    def run(self):
+        return ProxyExtrasDBManager._setup_database_v2(use_migrate=True)
+
+
+class TestMigrateDeployAttemptAccounting:
+    """A `prisma db push` database has a full schema and no ledger, so the v2
+    resolver baselines it and then works through every migration whose objects
+    already exist. Those recoveries make progress, so they must not spend the
+    retry budget, which is there to stop a run that is getting nowhere."""
+
+    def test_a_push_created_database_finishes_bootstrapping(
+        self, monkeypatch, tmp_path
+    ):
+        already_there = [
+            "20250329084805_new_cron_job_table",
+            "20250806095134_rename_alias_to_server_name_mcp_table",
+            "20260224203854_add_agent_object_permissions_table",
+            "20260301120000_fourth_table",
+            "20260302120000_fifth_table",
+            "20260303120000_sixth_table",
+        ]
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            [_P3005_STDERR]
+            + [_p3018_stderr(name) for name in already_there]
+            + ["ok"],
+        )
+
+        assert harness.run() is True
+        assert harness.baselines == 1
+        assert harness.resolved == already_there
+        assert len(harness.deploy_calls) == len(already_there) + 2
+
+    def test_repeated_recovery_of_one_migration_still_gives_up(
+        self, monkeypatch, tmp_path
+    ):
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            [_p3018_stderr("20250329084805_new_cron_job_table")],
+            repeat_last=True,
+        )
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) <= _ATTEMPT_BUDGET + 1
+
+    def test_timeouts_still_spend_the_budget(self, monkeypatch, tmp_path):
+        harness = _MigrateDeployHarness(
+            monkeypatch, tmp_path, ["timeout"], repeat_last=True
+        )
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) == _ATTEMPT_BUDGET
+
+    def test_a_baseline_that_never_lands_stops_after_the_budget(
+        self, monkeypatch, tmp_path
+    ):
+        harness = _MigrateDeployHarness(
+            monkeypatch, tmp_path, [_P3005_STDERR], repeat_last=True
+        )
+        harness.baseline_succeeds = False
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) == _ATTEMPT_BUDGET
+
+    def test_an_unrecoverable_error_is_not_retried(self, monkeypatch, tmp_path):
+        harness = _MigrateDeployHarness(
+            monkeypatch,
+            tmp_path,
+            ["Error: P3018\n\nMigration name: 20260101000000_x\n\nERROR: syntax error at or near \"SLECT\"\n"],
+            repeat_last=True,
+        )
+
+        with pytest.raises(RuntimeError):
+            harness.run()
+        assert len(harness.deploy_calls) == 1
+        assert harness.resolved == []
diff --git a/tests/llm_responses_api_testing/test_responses_hooks.py b/tests/llm_responses_api_testing/test_responses_hooks.py
index 66dbb29dba5..a86752c0172 100644
--- a/tests/llm_responses_api_testing/test_responses_hooks.py
+++ b/tests/llm_responses_api_testing/test_responses_hooks.py
@@ -841,7 +841,7 @@ def test_build_synthetic_response_events_covers_annotations_function_calls_and_r
     )
 
     try:
-        events = streaming_module._build_synthetic_response_events(
+        events = streaming_module.build_synthetic_response_events(
             transformed=transformed,
             logging_obj=logging_obj,
             chunk_size=5,
diff --git a/tests/load_tests/test_granian_admission_saturation.py b/tests/load_tests/test_granian_admission_saturation.py
new file mode 100644
index 00000000000..b42c06037c2
--- /dev/null
+++ b/tests/load_tests/test_granian_admission_saturation.py
@@ -0,0 +1,150 @@
+import asyncio
+import os
+import socket
+import subprocess
+import sys
+import time
+from pathlib import Path
+from typing import Final
+
+import httpx
+import pytest
+
+pytestmark = pytest.mark.skipif(
+    os.environ.get("LITELLM_RUN_SATURATION_BENCHMARK") != "1",
+    reason="set LITELLM_RUN_SATURATION_BENCHMARK=1 to run the saturation benchmark",
+)
+
+
+def _free_port() -> int:
+    with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as listener:
+        listener.bind(("127.0.0.1", 0))
+        return int(listener.getsockname()[1])
+
+
+def _percentile(values: list[float], percentile: float) -> float:
+    return sorted(values)[min(int(len(values) * percentile), len(values) - 1)]
+
+
+@pytest.mark.asyncio
+async def test_granian_admission_control_saturation(tmp_path: Path) -> None:
+    fake_port: Final = _free_port()
+    proxy_port: Final = _free_port()
+    fake_script: Final = Path(__file__).parents[1] / "_fake_openai_endpoint_server.py"
+    config_path: Final = tmp_path / "saturation_config.yaml"
+    config_path.write_text(
+        f"""model_list:
+  - model_name: slow-endpoint
+    litellm_params:
+      model: openai/slow-endpoint
+      api_base: http://127.0.0.1:{fake_port}/v1
+general_settings:
+  master_key: sk-saturation
+  max_in_flight_requests_per_worker: 8
+  max_queued_requests_per_worker: 8
+  admission_queue_timeout_seconds: 0.5
+"""
+    )
+    fake_process: Final = subprocess.Popen(
+        [sys.executable, str(fake_script), "--host", "127.0.0.1", "--port", str(fake_port)],
+        stdout=subprocess.DEVNULL,
+        stderr=subprocess.DEVNULL,
+    )
+    try:
+        proxy_process: Final = subprocess.Popen(
+            [
+                sys.executable,
+                "-m",
+                "litellm.proxy.proxy_cli",
+                "--config",
+                str(config_path),
+                "--run_granian",
+                "--num_workers",
+                "1",
+                "--port",
+                str(proxy_port),
+            ],
+            stdout=subprocess.DEVNULL,
+            stderr=subprocess.DEVNULL,
+        )
+        try:
+            async with httpx.AsyncClient(base_url=f"http://127.0.0.1:{proxy_port}") as client:
+                deadline: Final = time.monotonic() + 60
+                while time.monotonic() < deadline:
+                    try:
+                        response: Final = await client.get("/health/liveliness", timeout=2)
+                        if response.status_code == 200:
+                            break
+                    except httpx.HTTPError:
+                        pass
+                    await asyncio.sleep(0.25)
+                else:
+                    raise AssertionError("Granian proxy did not become healthy")
+
+                liveness_latencies: Final[list[float]] = []
+                stop_sampling: Final = asyncio.Event()
+
+                async def sample_liveness() -> None:
+                    while not stop_sampling.is_set():
+                        start: Final = time.perf_counter()
+                        try:
+                            response = await client.get("/health/liveliness", timeout=2)
+                            response.raise_for_status()
+                            liveness_latencies.append(time.perf_counter() - start)
+                        except httpx.HTTPError:
+                            pass
+                        await asyncio.sleep(0.05)
+
+                async def send_completion() -> tuple[int, float, bool]:
+                    start: Final = time.perf_counter()
+                    response = await client.post(
+                        "/chat/completions",
+                        headers={"Authorization": "Bearer sk-saturation"},
+                        json={
+                            "model": "slow-endpoint",
+                            "messages": [{"role": "user", "content": "hello"}],
+                        },
+                        timeout=10,
+                    )
+                    return response.status_code, time.perf_counter() - start, "retry-after" in response.headers
+
+                sampler: Final = asyncio.create_task(sample_liveness())
+                results: Final = await asyncio.gather(*(send_completion() for _ in range(200)))
+                stop_sampling.set()
+                await sampler
+
+            statuses: Final = [result[0] for result in results]
+            latencies: Final = [result[1] for result in results]
+            rejected: Final = [result for result in results if result[0] == 503]
+            assert set(statuses) <= {200, 503}
+            assert rejected
+            assert all(result[2] for result in rejected)
+            assert _percentile(latencies, 0.99) < 5
+            assert liveness_latencies
+            assert _percentile(liveness_latencies, 0.95) < 0.5
+
+            duration: Final = max(latencies)
+            print(
+                "\nmetric          value\n"
+                f"rps             {len(results) / duration:.2f}\n"
+                f"200 count       {statuses.count(200)}\n"
+                f"503 count       {statuses.count(503)}\n"
+                f"p50             {_percentile(latencies, 0.50):.3f}s\n"
+                f"p95             {_percentile(latencies, 0.95):.3f}s\n"
+                f"p99             {_percentile(latencies, 0.99):.3f}s\n"
+                f"liveness p95    {_percentile(liveness_latencies, 0.95):.3f}s"
+            )
+        finally:
+            proxy_process.terminate()
+            try:
+                proxy_process.wait(timeout=10)
+            except subprocess.TimeoutExpired:
+                proxy_process.kill()
+                proxy_process.wait()
+    finally:
+        fake_process.terminate()
+        try:
+            fake_process.wait(timeout=10)
+        except subprocess.TimeoutExpired:
+            fake_process.kill()
+            fake_process.wait()
diff --git a/tests/local_testing/test_completion.py b/tests/local_testing/test_completion.py
index ef8d6c55148..f8f23ea015a 100644
--- a/tests/local_testing/test_completion.py
+++ b/tests/local_testing/test_completion.py
@@ -2879,7 +2879,6 @@ def response_format_tests(response: litellm.ModelResponse):
     "model",
     [
         "bedrock/mistral.mistral-large-2407-v1:0",
-        "bedrock/cohere.command-r-plus-v1:0",
         "us.anthropic.claude-sonnet-4-5-20250929-v1:0",
         "mistral.mistral-7b-instruct-v0:2",
         "meta.llama3-8b-instruct-v1:0",
diff --git a/tests/local_testing/test_dual_cache.py b/tests/local_testing/test_dual_cache.py
index e60fa5f3746..43b10a9557a 100644
--- a/tests/local_testing/test_dual_cache.py
+++ b/tests/local_testing/test_dual_cache.py
@@ -240,3 +240,35 @@ async def test_dual_cache_delete(is_async):
         result = dual_cache.get_cache(test_key)
 
     assert result is None
+
+
+@pytest.mark.asyncio
+async def test_dual_cache_concurrent_sync_and_async_redis_reads():
+    """Sync and async batch reads share one Redis backend in one process, and sync reads never open an async connection"""
+    redis_cache = RedisCache(host=os.getenv("REDIS_HOST"), port=os.getenv("REDIS_PORT"))
+    dual_cache = DualCache(redis_cache=redis_cache)
+
+    run_id = str(uuid.uuid4())
+    sync_keys = [f"sync_{run_id}_{index}" for index in range(5)]
+    async_keys = [f"async_{run_id}_{index}" for index in range(5)]
+    in_loop_keys = [f"in_loop_{run_id}_{index}" for index in range(3)]
+    survivor_key = f"survivor_{run_id}"
+    expected = {key: {"key": key} for key in [*sync_keys, *async_keys, *in_loop_keys, survivor_key]}
+    for key, value in expected.items():
+        await redis_cache.async_set_cache(key, value, ttl=60)
+
+    concurrent_results = await asyncio.gather(
+        *(asyncio.to_thread(dual_cache.batch_get_cache, keys=[key]) for key in sync_keys),
+        *(dual_cache.async_batch_get_cache(keys=[key]) for key in async_keys),
+    )
+    assert list(concurrent_results) == [[expected[key]] for key in [*sync_keys, *async_keys]]
+
+    with patch.object(
+        redis_cache,
+        "async_batch_get_cache",
+        side_effect=AssertionError("sync batch reads must not call async Redis"),
+    ):
+        in_loop_results = [dual_cache.batch_get_cache(keys=[key]) for key in in_loop_keys]
+
+    assert in_loop_results == [[expected[key]] for key in in_loop_keys]
+    assert await dual_cache.async_batch_get_cache(keys=[survivor_key]) == [expected[survivor_key]]
diff --git a/tests/local_testing/test_embedding.py b/tests/local_testing/test_embedding.py
index ee2ac14f498..c119334da6f 100644
--- a/tests/local_testing/test_embedding.py
+++ b/tests/local_testing/test_embedding.py
@@ -15,6 +15,7 @@ from unittest.mock import AsyncMock, MagicMock, patch
 
 import litellm
 from litellm import completion, completion_cost, embedding
+from tests.fake_openai_endpoint import FAKE_OPENAI_API_BASE
 
 litellm.set_verbose = False
 
@@ -269,11 +270,14 @@ def test_openai_azure_embedding_timeouts():
 def test_openai_embedding_timeouts():
     try:
         response = embedding(
-            model="text-embedding-ada-002",
+            model="openai/slow-endpoint",
             input=["good morning from litellm"],
-            timeout=0.00001,
+            api_base=FAKE_OPENAI_API_BASE,
+            api_key="fake-key",
+            timeout=0.5,
         )
         print(response)
+        pytest.fail("Expected timeout error, the request returned instead")
     except openai.APITimeoutError:
         print("Good job got OpenAI timeout error!")
         pass
diff --git a/tests/local_testing/test_router.py b/tests/local_testing/test_router.py
index c714bb4f9a7..bd0a9bf8df4 100644
--- a/tests/local_testing/test_router.py
+++ b/tests/local_testing/test_router.py
@@ -1552,8 +1552,9 @@ def test_router_timeout():
         {
             "model_name": "gpt-3.5-turbo",
             "litellm_params": {
-                "model": "gpt-3.5-turbo",
-                "api_key": "os.environ/OPENAI_API_KEY",
+                "model": "openai/slow-endpoint",
+                "api_base": FAKE_OPENAI_API_BASE,
+                "api_key": "fake-key",
             },
         }
     ]
@@ -1562,7 +1563,7 @@ def test_router_timeout():
     start_time = time.time()
     try:
         res = router.completion(
-            model="gpt-3.5-turbo", messages=messages, timeout=0.0001
+            model="gpt-3.5-turbo", messages=messages, timeout=0.5
         )
         print(res)
         pytest.fail("this should have timed out")
diff --git a/tests/local_testing/test_streaming.py b/tests/local_testing/test_streaming.py
index 07d693af447..bf39d3155b7 100644
--- a/tests/local_testing/test_streaming.py
+++ b/tests/local_testing/test_streaming.py
@@ -1168,7 +1168,6 @@ async def test_completion_replicate_llama3_streaming(sync_mode):
     "model, region",
     [
         # ["bedrock/ai21.jamba-instruct-v1:0", "us-east-1"],
-        # ["bedrock/cohere.command-r-plus-v1:0", None],
         ["us.anthropic.claude-sonnet-4-5-20250929-v1:0", None],
         # ["mistral.mistral-7b-instruct-v0:2", None],
         # ["meta.llama3-8b-instruct-v1:0", None],
@@ -1271,7 +1270,7 @@ def test_bedrock_claude_3_streaming():
     "model",
     [
         "claude-haiku-4-5-20251001",
-        "cohere.command-r-plus-v1:0",  # bedrock
+        "bedrock/mistral.mistral-7b-instruct-v0:2",
         "gpt-3.5-turbo",
     ],
 )
diff --git a/tests/local_testing/test_timeout.py b/tests/local_testing/test_timeout.py
index 66054a0930a..784e2c73cd7 100644
--- a/tests/local_testing/test_timeout.py
+++ b/tests/local_testing/test_timeout.py
@@ -12,6 +12,7 @@ import openai
 import pytest
 
 import litellm
+from tests.fake_openai_endpoint import FAKE_OPENAI_API_BASE
 
 
 @pytest.mark.parametrize(
@@ -216,13 +217,16 @@ def test_timeout_streaming():
     litellm.set_verbose = False
     try:
         response = litellm.completion(
-            model="gpt-3.5-turbo",
+            model="openai/slow-endpoint",
             messages=[{"role": "user", "content": "hello, write a 20 pg essay"}],
-            timeout=0.0001,
+            api_base=FAKE_OPENAI_API_BASE,
+            api_key="fake-key",
+            timeout=0.5,
             stream=True,
         )
         for chunk in response:
             print(chunk)
+        pytest.fail("Did not raise error `openai.APITimeoutError`. The stream completed instead")
     except openai.APITimeoutError as e:
         print(
             "Passed: Raised correct exception. Got openai.APITimeoutError\nGood Job", e
diff --git a/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py b/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
index 3f9f2bacdd3..9faaaf492e8 100644
--- a/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
+++ b/tests/logging_callback_tests/test_bedrock_knowledgebase_hook.py
@@ -71,6 +71,48 @@ def setup_vector_store_registry():
     )
 
 
+@pytest.mark.asyncio
+async def test_vector_store_hook_routes_search_through_proxy_router(
+    setup_vector_store_registry,
+):
+    proxy_router = Mock()
+    proxy_router.avector_store_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(
+            object="vector_store.search_results.page",
+            search_query="what is litellm?",
+            data=[
+                VectorStoreSearchResult(
+                    score=1.0,
+                    content=[VectorStoreResultContent(text="routed context", type="text")],
+                )
+            ],
+        )
+    )
+    logging_obj = Mock()
+    logging_obj.model_call_details = {
+        "litellm_params": {"metadata": {"user_api_key_team_id": "team-a"}}
+    }
+
+    with patch("litellm.proxy.proxy_server.llm_router", proxy_router):
+        _, messages, _ = await VectorStorePreCallHook().async_get_chat_completion_prompt(
+            model="chat-model",
+            messages=[{"role": "user", "content": "what is litellm?"}],
+            non_default_params={"vector_store_ids": ["T37J8R4WTM"]},
+            prompt_id=None,
+            prompt_variables=None,
+            dynamic_callback_params={},
+            litellm_logging_obj=logging_obj,
+        )
+
+    proxy_router.avector_store_search.assert_awaited_once_with(
+        vector_store_id="T37J8R4WTM",
+        query="what is litellm?",
+        custom_llm_provider="bedrock",
+        metadata={"user_api_key_team_id": "team-a"},
+    )
+    assert messages[0]["content"] == "Context:\n\nrouted context\n\n"
+
+
 @pytest.mark.asyncio
 async def test_e2e_bedrock_knowledgebase_retrieval_with_completion(
     setup_vector_store_registry,
@@ -328,6 +370,7 @@ async def test_bedrock_kb_request_body_has_transformed_filters(
         custom_llm_provider,
         litellm_params,
         logging_obj,
+        embedding_executor=None,
         extra_headers=None,
         extra_body=None,
         timeout=None,
diff --git a/tests/mcp_tests/test_mcp_client_unit.py b/tests/mcp_tests/test_mcp_client_unit.py
index aadaadd510e..6438525706a 100644
--- a/tests/mcp_tests/test_mcp_client_unit.py
+++ b/tests/mcp_tests/test_mcp_client_unit.py
@@ -11,7 +11,9 @@ from unittest.mock import AsyncMock, MagicMock, patch, ANY
 import litellm.experimental_mcp_client.client as mcp_client_module
 from litellm.experimental_mcp_client.client import MCPClient
 from litellm.types.mcp import MCPAuth, MCPTransport
-from mcp.types import Tool as MCPTool, CallToolResult as MCPCallToolResult
+from mcp.types import CallToolResult as MCPCallToolResult
+from mcp.types import ListToolsResult, PaginatedRequestParams
+from mcp.types import Tool as MCPTool
 
 
 def test_mcp_client_uses_configurable_default_timeout():
@@ -185,6 +187,80 @@ class TestMCPClientUnitTests:
         mock_session_instance.initialize.assert_called_once()
         mock_session_instance.list_tools.assert_called_once()
 
+    @pytest.mark.asyncio
+    @patch.object(mcp_client_module, "streamable_http_client")  # test-quality-ok: exercises MCPClient wiring; the walk itself is covered sessionless in test_tools.py
+    @patch.object(mcp_client_module, "ClientSession")  # test-quality-ok: exercises MCPClient wiring; the walk itself is covered sessionless in test_tools.py
+    async def test_list_tools_follows_next_cursor_until_exhausted(
+        self,
+        mock_session_class,
+        mock_transport,
+    ):
+        """Test listing tools follows MCP pagination cursors until exhausted."""
+        mock_transport_ctx = AsyncMock()
+        mock_transport.return_value = mock_transport_ctx
+        mock_transport_instance = MagicMock()
+        mock_transport_ctx.__aenter__ = AsyncMock(return_value=mock_transport_instance)
+
+        mock_session_ctx = AsyncMock()
+        mock_session_class.return_value = mock_session_ctx
+        mock_session_instance = AsyncMock()
+        mock_session_ctx.__aenter__ = AsyncMock(return_value=mock_session_instance)
+
+        first_page_tools = [
+            MCPTool(name=f"tool_{idx}", description=f"Tool {idx}", inputSchema={}) for idx in range(100)
+        ]
+        second_page_tool = MCPTool(
+            name="tool_100",
+            description="Tool 100",
+            inputSchema={},
+        )
+        mock_session_instance.list_tools.side_effect = [
+            ListToolsResult(tools=first_page_tools, nextCursor="page-2"),
+            ListToolsResult(tools=[second_page_tool]),
+        ]
+
+        client = MCPClient("http://example.com")
+        result = await client.list_tools()
+
+        assert result == [*first_page_tools, second_page_tool]
+        assert mock_session_instance.list_tools.call_count == 2
+        second_call_params = mock_session_instance.list_tools.call_args_list[1].kwargs["params"]
+        assert isinstance(second_call_params, PaginatedRequestParams)
+        assert second_call_params.cursor == "page-2"
+
+    @pytest.mark.asyncio
+    @patch.object(mcp_client_module, "streamable_http_client")  # test-quality-ok: exercises MCPClient wiring; the walk itself is covered sessionless in test_tools.py
+    @patch.object(mcp_client_module, "ClientSession")  # test-quality-ok: exercises MCPClient wiring; the walk itself is covered sessionless in test_tools.py
+    async def test_list_tools_swallows_mid_walk_error_without_raise_on_error(
+        self,
+        mock_session_class,
+        mock_transport,
+    ):
+        """Test a mid-walk failure returns [] when raise_on_error is False."""
+        mock_transport_ctx = AsyncMock()
+        mock_transport.return_value = mock_transport_ctx
+        mock_transport_instance = MagicMock()
+        mock_transport_ctx.__aenter__ = AsyncMock(return_value=mock_transport_instance)
+
+        mock_session_ctx = AsyncMock()
+        mock_session_class.return_value = mock_session_ctx
+        mock_session_instance = AsyncMock()
+        mock_session_ctx.__aenter__ = AsyncMock(return_value=mock_session_instance)
+
+        mock_session_instance.list_tools.side_effect = [
+            ListToolsResult(
+                tools=[MCPTool(name="tool_0", description="Tool 0", inputSchema={})],
+                nextCursor="page-2",
+            ),
+            RuntimeError("transient upstream failure"),
+        ]
+
+        client = MCPClient("http://example.com")
+        result = await client.list_tools()
+
+        assert result == []
+        assert mock_session_instance.list_tools.call_count == 2
+
     @pytest.mark.asyncio
     @patch.object(mcp_client_module, "streamable_http_client")
     @patch.object(mcp_client_module, "ClientSession")
diff --git a/tests/mcp_tests/test_mcp_server.py b/tests/mcp_tests/test_mcp_server.py
index e06c33263fb..1781dfe2fc2 100644
--- a/tests/mcp_tests/test_mcp_server.py
+++ b/tests/mcp_tests/test_mcp_server.py
@@ -2815,6 +2815,7 @@ async def test_mcp_server_manager_with_access_groups_integration():
     """Integration test for MCPServerManager with access group filtering"""
     from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
         MCPRequestHandler,
+        MCPServerAccess,
     )
     from litellm.proxy._types import UserAPIKeyAuth
 
@@ -2848,11 +2849,11 @@ async def test_mcp_server_manager_with_access_groups_integration():
     )
 
     # Mock the permission lookup to return staff access group
-    with patch.object(MCPRequestHandler, "get_allowed_mcp_servers") as mock_get_allowed:
-        mock_get_allowed.return_value = [
-            "staff-server-id",
-            "ops-server-id",
-        ]  # User has access to staff and ops
+    with patch.object(MCPRequestHandler, "get_mcp_server_access") as mock_get_allowed:  # test-quality-ok: manager resolver seam
+        mock_get_allowed.return_value = MCPServerAccess(
+            server_ids=("staff-server-id", "ops-server-id"),
+            scope="scoped",
+        )
 
         allowed_servers = await test_manager.get_allowed_mcp_servers(user_auth)
 
@@ -2901,6 +2902,7 @@ async def test_get_allowed_mcp_servers_returns_empty_for_non_admin_without_permi
     from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
     from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
         MCPRequestHandler,
+        MCPServerAccess,
     )
 
     test_manager = MCPServerManager()
@@ -2923,9 +2925,9 @@ async def test_get_allowed_mcp_servers_returns_empty_for_non_admin_without_permi
     )
 
     with patch.object(
-        MCPRequestHandler, "get_allowed_mcp_servers", new_callable=AsyncMock
+        MCPRequestHandler, "get_mcp_server_access", new_callable=AsyncMock
     ) as mock_permission_lookup:
-        mock_permission_lookup.return_value = []
+        mock_permission_lookup.return_value = MCPServerAccess(server_ids=())
         allowed_servers = await test_manager.get_allowed_mcp_servers(user_auth)
 
     assert allowed_servers == []
diff --git a/tests/ocr_tests/test_ocr_vertex_ai.py b/tests/ocr_tests/test_ocr_vertex_ai.py
index 1ba5b9d0883..1842eb063a5 100644
--- a/tests/ocr_tests/test_ocr_vertex_ai.py
+++ b/tests/ocr_tests/test_ocr_vertex_ai.py
@@ -5,9 +5,11 @@ Note: Vertex AI OCR automatically converts URLs to base64 data URIs since
 the Vertex AI endpoint doesn't have internet access.
 """
 
-import os
 import json
+import os
 import tempfile
+from typing import Final
+
 import pytest
 from base_ocr_unit_tests import BaseOCRTest
 
@@ -139,3 +141,19 @@ def test_vertex_ai_ocr_routing():
     assert isinstance(
         deepseek_variant, VertexAIDeepSeekOCRConfig
     ), "DeepSeek variant should route to VertexAIDeepSeekOCRConfig"
+
+
+@pytest.mark.parametrize("model", ("deepseek-ocr-maas", "deepseek-ai/deepseek-ocr-maas"))
+def test_deepseek_request_uses_single_provider_namespace(model: str) -> None:
+    from litellm.llms.vertex_ai.ocr.deepseek_transformation import (
+        VertexAIDeepSeekOCRConfig,
+    )
+
+    request: Final = VertexAIDeepSeekOCRConfig().transform_ocr_request(
+        model=model,
+        document={"type": "image_url", "image_url": "data:image/png;base64,AA=="},
+        optional_params={},
+        headers={},
+    )
+
+    assert request.data["model"] == "deepseek-ai/deepseek-ocr-maas"
diff --git a/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py b/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
index 1a7fb1f3e41..7e338dafb86 100644
--- a/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
+++ b/tests/openai_endpoints_tests/test_e2e_openai_responses_api.py
@@ -1,6 +1,13 @@
+import time
+from collections.abc import Iterator
+from typing import Final
+
 import httpx
-from openai import OpenAI, BadRequestError, APIStatusError
 import pytest
+from openai import APIStatusError, BadRequestError, NotFoundError, OpenAI, Stream
+from openai.types.responses import ResponseStreamEvent
+
+BACKGROUND_STREAM_ADMISSION_DEADLINE_SECONDS: Final = 90
 
 
 def generate_key():
@@ -105,10 +112,9 @@ def test_streaming_response():
     assert len(collected_chunks) > 0
 
 
-def test_bad_request_error():
+def test_model_not_found_error():
     client = get_test_client()
-    with pytest.raises(BadRequestError):
-        # Trigger error with invalid model name
+    with pytest.raises(NotFoundError):
         client.responses.create(model="non-existent-model", input="This should fail")
 
 
@@ -154,43 +160,48 @@ def test_cancel_response():
             raise e
 
 
+def admitted_response_id(chunk: ResponseStreamEvent) -> str | None:
+    response: Final = getattr(chunk, "response", None)
+    return None if response is None else response.id
+
+
+def events_until_admission(stream: Stream[ResponseStreamEvent], started: float) -> Iterator[ResponseStreamEvent]:
+    for chunk in stream:
+        print("stream chunk=", chunk)
+        yield chunk
+        if admitted_response_id(chunk) is not None:
+            return
+        if time.monotonic() - started > BACKGROUND_STREAM_ADMISSION_DEADLINE_SECONDS:
+            return
+
+
 def test_cancel_streaming_response():
-    try:
-        client = get_test_client()
-        from litellm.types.llms.openai import ResponsesAPIResponse
+    client: Final = get_test_client()
+    started: Final = time.monotonic()
+    stream: Final = client.responses.create(
+        model="gpt-5.5",
+        input="count from 1 to 500, one number per line",
+        stream=True,
+        background=True,
+        timeout=BACKGROUND_STREAM_ADMISSION_DEADLINE_SECONDS,
+    )
 
-        stream = client.responses.create(
-            model="gpt-5.5",
-            input="just respond with the word 'ping'",
-            stream=True,
-            background=True,
+    with stream:
+        events: Final = tuple(events_until_admission(stream, started))
+
+    elapsed: Final = time.monotonic() - started
+    keepalive_events: Final = sum(1 for chunk in events if chunk.type == "keepalive")
+    response_id: Final = next((rid for rid in map(admitted_response_id, events) if rid is not None), None)
+    if response_id is None and keepalive_events:
+        pytest.skip(
+            f"OpenAI held the background stream in keepalive for {elapsed:.0f}s "
+            f"({keepalive_events} keepalive events) without creating the response"
         )
+    assert response_id is not None, f"no response event within {elapsed:.0f}s of streaming a background response"
 
-        collected_chunks = []
-        response_id = None
-        for chunk in stream:
-            print("stream chunk=", chunk)
-            collected_chunks.append(chunk)
-            # Extract response ID from the first chunk that has it
-            if (
-                response_id is None
-                and hasattr(chunk, "response")
-                and hasattr(chunk.response, "id")
-            ):
-                response_id = chunk.response.id
-
-        assert len(collected_chunks) > 0
-
-        # cancel the response if we got a response ID
-        if response_id:
-            cancel_response = client.responses.cancel(response_id)
-            print("CANCEL streaming response=", cancel_response)
-            assert hasattr(cancel_response, "id")
-    except Exception as e:
-        if "Cannot cancel a completed response" in str(e):
-            pass
-        else:
-            raise e
+    cancel_response: Final = client.responses.cancel(response_id)
+    print("CANCEL streaming response=", cancel_response)
+    assert cancel_response.status == "cancelled"
 
 
 def test_cancel_invalid_response_id():
diff --git a/tests/pass_through_tests/test_anthropic_passthrough.py b/tests/pass_through_tests/test_anthropic_passthrough.py
index d42e06937dc..0452b171f9e 100644
--- a/tests/pass_through_tests/test_anthropic_passthrough.py
+++ b/tests/pass_through_tests/test_anthropic_passthrough.py
@@ -50,9 +50,9 @@ async def test_anthropic_basic_completion_with_headers():
             anthropic_api_output_tokens = (
                 reported_usage.get("output_tokens", None) if reported_usage else None
             )
-            litellm_call_id = response_headers.get("x-litellm-call-id")
+            anthropic_message_id = response_json.get("id")
 
-            print(f"LiteLLM Call ID: {litellm_call_id}")
+            print(f"Anthropic message ID: {anthropic_message_id}")
 
             # Wait for spend to be logged
             await asyncio.sleep(15)
@@ -64,7 +64,7 @@ async def test_anthropic_basic_completion_with_headers():
                 print(f"Attempt {attempt + 1}/{max_retries} to check spend logs")
 
                 async with session.get(
-                    f"http://0.0.0.0:4000/spend/logs?request_id={litellm_call_id}",
+                    f"http://0.0.0.0:4000/spend/logs?request_id={anthropic_message_id}",
                     headers={"Authorization": "Bearer sk-1234"},
                 ) as spend_response:
                     print("text spend response")
@@ -84,25 +84,25 @@ async def test_anthropic_basic_completion_with_headers():
                             print("Waiting 10 seconds before retry...")
                             await asyncio.sleep(10)
 
-            # Spend data might be unavailable (auth error, slow DB write, etc.)
-            if (
-                spend_data is None
-                or not isinstance(spend_data, list)
-                or len(spend_data) == 0
-                or not isinstance(spend_data[0], dict)
-                or "request_id" not in spend_data[0]
-            ):
-                print(f"Spend data not available or is error response: {spend_data}")
-                print("Skipping spend assertions (DB write may be slow in CI)")
+            if not isinstance(spend_data, list):
+                print(f"Spend endpoint answered with an error response: {spend_data}")
+                print("Skipping spend assertions (spend logs unreachable in CI)")
                 return
 
+            assert spend_data, (
+                f"GET /spend/logs?request_id={anthropic_message_id} found no row for the id "
+                "the caller received"
+            )
+
             log_entry = spend_data[0]
 
             # Basic existence checks
             assert isinstance(log_entry, dict), "Log entry should be a dictionary"
 
             # Request metadata assertions
-            assert log_entry["request_id"] == litellm_call_id, "Request ID should match"
+            assert (
+                log_entry["request_id"] == anthropic_message_id
+            ), "Request ID should be the message id the caller received"
             assert (
                 log_entry["call_type"] == "pass_through_endpoint"
             ), "Call type should be pass_through_endpoint"
@@ -182,8 +182,6 @@ async def test_anthropic_streaming_with_headers():
             assert response.status == 200, "Response should be successful"
             response_headers = response.headers
             print(f"Response headers: {response_headers}")
-            litellm_call_id = response_headers.get("x-litellm-call-id")
-            print(f"LiteLLM Call ID: {litellm_call_id}")
 
             collected_output = []
             async for line in response.content:
@@ -194,13 +192,18 @@ async def test_anthropic_streaming_with_headers():
 
             print("Collected output:", "".join(collected_output))
             anthropic_api_usage_chunks = []
+            anthropic_message_id = None
             for chunk in collected_output:
                 chunk_json = json.loads(chunk)
+                if chunk_json.get("type") == "message_start":
+                    anthropic_message_id = chunk_json.get("message", {}).get("id")
                 if "usage" in chunk_json:
                     anthropic_api_usage_chunks.append(chunk_json["usage"])
                 elif "message" in chunk_json and "usage" in chunk_json["message"]:
                     anthropic_api_usage_chunks.append(chunk_json["message"]["usage"])
 
+            print(f"Anthropic message ID: {anthropic_message_id}")
+
             print(
                 "anthropic_api_usage_chunks",
                 json.dumps(anthropic_api_usage_chunks, indent=4, default=str),
@@ -232,7 +235,7 @@ async def test_anthropic_streaming_with_headers():
                 print(f"Attempt {attempt + 1}/{max_retries} to check spend logs")
 
                 async with session.get(
-                    f"http://0.0.0.0:4000/spend/logs?request_id={litellm_call_id}",
+                    f"http://0.0.0.0:4000/spend/logs?request_id={anthropic_message_id}",
                     headers={"Authorization": "Bearer sk-1234"},
                 ) as spend_response:
                     spend_data = await spend_response.json()
@@ -250,25 +253,25 @@ async def test_anthropic_streaming_with_headers():
                             print("Waiting 10 seconds before retry...")
                             await asyncio.sleep(10)
 
-            # Spend data might be unavailable (auth error, slow DB write, etc.)
-            if (
-                spend_data is None
-                or not isinstance(spend_data, list)
-                or len(spend_data) == 0
-                or not isinstance(spend_data[0], dict)
-                or "request_id" not in spend_data[0]
-            ):
-                print(f"Spend data not available or is error response: {spend_data}")
-                print("Skipping spend assertions (DB write may be slow in CI)")
+            if not isinstance(spend_data, list):
+                print(f"Spend endpoint answered with an error response: {spend_data}")
+                print("Skipping spend assertions (spend logs unreachable in CI)")
                 return
 
+            assert spend_data, (
+                f"GET /spend/logs?request_id={anthropic_message_id} found no row for the id "
+                "the caller received"
+            )
+
             log_entry = spend_data[0]
 
             # Basic existence checks
             assert isinstance(log_entry, dict), "Log entry should be a dictionary"
 
             # Request metadata assertions
-            assert log_entry["request_id"] == litellm_call_id, "Request ID should match"
+            assert (
+                log_entry["request_id"] == anthropic_message_id
+            ), "Request ID should be the message id the caller received"
             assert (
                 log_entry["call_type"] == "pass_through_endpoint"
             ), "Call type should be pass_through_endpoint"
diff --git a/tests/proxy_admin_ui_tests/test_team_delete_member_add_race.py b/tests/proxy_admin_ui_tests/test_team_delete_member_add_race.py
index 7577570be48..d3ffcf2445e 100644
--- a/tests/proxy_admin_ui_tests/test_team_delete_member_add_race.py
+++ b/tests/proxy_admin_ui_tests/test_team_delete_member_add_race.py
@@ -9,14 +9,16 @@ be forced by a sequential script: it needs one request to be genuinely mid-fligh
 other commits. A mocked prisma cannot arbitrate that either, since the property under test
 is whether Postgres's own advisory lock actually serializes the two requests.
 
-These tests pin the interleaving the same way test_access_group_team_sync.py does: a second
-real connection holds the team's advisory lock in its own transaction, so the function under
-test is provably blocked on it rather than hoping a sleep lands in the right gap.
+These tests pin the interleaving without a timing assumption: a second real connection holds
+the team's advisory lock in its own transaction, and the test then waits for Postgres itself
+to report the endpoint queued behind that exact lock. A sleep can only guess whether the
+endpoint has reached the lock yet; pg_locks answers it.
 """
 
 import asyncio
 import json
 import os
+import time
 import uuid
 from contextlib import asynccontextmanager
 from datetime import timedelta
@@ -39,6 +41,47 @@ _DELETE_SEEDED = 'DELETE FROM "LiteLLM_TeamMembership" WHERE team_id = $1'
 _DELETE_USER = 'DELETE FROM "LiteLLM_UserTable" WHERE user_id = $1'
 _DELETE_TEAM = 'DELETE FROM "LiteLLM_TeamTable" WHERE team_id = $1'
 _LOCK_SQL = "SELECT pg_advisory_xact_lock(hashtext($1)) IS NULL AS locked"
+_HELD_LOCK_KEY_SQL = (
+    "SELECT classid::bigint AS classid, objid::bigint AS objid FROM pg_locks "
+    "WHERE locktype = 'advisory' AND granted AND pid = pg_backend_pid()"
+)
+_LOCK_WAITER_SQL = (
+    "SELECT count(*)::int AS waiters FROM pg_locks "
+    "WHERE locktype = 'advisory' AND NOT granted "
+    "AND classid::bigint = $1 AND objid::bigint = $2"
+)
+_LOCK_WAIT_TIMEOUT_SECONDS = 20.0
+_LOCK_POLL_SECONDS = 0.01
+
+
+async def _hold_team_lock(held, team_id: str) -> tuple[int, int]:
+    """Take the team's advisory lock and return its pg_locks key.
+
+    Reading the key back off our own backend avoids re-deriving hashtext()'s signed
+    32-bit split here, and pins the watcher to this lock rather than to any advisory
+    lock another xdist worker happens to hold on the same database."""
+    await held.query_raw(_LOCK_SQL, team_id)
+    rows = await held.query_raw(_HELD_LOCK_KEY_SQL)
+    assert len(rows) == 1, f"expected exactly one advisory lock on the blocking connection, got {rows}"
+    return rows[0]["classid"], rows[0]["objid"]
+
+
+async def _await_lock_contention(watcher, lock_key: tuple[int, int], task, what: str) -> None:
+    """Block until Postgres reports `task` queued behind the held lock.
+
+    This is the assertion that the endpoint serializes on the team's advisory lock, and it
+    is what a fixed sleep was standing in for: the endpoint is only provably waiting once a
+    non-granted advisory lock on the same key exists. `watcher` must be a connection that is
+    not itself blocked, so it can observe the queue."""
+    classid, objid = lock_key
+    deadline = time.monotonic() + _LOCK_WAIT_TIMEOUT_SECONDS
+    while time.monotonic() < deadline:
+        if task.done():
+            raise AssertionError(f"{what} returned without waiting on the team's advisory lock") from task.exception()
+        if (await watcher.query_raw(_LOCK_WAITER_SQL, classid, objid))[0]["waiters"]:
+            return
+        await asyncio.sleep(_LOCK_POLL_SECONDS)
+    raise AssertionError(f"{what} never queued on the team's advisory lock within {_LOCK_WAIT_TIMEOUT_SECONDS}s")
 
 
 def _race_ids() -> tuple[str, str]:
@@ -110,10 +153,8 @@ async def test_member_add_blocked_by_delete_writes_no_dangling_reference():
 
             blocker = Prisma()
             await blocker.connect()
-            lock_acquired = asyncio.Event()
 
             async def add_member():
-                lock_acquired.set()
                 await _add_team_members_to_team(
                     data=TeamMemberAddRequest(
                         team_id=team_id,
@@ -128,11 +169,9 @@ async def test_member_add_blocked_by_delete_writes_no_dangling_reference():
 
             try:
                 async with blocker.tx(timeout=timedelta(seconds=30)) as held:
-                    await held.query_raw(_LOCK_SQL, team_id)
+                    lock_key = await _hold_team_lock(held, team_id)
                     task = asyncio.create_task(add_member())
-                    await lock_acquired.wait()
-                    await asyncio.sleep(0.2)
-                    assert not task.done(), "member_add did not wait on the team's advisory lock"
+                    await _await_lock_contention(db, lock_key, task, "member_add")
 
                     # the delete wins the race: strip the team row while the lock is held
                     await held.execute_raw(_DELETE_TEAM, team_id)
@@ -185,10 +224,8 @@ async def test_member_delete_blocked_by_member_add_removes_from_the_fresh_roster
 
                 blocker = Prisma()
                 await blocker.connect()
-                lock_acquired = asyncio.Event()
 
                 async def run_delete():
-                    lock_acquired.set()
                     return await team_member_delete(
                         data=TeamMemberDeleteRequest(team_id=team_id, user_id=user_id),
                         user_api_key_dict=_admin_auth(),
@@ -196,11 +233,9 @@ async def test_member_delete_blocked_by_member_add_removes_from_the_fresh_roster
 
                 try:
                     async with blocker.tx(timeout=timedelta(seconds=30)) as held:
-                        await held.query_raw(_LOCK_SQL, team_id)
+                        lock_key = await _hold_team_lock(held, team_id)
                         task = asyncio.create_task(run_delete())
-                        await lock_acquired.wait()
-                        await asyncio.sleep(0.2)
-                        assert not task.done(), "member_delete did not wait on the team's advisory lock"
+                        await _await_lock_contention(db, lock_key, task, "member_delete")
 
                         # member_add wins the race: it adds `other_user` while holding the lock
                         await held.litellm_teamtable.update(
@@ -265,10 +300,8 @@ async def test_delete_blocked_by_member_add_sweeps_the_fresh_reference():
 
                 blocker = Prisma()
                 await blocker.connect()
-                lock_acquired = asyncio.Event()
 
                 async def run_delete():
-                    lock_acquired.set()
                     return await delete_team(
                         data=DeleteTeamRequest(team_ids=[team_id]),
                         http_request=MagicMock(),
@@ -278,11 +311,9 @@ async def test_delete_blocked_by_member_add_sweeps_the_fresh_reference():
 
                 try:
                     async with blocker.tx(timeout=timedelta(seconds=30)) as held:
-                        await held.query_raw(_LOCK_SQL, team_id)
+                        lock_key = await _hold_team_lock(held, team_id)
                         task = asyncio.create_task(run_delete())
-                        await lock_acquired.wait()
-                        await asyncio.sleep(0.3)
-                        assert not task.done(), "delete_team did not wait on the team's advisory lock"
+                        await _await_lock_contention(db, lock_key, task, "delete_team")
 
                         # member_add wins the race: write the reference while holding the lock
                         await held.litellm_usertable.upsert(
diff --git a/tests/proxy_behavior/management/test_team_spend_by_user.py b/tests/proxy_behavior/management/test_team_spend_by_user.py
new file mode 100644
index 00000000000..1d6aab04003
--- /dev/null
+++ b/tests/proxy_behavior/management/test_team_spend_by_user.py
@@ -0,0 +1,58 @@
+import pytest
+
+from .actors import Actor
+
+pytestmark = pytest.mark.asyncio(loop_scope="session")
+
+
+# GET /team/spend/by_user shares the team-scope resolver with
+# /team/daily/activity, so the membership matrix must hold here too. team_ids
+# is mandatory on this route (a per-user rollup with no team is meaningless),
+# so the bare query is 400 for everyone instead of defaulting to own teams.
+_MEMBERS = {
+    "alpha": {
+        Actor.TEAM_ADMIN,
+        Actor.INTERNAL_USER,
+        Actor.OWNER,
+        Actor.UNRELATED_SAME_ORG,
+        Actor.SERVICE_ACCOUNT,
+    },
+    "beta": {Actor.CROSS_ORG_USER},
+}
+
+
+def _expected(actor: Actor, team: str) -> int:
+    if team == "none":
+        return 400
+    if actor == Actor.PROXY_ADMIN:
+        return 200
+    return 200 if actor in _MEMBERS.get(team, set()) else 404
+
+
+_CASES = [
+    (f"{team}/{actor.value}", actor, team, _expected(actor, team))
+    for team in ("none", "alpha", "beta")
+    for actor in Actor
+]
+
+_DATES = "start_date=2024-01-01&end_date=2024-12-31"
+
+
+@pytest.mark.parametrize(
+    "actor,team,expected_status",
+    [(a, t, s) for (_id, a, t, s) in _CASES],
+    ids=[c[0] for c in _CASES],
+)
+async def test_team_spend_by_user_matrix(actor: Actor, team: str, expected_status: int, proxy_client, world):
+    team_id = {"alpha": world.team_alpha_id, "beta": world.team_beta_id}.get(team)
+    query = _DATES if team_id is None else f"{_DATES}&team_ids={team_id}"
+
+    resp = await proxy_client.get(
+        f"/team/spend/by_user?{query}",
+        headers={"Authorization": f"Bearer {world.keys[actor].cleartext}"},
+    )
+    assert resp.status_code == expected_status, f"{actor.value} -> {team}: {resp.status_code} {resp.text}"
+    if expected_status == 200:
+        body = resp.json()
+        assert (body["start_date"], body["end_date"]) == ("2024-01-01", "2024-12-31")
+        assert all(row["team_id"] == team_id for row in body["results"])
diff --git a/tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py b/tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py
new file mode 100644
index 00000000000..ed21734c5fc
--- /dev/null
+++ b/tests/proxy_migration_tests/test_image_bedrock_realtime_extra.py
@@ -0,0 +1,58 @@
+"""Image-level check that the built proxy image can import the Bedrock realtime SDK.
+
+Bedrock Nova Sonic (`/v1/realtime`) imports `aws_sdk_bedrock_runtime` lazily on the
+first session, so an image whose `uv sync` stages skip the `bedrock-realtime` extra
+boots, passes health checks, and then fails every Nova Sonic session with
+"Missing aws_sdk_bedrock_runtime". Importing inside the built image is what catches
+that class of regression (missing extra, lockfile drift, a stage that syncs a
+different set of extras), which a static Dockerfile check cannot.
+
+Gated on LITELLM_IMAGE like the other image checks in this directory; exercised
+where an image has been built (the image-scan workflow). Requires a working docker CLI.
+"""
+
+import os
+import shutil
+import subprocess
+from typing import Final
+
+import pytest
+
+IMAGE: Final = os.getenv("LITELLM_IMAGE")
+NON_ROOT_UID: Final = "12345:0"
+IMPORT_PROBE: Final = "import aws_sdk_bedrock_runtime, smithy_aws_core; print('bedrock-realtime ok')"
+
+pytestmark = [
+    pytest.mark.skipif(IMAGE is None, reason="requires a built image (set LITELLM_IMAGE)"),
+    pytest.mark.skipif(shutil.which("docker") is None, reason="requires the docker CLI"),
+]
+
+
+def test_image_imports_bedrock_realtime_sdk():
+    assert IMAGE is not None
+
+    probe: Final = subprocess.run(
+        [
+            "docker",
+            "run",
+            "--rm",
+            "--network",
+            "none",
+            "--user",
+            NON_ROOT_UID,
+            "--entrypoint",
+            "python",
+            IMAGE,
+            "-c",
+            IMPORT_PROBE,
+        ],
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+
+    assert probe.returncode == 0 and "bedrock-realtime ok" in probe.stdout, (
+        f"{IMAGE} cannot import aws_sdk_bedrock_runtime as uid {NON_ROOT_UID}, so Bedrock Nova Sonic "
+        "/v1/realtime sessions fail with 'Missing aws_sdk_bedrock_runtime'. Is `--extra bedrock-realtime` "
+        f"passed to every `uv sync` in its Dockerfile?\nstdout:\n{probe.stdout}\nstderr:\n{probe.stderr}"
+    )
diff --git a/tests/proxy_migration_tests/test_prisma_toolchain.py b/tests/proxy_migration_tests/test_prisma_toolchain.py
index d12a2c4dd4e..0ed33193a9b 100644
--- a/tests/proxy_migration_tests/test_prisma_toolchain.py
+++ b/tests/proxy_migration_tests/test_prisma_toolchain.py
@@ -7,26 +7,37 @@ attempt fails identically. These tests pin the two behaviours that keep a
 container recoverable: an incomplete cache is deleted before Prisma is
 invoked, and the install gets a budget of its own rather than sharing the one
 that bounds each migration command.
+
+``prisma migrate deploy`` gets a budget of its own for the same reason: its
+runtime grows with the number of pending migrations, so a fresh database that
+replays every migration overran the per-command budget on slow machines and
+the proxy gave up after four identical timeouts.
 """
 
 import ast
 import json
+import logging
 import os
+import signal
 import sys
 import time
+from collections.abc import Callable
 from pathlib import Path
 
 import pytest
 
 from litellm_proxy_extras.prisma_toolchain import (
     DEFAULT_PRISMA_COMMAND_TIMEOUT,
+    DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT,
     PRISMA_BOOTSTRAP_TIMEOUT_ENV_VAR,
     PRISMA_COMMAND_TIMEOUT_ENV_VAR,
+    PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR,
     ensure_prisma_toolchain,
     heal_incomplete_nodeenv_cache,
     node_binary_path,
     prisma_bootstrap_timeout,
     prisma_command_timeout,
+    prisma_migrate_deploy_timeout,
 )
 from litellm_proxy_extras.utils import ProxyExtrasDBManager
 
@@ -37,19 +48,36 @@ FAKE_PRISMA = """#!{python}
 import json
 import os
 import pathlib
+import subprocess
 import sys
 import time
 
 args = sys.argv[1:]
 cache_dir = os.environ["PRISMA_NODEENV_CACHE_DIR"]
-with pathlib.Path(os.environ["FAKE_PRISMA_LOG"]).open("a") as log:
+log_path = pathlib.Path(os.environ["FAKE_PRISMA_LOG"])
+earlier_same_command = sum(
+    1
+    for line in (log_path.read_text().splitlines() if log_path.exists() else [])
+    if json.loads(line)["args"][:2] == args[:2]
+)
+with log_path.open("a") as log:
     log.write(
         json.dumps({{"args": args, "cache_dir_present": os.path.isdir(cache_dir)}})
         + "\\n"
     )
 time.sleep(float(os.environ.get("FAKE_PRISMA_SLEEP", "0")))
 if args[:2] == ["migrate", "deploy"]:
+    if earlier_same_command == 0:
+        if os.environ.get("FAKE_PRISMA_GRANDCHILD_PIDFILE"):
+            grandchild = subprocess.Popen([sys.executable, "-c", "import time; time.sleep(600)"])
+            pathlib.Path(os.environ["FAKE_PRISMA_GRANDCHILD_PIDFILE"]).write_text(str(grandchild.pid))
+        time.sleep(float(os.environ.get("FAKE_PRISMA_FIRST_DEPLOY_SLEEP", "0")))
+    elif os.environ.get("FAKE_PRISMA_LATER_DEPLOY_STDERR"):
+        print(os.environ["FAKE_PRISMA_LATER_DEPLOY_STDERR"], file=sys.stderr)
+        sys.exit(1)
     print("No pending migrations to apply")
+if args[:2] == ["db", "push"] and earlier_same_command == 0:
+    time.sleep(float(os.environ.get("FAKE_PRISMA_FIRST_PUSH_SLEEP", "0")))
 sys.exit(0)
 """
 
@@ -80,9 +108,14 @@ def toolchain_env(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> tuple[Path
     monkeypatch.setenv("PATH", f"{bin_dir}{os.pathsep}{os.environ['PATH']}")
     monkeypatch.delenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, raising=False)
     monkeypatch.delenv(PRISMA_BOOTSTRAP_TIMEOUT_ENV_VAR, raising=False)
+    monkeypatch.delenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, raising=False)
     return cache_dir, log_path
 
 
+def _deploy_calls(log_path: Path) -> list[list[str]]:
+    return [call["args"] for call in _fake_prisma_calls(log_path) if call["args"][:2] == ["migrate", "deploy"]]
+
+
 def _make_incomplete_cache(cache_dir: Path) -> None:
     (cache_dir / "lib").mkdir(parents=True)
     (cache_dir / "bin").mkdir()
@@ -209,25 +242,148 @@ def test_setup_database_prepares_the_toolchain_before_migrating(
     assert calls[0]["cache_dir_present"] is False
 
 
+@pytest.mark.parametrize("use_v2_resolver", [False, True], ids=["v1", "v2"])
+def test_migrate_deploy_is_not_bounded_by_the_per_command_timeout(
+    toolchain_env: tuple[Path, Path],
+    monkeypatch: pytest.MonkeyPatch,
+    use_v2_resolver: bool,
+) -> None:
+    """A fresh database replays every migration, which takes longer than any bookkeeping command."""
+    _, log_path = toolchain_env
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
+    monkeypatch.setenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, "1")
+    monkeypatch.setenv("FAKE_PRISMA_FIRST_DEPLOY_SLEEP", "3")
+
+    assert ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=use_v2_resolver) is True
+    assert _deploy_calls(log_path) == [["migrate", "deploy"]]
+
+
+def test_migrate_deploy_stops_at_its_own_timeout(
+    toolchain_env: tuple[Path, Path], monkeypatch: pytest.MonkeyPatch
+) -> None:
+    """The deploy budget still bounds a deploy that hangs, so boot cannot wait forever."""
+    _, log_path = toolchain_env
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
+    monkeypatch.setenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, "1")
+    monkeypatch.setenv("FAKE_PRISMA_FIRST_DEPLOY_SLEEP", "60")
+    monkeypatch.setenv("FAKE_PRISMA_LATER_DEPLOY_STDERR", "Error: P3018 permission denied for schema public")
+
+    started = time.monotonic()
+    with pytest.raises(RuntimeError, match="insufficient permissions"):
+        ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+    elapsed = time.monotonic() - started
+
+    assert len(_deploy_calls(log_path)) == 2
+    assert elapsed < 30
+
+
+def _process_is_gone(pid: int, within_seconds: float) -> bool:
+    deadline = time.monotonic() + within_seconds
+    while time.monotonic() < deadline:
+        try:
+            os.kill(pid, 0)
+        except ProcessLookupError:
+            return True
+        time.sleep(0.05)
+    return False
+
+
+def test_a_timed_out_migrate_deploy_takes_its_process_tree_with_it(
+    toolchain_env: tuple[Path, Path], monkeypatch: pytest.MonkeyPatch, tmp_path: Path
+) -> None:
+    """The real CLI forks Node and a schema engine; a timeout must not leave them running."""
+    _, log_path = toolchain_env
+    pidfile = tmp_path / "grandchild.pid"
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
+    monkeypatch.setenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, "1")
+    monkeypatch.setenv("FAKE_PRISMA_FIRST_DEPLOY_SLEEP", "60")
+    monkeypatch.setenv("FAKE_PRISMA_LATER_DEPLOY_STDERR", "Error: P3018 permission denied for schema public")
+    monkeypatch.setenv("FAKE_PRISMA_GRANDCHILD_PIDFILE", str(pidfile))
+
+    with pytest.raises(RuntimeError, match="insufficient permissions"):
+        ProxyExtrasDBManager.setup_database(use_migrate=True, use_v2_resolver=True)
+
+    grandchild_pid = int(pidfile.read_text())
+    try:
+        assert len(_deploy_calls(log_path)) == 2
+        assert _process_is_gone(grandchild_pid, within_seconds=5)
+    finally:
+        try:
+            os.kill(grandchild_pid, signal.SIGKILL)
+        except ProcessLookupError:
+            pass
+
+
+def test_db_push_timeout_hint_names_the_per_command_budget(
+    toolchain_env: tuple[Path, Path], monkeypatch: pytest.MonkeyPatch, caplog: pytest.LogCaptureFixture
+) -> None:
+    """``db push`` keeps the per-command budget, so its timeout hint has to name that variable."""
+    _, log_path = toolchain_env
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@localhost:9/x")
+    monkeypatch.setenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, "1")
+    monkeypatch.setenv("FAKE_PRISMA_FIRST_PUSH_SLEEP", "3")
+
+    with caplog.at_level(logging.WARNING, logger="litellm_proxy_extras"):
+        assert ProxyExtrasDBManager.setup_database(use_migrate=False, use_v2_resolver=False) is True
+
+    assert [call["args"][:2] for call in _fake_prisma_calls(log_path)].count(["db", "push"]) == 2
+    assert [record.getMessage() for record in caplog.records if "timed out" in record.getMessage()] == [
+        f"Attempt 1 timed out. Raise {PRISMA_COMMAND_TIMEOUT_ENV_VAR} if this database needs longer to apply its schema."
+    ]
+
+
+@pytest.mark.parametrize(
+    ("command_timeout", "deploy_timeout", "expected"),
+    [
+        ("900", None, 900.0),
+        ("12", None, DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT),
+        ("900", "1200", 1200.0),
+        ("900", "300", 300.0),
+    ],
+    ids=["raised_command_budget_carries_over", "lowered_command_budget_does_not", "override_wins_upward", "override_wins_downward"],
+)
+def test_migrate_deploy_budget_keeps_a_raised_command_budget(
+    command_timeout: str, deploy_timeout: str | None, expected: float, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    """Deployments that raised the per-command budget to survive a long deploy keep that budget for deploy."""
+    monkeypatch.setenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, command_timeout)
+    if deploy_timeout is None:
+        monkeypatch.delenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, raising=False)
+    else:
+        monkeypatch.setenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, deploy_timeout)
+
+    assert prisma_migrate_deploy_timeout() == expected
+
+
 @pytest.mark.parametrize(
     "raw",
     ["", "0", "-5", "not-a-number", "nan", "inf", "-inf", "1e400"],
 )
+@pytest.mark.parametrize(
+    ("env_var", "read_timeout", "default"),
+    [
+        (PRISMA_COMMAND_TIMEOUT_ENV_VAR, prisma_command_timeout, DEFAULT_PRISMA_COMMAND_TIMEOUT),
+        (PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, prisma_migrate_deploy_timeout, DEFAULT_PRISMA_MIGRATE_DEPLOY_TIMEOUT),
+    ],
+    ids=["command", "migrate_deploy"],
+)
 def test_unusable_timeout_override_falls_back_to_the_default(
-    raw: str, monkeypatch: pytest.MonkeyPatch
+    raw: str, env_var: str, read_timeout: Callable[[], float], default: float, monkeypatch: pytest.MonkeyPatch
 ) -> None:
     """A non-finite override would silently disable the timeout it configures."""
-    monkeypatch.setenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, raw)
+    monkeypatch.setenv(env_var, raw)
 
-    assert prisma_command_timeout() == DEFAULT_PRISMA_COMMAND_TIMEOUT
+    assert read_timeout() == default
 
 
 def test_timeout_overrides_are_independent(monkeypatch: pytest.MonkeyPatch) -> None:
     monkeypatch.setenv(PRISMA_COMMAND_TIMEOUT_ENV_VAR, "12")
     monkeypatch.setenv(PRISMA_BOOTSTRAP_TIMEOUT_ENV_VAR, "900")
+    monkeypatch.setenv(PRISMA_MIGRATE_DEPLOY_TIMEOUT_ENV_VAR, "1200")
 
     assert prisma_command_timeout() == 12
     assert prisma_bootstrap_timeout() == 900
+    assert prisma_migrate_deploy_timeout() == 1200
 
 
 @pytest.mark.parametrize("module", ["utils.py", "replica_identity.py"])
diff --git a/tests/proxy_unit_tests/test_check_batch_cost.py b/tests/proxy_unit_tests/test_check_batch_cost.py
index ff5e8f89d64..9a6ab08e9b6 100644
--- a/tests/proxy_unit_tests/test_check_batch_cost.py
+++ b/tests/proxy_unit_tests/test_check_batch_cost.py
@@ -2445,6 +2445,7 @@ class TestBatchCostAttribution:
         metadata = await instance._build_creator_attribution_metadata(self._job(), "batch-1")
 
         assert metadata["user_api_key"] == "hash-alice"
+        assert metadata["user_api_key_hash"] == "hash-alice"
         assert metadata["user_api_key_user_id"] == "alice"
         assert metadata["user_api_key_team_id"] == "team-alpha"
         assert metadata["user_api_key_alias"] == "prod-key"
@@ -2553,6 +2554,48 @@ class TestBatchCostAttribution:
 
         assert metadata["user_api_key_alias"] == "prod-key"
 
+    @pytest.mark.asyncio
+    async def test_metadata_provenance_keeps_spend_log_api_key_joinable(self):
+        """
+        CheckBatchCost stores the VerificationToken hash on the managed object. The
+        spend-log writer must receive matching user_api_key_hash provenance so it
+        does not re-hash that value; otherwise DailyUserSpend.api_key no longer joins
+        VerificationToken and Usage shows key-hash-... with a null alias/email.
+        """
+        from datetime import datetime, timezone
+        from types import SimpleNamespace
+
+        from litellm.proxy.spend_tracking.spend_tracking_utils import get_logging_payload
+        from litellm.proxy.utils import hash_token
+
+        token_hash = hash_token("sk-batch-creator-key")
+        instance = self._instance(
+            key_row=SimpleNamespace(key_alias="prod-key"),
+            user_row=SimpleNamespace(user_email="alice@example.com", user_alias=None),
+        )
+        metadata = await instance._build_creator_attribution_metadata(
+            self._job(api_key=token_hash), "batch-1"
+        )
+
+        assert metadata["user_api_key"] == token_hash
+        assert metadata["user_api_key_hash"] == token_hash
+
+        payload = get_logging_payload(
+            kwargs={
+                "model": "gpt-4o",
+                "call_type": "aretrieve_batch",
+                "litellm_params": {"metadata": metadata},
+            },
+            response_obj={
+                "id": "batch_123",
+                "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2},
+            },
+            start_time=datetime.now(timezone.utc),
+            end_time=datetime.now(timezone.utc),
+        )
+        assert payload["api_key"] == token_hash
+        assert payload["api_key"] != hash_token(token_hash)
+
 
 class TestPollPageStarvation:
     """LIT-5462 regression: a row that can never be costed used to keep its slot in the
diff --git a/tests/proxy_unit_tests/test_proxy_server.py b/tests/proxy_unit_tests/test_proxy_server.py
index 47554913419..54cce9cdd78 100644
--- a/tests/proxy_unit_tests/test_proxy_server.py
+++ b/tests/proxy_unit_tests/test_proxy_server.py
@@ -3076,7 +3076,9 @@ async def test_update_config_success_callback_normalization():
     admin_user = UserAPIKeyAuth(
         user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-test"
     )
-    await proxy_server.update_config(config_update, user_api_key_dict=admin_user)
+    request = MagicMock()
+    request.json = AsyncMock(return_value={"litellm_settings": {"success_callback": ["SQS", "sQs"]}})
+    await proxy_server.update_config(config_update, request=request, user_api_key_dict=admin_user)
 
     assert (
         "litellm_settings" in upserted
diff --git a/tests/proxy_unit_tests/test_reducto_ocr_route.py b/tests/proxy_unit_tests/test_reducto_ocr_route.py
index dc658a74ee8..de0b4f55616 100644
--- a/tests/proxy_unit_tests/test_reducto_ocr_route.py
+++ b/tests/proxy_unit_tests/test_reducto_ocr_route.py
@@ -100,6 +100,8 @@ def test_proxy_reducto_ocr_json_passthrough_data_uri(client_no_auth):
         pages=[OCRPage(index=0, markdown="Proxy OCR")],
         model="parse-v3",
         usage_info=OCRUsageInfo(pages_processed=1, credits=1),
+        tables=[{"cells": [["Total", 42]], "page": 1}],
+        keyValuePairs=[{"key": "approved", "value": True, "confidence": 0.9}],
     )
 
     data_uri = "data:application/pdf;base64,JVBERi0xLjQK"
@@ -135,3 +137,5 @@ def test_proxy_reducto_ocr_json_passthrough_data_uri(client_no_auth):
     assert response_body["object"] == "ocr"
     assert response_body["usage_info"]["credits"] == 1
     assert response_body["pages"][0]["markdown"] == "Proxy OCR"
+    assert response_body["tables"] == [{"cells": [["Total", 42]], "page": 1}]
+    assert response_body["keyValuePairs"] == [{"key": "approved", "value": True, "confidence": 0.9}]
diff --git a/tests/proxy_unit_tests/test_unit_test_max_model_budget_limiter.py b/tests/proxy_unit_tests/test_unit_test_max_model_budget_limiter.py
index 3785ccdcfba..096efc33aaf 100644
--- a/tests/proxy_unit_tests/test_unit_test_max_model_budget_limiter.py
+++ b/tests/proxy_unit_tests/test_unit_test_max_model_budget_limiter.py
@@ -1,3 +1,5 @@
+import asyncio
+from types import MappingProxyType
 from unittest.mock import AsyncMock, patch
 
 
@@ -5,6 +7,7 @@ import pytest
 
 import litellm
 from litellm.caching.caching import DualCache
+from litellm.caching.redis_cache import RedisCache
 from datetime import datetime, timezone
 
 from litellm.litellm_core_utils.duration_parser import duration_in_seconds
@@ -1332,3 +1335,85 @@ async def test_the_user_scope_has_no_pre_upgrade_counter_to_carry():
         await limiter.is_user_within_model_budget(
             user_id="u1", user_model_max_budget=model_max_budget, model="openai/gpt-4"
         )
+
+
+class _SharedFakeRedis(RedisCache):
+    """Stand-in for the one Redis every replica's DualCache is attached to.
+
+    Only the methods the limiter and DualCache call are implemented, and
+    ``super().__init__`` is skipped so no connection is opened.
+    """
+
+    def __init__(self):
+        self._store = MappingProxyType({})
+
+    async def async_set_cache(self, key, value, **kwargs):
+        self._store = MappingProxyType({**self._store, key: value})
+
+    async def async_get_cache(self, key, **kwargs):
+        return self._store.get(key)
+
+    async def async_batch_get_cache(self, key_list, **kwargs):
+        return {key: self._store.get(key) for key in key_list}
+
+    async def async_increment_pipeline(self, increment_list, **kwargs):
+        for op in increment_list:
+            total = self._store.get(op["key"], 0.0) + op["increment_value"]
+            self._store = MappingProxyType({**self._store, op["key"]: total})
+        return [self._store[op["key"]] for op in increment_list]
+
+
+async def _log_spend(limiter, *, key_hash, model_max_budget, response_cost):
+    await limiter.async_log_success_event(
+        _success_kwargs(
+            model_group="gpt-4",
+            response_cost=response_cost,
+            key_hash=key_hash,
+            key_model_max_budget=model_max_budget,
+        ),
+        response_obj=None,
+        start_time=None,
+        end_time=None,
+    )
+    # The Redis push is scheduled as a task rather than awaited inline.
+    await asyncio.gather(*(t for t in asyncio.all_tasks() if t is not asyncio.current_task()))
+
+
+@pytest.mark.asyncio
+async def test_spend_logged_on_one_replica_is_enforced_and_reported_on_another():
+    """
+    Each replica increments its own in-memory copy of the per-model counter and
+    pushes the increment to the shared Redis, so only Redis holds the window's
+    total. A replica that has served part of the traffic must still enforce and
+    report the total, not its own share.
+
+    Regression: reads went to the in-memory tier first, so a replica whose local
+    copy sat under the cap kept admitting requests and /key/info on it reported
+    that local share, while the shared counter was already over the cap.
+    """
+    shared_redis = _SharedFakeRedis()
+    replica_a = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache(redis_cache=shared_redis))
+    replica_b = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache(redis_cache=shared_redis))
+    key_hash = "vk-shared"
+    model_max_budget = {"gpt-4": {"budget_limit": 1.0, "time_period": "30d"}}
+    user_api_key = UserAPIKeyAuth(token=key_hash, model_max_budget=model_max_budget)
+
+    await _log_spend(replica_b, key_hash=key_hash, model_max_budget=model_max_budget, response_cost=0.25)
+    await _log_spend(replica_a, key_hash=key_hash, model_max_budget=model_max_budget, response_cost=0.5)
+    await _log_spend(replica_a, key_hash=key_hash, model_max_budget=model_max_budget, response_cost=0.5)
+
+    with pytest.raises(litellm.BudgetExceededError):
+        await replica_b.is_key_within_model_budget(user_api_key, "gpt-4")
+
+    usage_on_b = await build_model_max_budget_usage(
+        entity_type=Litellm_EntityType.KEY,
+        entity_id=key_hash,
+        model_max_budget=model_max_budget,
+        cache=replica_b.dual_cache,
+    )
+    assert usage_on_b["gpt-4"]["current_spend"] == 1.25
+
+    # Control: a replica that never served this key reads the same total.
+    replica_c = _PROXY_VirtualKeyModelMaxBudgetLimiter(dual_cache=DualCache(redis_cache=shared_redis))
+    with pytest.raises(litellm.BudgetExceededError):
+        await replica_c.is_key_within_model_budget(user_api_key, "gpt-4")
diff --git a/tests/router_unit_tests/test_router_anthropic_messages_fallback.py b/tests/router_unit_tests/test_router_anthropic_messages_fallback.py
new file mode 100644
index 00000000000..4812d199c06
--- /dev/null
+++ b/tests/router_unit_tests/test_router_anthropic_messages_fallback.py
@@ -0,0 +1,508 @@
+"""
+Unit tests for safeguard-refusal fallback on the /v1/messages router surface.
+
+An Anthropic safeguard refusal is an HTTP 200 whose body carries
+stop_reason "refusal" plus a stop_details object; the router converts it
+into a ContentPolicyViolationError so the content-policy fallback chain
+runs, but only when a matching fallback is configured. A plain refusal
+without stop_details, or any refusal with nothing configured, must reach
+the client byte-identical.
+
+The upstream is faked at the HTTP boundary by intercepting the third-party
+transport (httpx.AsyncClient.send), so requests run litellm's real
+transformation, allowlist, and streaming pipeline end to end.
+"""
+
+import json
+from typing import Any, AsyncIterator
+from unittest.mock import patch
+
+import httpx
+import pytest
+
+from litellm import Router
+from litellm.router_utils.fallback_event_handlers import (
+    PRE_ROUTING_SELECTED_MODEL_KEY,
+    record_pre_routing_selection,
+)
+
+REFUSAL_RESPONSE: dict[str, Any] = {
+    "id": "msg_refusal",
+    "type": "message",
+    "role": "assistant",
+    "model": "claude-fable-5",
+    "content": [],
+    "stop_reason": "refusal",
+    "stop_sequence": None,
+    "stop_details": {"category": "cyber", "explanation": "flagged"},
+    "usage": {"input_tokens": 25, "output_tokens": 1},
+}
+
+PLAIN_REFUSAL_RESPONSE: dict[str, Any] = {k: v for k, v in REFUSAL_RESPONSE.items() if k != "stop_details"}
+
+OK_RESPONSE: dict[str, Any] = {
+    "id": "msg_ok",
+    "type": "message",
+    "role": "assistant",
+    "model": "claude-opus-5",
+    "content": [{"type": "text", "text": "hello"}],
+    "stop_reason": "end_turn",
+    "stop_sequence": None,
+    "usage": {"input_tokens": 25, "output_tokens": 2},
+}
+
+
+def _sse(event: str, data: dict[str, Any]) -> bytes:
+    return f"event: {event}\ndata: {json.dumps(data)}\n\n".encode()
+
+
+REFUSAL_STREAM_FRAMES: tuple[bytes, ...] = (
+    _sse("message_start", {"type": "message_start", "message": {**REFUSAL_RESPONSE, "stop_reason": None}}),
+    _sse(
+        "message_delta",
+        {
+            "type": "message_delta",
+            "delta": {"stop_reason": "refusal", "stop_details": {"category": "cyber"}},
+            "usage": {"output_tokens": 1},
+        },
+    ),
+    _sse("message_stop", {"type": "message_stop"}),
+)
+
+OK_STREAM_FRAMES: tuple[bytes, ...] = (
+    _sse("message_start", {"type": "message_start", "message": {**OK_RESPONSE, "stop_reason": None}}),
+    _sse(
+        "content_block_delta",
+        {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "hello"}},
+    ),
+    _sse("message_stop", {"type": "message_stop"}),
+)
+
+
+def _split_frames_mid_data_line(frames: tuple[bytes, ...]) -> tuple[bytes, ...]:
+    """Split each frame's data line in half, modeling a transport chunk boundary."""
+    return tuple(part for frame in frames for part in (frame[: len(frame) // 2], frame[len(frame) // 2 :]))
+
+
+class _FrameStream(httpx.AsyncByteStream):
+    def __init__(self, frames: tuple[bytes, ...]) -> None:
+        self._frames = frames
+
+    async def __aiter__(self) -> AsyncIterator[bytes]:
+        for frame in self._frames:
+            yield frame
+
+    async def aclose(self) -> None:
+        return None
+
+
+class FakeAnthropicUpstream:
+    """Intercepts the third-party transport (httpx.AsyncClient.send): refuses on fable
+    models, answers on others. The router deliberately does not forward caller-injected
+    clients, so the transport is the seam that exercises the real litellm pipeline."""
+
+    def __init__(
+        self,
+        refusal_body: dict[str, Any] = REFUSAL_RESPONSE,
+        refusal_frames: tuple[bytes, ...] = REFUSAL_STREAM_FRAMES,
+    ) -> None:
+        self.refusal_body = refusal_body
+        self.refusal_frames = refusal_frames
+        self.calls: list[str] = []
+        self.bodies: list[dict[str, Any]] = []
+
+    async def send(self, request: httpx.Request, **kwargs: Any) -> httpx.Response:
+        body = json.loads(request.content or b"{}")
+        model = body.get("model", "")
+        self.calls.append(model)
+        self.bodies.append(body)
+        refuses = "fable" in model
+        if body.get("stream"):
+            frames = self.refusal_frames if refuses else OK_STREAM_FRAMES
+            return httpx.Response(
+                200,
+                stream=_FrameStream(frames),
+                headers={"content-type": "text/event-stream"},
+                request=request,
+            )
+        return httpx.Response(200, json=self.refusal_body if refuses else OK_RESPONSE, request=request)
+
+    def install(self):
+        async def _send(_client: httpx.AsyncClient, request: httpx.Request, **kwargs: Any) -> httpx.Response:
+            return await self.send(request, **kwargs)
+
+        return patch("httpx.AsyncClient.send", new=_send)
+
+
+FABLE_TIER = {
+    "model_name": "fable-tier",
+    "litellm_params": {"model": "anthropic/claude-fable-5", "api_key": "sk-test"},
+}
+OPUS_TARGET = {
+    "model_name": "opus-target",
+    "litellm_params": {"model": "anthropic/claude-opus-5", "api_key": "sk-test"},
+}
+
+
+def _router(content_policy_fallbacks: list | None) -> Router:
+    return Router(model_list=[FABLE_TIER, OPUS_TARGET], content_policy_fallbacks=content_policy_fallbacks)
+
+
+async def _collect(stream: AsyncIterator[bytes]) -> bytes:
+    return b"".join([chunk async for chunk in stream])
+
+
+@pytest.mark.asyncio
+async def test_non_streaming_refusal_with_fallback_row_returns_fallback_response():
+    fake = FakeAnthropicUpstream()
+    router = _router(content_policy_fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, messages=[{"role": "user", "content": "hi"}]
+        )
+
+    assert response["stop_reason"] == "end_turn"
+    assert response["id"] == "msg_ok"
+    assert len(fake.calls) == 2
+    assert "claude-opus-5" in fake.calls[1]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "content_policy_fallbacks, upstream_body",
+    [
+        (None, REFUSAL_RESPONSE),
+        ([{"unrelated-group": ["opus-target"]}], REFUSAL_RESPONSE),
+        ([{"fable-tier": ["opus-target"]}], PLAIN_REFUSAL_RESPONSE),
+    ],
+    ids=["nothing-configured", "row-for-other-group", "refusal-without-stop-details"],
+)
+async def test_non_streaming_refusal_passes_through_untouched(content_policy_fallbacks, upstream_body):
+    fake = FakeAnthropicUpstream(refusal_body=upstream_body)
+    router = _router(content_policy_fallbacks=content_policy_fallbacks)
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, messages=[{"role": "user", "content": "hi"}]
+        )
+
+    assert response["stop_reason"] == "refusal"
+    assert response.get("stop_details") == upstream_body.get("stop_details")
+    assert len(fake.calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_streaming_refusal_with_fallback_row_streams_fallback_frames():
+    fake = FakeAnthropicUpstream()
+    router = _router(content_policy_fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    with fake.install():
+        stream = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, stream=True, messages=[{"role": "user", "content": "hi"}]
+        )
+        body = await _collect(stream)
+
+    assert b'"refusal"' not in body
+    assert b"text_delta" in body
+    assert len(fake.calls) == 2
+
+
+@pytest.mark.asyncio
+async def test_streaming_refusal_split_across_chunks_still_falls_back():
+    fake = FakeAnthropicUpstream(refusal_frames=_split_frames_mid_data_line(REFUSAL_STREAM_FRAMES))
+    router = _router(content_policy_fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    with fake.install():
+        stream = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, stream=True, messages=[{"role": "user", "content": "hi"}]
+        )
+        body = await _collect(stream)
+
+    assert b'"refusal"' not in body
+    assert b"text_delta" in body
+    assert len(fake.calls) == 2
+
+
+@pytest.mark.asyncio
+async def test_streaming_refusal_without_fallback_row_passes_frames_through():
+    fake = FakeAnthropicUpstream()
+    router = _router(content_policy_fallbacks=None)
+
+    with fake.install():
+        stream = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, stream=True, messages=[{"role": "user", "content": "hi"}]
+        )
+        body = await _collect(stream)
+
+    assert b'"stop_reason": "refusal"' in body
+    assert b"stop_details" in body
+    assert len(fake.calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_streaming_refusal_on_routed_tier_matches_tier_keyed_row_without_inbound_metadata():
+    """The pre-routing hook's tier stamp must reach the mid-stream fallback lookup even when the
+    request carries no metadata bucket at all (the snapshot is taken before the request runs)."""
+    fake = FakeAnthropicUpstream()
+    smart_router = {
+        "model_name": "smart-router",
+        "litellm_params": {
+            "model": "auto_router/complexity_router",
+            "complexity_router_config": {
+                "tiers": {"SIMPLE": "fable-tier", "MEDIUM": "fable-tier", "COMPLEX": "fable-tier"}
+            },
+            "complexity_router_default_model": "fable-tier",
+        },
+        "model_info": {"id": "router-1", "db_model": True},
+    }
+    router = Router(
+        model_list=[FABLE_TIER, OPUS_TARGET, smart_router],
+        content_policy_fallbacks=[{"fable-tier": ["opus-target"]}],
+        ignore_invalid_deployments=True,
+    )
+
+    with fake.install():
+        stream = await router.aanthropic_messages(
+            model="smart-router", max_tokens=16, stream=True, messages=[{"role": "user", "content": "hi"}]
+        )
+        body = await _collect(stream)
+
+    assert b'"refusal"' not in body
+    assert b"text_delta" in body
+    assert len(fake.calls) == 2
+
+
+@pytest.mark.asyncio
+async def test_caller_forged_tier_stamp_cannot_pick_the_streaming_fallback_chain():
+    fake = FakeAnthropicUpstream()
+    router = _router(content_policy_fallbacks=[{"forged-tier": ["opus-target"]}])
+
+    with fake.install():
+        stream = await router.aanthropic_messages(
+            model="fable-tier",
+            max_tokens=16,
+            stream=True,
+            messages=[{"role": "user", "content": "hi"}],
+            litellm_metadata={PRE_ROUTING_SELECTED_MODEL_KEY: "forged-tier"},
+        )
+        body = await _collect(stream)
+
+    assert b'"stop_reason": "refusal"' in body
+    assert len(fake.calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_tier_stamp_never_reaches_provider_bound_metadata():
+    """On /v1/messages the top-level metadata dict is Anthropic's own request field, so the
+    routed-tier stamp must never appear in any upstream body even when the client sends one."""
+    fake = FakeAnthropicUpstream()
+    smart_router = {
+        "model_name": "smart-router",
+        "litellm_params": {
+            "model": "auto_router/complexity_router",
+            "complexity_router_config": {
+                "tiers": {"SIMPLE": "fable-tier", "MEDIUM": "fable-tier", "COMPLEX": "fable-tier"}
+            },
+            "complexity_router_default_model": "fable-tier",
+        },
+        "model_info": {"id": "router-1", "db_model": True},
+    }
+    router = Router(
+        model_list=[FABLE_TIER, OPUS_TARGET, smart_router],
+        content_policy_fallbacks=[{"fable-tier": ["opus-target"]}],
+        ignore_invalid_deployments=True,
+    )
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="smart-router",
+            max_tokens=16,
+            messages=[{"role": "user", "content": "hi"}],
+            metadata={"user_id": "u1"},
+        )
+
+    assert response["stop_reason"] == "end_turn"
+    assert len(fake.bodies) == 2
+    for body in fake.bodies:
+        assert body.get("metadata") == {"user_id": "u1"}
+
+
+def test_record_pre_routing_selection_writes_only_the_internal_bucket():
+    """The Anthropic request's own metadata field must never carry the tier stamp."""
+    kwargs = {"metadata": {"user_id": "u1"}, "litellm_metadata": {}}
+
+    record_pre_routing_selection(kwargs, "tier-x")
+
+    assert kwargs["litellm_metadata"] == {PRE_ROUTING_SELECTED_MODEL_KEY: "tier-x"}
+    assert kwargs["metadata"] == {"user_id": "u1"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("stream", [False, True], ids=["non-streaming", "streaming"])
+async def test_generic_only_row_recovers_safeguard_refusal(stream):
+    """With no content-policy list configured, a generic fallback row covers safeguard refusals,
+    so the dashboard's generic fallbacks work without config-only content_policy rows."""
+    fake = FakeAnthropicUpstream()
+    router = Router(model_list=[FABLE_TIER, OPUS_TARGET], fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, stream=stream, messages=[{"role": "user", "content": "hi"}]
+        )
+        body = await _collect(response) if stream else response
+
+    if stream:
+        assert b'"refusal"' not in body
+        assert b"text_delta" in body
+    else:
+        assert body["stop_reason"] == "end_turn"
+    assert len(fake.calls) == 2
+    assert "claude-opus-5" in fake.calls[1]
+
+
+@pytest.mark.asyncio
+async def test_configured_content_policy_list_stays_authoritative_over_generic_rows():
+    fake = FakeAnthropicUpstream()
+    router = Router(
+        model_list=[FABLE_TIER, OPUS_TARGET],
+        fallbacks=[{"fable-tier": ["opus-target"]}],
+        content_policy_fallbacks=[{"unrelated-group": ["opus-target"]}],
+    )
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier", max_tokens=16, messages=[{"role": "user", "content": "hi"}]
+        )
+
+    assert response["stop_reason"] == "refusal"
+    assert len(fake.calls) == 1
+
+
+def test_refusal_fallback_available_arms_on_generic_rows_only_without_content_policy():
+    router = Router(model_list=[FABLE_TIER, OPUS_TARGET], fallbacks=[{"tier-group": ["opus-target"]}])
+    stamped = {"litellm_metadata": {PRE_ROUTING_SELECTED_MODEL_KEY: "tier-group"}}
+
+    assert router._refusal_fallback_available("router-group", stamped) is True
+    assert router._refusal_fallback_available("router-group", {}) is False
+    assert router._refusal_fallback_available("router-group", {"content_policy_fallbacks": [{"other": ["x"]}]}) is False
+
+
+def test_chat_content_filter_gate_unchanged_by_generic_rows():
+    """The generic-row arming is scoped to /v1/messages safeguard refusals; the chat surface's
+    content_filter gate keeps its long-standing content-policy-only semantics."""
+    from litellm.types.utils import Choices, ModelResponse
+
+    router = Router(model_list=[FABLE_TIER, OPUS_TARGET], fallbacks=[{"fable-tier": ["opus-target"]}])
+    response = ModelResponse(choices=[Choices(finish_reason="content_filter")])
+
+    assert router._should_raise_content_policy_error(model="fable-tier", response=response, kwargs={}) is False
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("stream", [False, True], ids=["non-streaming", "streaming"])
+async def test_disable_fallbacks_returns_the_refusal_instead_of_raising(stream):
+    """A request that opted out of fallbacks must receive the provider's refusal response,
+    never a ContentPolicyViolationError the dispatcher refuses to recover."""
+    fake = FakeAnthropicUpstream()
+    router = Router(model_list=[FABLE_TIER, OPUS_TARGET], fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier",
+            max_tokens=16,
+            stream=stream,
+            disable_fallbacks=True,
+            messages=[{"role": "user", "content": "hi"}],
+        )
+        body = await _collect(response) if stream else response
+
+    if stream:
+        assert b'"stop_reason": "refusal"' in body
+    else:
+        assert body["stop_reason"] == "refusal"
+    assert len(fake.calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_disable_fallbacks_beats_a_content_policy_row_too():
+    fake = FakeAnthropicUpstream()
+    router = Router(
+        model_list=[FABLE_TIER, OPUS_TARGET],
+        content_policy_fallbacks=[{"fable-tier": ["opus-target"]}],
+    )
+
+    with fake.install():
+        response = await router.aanthropic_messages(
+            model="fable-tier",
+            max_tokens=16,
+            disable_fallbacks=True,
+            messages=[{"role": "user", "content": "hi"}],
+        )
+
+    assert response["stop_reason"] == "refusal"
+    assert len(fake.calls) == 1
+
+
+def test_refusal_gate_keys_on_pre_routing_tier_stamp():
+    router = _router(content_policy_fallbacks=[{"tier-group": ["opus-target"]}])
+
+    def anthropic_messages(**kwargs: Any) -> None:
+        return None
+
+    refusal_kwargs = {"litellm_metadata": {PRE_ROUTING_SELECTED_MODEL_KEY: "tier-group"}}
+    assert (
+        router._should_raise_anthropic_refusal_error(
+            model="router-group",
+            original_generic_function=anthropic_messages,
+            response=dict(REFUSAL_RESPONSE),
+            kwargs=refusal_kwargs,
+        )
+        is True
+    )
+    assert (
+        router._should_raise_anthropic_refusal_error(
+            model="router-group",
+            original_generic_function=anthropic_messages,
+            response=dict(REFUSAL_RESPONSE),
+            kwargs={},
+        )
+        is False
+    )
+
+
+def test_has_content_policy_fallback_default_fallbacks_arm():
+    router = Router(model_list=[OPUS_TARGET], fallbacks=[{"*": ["opus-target"]}])
+
+    assert router._has_content_policy_fallback("any-group", {}) is True
+    assert router._has_content_policy_fallback("any-group", {"content_policy_fallbacks": [{"other": ["x"]}]}) is False
+
+
+def test_get_fallback_model_group_for_lookup_groups_orders_tier_before_requested():
+    router = _router(content_policy_fallbacks=None)
+    fallbacks = [{"tier1": ["backup-a"]}, {"smart-router": ["backup-b"]}]
+
+    assert router._get_fallback_model_group_for_lookup_groups(
+        fallbacks=fallbacks, lookup_groups=("tier1", "smart-router")
+    ) == ["backup-a"]
+    assert router._get_fallback_model_group_for_lookup_groups(
+        fallbacks=fallbacks, lookup_groups=("tier9", "smart-router")
+    ) == ["backup-b"]
+    assert router._get_fallback_model_group_for_lookup_groups(fallbacks=fallbacks, lookup_groups=()) is None
+
+
+def test_refusal_gate_ignores_other_generic_call_types():
+    router = _router(content_policy_fallbacks=[{"fable-tier": ["opus-target"]}])
+
+    def aresponses(**kwargs: Any) -> None:
+        return None
+
+    assert (
+        router._should_raise_anthropic_refusal_error(
+            model="fable-tier",
+            original_generic_function=aresponses,
+            response=dict(REFUSAL_RESPONSE),
+            kwargs={},
+        )
+        is False
+    )
diff --git a/tests/router_unit_tests/test_router_embedding_integration.py b/tests/router_unit_tests/test_router_embedding_integration.py
index 75dacbaf08e..e10ba0f0962 100644
--- a/tests/router_unit_tests/test_router_embedding_integration.py
+++ b/tests/router_unit_tests/test_router_embedding_integration.py
@@ -5,17 +5,219 @@ These tests simulate real-world scenarios where headers and configuration
 need to be properly propagated through the router to the LLM API.
 """
 
-from unittest.mock import MagicMock, patch, AsyncMock
+import json
+from unittest.mock import AsyncMock, MagicMock, patch
 
+import httpx
 import pytest
+import respx
 
-
+import litellm
 from litellm import Router
+from litellm.llms.base_llm.vector_store.transformation import (
+    LiteLLMVectorStoreEmbeddingExecutor,
+    RouterVectorStoreEmbeddingExecutor,
+)
+
+QUERY_VECTOR = [0.5, -0.25, 0.125]
+OPENAI_EMBEDDINGS_URL = "https://api.openai.com/v1/embeddings"
+STORE_EMBEDDINGS_URL = "https://embedding.example/v1/embeddings"
+
+
+def _mock_embedding_route(respx_mock: respx.MockRouter, url: str) -> respx.Route:
+    return respx_mock.post(url).mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "object": "list",
+                "data": [{"object": "embedding", "index": 0, "embedding": QUERY_VECTOR}],
+                "model": "text-embedding-3-small",
+                "usage": {"prompt_tokens": 2, "total_tokens": 2},
+            },
+        )
+    )
+
+
+def _sent(route: respx.Route, index: int) -> tuple[str, str, list[str]]:
+    request = route.calls[index].request
+    body = json.loads(request.read())
+    return request.headers["authorization"], body["model"], body["input"]
+
+
+def _alias_router() -> Router:
+    return Router(
+        model_list=[
+            {
+                "model_name": "team-alias",
+                "litellm_params": {
+                    "model": "openai/text-embedding-3-small",
+                    "api_key": "deployment-key",
+                },
+            }
+        ]
+    )
 
 
 class TestRouterEmbeddingIntegration:
     """Integration tests for embedding with router configuration."""
 
+    def test_vector_store_request_metadata_prefers_litellm_metadata(self):
+        assert Router._vector_store_request_metadata(
+            {
+                "litellm_metadata": {"user_api_key_team_id": "team-a"},
+                "metadata": {"user_api_key_team_id": "team-b"},
+            }
+        ) == {"user_api_key_team_id": "team-a"}
+
+        assert Router._vector_store_request_metadata({"metadata": {"user_api_key_team_id": "team-b"}}) == {
+            "user_api_key_team_id": "team-b"
+        }
+        assert Router._vector_store_request_metadata({}) == {}
+
+    def test_sync_vector_store_wrapper_injects_router_embedding_executor(self):
+        router = Router(model_list=[])
+        original = MagicMock(return_value="searched")
+        wrapped = router.factory_function(original, call_type="vector_store_search")
+
+        assert (
+            wrapped(
+                vector_store_id="store",
+                query="query",
+                custom_llm_provider="valkey",
+                metadata={"user_api_key_team_id": "team-a"},
+            )
+            == "searched"
+        )
+
+        call_kwargs = original.call_args.kwargs
+        assert call_kwargs["custom_llm_provider"] == "valkey"
+        executor = call_kwargs["_direct_vector_store_embedding_executor"]
+        assert isinstance(executor, RouterVectorStoreEmbeddingExecutor)
+        assert executor.metadata == {"user_api_key_team_id": "team-a"}
+
+    def test_sync_vector_store_wrapper_preserves_model_routing(self):
+        router = Router(model_list=[])
+        original = MagicMock()
+        wrapped = router.factory_function(original, call_type="vector_store_search")
+
+        with patch.object(router, "_generic_api_call_with_fallbacks", return_value="routed") as fallback:
+            assert wrapped(model="vector-alias", vector_store_id="store", query="query") == "routed"
+
+        assert fallback.call_args.kwargs["model"] == "vector-alias"
+        assert fallback.call_args.kwargs["original_function"] is original
+        assert isinstance(
+            fallback.call_args.kwargs["_direct_vector_store_embedding_executor"],
+            RouterVectorStoreEmbeddingExecutor,
+        )
+
+    @pytest.mark.asyncio
+    async def test_vector_store_embedding_executors_cover_sdk_and_router_paths(
+        self, respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+    ):
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+        openai_route = _mock_embedding_route(respx_mock, OPENAI_EMBEDDINGS_URL)
+        store_route = _mock_embedding_route(respx_mock, STORE_EMBEDDINGS_URL)
+        sdk_executor = LiteLLMVectorStoreEmbeddingExecutor()
+
+        sync_response = sdk_executor.embed("openai/text-embedding-3-small", "sync", {"api_key": "explicit"})
+        async_response = await sdk_executor.aembed("openai/text-embedding-3-small", "async", {"api_key": "explicit"})
+
+        assert sync_response.data[0]["embedding"] == QUERY_VECTOR
+        assert async_response.data[0]["embedding"] == QUERY_VECTOR
+        assert _sent(openai_route, 0) == ("Bearer explicit", "text-embedding-3-small", ["sync"])
+        assert _sent(openai_route, 1) == ("Bearer explicit", "text-embedding-3-small", ["async"])
+
+        explicit_config = {
+            "api_base": "https://embedding.example/v1",
+            "api_key": "store-key",
+            "metadata": {
+                "configured": True,
+                "user_api_key_team_id": "untrusted-team",
+            },
+            "model": "untrusted-model",
+        }
+        mock_router = MagicMock()
+        mock_router.embedding.return_value = sync_response
+        router_executor = RouterVectorStoreEmbeddingExecutor(
+            router=mock_router,
+            metadata={"user_api_key_team_id": "team-a"},
+        )
+        assert router_executor.embed("team-alias", "query", explicit_config) is sync_response
+        mock_router.embedding.assert_called_once_with(
+            model="team-alias",
+            input=["query"],
+            api_base="https://embedding.example/v1",
+            api_key="store-key",
+            metadata={"configured": True, "user_api_key_team_id": "team-a"},
+        )
+
+        alias_executor = RouterVectorStoreEmbeddingExecutor(
+            router=_alias_router(),
+            metadata={"user_api_key_team_id": "team-a"},
+        )
+        sync_alias = alias_executor.embed("team-alias", "sync query", explicit_config)
+        async_alias = await alias_executor.aembed("team-alias", "async query", explicit_config)
+
+        assert sync_alias.data[0]["embedding"] == QUERY_VECTOR
+        assert async_alias.data[0]["embedding"] == QUERY_VECTOR
+        assert openai_route.call_count == 2
+        assert _sent(store_route, 0) == ("Bearer store-key", "text-embedding-3-small", ["sync query"])
+        assert _sent(store_route, 1) == ("Bearer store-key", "text-embedding-3-small", ["async query"])
+
+    @pytest.mark.asyncio
+    async def test_router_executor_falls_back_to_sdk_for_models_the_router_does_not_serve(
+        self, respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+    ):
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+        store_route = _mock_embedding_route(respx_mock, STORE_EMBEDDINGS_URL)
+        executor = RouterVectorStoreEmbeddingExecutor(
+            router=_alias_router(),
+            metadata={"user_api_key_team_id": "team-a"},
+        )
+        inline_config = {"api_base": "https://embedding.example/v1", "api_key": "store-key"}
+
+        sync_response = executor.embed("openai/text-embedding-3-large", "sync query", inline_config)
+        async_response = await executor.aembed("openai/text-embedding-3-large", "async query", inline_config)
+
+        assert sync_response.data[0]["embedding"] == QUERY_VECTOR
+        assert async_response.data[0]["embedding"] == QUERY_VECTOR
+        assert _sent(store_route, 0) == ("Bearer store-key", "text-embedding-3-large", ["sync query"])
+        assert _sent(store_route, 1) == ("Bearer store-key", "text-embedding-3-large", ["async query"])
+
+    @pytest.mark.asyncio
+    async def test_router_executor_embeds_unserved_models_through_the_sdk(
+        self, respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+    ):
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        monkeypatch.setenv("OPENAI_API_KEY", "env-key")
+        openai_route = _mock_embedding_route(respx_mock, OPENAI_EMBEDDINGS_URL)
+        executor = RouterVectorStoreEmbeddingExecutor(
+            router=_alias_router(),
+            metadata={"user_api_key_team_id": "team-a"},
+        )
+
+        sync_response = executor.embed("text-embedding-3-large", "sync query", {})
+        async_response = await executor.aembed("text-embedding-3-large", "async query", {})
+
+        assert sync_response.data[0]["embedding"] == QUERY_VECTOR
+        assert async_response.data[0]["embedding"] == QUERY_VECTOR
+        assert _sent(openai_route, 0) == ("Bearer env-key", "text-embedding-3-large", ["sync query"])
+        assert _sent(openai_route, 1) == ("Bearer env-key", "text-embedding-3-large", ["async query"])
+
+    def test_router_executor_routes_deployment_model_names_through_the_router(
+        self, respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+    ):
+        monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+        openai_route = _mock_embedding_route(respx_mock, OPENAI_EMBEDDINGS_URL)
+        executor = RouterVectorStoreEmbeddingExecutor(router=_alias_router(), metadata={})
+
+        response = executor.embed("openai/text-embedding-3-small", "query", {})
+
+        assert response.data[0]["embedding"] == QUERY_VECTOR
+        assert _sent(openai_route, 0) == ("Bearer deployment-key", "text-embedding-3-small", ["query"])
+
     def test_embedding_with_deployment_specific_headers(self):
         """
         Test that deployment-specific headers are propagated.
@@ -122,9 +324,7 @@ class TestRouterEmbeddingIntegration:
 
         router = Router(
             model_list=model_list,
-            default_litellm_params={
-                "metadata": {"environment": "test", "service": "embedding-service"}
-            },
+            default_litellm_params={"metadata": {"environment": "test", "service": "embedding-service"}},
         )
 
         with patch("litellm.embedding") as mock_embedding:
@@ -240,9 +440,7 @@ class TestRouterEmbeddingIntegration:
         # Make multiple calls and verify headers are always present
         for i in range(5):
             with patch("litellm.embedding") as mock_embedding:
-                mock_embedding.return_value = MagicMock(
-                    data=[{"embedding": [0.1, 0.2]}]
-                )
+                mock_embedding.return_value = MagicMock(data=[{"embedding": [0.1, 0.2]}])
 
                 router.embedding(model="shared-embedding-model", input=[f"test {i}"])
 
@@ -327,9 +525,7 @@ class TestRouterEmbeddingIntegration:
 
         router = Router(
             model_list=model_list,
-            default_litellm_params={
-                "headers": {"X-Custom-Azure-Header": "azure-value"}
-            },
+            default_litellm_params={"headers": {"X-Custom-Azure-Header": "azure-value"}},
         )
 
         with patch("litellm.embedding") as mock_embedding:
diff --git a/tests/router_unit_tests/test_router_endpoints.py b/tests/router_unit_tests/test_router_endpoints.py
index d37af5b456a..a06aaa363ad 100644
--- a/tests/router_unit_tests/test_router_endpoints.py
+++ b/tests/router_unit_tests/test_router_endpoints.py
@@ -1324,6 +1324,98 @@ async def test_init_containers_api_endpoints_managed_id_without_model_id_applies
     assert call_kw["custom_llm_provider"] == "azure"
 
 
+@pytest.mark.asyncio
+async def test_init_containers_api_endpoints_create_with_model_uses_deployment_credentials(monkeypatch):
+    """
+    ``POST /v1/containers`` carries no container ID, so a ``model`` in the request
+    body is the only way to pick a deployment. The upstream call must receive that
+    deployment's ``api_key``/``api_base`` instead of falling back to the global
+    ``OPENAI_API_KEY`` (which may be unset on the proxy).
+    """
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-5.4",
+                "litellm_params": {
+                    "model": "openai/gpt-5.4",
+                    "api_key": "sk-model-list-key",
+                    "api_base": "https://custom.openai.example/v1",
+                },
+            }
+        ]
+    )
+    mock_original_function = AsyncMock(return_value={"id": "cntr_test", "name": "Test Container"})
+
+    await router._init_containers_api_endpoints(
+        original_function=mock_original_function,
+        custom_llm_provider="openai",
+        name="Test Container",
+        model="gpt-5.4",
+    )
+
+    mock_original_function.assert_called_once()
+    call_kw = mock_original_function.call_args.kwargs
+    assert call_kw["api_key"] == "sk-model-list-key"
+    assert call_kw["api_base"] == "https://custom.openai.example/v1"
+    assert call_kw["model"] == "openai/gpt-5.4"
+    assert call_kw["name"] == "Test Container"
+
+
+@pytest.mark.asyncio
+async def test_init_containers_api_endpoints_create_without_model_calls_directly():
+    """
+    Without ``model`` (or with ``model=None`` as the proxy forwards it), create/list
+    must keep calling the handler directly with global provider credentials.
+    """
+    router = Router(model_list=[])
+    router._ageneric_api_call_with_fallbacks = AsyncMock()
+    mock_original_function = AsyncMock(return_value={"id": "cntr_test"})
+
+    await router._init_containers_api_endpoints(
+        original_function=mock_original_function,
+        custom_llm_provider="openai",
+        name="Test Container",
+        model=None,
+    )
+
+    router._ageneric_api_call_with_fallbacks.assert_not_called()
+    mock_original_function.assert_called_once_with(custom_llm_provider="openai", name="Test Container", model=None)
+
+
+@pytest.mark.asyncio
+async def test_init_containers_api_endpoints_create_with_unknown_model_passes_through(monkeypatch):
+    """
+    A ``model`` that names no configured deployment must not turn into a 400. The call
+    falls through to the handler with the caller's model and no injected deployment
+    credentials, matching the behaviour before model-based routing existed.
+    """
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-5.4",
+                "litellm_params": {"model": "openai/gpt-5.4", "api_key": "sk-model-list-key"},
+            }
+        ]
+    )
+    mock_original_function = AsyncMock(return_value={"id": "cntr_test"})
+
+    await router._init_containers_api_endpoints(
+        original_function=mock_original_function,
+        custom_llm_provider="openai",
+        name="Test Container",
+        model="does-not-exist",
+    )
+
+    mock_original_function.assert_called_once()
+    call_kw = mock_original_function.call_args.kwargs
+    assert call_kw["model"] == "does-not-exist"
+    assert call_kw["name"] == "Test Container"
+    assert "api_key" not in call_kw
+    assert "api_base" not in call_kw
+
+
 def test_router_model_group_encrypted_content_affinity_callback_registration():
     from litellm.router_utils.pre_call_checks.deployment_affinity_check import (
         DeploymentAffinityCheck,
diff --git a/tests/router_unit_tests/test_router_helper_utils.py b/tests/router_unit_tests/test_router_helper_utils.py
index dcd2e9edf7b..7dbac243d55 100644
--- a/tests/router_unit_tests/test_router_helper_utils.py
+++ b/tests/router_unit_tests/test_router_helper_utils.py
@@ -2294,6 +2294,7 @@ def search_tools():
                 "search_provider": "perplexity",
                 "api_key": "test-api-key",
                 "api_base": "https://api.perplexity.ai",
+                "mode": "turbo",
             },
         },
         {
@@ -2302,6 +2303,7 @@ def search_tools():
                 "search_provider": "perplexity",
                 "api_key": "test-api-key-2",
                 "api_base": "https://api.perplexity.ai",
+                "mode": "turbo",
             },
         },
     ]
@@ -2393,6 +2395,7 @@ async def test_asearch_with_fallbacks_helper(search_tools):
         assert "search_provider" in kwargs
         assert kwargs["search_provider"] == "perplexity"
         assert "api_key" in kwargs
+        assert kwargs["mode"] == "turbo"
         assert kwargs["query"] == "helper test query"
         return mock_response
 
diff --git a/tests/router_unit_tests/test_router_index_management.py b/tests/router_unit_tests/test_router_index_management.py
index 87ddaadaf3d..35d295d581a 100644
--- a/tests/router_unit_tests/test_router_index_management.py
+++ b/tests/router_unit_tests/test_router_index_management.py
@@ -237,10 +237,12 @@ class TestRouterIndexManagement:
         - model_name_to_deployment_indices for O(1) + O(k) model_name lookups
         """
         # Methods that are allowed to iterate through self.model_list
-        ALLOWED_METHODS = [
-            "_get_deployment_by_litellm_model",  # Edge case: lookup by litellm_params.model (not indexed)
-            "_finalize_adaptive_router_if_configured",  # Init-time prefix scan for "auto_router/adaptive_router" (no index for prefix match)
-        ]
+        ALLOWED_METHODS = {
+            "_get_deployment_by_litellm_model": "lookup by litellm_params.model, which is not indexed",
+            "_finalize_adaptive_router_if_configured": 'init-time prefix scan for "auto_router/adaptive_router"; no index for prefix match',
+            "config_deployments": "filters the whole list on model_info.db_model; admin path only (model add/upsert)",
+            "heuristic_v2_router_limit_violation": "counts heuristic_v2 routers across the whole list; admin path only (auto-router init/upsert)",
+        }
 
         # Get path to router.py
         router_file = os.path.join(
diff --git a/tests/rust-python-harness/AGENTS.md b/tests/rust-python-harness/AGENTS.md
new file mode 100644
index 00000000000..017668d4289
--- /dev/null
+++ b/tests/rust-python-harness/AGENTS.md
@@ -0,0 +1,77 @@
+# Expected Structure
+
+```text
+tests/rust-python-harness/
+├── __main__.py
+├── cli/
+│   ├── __init__.py
+│   ├── catalog.py
+│   └── commands.py
+│
+├── strategies/
+│   ├── e2e_parity/
+│   │   ├── __init__.py
+│   │   ├── reporting.py
+│   │   ├── sdk/
+│   │   │   └── ocr/
+│   │
+│   ├── trace_parity/
+│   │   ├── __init__.py
+│   │   ├── models.py
+│   │   ├── reporting.py
+│   │   └── sdk/
+│   │       ├── chat_completions/
+│   │       ├── messages/
+│   │       ├── ocr/
+│   │       └── transcription/
+│   │
+│   ├── unit_tests_mapping/
+│   │   ├── __init__.py
+│   │   ├── contracts.py
+│   │   ├── cases/
+│   │   │   └── ocr.py
+│   │   ├── mapping_report.py
+│   │   ├── mappings.py
+│   │   ├── mapping_validator.py
+│   │   ├── reporting.py
+│   │   └── runner.py
+│   │
+│   ├── unit_tests_parity/
+│   │   ├── __init__.py
+│   │   ├── reporting.py
+│   │   └── runner.py
+│   │
+│   └── unit_tests_rust/
+│       ├── __init__.py
+│       ├── reporting.py
+│       └── runner.py
+│
+└── shared/
+    ├── parity/
+    ├── tracing/
+    ├── reporting/
+    │   └── strategy.py
+    └── unit_runners/
+        └── suite_runner.py
+```
+
+- A strategy is a folder under `strategies/` with a one-line `AGENTS.md` and an `__init__.py` exporting exactly one `STRATEGY: StrategyDefinition`; its id must equal the folder name
+- `shared/reporting/strategy.py` is the contract: runnable module/suite specs, not-implemented/skipped specs, the runner protocol, and `StrategyDefinition`
+- Every `STRATEGY` explicitly classifies every SDK function; surface-aware strategies declare their surfaces and classify the complete surface-by-function matrix
+- Run locally only; no CI integration
+- `python -m tests.rust-python-harness run <strategy>|all` runs the selected strategy; `--function` is common, while each strategy exposes only its supported options
+- Examples: `run e2e_parity --surface sdk --function ocr`, `run unit_tests_parity --function ocr --pytest-arg=-x`, or `run all --function ocr`
+- `cli/catalog.py` discovers strategies, validates their Python definitions, and orders them; `cli/__init__.py` builds the Click command tree; `cli/commands.py` runs selected cases
+- `e2e_parity/` compares SDK objects, exceptions, callbacks, and streams, or gateway HTTP responses
+- `trace_parity/` compares mapped operations, call counts, and required execution ordering; before running it rebuilds the native bridge with the `trace-parity` feature whenever `litellm-rust` sources are newer than the installed extension (`shared/native_build.py`)
+- E2E and trace strategies load their registered module cases and run surface-specific execution from their folders
+- `unit_tests_mapping/contracts.py` owns typed harness-side mapping contracts, per-function contracts live below `cases/`, and `mappings.py` exports the registry; live test discovery derives unmapped Python and Rust-only tests without an exhaustive manifest
+- `unit_tests_mapping/runner.py` validates confirmed mappings against the live Python and Rust inventories and attaches the derived status report
+- `unit_tests_parity/runner.py` runs each contract's `unit_parity_scope` with `LITELLM_RUST=0` and `LITELLM_RUST=1` in separate processes and requires matching outcomes, including failures; exclusions require a reason in the contract
+- `unit_tests_rust/runner.py` runs each contract's focused Cargo test suite; native Rust unit tests stay beside their implementation
+- `shared/unit_runners/suite_runner.py` runs typed suites registered in code with nodeids of the form `suite:<strategy_id>:<function>:<suite>`
+- Every strategy declares its report sections and presentation in its own `reporting.py`; shared reporting code only provides reusable models and cell-formatting primitives
+- `shared/` contains reusable parity, tracing, reporting primitives, and unit-runner machinery
+- Keep fixtures with their owning API and existing Python tests in their current locations
+- Each strategy folder carries an `AGENTS.md` one-liner stating what it should be doing
+- Run the harness's own checks with `uv run pytest -o consider_namespace_packages=true tests/rust-python-harness/shared tests/rust-python-harness/cli tests/rust-python-harness/strategies/unit_tests_mapping tests/rust-python-harness/strategies/unit_tests_parity tests/rust-python-harness/strategies/unit_tests_rust tests/test_rust_python_harness.py -q`
diff --git a/tests/rust-python-harness/__init__.py b/tests/rust-python-harness/__init__.py
new file mode 100644
index 00000000000..448e24de03b
--- /dev/null
+++ b/tests/rust-python-harness/__init__.py
@@ -0,0 +1,4 @@
+from .cli import main
+from .cli.catalog import load_catalog
+
+__all__ = ["load_catalog", "main"]
diff --git a/tests/rust-python-harness/__main__.py b/tests/rust-python-harness/__main__.py
new file mode 100644
index 00000000000..bfdcd0c1158
--- /dev/null
+++ b/tests/rust-python-harness/__main__.py
@@ -0,0 +1,4 @@
+from .cli import main
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/cli/__init__.py b/tests/rust-python-harness/cli/__init__.py
new file mode 100644
index 00000000000..13b995825dd
--- /dev/null
+++ b/tests/rust-python-harness/cli/__init__.py
@@ -0,0 +1,113 @@
+from __future__ import annotations
+
+import sys
+from collections.abc import Sequence
+from typing import Final, cast
+
+import click
+
+from ..shared.reporting.models import SDK_FUNCTIONS, SdkFunction, Strategy, Surface
+from .catalog import load_catalog
+from .commands import run_command, select_cases
+
+__all__ = ["load_catalog", "main"]
+
+_INTERRUPTED_EXIT_CODE: Final = 130
+
+
+def _function_option() -> click.Option:
+    return click.Option(
+        ("--function", "sdk_functions"),
+        type=click.Choice(SDK_FUNCTIONS),
+        multiple=True,
+        help="run only this SDK function; repeat to select more than one",
+    )
+
+
+def _run_all_command(strategies: Sequence[Strategy]) -> click.Command:
+    def run_all(sdk_functions: tuple[str, ...]) -> int:
+        selected_functions: Final = cast(frozenset[SdkFunction], frozenset(sdk_functions))
+        cases: Final = select_cases(strategies, selected_functions)
+        return run_command(strategies, cases)
+
+    return click.Command(
+        "all",
+        params=[_function_option()],
+        callback=run_all,
+        help="run every strategy",
+    )
+
+
+def _strategy_command(strategy: Strategy) -> click.Command:
+    params: list[click.Parameter] = [_function_option()]
+    if strategy.definition.surfaces:
+        params.append(
+            click.Option(
+                ("--surface",),
+                type=click.Choice(strategy.definition.surfaces),
+                help="run only this API surface; omit to run every surface",
+            )
+        )
+    runner_argument: Final = strategy.definition.runner_argument
+    if runner_argument is not None:
+        params.append(
+            click.Option(
+                (runner_argument.option, "runner_args"),
+                multiple=True,
+                metavar=runner_argument.metavar,
+                help=runner_argument.help,
+            )
+        )
+
+    def run_strategy(
+        sdk_functions: tuple[str, ...],
+        surface: str | None = None,
+        runner_args: tuple[str, ...] = (),
+    ) -> int:
+        selected_functions: Final = cast(frozenset[SdkFunction], frozenset(sdk_functions))
+        selected_surface: Final = cast(Surface | None, surface)
+        cases: Final = select_cases((strategy,), selected_functions, selected_surface)
+        return run_command((strategy,), cases, runner_args)
+
+    return click.Command(
+        strategy.id,
+        params=params,
+        callback=run_strategy,
+        help=strategy.description,
+    )
+
+
+def _build_cli(strategies: Sequence[Strategy]) -> click.Group:
+    root: Final = click.Group(
+        "rust-python-harness",
+        help="Run Rust/Python parity tests with raw progress and strategy reports.",
+    )
+    run: Final = click.Group("run", help="run one strategy or the complete harness")
+    run.add_command(_run_all_command(strategies))
+    for strategy in strategies:
+        run.add_command(_strategy_command(strategy))
+    root.add_command(run)
+    return root
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    try:
+        strategies: Final = load_catalog()
+        result: Final = _build_cli(strategies).main(
+            args=None if argv is None else list(argv),
+            prog_name="rust-python-harness",
+            standalone_mode=False,
+        )
+        exit_code: Final = result if isinstance(result, int) else 0
+    except click.ClickException as error:
+        error.show()
+        return error.exit_code
+    except click.Abort:
+        click.echo("Aborted!", err=True)
+        return 1
+    except KeyboardInterrupt:
+        sys.stderr.write("\nInterrupted\n")
+        return _INTERRUPTED_EXIT_CODE
+    if exit_code == _INTERRUPTED_EXIT_CODE:
+        sys.stderr.write("Interrupted\n")
+    return exit_code
diff --git a/tests/rust-python-harness/cli/catalog.py b/tests/rust-python-harness/cli/catalog.py
new file mode 100644
index 00000000000..03eb032d9c6
--- /dev/null
+++ b/tests/rust-python-harness/cli/catalog.py
@@ -0,0 +1,116 @@
+from __future__ import annotations
+
+import hashlib
+import importlib
+import importlib.util
+import pkgutil
+import sys
+from pathlib import Path
+from types import ModuleType
+from typing import Final
+
+from .. import strategies as _strategies_package
+from ..shared.reporting.models import SDK_FUNCTIONS, SURFACES, CaseDisposition, HarnessCase, Strategy
+from ..shared.reporting.strategy import StrategyDefinition
+
+_STRATEGIES_PACKAGE: Final = _strategies_package
+STRATEGIES_ROOT: Final = Path(_STRATEGIES_PACKAGE.__path__[0])
+
+
+def _load_strategy_module(name: str, folder: Path, prefix: str | None) -> ModuleType:
+    if prefix is not None:
+        return importlib.import_module(f"{prefix}.{name}")
+    module_name: Final = _synthetic_module_name(folder)
+    spec: Final = importlib.util.spec_from_file_location(
+        module_name, folder / "__init__.py"
+    )
+    if spec is None or spec.loader is None:
+        raise ValueError(f"{folder}: cannot load strategy package")
+    module: Final = importlib.util.module_from_spec(spec)
+    sys.modules[module_name] = module
+    try:
+        spec.loader.exec_module(module)
+    except Exception as error:
+        del sys.modules[module_name]
+        raise ValueError(f"{folder}: cannot import strategy package: {error}") from error
+    return module
+
+
+def _synthetic_module_name(folder: Path) -> str:
+    digest: Final = hashlib.sha1(str(folder.resolve()).encode()).hexdigest()[:8]
+    return f"_harness_strategy_{folder.name}_{digest}"
+
+
+def _load_strategy(name: str, folder: Path, prefix: str | None) -> Strategy:
+    module: Final = _load_strategy_module(name, folder, prefix)
+    definition: Final = getattr(module, "STRATEGY", None)
+    if not isinstance(definition, StrategyDefinition):
+        raise ValueError(f"{folder}: __init__.py must export STRATEGY: StrategyDefinition")
+    if definition.id != name:
+        raise ValueError(f"{folder}: strategy id {definition.id!r} must match folder name {name!r}")
+    if definition.directory.resolve() != folder.resolve():
+        raise ValueError(f"{folder}: strategy directory must be {folder}")
+    if len(set(definition.surfaces)) != len(definition.surfaces) or any(
+        surface not in SURFACES for surface in definition.surfaces
+    ):
+        raise ValueError(f"{folder}: invalid strategy surfaces: {definition.surfaces}")
+    keys: Final = tuple((case.surface, case.sdk_function) for case in definition.cases)
+    duplicates: Final = tuple(sorted(key for key in set(keys) if keys.count(key) > 1))
+    if duplicates:
+        raise ValueError(f"{folder}: duplicate strategy cases: {duplicates}")
+    expected: Final = frozenset(
+        (surface, function)
+        for surface in (definition.surfaces or (None,))
+        for function in SDK_FUNCTIONS
+    )
+    actual: Final = frozenset(keys)
+    if actual != expected:
+        missing: Final = tuple(sorted(expected - actual))
+        extra: Final = tuple(sorted(actual - expected))
+        raise ValueError(
+            f"{folder}: strategy cases must exactly match its declared matrix; missing={missing}, extra={extra}"
+        )
+    incompatible: Final = tuple(
+        (case.surface, case.sdk_function)
+        for case in definition.cases
+        if case.spec.disposition is CaseDisposition.RUNNABLE
+        and not isinstance(case.spec, definition.runnable_spec)
+    )
+    if incompatible:
+        raise ValueError(f"{folder}: runnable cases do not match {definition.runnable_spec.__name__}: {incompatible}")
+    cases: Final = tuple(
+        HarnessCase(
+            strategy_id=definition.id,
+            strategy_label=definition.label,
+            sdk_function=case.sdk_function,
+            spec=case.spec,
+            surface=case.surface,
+        )
+        for case in definition.cases
+    )
+    return Strategy(
+        definition.order,
+        definition.id,
+        definition.label,
+        definition.description,
+        definition.directory,
+        cases,
+        definition,
+    )
+
+
+def load_catalog(root: Path | None = None) -> tuple[Strategy, ...]:
+    resolved: Final = STRATEGIES_ROOT if root is None else root
+    prefix: Final = _STRATEGIES_PACKAGE.__name__ if resolved == STRATEGIES_ROOT else None
+    folders: Final = tuple(
+        info.name for info in pkgutil.iter_modules([str(resolved)]) if info.ispkg
+    )
+    if not folders:
+        raise ValueError(f"No strategy packages found below {resolved}")
+    strategies: Final = tuple(
+        _load_strategy(name, resolved / name, prefix) for name in sorted(folders)
+    )
+    ids: Final = [strategy.id for strategy in strategies]
+    if len(set(ids)) != len(ids):
+        raise ValueError(f"Duplicate strategy id in {resolved}")
+    return tuple(sorted(strategies, key=lambda strategy: (strategy.order, strategy.id)))
diff --git a/tests/rust-python-harness/cli/commands.py b/tests/rust-python-harness/cli/commands.py
new file mode 100644
index 00000000000..f94c3277dc2
--- /dev/null
+++ b/tests/rust-python-harness/cli/commands.py
@@ -0,0 +1,45 @@
+from __future__ import annotations
+
+from collections.abc import Sequence, Set
+from dataclasses import replace
+from pathlib import Path
+from typing import Final
+
+from ..shared.reporting.models import HarnessCase, SdkFunction, Strategy, Surface
+from ..shared.reporting.orchestration import run_strategies
+from ..shared.reporting.ui import make_dashboard
+
+REPO_ROOT: Final = Path(__file__).resolve().parents[3]
+
+
+def select_cases(
+    strategies: Sequence[Strategy],
+    sdk_functions: Set[SdkFunction],
+    surface: Surface | None = None,
+) -> tuple[HarnessCase, ...]:
+    return tuple(
+        case
+        for strategy in strategies
+        for case in strategy.cases
+        if (not sdk_functions or case.sdk_function in sdk_functions)
+        and (surface is None or case.surface == surface)
+    )
+
+
+def run_command(
+    strategies: Sequence[Strategy],
+    cases: Sequence[HarnessCase],
+    runner_args: Sequence[str] = (),
+) -> int:
+    grouped: Final = {
+        strategy.id: tuple(case for case in cases if case.strategy_id == strategy.id)
+        for strategy in strategies
+    }
+    visible: Final = tuple(strategy for strategy in strategies if grouped[strategy.id])
+    runners: Final = tuple(replace(strategy, cases=grouped[strategy.id]) for strategy in visible)
+    dashboard: Final = make_dashboard(visible)
+    with dashboard:
+        exit_code, run = run_strategies(runners, REPO_ROOT, dashboard.update, runner_args)
+        if exit_code != 130:
+            dashboard.finish(run, exit_code)
+    return exit_code
diff --git a/tests/rust-python-harness/cli/test_cli.py b/tests/rust-python-harness/cli/test_cli.py
new file mode 100644
index 00000000000..226c89843d0
--- /dev/null
+++ b/tests/rust-python-harness/cli/test_cli.py
@@ -0,0 +1,458 @@
+from __future__ import annotations
+
+import importlib
+from collections.abc import Callable, Sequence
+from dataclasses import replace
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from ..shared.reporting.models import (
+    SDK_FUNCTIONS,
+    SURFACES,
+    CaseDisposition,
+    HarnessCase,
+    HarnessRun,
+    RunStatus,
+    Strategy,
+)
+from ..shared.reporting.strategy import NotImplementedCaseSpec, SkippedCaseSpec, StrategyDefinition
+from ..shared.reporting.ui import PlainDashboard, final_report, make_dashboard
+from ..strategies.unit_tests_mapping.mappings import UNIT_TEST_CONTRACTS
+from ..strategies.unit_tests_parity import UNIT_PARITY_SUITES
+from ..strategies.unit_tests_rust import RUST_SUITES
+from . import main
+from .catalog import STRATEGIES_ROOT, load_catalog
+from .commands import REPO_ROOT, select_cases
+
+
+def _strategy_source(
+    *,
+    strategy_id: str = "example",
+    surfaces: tuple[str, ...] = (),
+    drop: tuple[str | None, str] | None = None,
+    duplicate: tuple[str | None, str] | None = None,
+    incompatible: tuple[str | None, str] | None = None,
+) -> str:
+    cells: Final = tuple(
+        (surface, function)
+        for surface in (surfaces or (None,))
+        for function in SDK_FUNCTIONS
+        if (surface, function) != drop
+    )
+    definitions: Final = tuple(
+        (
+            f"strategy.CaseDefinition({function!r}, "
+            "strategy.ModuleCaseSpec(coverage=models.Coverage.COMPLETE, module='tests.example'), "
+            f"surface={surface!r})"
+            if (surface, function) == incompatible
+            else (
+                f"strategy.CaseDefinition({function!r}, "
+                "strategy.NotImplementedCaseSpec(reason='Not implemented yet'), "
+                f"surface={surface!r})"
+            )
+        )
+        for surface, function in (*cells, *((duplicate,) if duplicate is not None else ()))
+    )
+    return (
+        "import importlib\n"
+        "from pathlib import Path\n"
+        "strategy = importlib.import_module('tests.rust-python-harness.shared.reporting.strategy')\n"
+        "models = importlib.import_module('tests.rust-python-harness.shared.reporting.models')\n"
+        "runner = importlib.import_module('tests.rust-python-harness.strategies.trace_parity.runner')\n"
+        "rendering = importlib.import_module('tests.rust-python-harness.shared.reporting.rendering')\n"
+        "def render(results):\n"
+        "    return (rendering.ReportSection('Example outcomes', "
+        "tuple(rendering.render_case_outcome(r) for r in results)),)\n"
+        f"CASES = ({','.join(definitions)},)\n"
+        "STRATEGY = strategy.StrategyDefinition("
+        f"id={strategy_id!r}, order=1, label='Example strategy', description='Example description', "
+        "directory=Path(__file__).parent, runnable_spec=strategy.SuiteCaseSpec, cases=CASES, "
+        f"run=runner.run_trace_cases, render=render, surfaces={surfaces!r})\n"
+    )
+
+
+def _write_strategy_folder(
+    root: Path,
+    name: str = "example",
+    *,
+    init_source: str | None = None,
+) -> Path:
+    folder: Final = root / name
+    folder.mkdir(parents=True)
+    (folder / "__init__.py").write_text(init_source or _strategy_source(), encoding="utf-8")
+    return folder
+
+
+def test_should_load_surface_aware_and_function_only_strategies() -> None:
+    strategies: Final = load_catalog()
+
+    assert [strategy.id for strategy in strategies] == [
+        "e2e_parity",
+        "trace_parity",
+        "unit_tests_mapping",
+        "unit_tests_parity",
+        "unit_tests_rust",
+    ]
+    for strategy in strategies:
+        expected: Final = tuple(
+            (surface, function) for surface in (strategy.definition.surfaces or (None,)) for function in SDK_FUNCTIONS
+        )
+        assert tuple((case.surface, case.sdk_function) for case in strategy.cases) == expected
+
+
+def test_unit_strategies_use_function_only_cases() -> None:
+    strategies: Final = {
+        strategy.id: strategy
+        for strategy in load_catalog()
+        if strategy.id in {"unit_tests_mapping", "unit_tests_parity", "unit_tests_rust"}
+    }
+
+    for sdk_function in SDK_FUNCTIONS:
+        cases: Final = tuple(
+            case for strategy in strategies.values() for case in strategy.cases if case.sdk_function == sdk_function
+        )
+        assert len(cases) == 3
+        assert all(case.surface is None for case in cases)
+        expected_mapping: Final = (
+            CaseDisposition.RUNNABLE if sdk_function in UNIT_TEST_CONTRACTS else CaseDisposition.NOT_IMPLEMENTED
+        )
+        assert cases[0].spec.disposition is expected_mapping
+        expected_parity: Final = (
+            CaseDisposition.RUNNABLE if sdk_function in UNIT_PARITY_SUITES else CaseDisposition.NOT_IMPLEMENTED
+        )
+        expected_rust: Final = (
+            CaseDisposition.RUNNABLE if sdk_function in RUST_SUITES else CaseDisposition.NOT_IMPLEMENTED
+        )
+        assert cases[1].spec.disposition is expected_parity
+        assert cases[2].spec.disposition is expected_rust
+
+
+def test_raw_dashboard_is_always_the_default() -> None:
+    assert isinstance(make_dashboard(load_catalog()), PlainDashboard)
+
+
+def test_every_strategy_folder_complies() -> None:
+    strategies: Final = load_catalog()
+    folders: Final = {
+        path.name for path in STRATEGIES_ROOT.iterdir() if path.is_dir() and (path / "__init__.py").exists()
+    }
+
+    assert folders == {strategy.id for strategy in strategies}
+    for strategy in strategies:
+        definition: Final = strategy.definition
+        assert isinstance(definition, StrategyDefinition)
+        assert definition.directory == strategy.directory
+        assert not (strategy.directory / "strategy.json").exists()
+        assert (strategy.directory / "AGENTS.md").exists()
+        for case in strategy.cases:
+            if case.spec.disposition is CaseDisposition.RUNNABLE:
+                assert isinstance(case.spec, definition.runnable_spec)
+
+
+@pytest.mark.parametrize("surfaces", ((), SURFACES))
+def test_should_reject_a_registry_missing_a_declared_matrix_cell(tmp_path: Path, surfaces: tuple[str, ...]) -> None:
+    surface: Final = surfaces[0] if surfaces else None
+    _write_strategy_folder(
+        tmp_path,
+        init_source=_strategy_source(surfaces=surfaces, drop=(surface, "count_tokens")),
+    )
+
+    with pytest.raises(ValueError, match="must exactly match its declared matrix"):
+        load_catalog(tmp_path)
+
+
+def test_should_reject_a_duplicate_matrix_cell(tmp_path: Path) -> None:
+    _write_strategy_folder(tmp_path, init_source=_strategy_source(duplicate=(None, "ocr")))
+
+    with pytest.raises(ValueError, match="duplicate strategy cases"):
+        load_catalog(tmp_path)
+
+
+def test_should_reject_invalid_declared_surfaces(tmp_path: Path) -> None:
+    _write_strategy_folder(tmp_path, init_source=_strategy_source(surfaces=("sdk", "sdk")))
+
+    with pytest.raises(ValueError, match="invalid strategy surfaces"):
+        load_catalog(tmp_path)
+
+
+def test_should_reject_a_folder_without_a_strategy_definition(tmp_path: Path) -> None:
+    folder: Final = tmp_path / "example"
+    folder.mkdir()
+    (folder / "__init__.py").write_text("VALUE = 1\n", encoding="utf-8")
+
+    with pytest.raises(ValueError, match="STRATEGY"):
+        load_catalog(tmp_path)
+
+
+def test_should_reject_a_strategy_id_that_differs_from_its_folder(tmp_path: Path) -> None:
+    _write_strategy_folder(tmp_path, init_source=_strategy_source(strategy_id="other"))
+
+    with pytest.raises(ValueError, match="must match folder name"):
+        load_catalog(tmp_path)
+
+
+def test_should_reject_a_runnable_case_incompatible_with_the_strategy(tmp_path: Path) -> None:
+    _write_strategy_folder(tmp_path, init_source=_strategy_source(incompatible=(None, "ocr")))
+
+    with pytest.raises(ValueError, match="runnable cases do not match SuiteCaseSpec"):
+        load_catalog(tmp_path)
+
+
+@pytest.mark.parametrize("case_type", (NotImplementedCaseSpec, SkippedCaseSpec))
+def test_should_reject_an_unavailable_case_with_a_blank_reason(
+    case_type: type[NotImplementedCaseSpec] | type[SkippedCaseSpec],
+) -> None:
+    with pytest.raises(ValueError, match="at least 1 character"):
+        case_type(reason=" ")
+
+
+def test_should_select_functions_and_surfaces() -> None:
+    strategy: Final = next(strategy for strategy in load_catalog() if strategy.id == "e2e_parity")
+
+    assert tuple(case.key for case in select_cases((strategy,), {"messages"})) == (
+        "e2e_parity:messages",
+        "e2e_parity:gateway:messages",
+    )
+    assert tuple(case.display_name for case in select_cases((strategy,), {"ocr"}, "gateway")) == ("gateway/ocr",)
+
+
+def _assert_unavailable_cell(strategy: Strategy, case: HarnessCase, section_title: str) -> None:
+    spec: Final = case.spec
+    assert isinstance(spec, (NotImplementedCaseSpec, SkippedCaseSpec))
+    scoped: Final = replace(strategy, cases=(case,))
+    exit_code, run = strategy.definition.run((case,), REPO_ROOT, lambda _: None)
+    result: Final = run.results[case.key]
+    expected: Final = (
+        RunStatus.NOT_IMPLEMENTED if spec.disposition is CaseDisposition.NOT_IMPLEMENTED else RunStatus.SKIPPED
+    )
+    report: Final = final_report(run, exit_code, (scoped,))
+
+    assert exit_code == 0
+    assert result.status is expected
+    assert spec.reason in report
+    assert section_title in report
+    expected_result: Final = "NOT RUN" if expected is RunStatus.NOT_IMPLEMENTED else "SKIPPED"
+    expected_implemented: Final = 0 if expected is RunStatus.NOT_IMPLEMENTED else 1
+    assert f"Result: {expected_result}" in report
+    assert f"Harness support: {expected_implemented}/1 cases implemented" in report
+
+
+def test_every_unavailable_case_finishes_and_explains_itself() -> None:
+    section_titles: Final = {
+        "e2e_parity": "End-to-end parity outcomes",
+        "trace_parity": "trace comparisons",
+        "unit_tests_mapping": "Python/Rust unit-test mappings",
+        "unit_tests_parity": "Python backend parity outcomes",
+        "unit_tests_rust": "Native Rust unit-test outcomes",
+    }
+    unavailable: Final = tuple(
+        (strategy, case)
+        for strategy in load_catalog()
+        for case in strategy.cases
+        if case.spec.disposition is not CaseDisposition.RUNNABLE
+    )
+
+    for strategy, case in unavailable:
+        _assert_unavailable_cell(strategy, case, section_titles[strategy.id])
+
+
+@pytest.mark.parametrize(
+    ("strategy_id", "present", "absent"),
+    (
+        ("e2e_parity", "--surface", "--pytest-arg"),
+        ("trace_parity", "--surface", "--pytest-arg"),
+        ("unit_tests_parity", "--pytest-arg", "--surface"),
+        ("unit_tests_mapping", "--detail", "--surface"),
+        ("unit_tests_rust", "--function", "--surface"),
+    ),
+)
+def test_strategy_help_only_lists_supported_options(
+    strategy_id: str,
+    present: str,
+    absent: str,
+    capsys: pytest.CaptureFixture[str],
+) -> None:
+    exit_code: Final = main(["run", strategy_id, "--help"])
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 0
+    assert present in captured.out
+    assert absent not in captured.out
+
+
+def test_run_help_lists_all_and_every_strategy(capsys: pytest.CaptureFixture[str]) -> None:
+    exit_code: Final = main(["run", "--help"])
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 0
+    for command in (
+        "all",
+        "e2e_parity",
+        "trace_parity",
+        "unit_tests_mapping",
+        "unit_tests_parity",
+        "unit_tests_rust",
+    ):
+        assert command in captured.out
+
+
+@pytest.mark.parametrize(
+    "argv",
+    (
+        ("list",),
+        ("check",),
+        ("run", "--strategy", "unit_tests_parity"),
+        ("run", "unit_tests_parity", "--surface", "sdk"),
+        ("run", "unit_tests_parity", "--plain"),
+        ("run", "unit_tests_parity", "--runner-arg=-x"),
+        ("run", "all", "--pytest-arg=-x"),
+    ),
+)
+def test_removed_commands_and_options_are_rejected(argv: tuple[str, ...], capsys: pytest.CaptureFixture[str]) -> None:
+    exit_code: Final = main(argv)
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 2
+    assert captured.err
+
+
+def test_strategy_command_forwards_repeated_filters_and_runner_arguments(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    cli: Final = importlib.import_module("tests.rust-python-harness.cli")
+    captured: list[tuple[tuple[str, ...], tuple[str, ...], tuple[str, ...]]] = []
+
+    def capture_run(
+        strategies: Sequence[Strategy],
+        cases: Sequence[HarnessCase],
+        runner_args: Sequence[str] = (),
+    ) -> int:
+        captured.append(
+            (
+                tuple(strategy.id for strategy in strategies),
+                tuple(case.display_name for case in cases),
+                tuple(runner_args),
+            )
+        )
+        return 0
+
+    monkeypatch.setattr(cli, "run_command", capture_run)
+
+    assert (
+        main(
+            [
+                "run",
+                "unit_tests_parity",
+                "--function",
+                "ocr",
+                "--function",
+                "messages",
+                "--pytest-arg=-x",
+            ]
+        )
+        == 0
+    )
+    assert captured == [
+        (("unit_tests_parity",), ("ocr", "messages"), ("-x",)),
+    ]
+
+
+def test_omitted_surface_selects_every_strategy_surface(monkeypatch: pytest.MonkeyPatch) -> None:
+    cli: Final = importlib.import_module("tests.rust-python-harness.cli")
+    selected: list[str] = []
+
+    def capture_run(
+        strategies: Sequence[Strategy],
+        cases: Sequence[HarnessCase],
+        runner_args: Sequence[str] = (),
+    ) -> int:
+        del strategies, runner_args
+        selected.extend(case.display_name for case in cases)
+        return 0
+
+    monkeypatch.setattr(cli, "run_command", capture_run)
+
+    assert main(["run", "e2e_parity", "--function", "ocr"]) == 0
+    assert selected == ["sdk/ocr", "gateway/ocr"]
+
+
+def test_run_all_selects_every_declared_case_once(monkeypatch: pytest.MonkeyPatch) -> None:
+    cli: Final = importlib.import_module("tests.rust-python-harness.cli")
+    selected: list[HarnessCase] = []
+
+    def capture_run(
+        strategies: Sequence[Strategy],
+        cases: Sequence[HarnessCase],
+        runner_args: Sequence[str] = (),
+    ) -> int:
+        del strategies, runner_args
+        selected.extend(cases)
+        return 0
+
+    monkeypatch.setattr(cli, "run_command", capture_run)
+
+    assert main(["run", "all", "--function", "ocr"]) == 0
+    assert len(selected) == 7
+    assert sum(case.surface is None for case in selected) == 3
+    assert sum(case.surface is not None for case in selected) == 4
+
+
+def test_run_reports_not_implemented_surface_as_not_run(
+    capsys: pytest.CaptureFixture[str],
+) -> None:
+    exit_code: Final = main(["run", "trace_parity", "--surface", "gateway", "--function", "ocr"])
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 0
+    assert "Result: NOT RUN" in captured.out
+    assert "Harness support: 0/1 cases implemented" in captured.out
+    assert "Cases: 1 selected, 1 not implemented, 0 skipped" in captured.out
+    assert "Not implemented" in captured.out
+    assert "No gateway OCR trace-parity case is registered." in captured.out
+
+
+def test_keyboard_interrupt_exits_cleanly(
+    monkeypatch: pytest.MonkeyPatch,
+    capsys: pytest.CaptureFixture[str],
+) -> None:
+    cli: Final = importlib.import_module("tests.rust-python-harness.cli")
+
+    def interrupt() -> tuple[object, ...]:
+        raise KeyboardInterrupt
+
+    monkeypatch.setattr(cli, "load_catalog", interrupt)
+
+    exit_code: Final = main(["run", "all"])
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 130
+    assert captured.out == ""
+    assert captured.err == "\nInterrupted\n"
+
+
+def test_runner_interrupt_skips_the_completion_report(
+    monkeypatch: pytest.MonkeyPatch,
+    capsys: pytest.CaptureFixture[str],
+) -> None:
+    commands: Final = importlib.import_module("tests.rust-python-harness.cli.commands")
+
+    def interrupt_run(
+        strategies: Sequence[Strategy],
+        repo_root: Path,
+        on_update: Callable[[HarnessRun], None],
+        runner_args: Sequence[str] = (),
+    ) -> tuple[int, HarnessRun]:
+        del repo_root, on_update, runner_args
+        run: Final = HarnessRun.from_cases(case for strategy in strategies for case in strategy.cases)
+        return 130, run
+
+    monkeypatch.setattr(commands, "run_strategies", interrupt_run)
+
+    exit_code: Final = main(["run", "trace_parity", "--surface", "gateway"])
+    captured: Final = capsys.readouterr()
+
+    assert exit_code == 130
+    assert "Rust <-> Python parity report" not in captured.out
+    assert captured.err == "Interrupted\n"
diff --git a/tests/rust-python-harness/conftest.py b/tests/rust-python-harness/conftest.py
new file mode 100644
index 00000000000..d50d0fa4204
--- /dev/null
+++ b/tests/rust-python-harness/conftest.py
@@ -0,0 +1,29 @@
+from __future__ import annotations
+
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+HARNESS_ROOT: Final = Path(__file__).resolve().parents[2]
+
+
+@pytest.fixture(autouse=True)
+def subprocess_test_environment(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("PYTHONPATH", str(HARNESS_ROOT))
+    monkeypatch.setenv("PYTEST_DISABLE_PLUGIN_AUTOLOAD", "1")
+
+
+@pytest.fixture
+def cargo_project(tmp_path: Path) -> Callable[[str, str], Path]:
+    def create(package: str, source: str) -> Path:
+        manifest: Final = tmp_path / "Cargo.toml"
+        manifest.write_text(
+            f'[package]\nname = "{package}"\nversion = "0.1.0"\nedition = "2021"\n[workspace]\n'
+        )
+        (tmp_path / "src").mkdir()
+        (tmp_path / "src/lib.rs").write_text(source)
+        return manifest
+
+    return create
diff --git a/tests/rust-python-harness/shared/__init__.py b/tests/rust-python-harness/shared/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/native_build.py b/tests/rust-python-harness/shared/native_build.py
new file mode 100644
index 00000000000..8693cf3bac2
--- /dev/null
+++ b/tests/rust-python-harness/shared/native_build.py
@@ -0,0 +1,96 @@
+from __future__ import annotations
+
+import importlib.util
+import os
+import subprocess
+import sys
+from collections.abc import Iterator
+from pathlib import Path
+from typing import Final
+
+from litellm.rust_bridge import get_native_bridge, reset_native_bridge_cache
+
+MATURIN_SPEC: Final = "maturin==1.15.0"
+BRIDGE_FEATURE: Final = "trace-parity"
+_RUST_ROOT: Final = "litellm-rust"
+_LOCKFILE: Final = "Cargo.lock"
+_SOURCE_SUFFIXES: Final = frozenset({".rs", ".toml"})
+_FAILURE_OUTPUT_LINES: Final = 15
+
+
+def needs_rebuild(native_mtime: float | None, newest_source_mtime: float | None) -> bool:
+    if native_mtime is None:
+        return True
+    if newest_source_mtime is None:
+        return False
+    return newest_source_mtime > native_mtime
+
+
+def _source_files(rust_root: Path) -> Iterator[Path]:
+    for path in rust_root.rglob("*"):
+        relative: Final = path.relative_to(rust_root)
+        if "target" in relative.parts or not path.is_file():
+            continue
+        if path.name == _LOCKFILE or path.suffix in _SOURCE_SUFFIXES:
+            yield path
+
+
+def _newest_source_mtime(repo_root: Path) -> float | None:
+    rust_root: Final = repo_root / _RUST_ROOT
+    if not rust_root.is_dir():
+        return None
+    return max((path.stat().st_mtime for path in _source_files(rust_root)), default=None)
+
+
+def _native_module_path() -> Path | None:
+    try:
+        spec: Final = importlib.util.find_spec("litellm.rust_bridge._native")
+    except (ImportError, ValueError):
+        return None
+    origin: Final = getattr(spec, "origin", None)
+    return Path(origin) if origin else None
+
+
+def _drop_imported_bridge() -> None:
+    reset_native_bridge_cache()
+    for name in tuple(sys.modules):
+        if name.startswith("litellm.rust_bridge._native"):
+            del sys.modules[name]
+
+
+def _rebuild(repo_root: Path) -> tuple[bool, str]:
+    command: Final = ("uvx", "--from", MATURIN_SPEC, "maturin", "develop", "--features", BRIDGE_FEATURE)
+    completed: Final = subprocess.run(
+        command,
+        cwd=repo_root,
+        env={**os.environ, "VIRTUAL_ENV": sys.prefix},
+        capture_output=True,
+        text=True,
+        check=False,
+    )
+    output: Final = f"{completed.stdout}\n{completed.stderr}".strip()
+    lines: Final = tuple(output.splitlines())
+    return completed.returncode == 0, "\n".join(lines[-_FAILURE_OUTPUT_LINES:])
+
+
+def trace_bridge_error() -> str | None:
+    bridge: Final = get_native_bridge()
+    if bridge is None:
+        return "native Rust bridge is not importable"
+    if getattr(bridge, "_trace", None) is None:
+        return f"native Rust bridge does not expose _trace; it must be built with the {BRIDGE_FEATURE} feature"
+    return None
+
+
+def ensure_trace_bridge(repo_root: Path) -> str | None:
+    native_path: Final = _native_module_path()
+    native_mtime: Final = native_path.stat().st_mtime if native_path is not None and native_path.exists() else None
+    if needs_rebuild(native_mtime, _newest_source_mtime(repo_root)):
+        print(f"Rebuilding native Rust bridge ({BRIDGE_FEATURE} feature)...", flush=True)
+        succeeded: Final
+        output: Final
+        succeeded, output = _rebuild(repo_root)
+        if not succeeded:
+            return f"native Rust bridge rebuild failed:\n{output}"
+        _drop_imported_bridge()
+    return trace_bridge_error()
diff --git a/tests/rust-python-harness/shared/parity/README.md b/tests/rust-python-harness/shared/parity/README.md
new file mode 100644
index 00000000000..468dc531a99
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/README.md
@@ -0,0 +1,91 @@
+# Implementation parity testing through the SDK interface
+
+> Given the same SDK call and identical provider behavior, do two implementations expose the same SDK contract?
+
+## What the harness compares
+
+- A fixture contains a LiteLLM SDK input and a recorded upstream provider response
+- The same LiteLLM input is transformed by isolated baseline and candidate implementations
+- The resulting provider requests must match in method, path, headers, and body, excluding runtime-specific HTTP metadata
+- The recorded provider response is then replayed unchanged to both workers
+- The harness compares the values returned through the Python SDK interface
+- Non-streaming responses are compared directly, including their concrete return type and public model fields
+- Streaming responses are consumed and compared chunk by chunk, including wrapper type, chunk type and order, termination, and public exception behavior
+- Failed SDK calls are compared by exception class, stable message, status, code, model, provider, and parameter fields
+- Traceback paths and line numbers are excluded because they are runtime-specific
+- Route-specific comparators and chunk normalizers handle differences in each public SDK contract
+
+## Process isolation
+
+- SDK object and stream parity runs both implementations sequentially in the same process so tests can retain returned objects
+- Every test saves and restores the original bridge state
+- A small subprocess smoke test verifies environment-based startup configuration and detects fallback to the Python HTTP implementation
+
+## Streaming execution
+
+The invocation callback passed to `run_in_process` must consume the stream before returning its `StreamOutcome`.
+Use `consume_sync_stream` inside that callback, or await `consume_async_stream` inside the callback passed to
+`run_in_process_async`. Provider requests are collected only after the callback completes. Streaming is explicit:
+an iterable return value alone does not select stream consumption
+
+The consumers retain the wrapper type, iteration capabilities, chunk types and order, and any partial output before
+an error. Errors retain their creation or iteration phase and the full public `SDKError` fields, with traceback text
+removed. `capture_sync_stream` and `capture_async_stream` consume through the same helpers and then serialize the
+outcome for subprocess reports. A serialization failure raises as a harness failure rather than becoming an SDK error
+
+Response models and stream chunks share a recursive comparator. It compares concrete model, container, and scalar
+types, public fields and extras, and exact values while ignoring Pydantic private attributes at every nesting level.
+An API may supply an explicit chunk normalizer for its public contract
+
+Shared tests exercise a local SSE provider through recording, VCR cassette storage, replay, and typed event comparison
+in sync and async modes. They cover fragmented events, split UTF-8 characters, CRLF framing, coalesced events, and
+application errors within a normally completed HTTP stream. HTTP byte boundaries and decoded SDK event boundaries
+are checked separately
+
+OCR remains the only integrated LiteLLM route. These tests validate shared streaming machinery, not another route's
+SDK parity. Connection interruption, early cancellation, and lifecycle timeout enforcement remain outside this coverage
+
+## Hypothesis and property-based testing
+
+- Hypothesis is a Python library for property-based testing
+- Example-based tests use inputs selected by the test author
+- Property-based tests define strategies for valid inputs and properties that must hold for every generated example
+- Hypothesis generates combinations from those strategies and normally shrinks a failing example to a smaller reproducible case
+- In this harness, Hypothesis is used only during fixture generation to expand the LiteLLM input corpus
+- Each API owns the strategies that vary its supported inputs
+- Fixture generation is deterministic, and each generated input is recorded with the raw provider response it received
+- The parity tests use committed fixtures and do not call the provider or generate new Hypothesis examples
+- Provider responses are replayed unchanged, so the parity test does not fuzz or validate provider behavior
+- Because Hypothesis does not run the parity assertion directly, parity failures are not automatically shrunk
+
+## API-owned fixtures
+
+The shared package owns recording, replay, persistence, execution, comparison, and route-neutral media constructors.
+Each API package owns its input models, explicit strategies, provider targets, route-specific assets, fixture directory,
+and regeneration command. See the API package documentation for its configured contracts and recording command
+
+## VCR cassettes
+
+Fixtures use VCR's YAML `version: 1` format with ordered request/response `interactions`. VCR handles text and binary
+body serialization. Each cassette also contains `recorded_at`, `ttl_seconds: 0` (committed fixtures never expire), and
+`x-litellm` metadata holding the SDK input and request provenance. Streaming responses carry
+`x-litellm-chunk-lengths` so local replay preserves the original byte boundaries
+
+The recording server captures requests before forwarding their responses. Saved requests use the stable
+`http://parity-provider.invalid` origin and strip authentication headers and credential query parameters. The upstream
+request keeps its credentials. Provider response bytes and non-success statuses are preserved
+
+Standard VCR can load these files and replay their interactions. Parity tests keep using the local HTTP server because
+Rust HTTP calls do not pass through VCR's Python patches. The harness still compares the two implementations' requests
+against each other; the saved request is available for inspection and VCR playback, not a new parity assertion
+
+Refresh parity cassettes through the API's recording command. Generic VCR writers do not preserve the SDK metadata
+
+Legacy JSON fixtures remain readable. Migrated cassettes mark reconstructed requests as `python_replay`; fresh
+recordings use `recorded`. The metadata extensions follow the filesystem cassette layout proposed in
+[PR #39338](https://github.com/BerriAI/litellm/pull/39338), without depending on its unmerged persistence backend
+
+## References
+
+- [Hypothesis documentation](https://hypothesis.readthedocs.io/en/latest/)
+- [Hypothesis documentation source](https://github.com/HypothesisWorks/hypothesis/tree/master/hypothesis/docs)
diff --git a/tests/rust-python-harness/shared/parity/__init__.py b/tests/rust-python-harness/shared/parity/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/parity/compare.py b/tests/rust-python-harness/shared/parity/compare.py
new file mode 100644
index 00000000000..adf85e5c8d7
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/compare.py
@@ -0,0 +1,80 @@
+from __future__ import annotations
+
+from collections.abc import Mapping, Sequence
+from typing import Final, cast
+
+from pydantic import BaseModel
+
+from .models import CapturedRequest, Execution
+
+
+def validate_harness(baseline: Execution, candidate: Execution, baseline_user_agent: str) -> None:
+    for request in baseline.requests:
+        if request.user_agent != baseline_user_agent:
+            raise AssertionError(
+                f"baseline provider request did not carry sentinel user-agent {baseline_user_agent!r}: "
+                f"{request.user_agent!r}"
+            )
+    for request in candidate.requests:
+        if request.user_agent == baseline_user_agent:
+            raise AssertionError("candidate route fell back to the baseline HTTP implementation")
+
+
+def _request_after_transformation(request: CapturedRequest) -> CapturedRequest:
+    return request.model_copy(update={"user_agent": None})
+
+
+def assert_request_parity(baseline: tuple[CapturedRequest, ...], candidate: tuple[CapturedRequest, ...]) -> None:
+    baseline_requests: Final = tuple(_request_after_transformation(request) for request in baseline)
+    candidate_requests: Final = tuple(_request_after_transformation(request) for request in candidate)
+    assert_value_parity(baseline_requests, candidate_requests)
+
+
+def _public_model_values(model: BaseModel) -> dict[str, object]:
+    fields: Final = (*type(model).model_fields, *type(model).model_computed_fields)
+    extras: Final = cast(Mapping[str, object], model.model_extra or {})
+    return {
+        **{name: cast(object, getattr(model, name)) for name in fields if not name.startswith("_")},
+        **{name: value for name, value in extras.items() if not name.startswith("_")},
+    }
+
+
+def assert_model_parity(baseline: BaseModel, candidate: BaseModel) -> None:
+    assert_value_parity(baseline, candidate)
+
+
+def assert_value_parity(baseline: object, candidate: object, *, path: str = "$") -> None:
+    assert type(baseline) is type(candidate), f"type mismatch at {path}: {type(baseline)} != {type(candidate)}"
+    if isinstance(baseline, BaseModel) and isinstance(candidate, BaseModel):
+        assert_value_parity(_public_model_values(baseline), _public_model_values(candidate), path=path)
+        return
+    if isinstance(baseline, Mapping) and isinstance(candidate, Mapping):
+        baseline_mapping: Final = cast(Mapping[object, object], baseline)
+        candidate_mapping: Final = cast(Mapping[object, object], candidate)
+        assert frozenset((type(key), key) for key in baseline_mapping) == frozenset(
+            (type(key), key) for key in candidate_mapping
+        ), f"mapping keys differ at {path}"
+        for key in baseline_mapping:
+            assert_value_parity(baseline_mapping[key], candidate_mapping[key], path=f"{path}.{key}")
+        return
+    if (
+        isinstance(baseline, Sequence)
+        and not isinstance(baseline, (str, bytes))
+        and isinstance(candidate, Sequence)
+        and not isinstance(candidate, (str, bytes))
+    ):
+        baseline_sequence: Final = cast(Sequence[object], baseline)
+        candidate_sequence: Final = cast(Sequence[object], candidate)
+        assert len(baseline_sequence) == len(candidate_sequence), f"sequence lengths differ at {path}"
+        for index, (baseline_item, candidate_item) in enumerate(
+            zip(baseline_sequence, candidate_sequence, strict=True)
+        ):
+            assert_value_parity(baseline_item, candidate_item, path=f"{path}[{index}]")
+        return
+    assert baseline == candidate, f"value mismatch at {path}: {baseline!r} != {candidate!r}"
+
+
+def assert_parity(baseline: Execution, candidate: Execution, baseline_user_agent: str) -> None:
+    validate_harness(baseline, candidate, baseline_user_agent)
+    assert_request_parity(baseline.requests, candidate.requests)
+    assert_value_parity(baseline.report, candidate.report)
diff --git a/tests/rust-python-harness/shared/parity/fixture_models.py b/tests/rust-python-harness/shared/parity/fixture_models.py
new file mode 100644
index 00000000000..64023061330
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixture_models.py
@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import ClassVar, Final, Generic, Literal, TypeVar, cast
+
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, model_validator
+
+from .recorded_http import RecordedResponse
+
+JsonObject = dict[str, JsonValue]
+
+
+class FixtureModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid", populate_by_name=True, serialize_by_alias=True)
+
+
+class SdkInputBase(FixtureModel):
+    fixture_only_fields: ClassVar[tuple[str, ...]] = ()
+
+    def as_sdk_kwargs(self) -> dict[str, object]:
+        return cast(
+            dict[str, object],
+            self.model_dump(
+                mode="python",
+                exclude_unset=True,
+                exclude=set(self.fixture_only_fields),
+            ),
+        )
+
+    def canonical_input(self) -> dict[str, object]:
+        dumped: Final = cast(dict[str, object], self.model_dump(mode="json", exclude_unset=True))
+        fixture_fields: Final = {field: getattr(self, field) for field in self.fixture_only_fields}
+        return {**fixture_fields, **dumped}
+
+
+class JsonSchemaDefinition(FixtureModel):
+    name: str
+    description: str | None = None
+    schema_definition: JsonObject = Field(alias="schema")
+    strict: bool = False
+
+
+class JsonSchemaResponseFormat(FixtureModel):
+    type: Literal["json_schema"]
+    json_schema: JsonSchemaDefinition
+
+
+InputT = TypeVar("InputT", bound=SdkInputBase)
+
+
+class ParityCase(FixtureModel, Generic[InputT]):
+    litellm_input: InputT
+    provider_responses: tuple[RecordedResponse, ...]
+
+    @model_validator(mode="before")
+    @classmethod
+    def load_legacy_single_response(cls, value: object) -> object:
+        if not isinstance(value, Mapping):
+            return value
+        migrated: Final = dict(cast(Mapping[str, object], value))
+        provider_response: Final = migrated.pop("provider_response", None)
+        if "provider_responses" not in migrated and provider_response is not None:
+            migrated["provider_responses"] = (provider_response,)
+        return migrated
diff --git a/tests/rust-python-harness/shared/parity/fixtures/__init__.py b/tests/rust-python-harness/shared/parity/fixtures/__init__.py
new file mode 100644
index 00000000000..6d7f8b4f048
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/__init__.py
@@ -0,0 +1,7 @@
+from __future__ import annotations
+
+from typing import Final
+
+from pydantic import TypeAdapter
+
+JSON_OBJECT_ADAPTER: Final = TypeAdapter(dict[str, object])
diff --git a/tests/rust-python-harness/shared/parity/fixtures/cassette.py b/tests/rust-python-harness/shared/parity/fixtures/cassette.py
new file mode 100644
index 00000000000..79e04d63b22
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/cassette.py
@@ -0,0 +1,146 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from datetime import datetime
+from itertools import accumulate
+from typing import Final, Literal
+
+from pydantic import AwareDatetime, BaseModel, ConfigDict, Field
+from vcr.serialize import serialize
+from vcr.serializers import yamlserializer
+
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+from . import JSON_OBJECT_ADAPTER
+from .recording import RecordedInteraction
+
+
+class _CassetteModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid", populate_by_name=True)
+
+
+class _Body(_CassetteModel):
+    string: str | bytes
+
+    def as_bytes(self) -> bytes:
+        return self.string.encode("utf-8") if isinstance(self.string, str) else self.string
+
+
+class _Status(_CassetteModel):
+    code: int
+    message: str
+
+
+class _Request(_CassetteModel):
+    method: str
+    uri: str
+    body: str | bytes | None
+    headers: dict[str, tuple[str, ...]]
+
+
+class _Response(_CassetteModel):
+    status: _Status
+    headers: dict[str, tuple[str, ...]]
+    body: _Body
+    chunk_lengths: tuple[int, ...] | None = Field(default=None, alias="x-litellm-chunk-lengths")
+
+    def recorded_response(self) -> RecordedResponse:
+        headers: Final = tuple(
+            HttpHeader(name=name, value=value) for name, values in self.headers.items() for value in values
+        )
+        body: Final = self.body.as_bytes()
+        if self.chunk_lengths is None:
+            return RecordedHttpResponse.from_bytes(self.status.code, headers, body)
+        if any(length < 0 for length in self.chunk_lengths) or sum(self.chunk_lengths) != len(body):
+            raise ValueError("cassette stream chunk lengths do not match the response body")
+        offsets: Final = tuple(accumulate(self.chunk_lengths, initial=0))
+        return RecordedHttpStreamResponse(
+            kind="http_stream",
+            status_code=self.status.code,
+            headers=headers,
+            chunks=tuple(RecordedStreamChunk.from_bytes(body[start:end]) for start, end in zip(offsets, offsets[1:])),
+        )
+
+
+class _Interaction(_CassetteModel):
+    request: _Request
+    response: _Response
+
+
+class _ParityMetadata(_CassetteModel):
+    schema_version: Literal[1]
+    request_source: Literal["recorded", "python_replay"]
+    case: dict[str, object]
+
+
+class ParityCassette(_CassetteModel):
+    version: Literal[1]
+    recorded_at: AwareDatetime
+    ttl_seconds: Literal[0]
+    interactions: tuple[_Interaction, ...]
+    parity: _ParityMetadata = Field(alias="x-litellm")
+
+    def case_data(self) -> dict[str, object]:
+        return {
+            **self.parity.case,
+            "provider_responses": tuple(item.response.recorded_response() for item in self.interactions),
+        }
+
+
+def _response_dict(response: RecordedResponse) -> dict[str, object]:
+    headers: Final = {
+        name: [header.value for header in response.headers if header.name == name]
+        for name in dict.fromkeys(header.name for header in response.headers)
+    }
+    chunks: Final = (
+        tuple(chunk.data_bytes() for chunk in response.chunks)
+        if isinstance(response, RecordedHttpStreamResponse)
+        else None
+    )
+    body: Final = response.body_bytes() if isinstance(response, RecordedHttpResponse) else b"".join(chunks or ())
+    return {
+        "status": {"code": response.status_code, "message": ""},
+        "headers": headers,
+        "body": {"string": body},
+        **({"x-litellm-chunk-lengths": list(map(len, chunks))} if chunks is not None else {}),
+    }
+
+
+def serialize_cassette(
+    case: Mapping[str, object],
+    interactions: tuple[RecordedInteraction, ...],
+    recorded_at: datetime,
+    request_source: Literal["recorded", "python_replay"],
+) -> str:
+    normalized: Final = JSON_OBJECT_ADAPTER.validate_python(
+        yamlserializer.deserialize(
+            serialize(
+                {
+                    "requests": [item.request for item in interactions],
+                    "responses": [_response_dict(item.response) for item in interactions],
+                },
+                yamlserializer,
+            )
+        )
+    )
+    payload: Final = {
+        **normalized,
+        "recorded_at": recorded_at.isoformat(),
+        "ttl_seconds": 0,
+        "x-litellm": {
+            "schema_version": 1,
+            "request_source": request_source,
+            "case": {key: value for key, value in case.items() if key != "provider_responses"},
+        },
+    }
+    ParityCassette.model_validate(payload).case_data()
+    return str(yamlserializer.serialize(payload))
+
+
+def deserialize_cassette(contents: str) -> ParityCassette:
+    return ParityCassette.model_validate(yamlserializer.deserialize(contents))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/cli.py b/tests/rust-python-harness/shared/parity/fixtures/cli.py
new file mode 100644
index 00000000000..149dc5c0297
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/cli.py
@@ -0,0 +1,34 @@
+from __future__ import annotations
+
+import argparse
+from collections.abc import Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, cast
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingArgs:
+    concurrency: int
+    examples: int
+    fixture_dir: Path | None
+
+
+def _positive_int(value: str) -> int:
+    parsed: Final = int(value)
+    if parsed < 1:
+        raise argparse.ArgumentTypeError("must be at least 1")
+    return parsed
+
+
+def parse_recording_args(argv: Sequence[str] | None = None) -> RecordingArgs:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--concurrency", type=_positive_int, default=2)
+    parser.add_argument("--examples", type=_positive_int, default=4)
+    parser.add_argument("--fixture-dir", type=Path)
+    namespace: Final = parser.parse_args(argv)
+    return RecordingArgs(
+        concurrency=cast(int, namespace.concurrency),
+        examples=cast(int, namespace.examples),
+        fixture_dir=cast(Path | None, namespace.fixture_dir),
+    )
diff --git a/tests/rust-python-harness/shared/parity/fixtures/inputs.py b/tests/rust-python-harness/shared/parity/fixtures/inputs.py
new file mode 100644
index 00000000000..bbca19d0104
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/inputs.py
@@ -0,0 +1,22 @@
+from __future__ import annotations
+
+import queue
+from typing import Final, TypeVar
+
+from hypothesis import given, settings
+from hypothesis.strategies import SearchStrategy
+
+InputT = TypeVar("InputT")
+
+
+def generate_case_inputs(strategy: SearchStrategy[InputT], examples: int) -> tuple[InputT, ...]:
+    generated: Final[queue.SimpleQueue[InputT | None]] = queue.SimpleQueue()
+
+    @settings(max_examples=examples, deadline=None, derandomize=True)
+    @given(case_input=strategy)
+    def generate_case(case_input: InputT) -> None:
+        generated.put(case_input)
+
+    generate_case()
+    generated.put(None)
+    return tuple(iter(generated.get, None))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/media.py b/tests/rust-python-harness/shared/parity/fixtures/media.py
new file mode 100644
index 00000000000..d1ea2901f5d
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/media.py
@@ -0,0 +1,225 @@
+from __future__ import annotations
+
+import base64
+from functools import cache
+from io import BytesIO
+from typing import Final
+from urllib.parse import quote
+
+from PIL import Image, ImageDraw
+from reportlab.graphics.barcode import code128  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib import colors  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib.pagesizes import letter  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.lib.utils import ImageReader  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+from reportlab.pdfgen import canvas  # pyright: ignore[reportMissingTypeStubs]  # ReportLab has no stubs
+
+
+def dummy_image_url(text: str, font_size: int, width: int = 800, height: int = 300) -> str:
+    return f"https://dummyjson.com/image/{width}x{height}/ffffff/000000?text={quote(text)}&fontSize={font_size}"
+
+
+_GLYPHS: Final = {
+    "D": ("11110", "10001", "10001", "10001", "10001", "10001", "11110"),
+    "O": ("01110", "10001", "10001", "10001", "10001", "10001", "01110"),
+    "C": ("01111", "10000", "10000", "10000", "10000", "10000", "01111"),
+    "1": ("00100", "01100", "00100", "00100", "00100", "00100", "01110"),
+    "2": ("01110", "10001", "00001", "00010", "00100", "01000", "11111"),
+    "3": ("11110", "00001", "00001", "01110", "00001", "00001", "11110"),
+}
+
+
+@cache
+def structured_image_bytes() -> bytes:
+    image: Final = Image.new("RGB", (320, 80), "white")
+    draw: Final = ImageDraw.Draw(image)
+    scale: Final = 8
+    cursor_x = 24
+    for character in "DOC 123":
+        if character == " ":
+            cursor_x += scale * 3
+            continue
+        for glyph_y, row in enumerate(_GLYPHS[character]):
+            for glyph_x, filled in enumerate(row):
+                if filled == "1":
+                    x = cursor_x + glyph_x * scale
+                    y = 12 + glyph_y * scale
+                    draw.rectangle((x, y, x + scale - 1, y + scale - 1), fill="black")
+        cursor_x += scale * 6
+    output: Final = BytesIO()
+    image.save(output, format="PNG")
+    return output.getvalue()
+
+
+@cache
+def structured_image_data_uri() -> str:
+    encoded: Final = base64.b64encode(structured_image_bytes()).decode("ascii")
+    return f"data:image/png;base64,{encoded}"
+
+
+def _draw_header(pdf: canvas.Canvas, title: str, page_number: int) -> None:
+    pdf.setFillColor(colors.black)
+    pdf.setFont("Helvetica", 11)
+    pdf.drawString(45, 770, "Quarterly Operations Report")
+    pdf.setFont("Helvetica-Bold", 16)
+    pdf.drawString(45, 745, title)
+    pdf.setFont("Helvetica", 9)
+    pdf.drawString(45, 30, f"Confidential | Page {page_number} of 5")
+
+
+def _draw_body(pdf: canvas.Canvas, page_number: int) -> None:
+    pdf.setFont("Helvetica", 10)
+    for line_number in range(1, 9):
+        pdf.drawString(
+            45,
+            500 - (line_number * 28),
+            f"Section {page_number}.{line_number}: Invoice totals, regional revenue, and reconciliation notes.",
+        )
+
+
+def _diagram_image(width: int, height: int, accent: tuple[int, int, int]) -> Image.Image:
+    image: Final = Image.new("RGB", (width, height), (242, 246, 252))
+    draw: Final = ImageDraw.Draw(image)
+    for coordinate in range(0, max(width, height), 40):
+        draw.line((coordinate, 0, coordinate, height), fill=(32, 32, 32), width=3)
+        draw.line((0, coordinate, width, coordinate), fill=(32, 32, 32), width=3)
+    draw.line((0, 0, width, height), fill=accent, width=8)
+    draw.line((width, 0, 0, height), fill=accent, width=8)
+    draw.rectangle((width // 4, height // 4, width * 3 // 4, height * 3 // 4), outline=accent, width=6)
+    return image
+
+
+def _draw_embedded_images(pdf: canvas.Canvas) -> None:
+    images: Final = (
+        (_diagram_image(320, 320, (51, 115, 217)), 455, 655, 70, 70),
+        (_diagram_image(360, 320, (38, 151, 92)), 455, 565, 70, 62),
+        (_diagram_image(120, 120, (219, 68, 55)), 455, 500, 45, 45),
+    )
+    for image, x, y, width, height in images:
+        pdf.drawImage(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+            ImageReader(image), x, y, width=width, height=height, mask="auto"
+        )
+
+
+def _draw_table_page(pdf: canvas.Canvas) -> None:
+    columns: Final = (45, 245, 405, 565)
+    tables: Final = (
+        (
+            (730, 695, 660, 625),
+            (
+                ("Item", "Quantity", "Amount", 707),
+                ("Document analysis", "2", "120.00", 672),
+                ("Document verification", "1", "80.00", 637),
+            ),
+        ),
+        (
+            (600, 565, 530, 495),
+            (
+                ("Item continued", "Quantity", "Amount", 577),
+                ("Fixture validation", "3", "45.00", 542),
+                ("Provider review", "1", "25.00", 507),
+            ),
+        ),
+    )
+    for rows, values in tables:
+        for x in columns:
+            pdf.line(x, rows[-1], x, rows[0])
+        for y in rows:
+            pdf.line(45, y, 565, y)
+        for item, quantity, amount, y in values:
+            pdf.drawString(55, y, item)
+            pdf.drawString(255, y, quantity)
+            pdf.drawString(415, y, amount)
+
+
+def _draw_chart_page(pdf: canvas.Canvas) -> None:
+    bars: Final = ((70, 70), (170, 115), (270, 90), (370, 130))
+    pdf.setFillColor(colors.HexColor("#3373D9"))
+    for x, height in bars:
+        pdf.rect(x, 610, 65, height, fill=1, stroke=0)
+    pdf.setFillColor(colors.black)
+    for quarter, x in zip(("Q1", "Q2", "Q3", "Q4"), (90, 190, 290, 390), strict=True):
+        pdf.drawString(x, 590, quarter)
+    pdf.drawString(45, 550, "Formula: gross margin = (revenue - cost) / revenue")
+    _draw_embedded_images(pdf)
+
+
+def _draw_metadata_page(pdf: canvas.Canvas) -> None:
+    pdf.setFont("Helvetica", 12)
+    pdf.drawString(45, 700, "Invoice Number: INV-2048")
+    pdf.drawString(45, 675, "Purchase Order: PO-4096")
+    pdf.setFillColor(colors.HexColor("#F2E65A"))
+    pdf.rect(40, 555, 500, 24, fill=1, stroke=0)
+    pdf.setFillColor(colors.black)
+    pdf.drawString(45, 560, "Highlighted total requiring review")
+    pdf.drawString(45, 530, "Reviewer comment: verify the highlighted total before approval")
+    pdf.setFillColor(colors.red)
+    pdf.drawString(45, 495, "Revised total: 245.00")
+    pdf.line(45, 501, 150, 501)
+    pdf.setFillColor(colors.black)
+    pdf.linkURL(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "https://example.com/invoices/INV-2048", (45, 575, 300, 590), relative=0
+    )
+    pdf.highlightAnnotation(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "Total highlighted for review",
+        Rect=(40, 555, 540, 579),
+        QuadPoints=(40, 579, 540, 579, 40, 555, 540, 555),
+    )
+    pdf.textAnnotation(  # pyright: ignore[reportUnknownMemberType]  # ReportLab has no stubs
+        "Verify the highlighted total", Rect=(520, 525, 540, 545)
+    )
+    pdf.drawString(45, 575, "https://example.com/invoices/INV-2048")
+    barcode: Final = code128.Code128("5901234123457", barHeight=70, barWidth=1.2)
+    barcode.drawOn(pdf, 90, 130)
+
+
+def _draw_signature_page(pdf: canvas.Canvas) -> None:
+    pdf.saveState()
+    pdf.setFillColor(colors.lightgrey)
+    pdf.setFont("Helvetica-Bold", 54)
+    pdf.translate(110, 390)
+    pdf.rotate(25)
+    pdf.drawString(0, 0, "DRAFT")
+    pdf.restoreState()
+    pdf.setFillColor(colors.black)
+    pdf.setFont("Helvetica", 12)
+    pdf.drawString(45, 635, "Approved by: Jordan Lee")
+    pdf.line(45, 610, 310, 610)
+    pdf.bezier(55, 595, 75, 625, 112, 602, 155, 600)
+    pdf.drawString(45, 580, "Signature")
+
+
+def _draw_appendix_page(pdf: canvas.Canvas) -> None:
+    pdf.setFont("Helvetica-Bold", 14)
+    pdf.drawString(45, 700, "1. Scope")
+    pdf.drawString(45, 650, "2. Findings")
+    pdf.drawString(45, 600, "3. Recommendations")
+
+
+@cache
+def structured_pdf_bytes() -> bytes:
+    output: Final = BytesIO()
+    pdf: Final = canvas.Canvas(output, pagesize=letter, pageCompression=0, invariant=1)
+    pdf.setTitle("Quarterly Operations Report")
+    pdf.setAuthor("LiteLLM parity fixture generator")
+    pdf.setSubject("Semantic document coverage for tables, figures, annotations, and metadata")
+    pdf.setKeywords("document, invoice, table, figure, annotation")
+    pages: Final = (
+        ("Invoice Summary and Line Items", _draw_table_page),
+        ("Revenue Chart and Formula Review", _draw_chart_page),
+        ("Key Values, Link, Highlight, and Comment", _draw_metadata_page),
+        ("Approval Signature and Watermark", _draw_signature_page),
+        ("Appendix with Section Boundaries", _draw_appendix_page),
+    )
+    for page_number, (title, draw_page) in enumerate(pages, start=1):
+        _draw_header(pdf, title, page_number)
+        draw_page(pdf)
+        _draw_body(pdf, page_number)
+        pdf.showPage()
+    pdf.save()
+    return output.getvalue()
+
+
+@cache
+def structured_pdf_data_uri() -> str:
+    encoded: Final = base64.b64encode(structured_pdf_bytes()).decode("ascii")
+    return f"data:application/pdf;base64,{encoded}"
diff --git a/tests/rust-python-harness/shared/parity/fixtures/pipeline.py b/tests/rust-python-harness/shared/parity/fixtures/pipeline.py
new file mode 100644
index 00000000000..8a6f72b4a4d
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/pipeline.py
@@ -0,0 +1,200 @@
+from __future__ import annotations
+
+import logging
+from concurrent.futures import Future, ThreadPoolExecutor, as_completed
+from dataclasses import dataclass, field
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final, Generic, Literal, Protocol, TypeVar
+
+from hypothesis.strategies import SearchStrategy
+
+from .inputs import generate_case_inputs
+from .recording import UpstreamEndpoint, record_upstream_interactions
+from .store import (
+    CaseT,
+    FixtureInput,
+    canonical_json,
+    fixture_cache_key,
+    fixture_id,
+    fixture_path,
+    load_fixture,
+    save_fixture,
+)
+
+LOGGER: Final = logging.getLogger(__name__)
+InputT = TypeVar("InputT", bound=FixtureInput)
+InputT_contra = TypeVar("InputT_contra", bound=FixtureInput, contravariant=True)
+
+
+class RecordingInvocation(Protocol[InputT_contra]):
+    def execute(self, provider_url: str, case_input: InputT_contra) -> None: ...
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingTarget(Generic[InputT]):
+    name: str
+    upstream: UpstreamEndpoint
+    strategy: SearchStrategy[InputT]
+    invocation: RecordingInvocation[InputT] = field(repr=False)
+    required_inputs: tuple[InputT, ...] = ()
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingJob(Generic[InputT]):
+    target_name: str
+    directory: Path
+    upstream: UpstreamEndpoint
+    case_input: InputT
+    invocation: RecordingInvocation[InputT] = field(repr=False)
+
+    @property
+    def case_id(self) -> str:
+        return fixture_id(self.case_input, self.target_name)
+
+
+@dataclass(frozen=True, slots=True)
+class RecordedFixture:
+    target_name: str
+    case_id: str
+    path: Path
+    kind: Literal["recorded"] = field(default="recorded", init=False)
+
+
+@dataclass(frozen=True, slots=True)
+class CachedFixture:
+    target_name: str
+    case_id: str
+    path: Path
+    kind: Literal["cached"] = field(default="cached", init=False)
+
+
+@dataclass(frozen=True, slots=True)
+class FailedFixture:
+    target_name: str
+    case_id: str
+    error: Exception = field(repr=False)
+    kind: Literal["failed"] = field(default="failed", init=False)
+
+
+RecordingOutcome = RecordedFixture | CachedFixture | FailedFixture
+
+
+@dataclass(frozen=True, slots=True)
+class RecordingSummary:
+    recorded: tuple[RecordedFixture, ...]
+    cached: tuple[CachedFixture, ...]
+    failed: tuple[FailedFixture, ...]
+
+    @property
+    def exit_code(self) -> int:
+        return 1 if self.failed else 0
+
+
+def _unique_inputs(target: RecordingTarget[InputT], examples: int) -> tuple[InputT, ...]:
+    generated_inputs: Final = generate_case_inputs(target.strategy, examples)
+    case_inputs: Final = (*target.required_inputs, *generated_inputs)
+    return tuple({canonical_json(fixture_cache_key(case_input)): case_input for case_input in case_inputs}.values())
+
+
+def build_recording_jobs(
+    targets: tuple[RecordingTarget[InputT], ...],
+    root: Path,
+    examples: int,
+) -> tuple[RecordingJob[InputT], ...]:
+    if examples < 1:
+        raise ValueError("examples must be at least 1")
+    return tuple(
+        RecordingJob(
+            target_name=target.name,
+            directory=root / target.name,
+            upstream=target.upstream,
+            case_input=case_input,
+            invocation=target.invocation,
+        )
+        for target in targets
+        for case_input in _unique_inputs(target, examples)
+    )
+
+
+def _record_job(job: RecordingJob[InputT], case_type: type[CaseT]) -> RecordedFixture | CachedFixture:
+    cached: Final = load_fixture(job.directory, job.case_input, case_type)
+    if cached is not None:
+        path: Final = fixture_path(job.directory, job.case_input)
+        return CachedFixture(
+            target_name=job.target_name,
+            case_id=job.case_id,
+            path=path if path.is_file() else path.with_suffix(".json"),
+        )
+    interactions: Final = record_upstream_interactions(
+        job.upstream,
+        job.case_input,
+        job.invocation.execute,
+    )
+    status: Final = interactions[-1].response.status_code
+    if status in {408, 429} or status >= 500:
+        raise RuntimeError(f"Upstream returned transient HTTP {status}; rerun recording to retry")
+    case: Final = case_type.model_validate(
+        {
+            "litellm_input": job.case_input,
+            "provider_responses": tuple(item.response for item in interactions),
+        }
+    )
+    saved_path: Final = save_fixture(job.directory, job.case_input, case, interactions)
+    return RecordedFixture(target_name=job.target_name, case_id=job.case_id, path=saved_path)
+
+
+def _completed_outcome(
+    completed: int,
+    total: int,
+    job: RecordingJob[InputT],
+    future: Future[RecordedFixture | CachedFixture],
+) -> RecordingOutcome:
+    try:
+        outcome: Final = future.result()
+    except Exception as error:
+        failed: Final = FailedFixture(target_name=job.target_name, case_id=job.case_id, error=error)
+        LOGGER.error(
+            "[%d/%d] failed %s %s: %s",
+            completed,
+            total,
+            failed.target_name,
+            failed.case_id,
+            type(error).__name__,
+        )
+        return failed
+    LOGGER.info("[%d/%d] %s %s %s", completed, total, outcome.kind, outcome.target_name, outcome.case_id)
+    return outcome
+
+
+def record_fixtures(
+    targets: tuple[RecordingTarget[InputT], ...],
+    root: Path,
+    examples: int,
+    concurrency: int,
+    case_type: type[CaseT],
+) -> RecordingSummary:
+    if concurrency < 1:
+        raise ValueError("concurrency must be at least 1")
+    jobs: Final = build_recording_jobs(targets, root, examples)
+    total: Final = len(jobs)
+    LOGGER.info("Recording %d fixtures across %d targets with concurrency %d", total, len(targets), concurrency)
+    with ThreadPoolExecutor(max_workers=concurrency) as executor:
+        future_jobs: Final = MappingProxyType({executor.submit(_record_job, job, case_type): job for job in jobs})
+        outcomes: Final = tuple(
+            _completed_outcome(completed, total, future_jobs[future], future)
+            for completed, future in enumerate(as_completed(future_jobs), start=1)
+        )
+    summary: Final = RecordingSummary(
+        recorded=tuple(outcome for outcome in outcomes if isinstance(outcome, RecordedFixture)),
+        cached=tuple(outcome for outcome in outcomes if isinstance(outcome, CachedFixture)),
+        failed=tuple(outcome for outcome in outcomes if isinstance(outcome, FailedFixture)),
+    )
+    LOGGER.info(
+        "Finished %d fixtures: %d recorded, %d cached, %d failed",
+        total,
+        len(summary.recorded),
+        len(summary.cached),
+        len(summary.failed),
+    )
+    return summary
diff --git a/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py b/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py
new file mode 100644
index 00000000000..844417d1c6b
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/pytest_support.py
@@ -0,0 +1,65 @@
+from __future__ import annotations
+
+import os
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final
+
+import pytest
+from pydantic import ValidationError
+
+from .store import CaseT, fixture_directory, recorded_fixtures
+
+
+def parametrize_recorded_fixtures(
+    metafunc: pytest.Metafunc,
+    *,
+    fixture_name: str,
+    case_type: type[CaseT],
+    env_var: str,
+    default_directory: Path,
+    regeneration_command: str,
+    id_builder: Callable[[CaseT], str],
+    marks_builder: Callable[[CaseT], tuple[pytest.MarkDecorator, ...]] | None = None,
+) -> None:
+    if fixture_name not in metafunc.fixturenames:
+        return
+    configured: Final = os.environ.get(env_var)
+    try:
+        directory: Final = fixture_directory(None, configured, default_directory)
+    except ValueError as error:
+        raise pytest.UsageError(f"{env_var} is set but empty") from error
+    try:
+        fixtures: Final = recorded_fixtures(directory, case_type)
+    except (ValidationError, ValueError) as error:
+        raise pytest.UsageError(
+            f"Invalid parity fixture bundle at {directory}. "
+            "Each fixture must use the current versioned envelope. "
+            f"Record fresh fixtures in an empty directory with: `{regeneration_command}`. "
+            f"Validation details: {error}"
+        ) from error
+    if fixtures:
+        metafunc.parametrize(
+            fixture_name,
+            tuple(
+                pytest.param(
+                    fixture,
+                    id=id_builder(fixture),
+                    marks=marks_builder(fixture) if marks_builder is not None else (),
+                )
+                for fixture in fixtures
+            ),
+        )
+        return
+    if configured is not None:
+        raise pytest.UsageError(f"no recorded fixtures in {directory}")
+    metafunc.parametrize(
+        fixture_name,
+        (
+            pytest.param(
+                None,
+                marks=pytest.mark.skip(reason=f"no recorded fixtures in {directory}"),
+                id="no-recorded-fixtures",
+            ),
+        ),
+    )
diff --git a/tests/rust-python-harness/shared/parity/fixtures/recording.py b/tests/rust-python-harness/shared/parity/fixtures/recording.py
new file mode 100644
index 00000000000..ee0d4b6de7b
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/recording.py
@@ -0,0 +1,227 @@
+from __future__ import annotations
+
+import queue
+from collections.abc import Callable, Generator, Iterable
+from contextlib import AbstractContextManager
+from dataclasses import dataclass
+from typing import Final, TypeVar, cast
+
+import httpx
+from vcr.filters import remove_query_parameters
+from vcr.request import Request
+
+from ..http import (
+    PARITY_PROVIDER_HOST,
+    dropped_request_headers,
+    dropped_response_headers,
+    is_streaming_response,
+    local_response_header,
+    normalized_response_header,
+)
+from ..local_server import LocalHttpHandler, LocalHttpServer, serve_in_thread
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+
+_SECRET_HEADERS: Final = frozenset(
+    {
+        "authorization",
+        "proxy-authorization",
+        "cookie",
+        "x-api-key",
+        "api-key",
+        "anthropic-api-key",
+        "openai-api-key",
+        "azure-api-key",
+        "x-goog-api-key",
+        "ocp-apim-subscription-key",
+        "x-amz-security-token",
+    }
+)
+
+InputT = TypeVar("InputT")
+
+
+@dataclass(frozen=True, slots=True)
+class UpstreamEndpoint:
+    base_url: str
+
+
+@dataclass(frozen=True, slots=True)
+class RecordedInteraction:
+    request: Request
+    response: RecordedResponse
+
+
+def _end_to_end_headers(headers: httpx.Headers) -> tuple[HttpHeader, ...]:
+    decoded: Final = tuple((name.decode("ascii"), value.decode("latin-1")) for name, value in headers.raw)
+    excluded: Final = dropped_response_headers(decoded)
+    return tuple(
+        HttpHeader(name=name, value=normalized_response_header(name, value))
+        for name, value in decoded
+        if name.lower() not in excluded
+    )
+
+
+class _RecordingProvider(LocalHttpServer):
+    def __init__(self, spec: UpstreamEndpoint) -> None:
+        super().__init__(("127.0.0.1", 0), _RecordingHandler)
+        self.spec: Final = spec
+        self.interactions: queue.Queue[RecordedInteraction] = queue.Queue()
+
+    def take_interactions(self) -> tuple[RecordedInteraction, ...]:
+        try:
+            first: Final = self.interactions.get(timeout=5)
+        except queue.Empty as error:
+            raise RuntimeError("successful SDK call did not produce a recorded response") from error
+        remaining: Final = tuple(self.interactions.get_nowait() for _ in range(self.interactions.qsize()))
+        return (first, *remaining)
+
+
+class _RecordingHandler(LocalHttpHandler):
+    def do_POST(self) -> None:
+        self._forward()
+
+    def do_GET(self) -> None:
+        self._forward()
+
+    def do_PUT(self) -> None:
+        self._forward()
+
+    def do_PATCH(self) -> None:
+        self._forward()
+
+    def do_DELETE(self) -> None:
+        self._forward()
+
+    def _forward(self) -> None:
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        length: Final = int(self.headers.get("content-length") or "0")
+        request_body: Final = self.rfile.read(length) if length else b""
+        raw_headers: Final = tuple(self.headers.raw_items())
+        excluded: Final = dropped_request_headers(raw_headers)
+        forwarded_headers: Final = tuple((name, value) for name, value in raw_headers if name.lower() not in excluded)
+        upstream_url: Final = f"{provider.spec.base_url.rstrip('/')}{self.path}"
+
+        try:
+            with httpx.stream(
+                self.command,
+                upstream_url,
+                headers=forwarded_headers,
+                content=request_body,
+                timeout=120,
+            ) as upstream:
+                headers: Final = _end_to_end_headers(upstream.headers)
+                recorded_response: Final = self._record_upstream_response(upstream, headers)
+        except httpx.HTTPError as error:
+            self._send_response(502, (), str(error).encode("utf-8"))
+            return
+
+        recorded_request: Final = remove_query_parameters(
+            Request(
+                self.command,
+                f"http://{PARITY_PROVIDER_HOST}{self.path}",
+                request_body,
+                {name: value for name, value in forwarded_headers if name.lower() not in _SECRET_HEADERS},
+            ),
+            ("api_key", "api-key", "key", "access_token", "subscription-key"),
+        )
+        provider.interactions.put(RecordedInteraction(recorded_request, recorded_response))
+        if isinstance(recorded_response, RecordedHttpResponse):
+            self._send_response(
+                recorded_response.status_code, recorded_response.headers, recorded_response.body_bytes()
+            )
+
+    def _record_upstream_response(
+        self,
+        upstream: httpx.Response,
+        headers: tuple[HttpHeader, ...],
+    ) -> RecordedResponse:
+        content_type: Final = cast(str, upstream.headers.get("content-type", ""))
+        if is_streaming_response(content_type):
+            return self._record_stream(upstream, headers)
+        response_body: Final = b"".join(upstream.iter_bytes())
+        return RecordedHttpResponse.from_bytes(
+            status_code=upstream.status_code,
+            headers=headers,
+            body=response_body,
+        )
+
+    def _record_stream(
+        self,
+        upstream: httpx.Response,
+        headers: tuple[HttpHeader, ...],
+    ) -> RecordedHttpStreamResponse:
+        self.send_response_only(upstream.status_code)
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        for header in headers:
+            self.send_header(header.name, local_response_header(header.name, header.value, provider.url))
+        self.send_header("transfer-encoding", "chunked")
+        self.end_headers()
+        chunks: Final = tuple(self._relay_chunks(upstream.iter_bytes()))
+        try:
+            self.finish_chunked()
+        except (BrokenPipeError, ConnectionResetError):
+            pass
+        return RecordedHttpStreamResponse(
+            kind="http_stream",
+            status_code=upstream.status_code,
+            headers=headers,
+            chunks=chunks,
+        )
+
+    def _relay_chunks(self, chunks: Iterable[bytes]) -> Generator[RecordedStreamChunk, None, None]:
+        for chunk in chunks:
+            self.write_chunk(chunk)
+            yield RecordedStreamChunk.from_bytes(chunk)
+
+    def _send_response(self, status_code: int, headers: tuple[HttpHeader, ...], body: bytes) -> None:
+        self.send_response_only(status_code)
+        provider: Final = self.server
+        assert isinstance(provider, _RecordingProvider)
+        for header in headers:
+            self.send_header(header.name, local_response_header(header.name, header.value, provider.url))
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+def _recording_provider(spec: UpstreamEndpoint) -> AbstractContextManager[_RecordingProvider]:
+    return serve_in_thread(_RecordingProvider(spec))
+
+
+def _invoke_and_take_interactions(
+    recorder: _RecordingProvider,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedInteraction, ...]:
+    try:
+        sdk_call(recorder.url, case_input)
+    except Exception as invocation_error:
+        try:
+            return recorder.take_interactions()
+        except RuntimeError:
+            raise invocation_error
+    return recorder.take_interactions()
+
+
+def record_upstream_interactions(
+    spec: UpstreamEndpoint,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedInteraction, ...]:
+    with _recording_provider(spec) as recorder:
+        return _invoke_and_take_interactions(recorder, case_input, sdk_call)
+
+
+def record_upstream_responses(
+    spec: UpstreamEndpoint,
+    case_input: InputT,
+    sdk_call: Callable[[str, InputT], object],
+) -> tuple[RecordedResponse, ...]:
+    return tuple(item.response for item in record_upstream_interactions(spec, case_input, sdk_call))
diff --git a/tests/rust-python-harness/shared/parity/fixtures/store.py b/tests/rust-python-harness/shared/parity/fixtures/store.py
new file mode 100644
index 00000000000..270af2a7625
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/store.py
@@ -0,0 +1,129 @@
+from __future__ import annotations
+
+import hashlib
+import json
+import tempfile
+from collections.abc import Mapping
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Final, Literal, Protocol, TypeVar, cast
+
+from pydantic import AwareDatetime, BaseModel, ConfigDict, ValidationError
+
+from . import JSON_OBJECT_ADAPTER
+from .cassette import deserialize_cassette, serialize_cassette
+from .recording import RecordedInteraction
+
+FIXTURE_SCHEMA_VERSION: Final = 1
+class FixtureInput(Protocol):
+    def canonical_input(self) -> dict[str, object]: ...
+
+
+CaseT = TypeVar("CaseT", bound=BaseModel)
+
+
+class FixtureEnvelope(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    schema_version: int
+    recorded_at: AwareDatetime
+    case: dict[str, object]
+
+
+def canonical_json(value: Mapping[str, object]) -> str:
+    return json.dumps(value, sort_keys=True, separators=(",", ":"), ensure_ascii=True)
+
+
+def fixture_cache_key(case_input: FixtureInput) -> dict[str, object]:
+    return case_input.canonical_input()
+
+
+def _fixture_digest(case_input: FixtureInput) -> str:
+    input_json: Final = canonical_json(fixture_cache_key(case_input))
+    return hashlib.sha256(input_json.encode("utf-8")).hexdigest()
+
+
+def fixture_path(directory: Path, case_input: FixtureInput) -> Path:
+    return directory / f"{_fixture_digest(case_input)}.yaml"
+
+
+def load_fixture(directory: Path, case_input: FixtureInput, case_type: type[CaseT]) -> CaseT | None:
+    path: Final = fixture_path(directory, case_input)
+    if path.is_file():
+        return read_fixture(path, case_type)
+    legacy_path: Final = path.with_suffix(".json")
+    if not legacy_path.is_file():
+        return None
+    return read_fixture(legacy_path, case_type)
+
+
+def save_fixture(
+    directory: Path,
+    case_input: FixtureInput,
+    case: BaseModel,
+    interactions: tuple[RecordedInteraction, ...],
+    *,
+    recorded_at: datetime | None = None,
+    request_source: Literal["recorded", "python_replay"] = "recorded",
+) -> Path:
+    directory.mkdir(parents=True, exist_ok=True)
+    path: Final = fixture_path(directory, case_input)
+    serialized: Final = serialize_cassette(
+        cast(dict[str, object], case.model_dump(mode="json", exclude_unset=True)),
+        interactions,
+        recorded_at or datetime.now(timezone.utc),
+        request_source,
+    )
+    with tempfile.NamedTemporaryFile(mode="w", encoding="utf-8", dir=directory, delete=False) as temporary:
+        temporary_path: Final = Path(temporary.name)
+        try:
+            temporary.write(serialized)
+            temporary.close()
+            temporary_path.replace(path)
+        finally:
+            temporary_path.unlink(missing_ok=True)
+    return path
+
+
+def read_fixture(path: Path, case_type: type[CaseT]) -> CaseT:
+    contents: Final = path.read_text(encoding="utf-8")
+    if path.suffix == ".json":
+        return _load_fixture(JSON_OBJECT_ADAPTER.validate_json(contents), path, case_type)
+    try:
+        cassette: Final = deserialize_cassette(contents)
+        return case_type.model_validate(cassette.case_data())
+    except ValueError as error:
+        raise ValueError(f"invalid parity cassette {path}") from error
+
+
+def _load_fixture(raw_fixture: dict[str, object], path: Path, case_type: type[CaseT]) -> CaseT:
+    schema_version: Final = raw_fixture.get("schema_version")
+    if schema_version != FIXTURE_SCHEMA_VERSION:
+        raise ValueError(
+            f"fixture {path} has schema_version {schema_version!r}, expected {FIXTURE_SCHEMA_VERSION}; "
+            "delete it and regenerate the fixture bundle"
+        )
+    try:
+        envelope: Final = FixtureEnvelope.model_validate(raw_fixture)
+        return case_type.model_validate(envelope.case)
+    except ValidationError as error:
+        raise ValueError(f"invalid parity fixture {path} ({len(error.errors())} validation errors)") from error
+
+
+def recorded_fixtures(directory: Path, case_type: type[CaseT]) -> tuple[CaseT, ...]:
+    if not directory.is_dir():
+        return ()
+    paths: Final = tuple(sorted((*directory.rglob("*.yaml"), *directory.rglob("*.json"))))
+    return tuple(read_fixture(path, case_type) for path in paths)
+
+
+def fixture_directory(configured: Path | None, env_value: str | None, default: Path) -> Path:
+    if configured is not None:
+        return configured.expanduser()
+    if env_value == "":
+        raise ValueError("fixture directory environment variable is set but empty")
+    return Path(env_value).expanduser() if env_value is not None else default.expanduser()
+
+
+def fixture_id(case_input: FixtureInput, prefix: str) -> str:
+    return f"{prefix}-{_fixture_digest(case_input)[:8]}"
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py b/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py
new file mode 100644
index 00000000000..7850f0863f8
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_cassette.py
@@ -0,0 +1,110 @@
+from __future__ import annotations
+
+from datetime import datetime, timezone
+from pathlib import Path
+from typing import Final
+
+import httpx
+import pytest
+from vcr import VCR
+from vcr.request import Request
+
+from ..fixture_models import ParityCase, SdkInputBase
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpResponse,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+from ..replay import replay_server
+from .cassette import deserialize_cassette
+from .recording import RecordedInteraction
+from .store import load_fixture, save_fixture
+
+_URI: Final = "http://parity-provider.invalid/operation?api-version=1"
+
+
+class _Input(SdkInputBase):
+    model: str = "fixture-model"
+
+
+@pytest.mark.parametrize("body", (b'{"text":"caf\xc3\xa9"}', b"\x00\xff\x80", b""))
+def test_cassette_replays_repeated_requests_with_vcr_and_preserves_bytes(tmp_path: Path, body: bytes) -> None:
+    sdk_input: Final = _Input()
+    responses: Final = tuple(
+        RecordedHttpResponse.from_bytes(
+            status,
+            (HttpHeader(name="content-type", value="application/octet-stream"),),
+            body,
+        )
+        for status in (200, 429)
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=responses)
+    interactions: Final = tuple(
+        RecordedInteraction(Request("POST", _URI, b"\xffrequest", {}), response) for response in responses
+    )
+    timestamp: Final = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    path: Final = save_fixture(tmp_path, sdk_input, case, interactions, recorded_at=timestamp)
+
+    assert load_fixture(tmp_path, sdk_input, ParityCase[_Input]) == case
+    assert deserialize_cassette(path.read_text()).recorded_at == timestamp
+    with VCR().use_cassette(str(path), record_mode="none", match_on=("method", "uri", "body")) as cassette:
+        for status in (200, 429):
+            replayed: Final = httpx.post(_URI, content=b"\xffrequest")
+            assert replayed.status_code == status
+            assert replayed.content == body
+        assert cassette.all_played
+
+
+def test_stream_cassette_preserves_chunk_boundaries_through_local_replay(tmp_path: Path) -> None:
+    sdk_input: Final = _Input()
+    chunks: Final = (b"data: caf\xc3", b"\xa9\n\n", b"data: [DONE]\n\n")
+    response: Final = RecordedHttpStreamResponse(
+        kind="http_stream",
+        status_code=200,
+        headers=(HttpHeader(name="content-type", value="text/event-stream"),),
+        chunks=tuple(RecordedStreamChunk.from_bytes(chunk) for chunk in chunks),
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=(response,))
+    path: Final = save_fixture(
+        tmp_path, sdk_input, case, (RecordedInteraction(Request("POST", _URI, b"{}", {}), response),)
+    )
+    loaded: Final = load_fixture(tmp_path, sdk_input, ParityCase[_Input])
+    assert loaded == case
+    with replay_server() as server:
+        server.enqueue_response(loaded.provider_responses[0])
+        with httpx.stream("POST", f"{server.url}/operation", content=b"{}") as replayed:
+            assert tuple(replayed.iter_raw()) == chunks
+        server.take_requests(1)
+    path.write_text(path.read_text().replace("- 10\n", "- 999\n"))
+    with pytest.raises(ValueError, match="invalid parity cassette"):
+        load_fixture(tmp_path, sdk_input, ParityCase[_Input])
+
+
+def test_cassette_preserves_duplicate_response_headers(tmp_path: Path) -> None:
+    sdk_input: Final = _Input()
+    response: Final[RecordedResponse] = RecordedHttpResponse.from_bytes(
+        200,
+        (HttpHeader(name="x-test", value="first"), HttpHeader(name="x-test", value="second")),
+        b"{}",
+    )
+    case: Final = ParityCase[_Input](litellm_input=sdk_input, provider_responses=(response,))
+    save_fixture(tmp_path, sdk_input, case, (RecordedInteraction(Request("POST", _URI, b"", {}), response),))
+
+    assert load_fixture(tmp_path, sdk_input, ParityCase[_Input]) == case
+
+
+def test_local_replay_skips_recorded_retry_delay() -> None:
+    response: Final = RecordedHttpResponse.from_bytes(
+        200,
+        (HttpHeader(name="retry-after", value="5"),),
+        b"{}",
+    )
+
+    with replay_server() as server:
+        server.enqueue_response(response)
+        replayed: Final = httpx.post(f"{server.url}/operation", content=b"{}")
+        server.take_requests(1)
+
+    assert replayed.headers["retry-after"] == "0"
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py b/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py
new file mode 100644
index 00000000000..d76bcac7736
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_inputs.py
@@ -0,0 +1,20 @@
+from __future__ import annotations
+
+from typing import Final
+
+from hypothesis import strategies as st
+from pydantic import BaseModel, ConfigDict
+
+from .inputs import generate_case_inputs
+
+
+class _Input(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+
+def test_generate_case_inputs_is_deterministic() -> None:
+    strategy: Final = st.builds(_Input, identifier=st.integers().map(str))
+
+    assert generate_case_inputs(strategy, examples=4) == generate_case_inputs(strategy, examples=4)
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_media.py b/tests/rust-python-harness/shared/parity/fixtures/test_media.py
new file mode 100644
index 00000000000..85518971ed4
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_media.py
@@ -0,0 +1,27 @@
+from __future__ import annotations
+
+import base64
+from io import BytesIO
+from typing import Final, cast
+
+from PIL import Image
+
+from .media import dummy_image_url, structured_image_bytes, structured_image_data_uri
+
+
+def test_dummy_image_url_encodes_text_and_dimensions() -> None:
+    assert dummy_image_url("invoice 123", 24, width=320, height=80) == (
+        "https://dummyjson.com/image/320x80/ffffff/000000?text=invoice%20123&fontSize=24"
+    )
+
+
+def test_structured_image_is_local_content_bearing_png() -> None:
+    png: Final = structured_image_bytes()
+    encoded: Final = structured_image_data_uri().partition(",")[2]
+    image: Final = Image.open(BytesIO(png))
+    colors: Final = cast(list[tuple[int, tuple[int, int, int]]], image.getcolors(maxcolors=2))
+
+    assert png.startswith(b"\x89PNG\r\n\x1a\n")
+    assert base64.b64decode(encoded, validate=True) == png
+    assert image.size == (320, 80)
+    assert {color for _, color in colors} == {(0, 0, 0), (255, 255, 255)}
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py b/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py
new file mode 100644
index 00000000000..4535ba05bf6
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_pipeline.py
@@ -0,0 +1,195 @@
+from __future__ import annotations
+
+import logging
+import threading
+from contextlib import AbstractContextManager
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, Literal
+
+import httpx
+import pytest
+from hypothesis import strategies as st
+from pydantic import BaseModel, ConfigDict
+
+from ..local_server import LocalHttpHandler, LocalHttpServer, serve_in_thread
+from ..recorded_http import RecordedResponse
+from .pipeline import (
+    RecordingInvocation,
+    RecordingTarget,
+    build_recording_jobs,
+    record_fixtures,
+)
+from .recording import UpstreamEndpoint
+from .store import fixture_path
+
+
+class _FixtureInput(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+    def canonical_input(self) -> dict[str, object]:
+        return {"identifier": self.identifier}
+
+
+class _ParityCase(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    litellm_input: _FixtureInput
+    provider_responses: tuple[RecordedResponse, ...]
+
+
+class _Upstream(LocalHttpServer):
+    def __init__(self, status: int = 200) -> None:
+        super().__init__(("127.0.0.1", 0), _UpstreamHandler)
+        self.response_status: Final = status
+
+class _UpstreamHandler(LocalHttpHandler):
+
+    def do_POST(self) -> None:
+        length: Final = int(self.headers.get("content-length") or "0")
+        self.rfile.read(length)
+        body: Final = b"{}"
+        server: Final = self.server
+        assert isinstance(server, _Upstream)
+        self.send_response(server.response_status)
+        self.send_header("content-type", "application/json")
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+def _upstream(status: int = 200) -> AbstractContextManager[_Upstream]:
+    return serve_in_thread(_Upstream(status))
+
+
+@dataclass(frozen=True, slots=True)
+class _OrderedInvocation:
+    order: Literal["slow", "fast"]
+    slow_started: threading.Event
+    fast_finished: threading.Event
+
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        if self.order == "slow":
+            self.slow_started.set()
+            if not self.fast_finished.wait(timeout=2):
+                raise TimeoutError("fast recording did not finish")
+        else:
+            if not self.slow_started.wait(timeout=2):
+                raise TimeoutError("slow recording did not start")
+        response: Final = httpx.post(f"{provider_url}/record", json={"id": case_input.identifier}, timeout=5)
+        response.raise_for_status()
+        if self.order == "fast":
+            self.fast_finished.set()
+
+
+@dataclass(frozen=True, slots=True)
+class _Invocation:
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        response: Final = httpx.post(f"{provider_url}/record", json={"id": case_input.identifier}, timeout=5)
+        response.raise_for_status()
+
+
+def _target(
+    name: str,
+    upstream_url: str,
+    case_input: _FixtureInput,
+    invocation: RecordingInvocation[_FixtureInput],
+) -> RecordingTarget[_FixtureInput]:
+    return RecordingTarget(
+        name=name,
+        upstream=UpstreamEndpoint(base_url=upstream_url),
+        strategy=st.just(case_input),
+        invocation=invocation,
+        required_inputs=(case_input,),
+    )
+
+
+def test_build_jobs_keeps_required_inputs_before_generated_inputs_and_deduplicates(tmp_path: Path) -> None:
+    required: Final = _FixtureInput(identifier="required")
+    generated: Final = _FixtureInput(identifier="generated")
+    target: Final = RecordingTarget(
+        name="ordered",
+        upstream=UpstreamEndpoint(base_url="https://provider.invalid"),
+        strategy=st.just(generated),
+        invocation=_Invocation(),
+        required_inputs=(required, required),
+    )
+
+    jobs: Final = build_recording_jobs((target,), tmp_path, examples=1)
+
+    assert tuple(job.case_input.identifier for job in jobs) == ("required", "generated")
+
+
+def test_progress_follows_completion_order(tmp_path: Path, caplog: pytest.LogCaptureFixture) -> None:
+    slow_started: Final = threading.Event()
+    fast_finished: Final = threading.Event()
+    with _upstream() as upstream:
+        targets: Final = (
+            _target(
+                "slow",
+                upstream.url,
+                _FixtureInput(identifier="slow"),
+                _OrderedInvocation("slow", slow_started, fast_finished),
+            ),
+            _target(
+                "fast",
+                upstream.url,
+                _FixtureInput(identifier="fast"),
+                _OrderedInvocation("fast", slow_started, fast_finished),
+            ),
+        )
+        with caplog.at_level(logging.INFO, logger="tests.rust-python-harness.shared.parity.fixtures.pipeline"):
+            summary: Final = record_fixtures(targets, tmp_path, 1, 2, _ParityCase)
+
+    progress: Final = tuple(record.message for record in caplog.records if record.message.startswith("["))
+    assert len(summary.recorded) == 2
+    assert summary.exit_code == 0
+    assert "recorded fast" in progress[0]
+    assert "recorded slow" in progress[1]
+    assert caplog.records[0].message == "Recording 2 fixtures across 2 targets with concurrency 2"
+    assert caplog.records[-1].message == "Finished 2 fixtures: 2 recorded, 0 cached, 0 failed"
+
+
+def test_failure_does_not_stop_independent_recordings(tmp_path: Path) -> None:
+    stale_input: Final = _FixtureInput(identifier="stale")
+    stale_directory: Final = tmp_path / "stale"
+    stale_directory.mkdir()
+    fixture_path(stale_directory, stale_input).with_suffix(".json").write_text(
+        '{"schema_version": 0}\n', encoding="utf-8"
+    )
+    with _upstream() as upstream:
+        targets: Final = (
+            _target("stale", upstream.url, stale_input, _Invocation()),
+            _target("valid", upstream.url, _FixtureInput(identifier="valid"), _Invocation()),
+        )
+        summary: Final = record_fixtures(targets, tmp_path, 1, 2, _ParityCase)
+
+    assert len(summary.recorded) == 1
+    assert summary.recorded[0].target_name == "valid"
+    assert len(summary.failed) == 1
+    assert summary.failed[0].target_name == "stale"
+    assert summary.exit_code == 1
+
+
+@pytest.mark.parametrize("status", (408, 429, 500, 503))
+def test_transient_response_is_not_cached_and_can_be_retried(tmp_path: Path, status: int) -> None:
+    case_input: Final = _FixtureInput(identifier="retry")
+    with _upstream(status) as upstream:
+        target: Final = _target("retry", upstream.url, case_input, _Invocation())
+        failed: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+    assert failed.exit_code == 1
+    assert not fixture_path(tmp_path / "retry", case_input).exists()
+    with _upstream() as healthy_upstream:
+        healthy_target: Final = _target("retry", healthy_upstream.url, case_input, _Invocation())
+        retried: Final = record_fixtures((healthy_target,), tmp_path, 1, 1, _ParityCase)
+    assert retried.exit_code == 0
+    assert len(retried.recorded) == 1
+
+
+def test_provider_rejected_response_can_be_recorded(tmp_path: Path) -> None:
+    with _upstream(400) as upstream:
+        target: Final = _target("rejected", upstream.url, _FixtureInput(identifier="invalid"), _Invocation())
+        summary: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+    assert summary.exit_code == 0
+    assert len(summary.recorded) == 1
diff --git a/tests/rust-python-harness/shared/parity/fixtures/test_recording.py b/tests/rust-python-harness/shared/parity/fixtures/test_recording.py
new file mode 100644
index 00000000000..6181f18e89a
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/fixtures/test_recording.py
@@ -0,0 +1,549 @@
+from __future__ import annotations
+
+import asyncio
+import queue
+import threading
+from collections.abc import AsyncIterator, Callable, Iterator
+from contextlib import AbstractContextManager
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, Literal
+
+import httpx
+import pytest
+from hypothesis import strategies as st
+from openai._streaming import SSEDecoder
+from pydantic import BaseModel, ConfigDict
+
+from ..compare import assert_request_parity
+from ..inprocess import InProcessExecution, run_in_process, run_in_process_async
+from ..local_server import LocalHttpHandler, LocalHttpServer, serve_in_thread
+from ..recorded_http import (
+    HttpHeader,
+    RecordedHttpStreamResponse,
+    RecordedResponse,
+    RecordedStreamChunk,
+)
+from ..replay import ReplayServer, replay_server
+from ..stream import (
+    StreamCompleted,
+    StreamFailed,
+    StreamOutcome,
+    assert_stream_parity,
+    consume_async_stream,
+    consume_sync_stream,
+)
+from .pipeline import RecordingTarget, record_fixtures
+from .recording import (
+    UpstreamEndpoint,
+    record_upstream_interactions,
+    record_upstream_responses,
+)
+from .store import (
+    FIXTURE_SCHEMA_VERSION,
+    fixture_path,
+    load_fixture,
+    recorded_fixtures,
+)
+
+_SSE_CHUNKS: Final = (
+    b'data: {"choices":[{"delta":{"content":"hello"}}]}\n\n',
+    b'data: {"choices":[{"delta":{"content":" world"}}]}\n\n',
+    b"data: [DONE]\n\n",
+)
+
+
+class _StreamEvent(BaseModel):
+    kind: Literal["delta", "done", "error"]
+    value: str
+
+
+class _StreamApplicationError(Exception):
+    status_code: Final = 400
+    code: Final = "invalid_input"
+    type: Final = "validation_error"
+    param: Final = "input"
+    model: Final = "fixture-model"
+    llm_provider: Final = "fixture-provider"
+
+
+def _stream_event(data: str) -> _StreamEvent:
+    event: Final = _StreamEvent.model_validate_json(data)
+    if event.kind == "error":
+        raise _StreamApplicationError(event.value)
+    return event
+
+
+def _event_chunks(failed: bool) -> tuple[bytes, ...]:
+    terminal: Final = (
+        b'event: error\r\ndata: {"kind":"error","value":"invalid input"}\r\n\r\n'
+        if failed
+        else b'event: done\r\ndata: {"kind":"done","value":""}\r\n\r\n'
+    )
+    return (
+        b'event: delta\r\ndata: {"kind":"delta",\r\ndata: "value":"caf\xc3',
+        b'\xa9"}\r\n',
+        b'\r\nevent: delta\r\ndata: {"kind":"delta","value":"second"}\r\n\r\n' + terminal,
+    )
+
+
+def _sync_events(api_base: str, case_input: _FixtureInput) -> Iterator[_StreamEvent]:
+    with httpx.stream("POST", f"{api_base}/stream", json={"id": case_input.identifier}, timeout=5) as response:
+        response.raise_for_status()
+        for event in SSEDecoder().iter_bytes(response.iter_bytes()):
+            yield _stream_event(event.data)
+
+
+async def _async_events(api_base: str, case_input: _FixtureInput) -> AsyncIterator[_StreamEvent]:
+    async with httpx.AsyncClient(timeout=5) as client:
+        async with client.stream("POST", f"{api_base}/stream", json={"id": case_input.identifier}) as response:
+            response.raise_for_status()
+            async for event in SSEDecoder().aiter_bytes(response.aiter_bytes()):
+                yield _stream_event(event.data)
+
+
+async def _consume_async_events(api_base: str, case_input: _FixtureInput) -> StreamOutcome:
+    async def create() -> AsyncIterator[_StreamEvent]:
+        return _async_events(api_base, case_input)
+
+    return await consume_async_stream(create)
+
+
+async def _replay_events(
+    mode: Literal["sync", "async"],
+    provider: ReplayServer,
+    response: RecordedHttpStreamResponse,
+    case_input: _FixtureInput,
+) -> InProcessExecution[StreamOutcome]:
+    if mode == "sync":
+        return run_in_process(
+            provider, (response,), lambda url: consume_sync_stream(lambda: _sync_events(url, case_input))
+        )
+    return await run_in_process_async(provider, (response,), lambda url: _consume_async_events(url, case_input))
+
+
+class _FixtureInput(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    identifier: str
+
+    def canonical_input(self) -> dict[str, object]:
+        return {"identifier": self.identifier}
+
+
+class _ParityCase(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    litellm_input: _FixtureInput
+    provider_responses: tuple[RecordedResponse, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class _Invocation:
+    sdk_call: Callable[[str, _FixtureInput], object]
+
+    def execute(self, provider_url: str, case_input: _FixtureInput) -> None:
+        self.sdk_call(provider_url, case_input)
+
+
+class _ControlledUpstream(LocalHttpServer):
+    def __init__(self, stream_chunks: tuple[bytes, ...]) -> None:
+        super().__init__(("127.0.0.1", 0), _ControlledUpstreamHandler)
+        self.stream_chunks: Final = stream_chunks
+        self.lock: Final = threading.Lock()
+        self.two_requests_started: Final = threading.Event()
+        self.active_requests: int = 0
+        self.max_active_requests: int = 0
+        self.request_count: int = 0
+
+    def start_request(self) -> None:
+        with self.lock:
+            self.active_requests += 1
+            self.request_count += 1
+            self.max_active_requests = max(self.max_active_requests, self.active_requests)
+            if self.active_requests == 2:
+                self.two_requests_started.set()
+        self.two_requests_started.wait(timeout=2)
+
+    def end_tracked_request(self) -> None:
+        with self.lock:
+            self.active_requests -= 1
+
+
+class _ControlledUpstreamHandler(LocalHttpHandler):
+    def do_POST(self) -> None:
+        upstream: Final = self.server
+        assert isinstance(upstream, _ControlledUpstream)
+        length: Final = int(self.headers.get("content-length") or "0")
+        self.rfile.read(length)
+        if self.path == "/credentials?api_key=query-secret&api-version=1":
+            authorized: Final = self.headers.get("authorization") == "Bearer header-secret"
+            self._send_json(200 if authorized else 401, b"{}")
+            return
+        if self.path == "/upload":
+            self._send_json(200, b'{"file_id":"fixture://document.pdf"}')
+            return
+        if self.path == "/parse":
+            self._send_json(200, b'{"result":{"chunks":[]}}')
+            return
+        if self.path == "/analyze":
+            self.send_response(202)
+            self.send_header("operation-location", f"{upstream.url}/results/1")
+            self.send_header("content-length", "0")
+            self.end_headers()
+            return
+        if self.path in {"/v1/chat/completions", "/stream"}:
+            with upstream.lock:
+                upstream.request_count += 1
+            self.send_response(200)
+            self.send_header("content-type", "text/event-stream")
+            self.send_header("transfer-encoding", "chunked")
+            self.end_headers()
+            self.write_chunked(upstream.stream_chunks)
+            return
+        if self.path == "/error":
+            self._send_json(429, b'{"error":{"message":"rate limited"}}')
+            return
+        upstream.start_request()
+        try:
+            body: Final = b"{}"
+            self.send_response(200)
+            self.send_header("content-type", "application/json")
+            self.send_header("set-cookie", "session=must-not-be-recorded")
+            self.send_header("content-length", str(len(body)))
+            self.end_headers()
+            self.wfile.write(body)
+        finally:
+            upstream.end_tracked_request()
+
+    def do_GET(self) -> None:
+        if self.path == "/results/1":
+            self._send_json(200, b'{"status":"succeeded","analyzeResult":{"pages":[]}}')
+            return
+        self.send_error(404)
+
+    def do_PUT(self) -> None:
+        self.do_POST()
+
+    def do_PATCH(self) -> None:
+        self.do_POST()
+
+    def do_DELETE(self) -> None:
+        self.do_POST()
+
+    def _send_json(self, status: int, body: bytes) -> None:
+        self.send_response(status)
+        self.send_header("content-type", "application/json")
+        self.send_header("content-length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+def _controlled_upstream(
+    stream_chunks: tuple[bytes, ...] = _SSE_CHUNKS,
+) -> AbstractContextManager[_ControlledUpstream]:
+    return serve_in_thread(_ControlledUpstream(stream_chunks))
+
+
+def _case(identifier: str) -> _FixtureInput:
+    return _FixtureInput(identifier=identifier)
+
+
+def _sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    return httpx.post(f"{api_base}/v1/operation", content=b"{}", timeout=5)
+
+
+def _stream_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    return httpx.post(f"{api_base}/v1/chat/completions", content=b"{}", timeout=5)
+
+
+def _error_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    response: Final = httpx.post(f"{api_base}/error", content=b"{}", timeout=5)
+    response.raise_for_status()
+    return response
+
+
+def _method_sdk_call(method: str) -> Callable[[str, _FixtureInput], object]:
+    def call(api_base: str, case_input: _FixtureInput) -> object:
+        return httpx.request(method, f"{api_base}/method", json={"id": case_input.identifier}, timeout=5)
+
+    return call
+
+
+def _multi_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    upload: Final = httpx.post(f"{api_base}/upload", json={"document": case_input.identifier}, timeout=5)
+    upload.raise_for_status()
+    parsed: Final = httpx.post(f"{api_base}/parse", json={"input": upload.json()["file_id"]}, timeout=5)
+    parsed.raise_for_status()
+    return parsed
+
+
+def _polling_sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+    started: Final = httpx.post(f"{api_base}/analyze", json={"document": case_input.identifier}, timeout=5)
+    operation_location: Final = started.headers["operation-location"]
+    completed: Final = httpx.get(operation_location, timeout=5)
+    completed.raise_for_status()
+    return completed
+
+
+def test_recording_deduplicates_per_target_and_caps_global_concurrency(tmp_path: Path) -> None:
+    shared_input: Final = _case("shared")
+    with _controlled_upstream() as upstream:
+        spec: Final = UpstreamEndpoint(base_url=upstream.url)
+        targets: Final = (
+            RecordingTarget(
+                name="first",
+                upstream=spec,
+                strategy=st.just(shared_input),
+                invocation=_Invocation(_sdk_call),
+                required_inputs=(shared_input, shared_input),
+            ),
+            RecordingTarget(
+                name="second",
+                upstream=spec,
+                strategy=st.just(shared_input),
+                invocation=_Invocation(_sdk_call),
+                required_inputs=(shared_input,),
+            ),
+        )
+        summary: Final = record_fixtures(targets, tmp_path, examples=1, concurrency=2, case_type=_ParityCase)
+
+    assert len(summary.recorded) == 2
+    assert {result.target_name for result in summary.recorded} == {"first", "second"}
+    assert summary.cached == ()
+    assert summary.failed == ()
+    assert upstream.request_count == 2
+    assert upstream.max_active_requests == 2
+    assert len(recorded_fixtures(tmp_path, _ParityCase)) == 2
+    for path in tmp_path.rglob("*.yaml"):
+        contents = path.read_text(encoding="utf-8")
+        assert f"schema_version: {FIXTURE_SCHEMA_VERSION}" in contents
+        assert "recorded_at:" in contents
+
+
+def test_pipeline_rejects_stale_fixture_before_provider_call(tmp_path: Path) -> None:
+    case_input: Final = _case("stale")
+    directory: Final = tmp_path / "stale-target"
+    directory.mkdir()
+    path: Final = fixture_path(directory, case_input).with_suffix(".json")
+    path.write_text('{"schema_version": 0}\n', encoding="utf-8")
+    target: Final = RecordingTarget(
+        name="stale-target",
+        upstream=UpstreamEndpoint(base_url="http://127.0.0.1:1"),
+        strategy=st.just(case_input),
+        invocation=_Invocation(_sdk_call),
+    )
+
+    summary: Final = record_fixtures(
+        (target,),
+        tmp_path,
+        examples=1,
+        concurrency=1,
+        case_type=_ParityCase,
+    )
+
+    assert summary.recorded == ()
+    assert summary.cached == ()
+    assert len(summary.failed) == 1
+    assert str(summary.failed[0].error) == (
+        f"fixture {path} has schema_version 0, expected {FIXTURE_SCHEMA_VERSION}; "
+        "delete it and regenerate the fixture bundle"
+    )
+
+
+def test_cached_fixture_is_reported_without_provider_call(tmp_path: Path) -> None:
+    case_input: Final = _case("cached")
+    with _controlled_upstream() as upstream:
+        target: Final = RecordingTarget(
+            name="cached-target",
+            upstream=UpstreamEndpoint(base_url=upstream.url),
+            strategy=st.just(case_input),
+            invocation=_Invocation(_sdk_call),
+        )
+        first: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+        second: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+
+    assert len(first.recorded) == 1
+    assert len(second.cached) == 1
+    assert upstream.request_count == 1
+
+
+def test_streaming_response_records_and_replays_chunks() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("stream"),
+            _stream_sdk_call,
+        )
+
+    response: Final = responses[0]
+    assert isinstance(response, RecordedHttpStreamResponse)
+    assert tuple(chunk.data_bytes() for chunk in response.chunks) == _SSE_CHUNKS
+    assert isinstance(response.model_dump(mode="json")["chunks"], list)
+
+    with replay_server() as provider:
+        provider.enqueue_response(response)
+        with httpx.stream("POST", f"{provider.url}/v1/chat/completions", json={}) as replayed:
+            replayed_chunks: Final = tuple(replayed.iter_raw())
+        provider.take_requests(1)
+
+    assert replayed_chunks == _SSE_CHUNKS
+
+
+def test_non_successful_provider_response_is_recorded() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("provider-error"),
+            _error_sdk_call,
+        )
+
+    response: Final = responses[0]
+    assert response.status_code == 429
+
+
+def test_sensitive_response_headers_are_not_recorded() -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case("headers"),
+            _sdk_call,
+        )
+
+    assert all(header.name.lower() != "set-cookie" for header in responses[0].headers)
+
+
+def test_recorded_requests_strip_credentials_without_changing_the_live_request() -> None:
+    def sdk_call(api_base: str, case_input: _FixtureInput) -> object:
+        return httpx.post(
+            f"{api_base}/credentials?api_key=query-secret&api-version=1",
+            headers={
+                "Authorization": "Bearer header-secret",
+                "Ocp-Apim-Subscription-Key": "azure-secret",
+                "Cookie": "session=cookie-secret",
+                "X-Test": case_input.identifier,
+            },
+            content=b"\xffdocument",
+        )
+
+    with _controlled_upstream() as upstream:
+        interactions: Final = record_upstream_interactions(
+            UpstreamEndpoint(upstream.url), _case("credentials"), sdk_call
+        )
+
+    interaction: Final = interactions[0]
+    assert interaction.response.status_code == 200
+    assert interaction.request.uri == "http://parity-provider.invalid/credentials?api-version=1"
+    assert interaction.request.body == b"\xffdocument"
+    assert interaction.request.headers["x-test"] == "credentials"
+    assert all(
+        header not in interaction.request.headers for header in ("authorization", "ocp-apim-subscription-key", "cookie")
+    )
+
+
+@pytest.mark.parametrize("method", ("PUT", "PATCH", "DELETE"))
+def test_recording_and_replay_support_mutating_http_methods(method: str) -> None:
+    sdk_call: Final = _method_sdk_call(method)
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case(method),
+            sdk_call,
+        )
+    with replay_server() as provider:
+        provider.enqueue_response(responses[0])
+        sdk_call(provider.url, _case(method))
+        requests: Final = provider.take_requests(1)
+
+    assert requests[0].method == method
+
+
+def test_stream_response_model_rejects_buffered_body() -> None:
+    with pytest.raises(ValueError, match="Extra inputs are not permitted"):
+        RecordedHttpStreamResponse.model_validate(
+            {
+                "kind": "http_stream",
+                "status_code": 200,
+                "headers": [HttpHeader(name="content-type", value="text/event-stream")],
+                "chunks": [RecordedStreamChunk.from_bytes(b"data: [DONE]\n\n")],
+                "body_b64": "",
+            }
+        )
+
+
+@pytest.mark.parametrize("sdk_call", (_multi_sdk_call, _polling_sdk_call))
+def test_multiple_provider_calls_record_and_replay_in_order(
+    sdk_call: Callable[[str, _FixtureInput], object],
+) -> None:
+    with _controlled_upstream() as upstream:
+        responses: Final = record_upstream_responses(
+            UpstreamEndpoint(base_url=upstream.url),
+            _case(sdk_call.__name__),
+            sdk_call,
+        )
+
+    assert len(responses) == 2
+    with replay_server() as provider:
+        for response in responses:
+            provider.enqueue_response(response)
+        sdk_call(provider.url, _case(sdk_call.__name__))
+        requests: Final = provider.take_requests(2)
+
+    assert len(requests) == 2
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("failed", (False, True), ids=("completed", "application-error"))
+async def test_typed_stream_recording_cassette_replay_parity(
+    tmp_path: Path, mode: Literal["sync", "async"], failed: bool
+) -> None:
+    case_input: Final = _case("typed-stream")
+    outcomes: Final[queue.SimpleQueue[StreamOutcome]] = queue.SimpleQueue()
+
+    def record(api_base: str, sdk_input: _FixtureInput) -> None:
+        outcome: Final = (
+            consume_sync_stream(lambda: _sync_events(api_base, sdk_input))
+            if mode == "sync"
+            else asyncio.run(_consume_async_events(api_base, sdk_input))
+        )
+        outcomes.put(outcome)
+
+    with _controlled_upstream(_event_chunks(failed)) as upstream:
+        target: Final = RecordingTarget(
+            name="stream",
+            upstream=UpstreamEndpoint(upstream.url),
+            strategy=st.just(case_input),
+            invocation=_Invocation(record),
+        )
+        summary: Final = record_fixtures((target,), tmp_path, 1, 1, _ParityCase)
+
+    assert summary.failed == ()
+    assert len(summary.recorded) == 1
+    recorded: Final = outcomes.get_nowait()
+    loaded: Final = load_fixture(tmp_path / "stream", case_input, _ParityCase)
+    assert loaded is not None
+    response: Final = loaded.provider_responses[0]
+    assert isinstance(response, RecordedHttpStreamResponse)
+    assert response.status_code == 200
+    wire_bytes: Final = b"".join(chunk.data_bytes() for chunk in response.chunks)
+    assert wire_bytes == b"".join(_event_chunks(failed))
+    coalesced: Final = response.model_copy(update={"chunks": (RecordedStreamChunk.from_bytes(wire_bytes),)})
+
+    with replay_server() as provider:
+        first: Final = await _replay_events(mode, provider, response, case_input)
+        second: Final = await _replay_events(mode, provider, coalesced, case_input)
+    assert_request_parity(first.requests, second.requests)
+    assert len(first.requests) == 1
+    assert first.requests[0].body == {"id": case_input.identifier}
+    assert_stream_parity(recorded, first.response)
+    assert_stream_parity(first.response, second.response)
+    expected: Final = (_StreamEvent(kind="delta", value="café"), _StreamEvent(kind="delta", value="second"))
+    assert first.response.chunks == (expected if failed else (*expected, _StreamEvent(kind="done", value="")))
+    if failed:
+        assert isinstance(first.response.terminal, StreamFailed)
+        assert first.response.terminal.phase == "iteration"
+        assert first.response.terminal.exception_type is _StreamApplicationError
+        assert first.response.terminal.error.code == "invalid_input"
+        assert first.response.terminal.error.message == "invalid input"
+    else:
+        assert first.response.terminal == StreamCompleted()
diff --git a/tests/rust-python-harness/shared/parity/http.py b/tests/rust-python-harness/shared/parity/http.py
new file mode 100644
index 00000000000..46cdbeedb59
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/http.py
@@ -0,0 +1,75 @@
+from __future__ import annotations
+
+from collections.abc import Iterable
+from typing import Final
+from urllib.parse import urlsplit, urlunsplit
+
+PARITY_PROVIDER_HOST: Final = "parity-provider.invalid"
+
+HOP_BY_HOP_HEADERS: Final[frozenset[str]] = frozenset(
+    {
+        "connection",
+        "keep-alive",
+        "proxy-authenticate",
+        "proxy-authorization",
+        "te",
+        "trailer",
+        "trailers",
+        "transfer-encoding",
+        "upgrade",
+    }
+)
+
+REQUEST_DROPPED_HEADERS: Final[frozenset[str]] = HOP_BY_HOP_HEADERS | {
+    "host",
+    "content-length",
+    "accept-encoding",
+}
+
+RESPONSE_DROPPED_HEADERS: Final[frozenset[str]] = HOP_BY_HOP_HEADERS | {
+    "content-encoding",
+    "content-length",
+    "set-cookie",
+}
+
+
+def connection_header_names(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    return frozenset(
+        token.strip().lower()
+        for name, value in headers
+        if name.lower() == "connection"
+        for token in value.split(",")
+        if token.strip()
+    )
+
+
+def dropped_request_headers(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    materialized: Final = tuple(headers)
+    return REQUEST_DROPPED_HEADERS | connection_header_names(materialized)
+
+
+def dropped_response_headers(headers: Iterable[tuple[str, str]]) -> frozenset[str]:
+    materialized: Final = tuple(headers)
+    return RESPONSE_DROPPED_HEADERS | connection_header_names(materialized)
+
+
+def is_streaming_response(content_type: str) -> bool:
+    return "text/event-stream" in content_type.lower()
+
+
+def normalized_response_header(name: str, value: str) -> str:
+    if name.lower() not in {"location", "operation-location"}:
+        return value
+    parsed: Final = urlsplit(value)
+    if not parsed.netloc:
+        return value
+    return urlunsplit(("http", PARITY_PROVIDER_HOST, parsed.path, parsed.query, parsed.fragment))
+
+
+def local_response_header(name: str, value: str, provider_url: str) -> str:
+    if name.lower() not in {"location", "operation-location"}:
+        return value
+    parsed: Final = urlsplit(value)
+    if parsed.hostname != PARITY_PROVIDER_HOST:
+        return value
+    return f"{provider_url}{parsed.path}{'?' + parsed.query if parsed.query else ''}"
diff --git a/tests/rust-python-harness/shared/parity/inprocess.py b/tests/rust-python-harness/shared/parity/inprocess.py
new file mode 100644
index 00000000000..36a73db9239
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/inprocess.py
@@ -0,0 +1,47 @@
+from __future__ import annotations
+
+from collections.abc import Awaitable, Callable
+from dataclasses import dataclass
+from typing import Final, Generic, TypeVar
+
+from .models import CapturedRequest
+from .recorded_http import RecordedResponse
+from .replay import ReplayServer
+
+ResponseT = TypeVar("ResponseT")
+
+
+@dataclass(frozen=True, slots=True)
+class InProcessExecution(Generic[ResponseT]):
+    requests: tuple[CapturedRequest, ...]
+    response: ResponseT
+
+
+def run_in_process(
+    provider: ReplayServer,
+    recorded_responses: tuple[RecordedResponse, ...],
+    call: Callable[[str], ResponseT],
+) -> InProcessExecution[ResponseT]:
+    for recorded_response in recorded_responses:
+        provider.enqueue_response(recorded_response)
+    try:
+        response: Final = call(provider.url)
+        return InProcessExecution(requests=provider.take_requests(len(recorded_responses)), response=response)
+    except Exception:
+        provider.reset()
+        raise
+
+
+async def run_in_process_async(
+    provider: ReplayServer,
+    recorded_responses: tuple[RecordedResponse, ...],
+    call: Callable[[str], Awaitable[ResponseT]],
+) -> InProcessExecution[ResponseT]:
+    for recorded_response in recorded_responses:
+        provider.enqueue_response(recorded_response)
+    try:
+        response: Final = await call(provider.url)
+        return InProcessExecution(requests=provider.take_requests(len(recorded_responses)), response=response)
+    except Exception:
+        provider.reset()
+        raise
diff --git a/tests/rust-python-harness/shared/parity/local_server.py b/tests/rust-python-harness/shared/parity/local_server.py
new file mode 100644
index 00000000000..6cf2377d123
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/local_server.py
@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+import threading
+from collections.abc import Generator, Iterable
+from contextlib import contextmanager
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from typing import Final, TypeVar
+
+
+class LocalHttpServer(ThreadingHTTPServer):
+    daemon_threads = True
+
+    @property
+    def url(self) -> str:
+        return f"http://127.0.0.1:{self.server_address[1]}"
+
+
+class LocalHttpHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def write_chunk(self, chunk: bytes) -> None:
+        self.wfile.write(f"{len(chunk):X}\r\n".encode("ascii"))
+        self.wfile.write(chunk)
+        self.wfile.write(b"\r\n")
+        self.wfile.flush()
+
+    def finish_chunked(self) -> None:
+        self.wfile.write(b"0\r\n\r\n")
+        self.wfile.flush()
+
+    def write_chunked(self, chunks: Iterable[bytes]) -> None:
+        for chunk in chunks:
+            self.write_chunk(chunk)
+        self.finish_chunked()
+
+    def log_message(self, format: str, *args: object) -> None:
+        return
+
+
+ServerT = TypeVar("ServerT", bound=LocalHttpServer)
+
+
+@contextmanager
+def serve_in_thread(server: ServerT, poll_interval: float = 0.5) -> Generator[ServerT]:
+    thread: Final = threading.Thread(
+        target=server.serve_forever,
+        kwargs={"poll_interval": poll_interval},
+        daemon=True,
+    )
+    thread.start()
+    try:
+        yield server
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
diff --git a/tests/rust-python-harness/shared/parity/models.py b/tests/rust-python-harness/shared/parity/models.py
new file mode 100644
index 00000000000..898b58d23ee
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/models.py
@@ -0,0 +1,145 @@
+from __future__ import annotations
+
+import base64
+from typing import Annotated, Final, Literal, cast
+
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, TypeAdapter
+
+
+class CapturedRequest(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    method: str
+    path: str
+    headers: tuple[tuple[str, str], ...]
+    body: JsonValue
+    user_agent: str | None
+
+
+class SDKSuccess(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["ok"] = "ok"
+    response: JsonValue
+
+
+class SDKError(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["error"] = "error"
+    exception_type: str
+    message: str
+    status_code: int | None
+    code: str | None
+    error_type: str | None
+    param: str | None
+    model: str | None
+    llm_provider: str | None
+
+
+class SDKJsonChunk(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["json"] = "json"
+    value: JsonValue
+
+
+class SDKBytesChunk(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["bytes"] = "bytes"
+    data_b64: str
+
+    def data_bytes(self) -> bytes:
+        return base64.b64decode(self.data_b64, validate=True)
+
+
+SDKChunk = Annotated[SDKJsonChunk | SDKBytesChunk, Field(discriminator="kind")]
+
+
+class SDKStreamCompleted(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["completed"] = "completed"
+
+
+class SDKStreamFailed(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["failed"] = "failed"
+    error: SDKError
+
+
+SDKStreamTerminal = Annotated[SDKStreamCompleted | SDKStreamFailed, Field(discriminator="kind")]
+
+
+class SDKStreamReport(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["stream"] = "stream"
+    chunks: tuple[SDKChunk, ...]
+    terminal: SDKStreamTerminal
+
+
+SDKReport = Annotated[SDKSuccess | SDKError | SDKStreamReport, Field(discriminator="status")]
+JSON_VALUE_ADAPTER: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+
+
+def sdk_chunk(value: object) -> SDKChunk:
+    if isinstance(value, bytes):
+        return SDKBytesChunk(data_b64=base64.b64encode(value).decode("ascii"))
+    if isinstance(value, BaseModel):
+        return SDKJsonChunk(value=JSON_VALUE_ADAPTER.validate_python(value.model_dump(mode="json")))
+    return SDKJsonChunk(value=JSON_VALUE_ADAPTER.validate_python(value))
+
+
+def _string_attribute(error: Exception, name: str) -> str | None:
+    value: Final = cast(object | None, getattr(error, name, None))
+    return None if value is None else str(value)
+
+
+def sdk_error_report(error: Exception) -> SDKError:
+    message, _, _ = str(error).partition("\nTraceback (most recent call last):")
+    raw_status_code: Final = cast(object | None, getattr(error, "status_code", None))
+    status_code: Final = raw_status_code if isinstance(raw_status_code, int) else None
+    return SDKError(
+        exception_type=f"{type(error).__module__}.{type(error).__qualname__}",
+        message=message.rstrip(),
+        status_code=status_code,
+        code=_string_attribute(error, "code"),
+        error_type=_string_attribute(error, "type"),
+        param=_string_attribute(error, "param"),
+        model=_string_attribute(error, "model"),
+        llm_provider=_string_attribute(error, "llm_provider"),
+    )
+
+
+class Execution(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    requests: tuple[CapturedRequest, ...]
+    report: SDKReport
+
+
+class SDKCommand(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    case_file: str
+    route: str
+
+
+class WorkerSuccess(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["ok"] = "ok"
+    report: SDKReport
+
+
+class WorkerFailure(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    status: Literal["error"] = "error"
+    error: str
+
+
+WorkerResult = Annotated[WorkerSuccess | WorkerFailure, Field(discriminator="status")]
diff --git a/tests/rust-python-harness/shared/parity/recorded_http.py b/tests/rust-python-harness/shared/parity/recorded_http.py
new file mode 100644
index 00000000000..940c5211753
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/recorded_http.py
@@ -0,0 +1,63 @@
+from __future__ import annotations
+
+import base64
+from typing import Annotated, Literal
+
+from pydantic import BaseModel, ConfigDict, Field
+
+
+class _RecordedHttpModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+
+class HttpHeader(_RecordedHttpModel):
+    name: str
+    value: str
+
+
+class RecordedHttpResponse(_RecordedHttpModel):
+    kind: Literal["http"]
+    status_code: int
+    headers: tuple[HttpHeader, ...]
+    body_b64: str
+
+    @classmethod
+    def from_bytes(
+        cls,
+        status_code: int,
+        headers: tuple[HttpHeader, ...],
+        body: bytes,
+    ) -> RecordedHttpResponse:
+        return cls(
+            kind="http",
+            status_code=status_code,
+            headers=headers,
+            body_b64=base64.b64encode(body).decode("ascii"),
+        )
+
+    def body_bytes(self) -> bytes:
+        return base64.b64decode(self.body_b64, validate=True)
+
+
+class RecordedStreamChunk(_RecordedHttpModel):
+    data_b64: str
+
+    @classmethod
+    def from_bytes(cls, data: bytes) -> RecordedStreamChunk:
+        return cls(data_b64=base64.b64encode(data).decode("ascii"))
+
+    def data_bytes(self) -> bytes:
+        return base64.b64decode(self.data_b64, validate=True)
+
+
+class RecordedHttpStreamResponse(_RecordedHttpModel):
+    kind: Literal["http_stream"]
+    status_code: int
+    headers: tuple[HttpHeader, ...]
+    chunks: tuple[RecordedStreamChunk, ...]
+
+
+RecordedResponse = Annotated[
+    RecordedHttpResponse | RecordedHttpStreamResponse,
+    Field(discriminator="kind"),
+]
diff --git a/tests/rust-python-harness/shared/parity/replay.py b/tests/rust-python-harness/shared/parity/replay.py
new file mode 100644
index 00000000000..c7bf76895ad
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/replay.py
@@ -0,0 +1,124 @@
+from __future__ import annotations
+
+import base64
+import queue
+from contextlib import AbstractContextManager
+from typing import Final
+
+from pydantic import JsonValue, TypeAdapter
+
+from .http import local_response_header
+from .local_server import LocalHttpHandler, LocalHttpServer, serve_in_thread
+from .models import CapturedRequest
+from .recorded_http import RecordedHttpResponse, RecordedHttpStreamResponse, RecordedResponse
+
+JSON_VALUE: Final[TypeAdapter[JsonValue]] = TypeAdapter(JsonValue)
+EXCLUDED_REQUEST_HEADERS: Final = frozenset(
+    {
+        "host",
+        "content-length",
+        "connection",
+        "accept-encoding",
+        "user-agent",
+        "x-litellm-parity-route",
+    }
+)
+EXCLUDED_RESPONSE_HEADERS: Final = frozenset({"content-length", "transfer-encoding", "connection"})
+
+
+def _replay_response_header(name: str, value: str, provider_url: str) -> str:
+    if name.lower() == "retry-after":
+        return "0"
+    return local_response_header(name, value, provider_url)
+
+
+class ReplayServer(LocalHttpServer):
+    def __init__(self) -> None:
+        super().__init__(("127.0.0.1", 0), _ReplayHandler)
+        self.responses: queue.Queue[RecordedResponse] = queue.Queue()
+        self.requests: queue.Queue[CapturedRequest] = queue.Queue()
+
+    def enqueue_response(self, response: RecordedResponse) -> None:
+        self.responses.put(response)
+
+    def take_requests(self, expected_count: int) -> tuple[CapturedRequest, ...]:
+        request_count: Final = self.requests.qsize()
+        if request_count != expected_count:
+            raise AssertionError(f"expected exactly {expected_count} provider requests, received {request_count}")
+        return tuple(self.requests.get_nowait() for _ in range(request_count))
+
+    def reset(self) -> None:
+        while not self.responses.empty():
+            self.responses.get_nowait()
+        while not self.requests.empty():
+            self.requests.get_nowait()
+
+
+class _ReplayHandler(LocalHttpHandler):
+    def do_POST(self) -> None:
+        self._replay()
+
+    def do_GET(self) -> None:
+        self._replay()
+
+    def do_PUT(self) -> None:
+        self._replay()
+
+    def do_PATCH(self) -> None:
+        self._replay()
+
+    def do_DELETE(self) -> None:
+        self._replay()
+
+    def _replay(self) -> None:
+        provider: Final = self.server
+        assert isinstance(provider, ReplayServer)
+        length: Final = int(self.headers.get("content-length") or "0")
+        raw_body: Final = self.rfile.read(length) if length else b""
+        content_type: Final = self.headers.get("content-type", "")
+        body: Final = (
+            JSON_VALUE.validate_json(raw_body)
+            if raw_body and content_type.lower().startswith("application/json")
+            else base64.b64encode(raw_body).decode("ascii")
+            if raw_body
+            else None
+        )
+        headers: Final = tuple(
+            sorted(
+                (name.lower(), value)
+                for name, value in self.headers.raw_items()
+                if name.lower() not in EXCLUDED_REQUEST_HEADERS
+            )
+        )
+        provider.requests.put(
+            CapturedRequest(
+                method=self.command,
+                path=self.path,
+                headers=headers,
+                body=body,
+                user_agent=self.headers.get("user-agent"),
+            )
+        )
+        try:
+            response: Final = provider.responses.get(timeout=5)
+        except queue.Empty:
+            self.send_error(500, "no replay response queued")
+            return
+        self.send_response_only(response.status_code)
+        for header in response.headers:
+            if header.name.lower() not in EXCLUDED_RESPONSE_HEADERS:
+                self.send_header(header.name, _replay_response_header(header.name, header.value, provider.url))
+        if isinstance(response, RecordedHttpResponse):
+            response_body: Final = response.body_bytes()
+            self.send_header("content-length", str(len(response_body)))
+            self.end_headers()
+            self.wfile.write(response_body)
+            return
+        assert isinstance(response, RecordedHttpStreamResponse)
+        self.send_header("transfer-encoding", "chunked")
+        self.end_headers()
+        self.write_chunked(chunk.data_bytes() for chunk in response.chunks)
+
+
+def replay_server() -> AbstractContextManager[ReplayServer]:
+    return serve_in_thread(ReplayServer(), poll_interval=0.01)
diff --git a/tests/rust-python-harness/shared/parity/runner.py b/tests/rust-python-harness/shared/parity/runner.py
new file mode 100644
index 00000000000..43a583382cb
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/runner.py
@@ -0,0 +1,190 @@
+from __future__ import annotations
+
+import asyncio
+import os
+import subprocess
+import sys
+from collections import deque
+from collections.abc import Callable, Generator
+from concurrent.futures import ThreadPoolExecutor, TimeoutError
+from contextlib import contextmanager
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, TextIO, cast
+
+from pydantic import TypeAdapter, ValidationError
+
+from .models import (
+    Execution,
+    SDKCommand,
+    WorkerFailure,
+    WorkerResult,
+    WorkerSuccess,
+)
+from .recorded_http import RecordedResponse
+from .replay import ReplayServer, replay_server
+
+WORKER_RESULT_PREFIX: Final = "LITELLM_PARITY_RESULT "
+WORKER_RESULT_ADAPTER: Final[TypeAdapter[WorkerResult]] = TypeAdapter(WorkerResult)
+PROJECT_ROOT: Final = Path(__file__).resolve().parents[4]
+
+
+@dataclass(frozen=True, slots=True)
+class SubprocessRunner:
+    entrypoint: Path
+    baseline_user_agent: str
+    route_label: str
+
+    def command(self, provider_url: str) -> tuple[str, ...]:
+        return (
+            sys.executable,
+            "-m",
+            ".".join(
+                self.entrypoint.resolve().relative_to(PROJECT_ROOT).with_suffix("").parts
+            ),
+            "--parity-worker",
+            provider_url,
+        )
+
+
+@dataclass(frozen=True, slots=True)
+class ExecutionVariant:
+    name: str
+    environment: tuple[tuple[str, str], ...]
+
+
+class SubprocessWorker:
+    def __init__(self, runner: SubprocessRunner, provider: ReplayServer, variant: ExecutionVariant) -> None:
+        project_root: Final = str(PROJECT_ROOT)
+        existing_pythonpath: Final = os.environ.get("PYTHONPATH")
+        env: Final = {
+            **os.environ,
+            **dict(variant.environment),
+            "LITELLM_USER_AGENT": runner.baseline_user_agent,
+            "PYTHONPATH": os.pathsep.join(path for path in (project_root, existing_pythonpath) if path),
+        }
+        self.mode: Final = variant.name
+        self.route_label: Final = runner.route_label
+        self.provider: Final = provider
+        self.process: Final = subprocess.Popen(
+            runner.command(provider.url),
+            stdin=subprocess.PIPE,
+            stdout=subprocess.PIPE,
+            stderr=subprocess.STDOUT,
+            text=True,
+            bufsize=1,
+            env=env,
+        )
+        self.output_reader: Final = ThreadPoolExecutor(max_workers=1)
+        self.recent_output: Final[deque[str]] = deque(maxlen=100)
+
+    def execute(
+        self,
+        case_file: Path,
+        route: str,
+        responses: tuple[RecordedResponse, ...],
+    ) -> Execution:
+        stdin: Final = self.process.stdin
+        if stdin is None or self.process.poll() is not None:
+            raise AssertionError(f"{self.mode} {self.route_label} worker exited before processing {case_file}")
+        for response in responses:
+            self.provider.enqueue_response(response)
+        command: Final = SDKCommand(case_file=str(case_file), route=route)
+        try:
+            stdin.write(f"{command.model_dump_json()}\n")
+            stdin.flush()
+            result: Final = self.output_reader.submit(self._read_result).result(timeout=60)
+        except TimeoutError as error:
+            self.provider.reset()
+            self.close()
+            raise AssertionError(
+                f"{self.mode} {self.route_label} worker timed out after 60s while processing {case_file}"
+            ) from error
+        except AssertionError:
+            self.provider.reset()
+            raise
+        except (BrokenPipeError, OSError) as error:
+            self.provider.reset()
+            raise AssertionError(self._failure_message(f"worker pipe failed while processing {case_file}")) from error
+        if isinstance(result, WorkerFailure):
+            self.provider.reset()
+            raise AssertionError(
+                f"{self.mode} {self.route_label} worker failed while processing {case_file}:\n{result.error}"
+            )
+        assert isinstance(result, WorkerSuccess)
+        try:
+            return Execution(requests=self.provider.take_requests(len(responses)), report=result.report)
+        except AssertionError:
+            self.provider.reset()
+            raise
+
+    def _read_result(self) -> WorkerResult:
+        process_stdout: Final = self.process.stdout
+        if process_stdout is None:
+            raise AssertionError(self._failure_message("worker stdout is unavailable"))
+        stdout: Final = cast(TextIO, process_stdout)
+        line: Final = stdout.readline()
+        if not line:
+            raise AssertionError(self._failure_message("worker exited without returning a result"))
+        stripped: Final = line.rstrip()
+        if not stripped.startswith(WORKER_RESULT_PREFIX):
+            self.recent_output.append(stripped)
+            return self._read_result()
+        payload: Final = stripped.removeprefix(WORKER_RESULT_PREFIX)
+        try:
+            return WORKER_RESULT_ADAPTER.validate_json(payload)
+        except ValidationError as error:
+            raise AssertionError(self._failure_message("worker returned an invalid result")) from error
+
+    def _failure_message(self, message: str) -> str:
+        output: Final = "\n".join(self.recent_output)
+        prefix: Final = f"{self.mode} {self.route_label}"
+        return f"{prefix} {message}" if not output else f"{prefix} {message}\noutput:\n{output}"
+
+    def close(self) -> None:
+        stdin: Final = self.process.stdin
+        if stdin is not None and not stdin.closed:
+            stdin.close()
+        try:
+            self.process.wait(timeout=10)
+        except subprocess.TimeoutExpired:
+            self.process.terminate()
+            self.process.wait(timeout=10)
+        self.output_reader.shutdown(wait=True, cancel_futures=True)
+
+
+@contextmanager
+def execution_worker(
+    runner: SubprocessRunner,
+    variant: ExecutionVariant,
+) -> Generator[SubprocessWorker]:
+    with replay_server() as provider:
+        worker: Final = SubprocessWorker(runner, provider, variant)
+        try:
+            yield worker
+        finally:
+            worker.close()
+
+
+@contextmanager
+def execution_worker_pair(
+    runner: SubprocessRunner,
+    baseline: ExecutionVariant,
+    candidate: ExecutionVariant,
+) -> Generator[tuple[SubprocessWorker, SubprocessWorker]]:
+    with execution_worker(runner, baseline) as baseline_worker:
+        with execution_worker(runner, candidate) as candidate_worker:
+            yield baseline_worker, candidate_worker
+
+
+def parity_worker_main(
+    execute_command: Callable[[str, str, asyncio.AbstractEventLoop], WorkerResult],
+    mock_url: str,
+) -> None:
+    event_loop: Final = asyncio.new_event_loop()
+    try:
+        for line in sys.stdin:
+            sys.stdout.write(f"{WORKER_RESULT_PREFIX}{execute_command(line, mock_url, event_loop).model_dump_json()}\n")
+            sys.stdout.flush()
+    finally:
+        event_loop.close()
diff --git a/tests/rust-python-harness/shared/parity/stream.py b/tests/rust-python-harness/shared/parity/stream.py
new file mode 100644
index 00000000000..9da7bd42d93
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/stream.py
@@ -0,0 +1,158 @@
+from __future__ import annotations
+
+from collections.abc import AsyncIterable, Awaitable, Callable, Iterable
+from dataclasses import dataclass
+from typing import Final, Literal, TypeAlias
+
+from .compare import assert_value_parity
+from .models import (
+    SDKError,
+    SDKReport,
+    SDKStreamCompleted,
+    SDKStreamFailed,
+    SDKStreamReport,
+    sdk_chunk,
+    sdk_error_report,
+)
+
+
+@dataclass(frozen=True, slots=True)
+class StreamCompleted:
+    kind: Literal["completed"] = "completed"
+
+
+@dataclass(frozen=True, slots=True)
+class StreamFailed:
+    phase: Literal["creation", "iteration"]
+    exception_type: type[BaseException]
+    error: SDKError
+    kind: Literal["failed"] = "failed"
+
+
+StreamTerminal: TypeAlias = StreamCompleted | StreamFailed
+
+
+@dataclass(frozen=True, slots=True)
+class StreamOutcome:
+    wrapper_type: type[object] | None
+    supports_sync_iteration: bool | None
+    supports_async_iteration: bool | None
+    chunks: tuple[object, ...]
+    chunk_types: tuple[type[object], ...]
+    terminal: StreamTerminal
+
+
+ChunkNormalizer: TypeAlias = Callable[[object], object]
+
+
+def drain_sync_stream(stream: Iterable[object]) -> None:
+    for _ in stream:
+        pass
+
+
+async def drain_async_stream(stream: AsyncIterable[object]) -> None:
+    async for _ in stream:
+        pass
+
+
+def capture_sync_stream(create: Callable[[], Iterable[object]]) -> SDKReport:
+    return _stream_report(consume_sync_stream(create))
+
+
+async def capture_async_stream(create: Callable[[], Awaitable[AsyncIterable[object]]]) -> SDKReport:
+    return _stream_report(await consume_async_stream(create))
+
+
+def _stream_report(outcome: StreamOutcome) -> SDKReport:
+    terminal: Final = outcome.terminal
+    if isinstance(terminal, StreamFailed) and terminal.phase == "creation":
+        return terminal.error
+    return SDKStreamReport(
+        chunks=tuple(sdk_chunk(chunk) for chunk in outcome.chunks),
+        terminal=SDKStreamFailed(error=terminal.error) if isinstance(terminal, StreamFailed) else SDKStreamCompleted(),
+    )
+
+
+def _failed(phase: Literal["creation", "iteration"], error: Exception) -> StreamFailed:
+    return StreamFailed(
+        phase=phase,
+        exception_type=type(error),
+        error=sdk_error_report(error),
+    )
+
+
+def _creation_failure(error: Exception) -> StreamOutcome:
+    return StreamOutcome(
+        wrapper_type=None,
+        supports_sync_iteration=None,
+        supports_async_iteration=None,
+        chunks=(),
+        chunk_types=(),
+        terminal=_failed("creation", error),
+    )
+
+
+def _stream_outcome(
+    stream: object,
+    chunks: Iterable[object],
+    terminal: StreamTerminal,
+) -> StreamOutcome:
+    recorded: Final = tuple(chunks)
+    return StreamOutcome(
+        wrapper_type=type(stream),
+        supports_sync_iteration=hasattr(stream, "__iter__"),
+        supports_async_iteration=hasattr(stream, "__aiter__"),
+        chunks=recorded,
+        chunk_types=tuple(type(chunk) for chunk in recorded),
+        terminal=terminal,
+    )
+
+
+def consume_sync_stream(create: Callable[[], Iterable[object]]) -> StreamOutcome:
+    try:
+        stream: Final = create()
+    except Exception as error:
+        return _creation_failure(error)
+
+    chunks: list[object] = []  # mutable-ok: iterator consumption builds an ordered trace
+    try:
+        for chunk in stream:
+            chunks.append(chunk)  # noqa: PERF402  # partial trace is required if iteration raises
+    except Exception as error:
+        return _stream_outcome(stream, chunks, _failed("iteration", error))
+    return _stream_outcome(stream, chunks, StreamCompleted())
+
+
+async def consume_async_stream(create: Callable[[], Awaitable[AsyncIterable[object]]]) -> StreamOutcome:
+    try:
+        stream: Final = await create()
+    except Exception as error:
+        return _creation_failure(error)
+
+    chunks: list[object] = []  # mutable-ok: iterator consumption builds an ordered trace
+    try:
+        async for chunk in stream:
+            chunks.append(chunk)
+    except Exception as error:
+        return _stream_outcome(stream, chunks, _failed("iteration", error))
+    return _stream_outcome(stream, chunks, StreamCompleted())
+
+
+def normalize_chunk(chunk: object) -> object:
+    return chunk
+
+
+def assert_stream_parity(
+    baseline: StreamOutcome,
+    candidate: StreamOutcome,
+    *,
+    normalize: ChunkNormalizer = normalize_chunk,
+) -> None:
+    assert baseline.wrapper_type is candidate.wrapper_type
+    assert baseline.supports_sync_iteration is candidate.supports_sync_iteration
+    assert baseline.supports_async_iteration is candidate.supports_async_iteration
+    assert baseline.chunk_types == candidate.chunk_types
+    assert len(baseline.chunks) == len(candidate.chunks)
+    for index, (baseline_chunk, candidate_chunk) in enumerate(zip(baseline.chunks, candidate.chunks, strict=True)):
+        assert_value_parity(normalize(baseline_chunk), normalize(candidate_chunk), path=f"$.chunks[{index}]")
+    assert baseline.terminal == candidate.terminal
diff --git a/tests/rust-python-harness/shared/parity/test_parity.py b/tests/rust-python-harness/shared/parity/test_parity.py
new file mode 100644
index 00000000000..83daccdf8ba
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/test_parity.py
@@ -0,0 +1,190 @@
+from __future__ import annotations
+
+from types import MappingProxyType
+from typing import Final
+
+import pytest
+from pydantic import BaseModel, ConfigDict, JsonValue, PrivateAttr
+
+from .compare import assert_model_parity, assert_parity
+from .models import CapturedRequest, Execution, SDKError, SDKSuccess, sdk_error_report
+
+SENTINEL: Final = "python-parity-fallback"
+
+
+class _ComparableResponse(BaseModel):
+    value: str
+    _hidden_params: dict[str, object] = PrivateAttr(default_factory=dict)
+
+    def set_hidden_param(self, key: str, value: object) -> None:
+        self._hidden_params[key] = value
+
+
+class _DifferentResponse(BaseModel):
+    value: str
+
+
+class _FloatResponse(BaseModel):
+    values: list[float]
+
+
+class _PublicValue(BaseModel):
+    model_config = ConfigDict(extra="allow")
+
+    value: object
+
+
+class _PublicError(ValueError):
+    status_code: Final = 400
+
+
+def _execution(*, body: JsonValue = None, markdown: str = "same", user_agent: str | None = None) -> Execution:
+    return Execution(
+        requests=(
+            CapturedRequest(
+                method="POST",
+                path="/v1/test-route?mode=test",
+                headers=(("authorization", "Bearer test-key"), ("content-type", "application/json")),
+                body={"model": "test-model"} if body is None else body,
+                user_agent=user_agent,
+            ),
+        ),
+        report=SDKSuccess(response={"items": [{"text": markdown}], "model": "test-model"}),
+    )
+
+
+def test_parity_rejects_request_difference() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(body={"model": "different"}, user_agent="litellm-rust")
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_parity_rejects_response_difference() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(markdown="different", user_agent="litellm-rust")
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_parity_rejects_error_difference() -> None:
+    python: Final = Execution(
+        requests=(),
+        report=SDKError(
+            exception_type="litellm.exceptions.BadRequestError",
+            message="bad request",
+            status_code=400,
+            code=None,
+            error_type=None,
+            param=None,
+            model="test-model",
+            llm_provider="test-provider",
+        ),
+    )
+    rust: Final = python.model_copy(update={"report": python.report.model_copy(update={"status_code": 500})})
+
+    with pytest.raises(AssertionError):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_sdk_error_report_removes_traceback_but_keeps_public_fields() -> None:
+    error: Final = _PublicError("invalid input\nTraceback (most recent call last):\n  unstable")
+
+    report: Final = sdk_error_report(error)
+
+    assert report.exception_type.endswith("._PublicError")
+    assert report.message == "invalid input"
+    assert report.status_code == 400
+
+
+def test_parity_rejects_rust_fallback() -> None:
+    python: Final = _execution(user_agent=SENTINEL)
+    rust: Final = _execution(user_agent=SENTINEL)
+
+    with pytest.raises(AssertionError, match="fell back"):
+        assert_parity(python, rust, SENTINEL)
+
+
+def test_model_parity_compares_public_values_and_ignores_private_attrs() -> None:
+    python: Final = _ComparableResponse(value="same")
+    rust: Final = _ComparableResponse(value="same")
+    python.set_hidden_param("litellm_call_id", "python-id")
+    rust.set_hidden_param("litellm_call_id", "rust-id")
+
+    assert_model_parity(python, rust)
+
+
+def test_model_parity_rejects_public_value_difference() -> None:
+    python: Final = _ComparableResponse(value="python")
+    rust: Final = _ComparableResponse(value="rust")
+
+    with pytest.raises(AssertionError):
+        assert_model_parity(python, rust)
+
+
+def test_model_parity_rejects_type_difference() -> None:
+    with pytest.raises(AssertionError):
+        assert_model_parity(_ComparableResponse(value="same"), _DifferentResponse(value="same"))
+
+
+def test_model_parity_rejects_wire_float_rounding_difference() -> None:
+    with pytest.raises(AssertionError, match=r"\$\.values\[0\]"):
+        assert_model_parity(
+            _FloatResponse(values=[0.22590550796036835]),
+            _FloatResponse(values=[0.22590550796036837]),
+        )
+
+
+def test_model_parity_rejects_meaningful_float_difference() -> None:
+    with pytest.raises(AssertionError, match=r"\$\.values\[0\]"):
+        assert_model_parity(
+            _FloatResponse(values=[0.22590550796036835]),
+            _FloatResponse(values=[0.2259]),
+        )
+
+
+@pytest.mark.parametrize(
+    ("baseline", "candidate"),
+    (
+        (_ComparableResponse(value="same"), {"value": "same"}),
+        (_ComparableResponse(value="same"), _DifferentResponse(value="same")),
+        (True, 1),
+        (1, 1.0),
+        (["same"], ("same",)),
+        ({"value": "same"}, MappingProxyType({"value": "same"})),
+        ({True: "same"}, {1: "same"}),
+    ),
+    ids=("model-dict", "model-class", "bool-int", "int-float", "list-tuple", "mapping-class", "key-type"),
+)
+def test_model_parity_rejects_nested_type_changes(baseline: object, candidate: object) -> None:
+    with pytest.raises(AssertionError, match=r"\$\.value\[0\]"):
+        assert_model_parity(_PublicValue(value=[baseline]), _PublicValue(value=[candidate]))
+
+
+def test_model_parity_ignores_nested_private_attributes() -> None:
+    baseline: Final = _ComparableResponse(value="same")
+    candidate: Final = _ComparableResponse(value="same")
+    baseline.set_hidden_param("request_id", "baseline")
+    candidate.set_hidden_param("request_id", "candidate")
+
+    assert_model_parity(_PublicValue(value={"nested": [baseline]}), _PublicValue(value={"nested": [candidate]}))
+
+
+@pytest.mark.parametrize("extras", ({"provider_value": "changed"}, {}, {"provider_value": {"value": "same"}}))
+def test_model_parity_compares_public_extras(extras: dict[str, object]) -> None:
+    baseline: Final = _PublicValue.model_validate({"value": None, "provider_value": _ComparableResponse(value="same")})
+    candidate: Final = _PublicValue.model_validate({"value": None, **extras})
+
+    with pytest.raises(AssertionError):
+        assert_model_parity(baseline, candidate)
+
+
+def test_serialized_parity_rejects_boolean_integer_substitution() -> None:
+    with pytest.raises(AssertionError, match="type mismatch"):
+        assert_parity(
+            _execution(body={"enabled": True}, user_agent=SENTINEL),
+            _execution(body={"enabled": 1}, user_agent="candidate"),
+            SENTINEL,
+        )
diff --git a/tests/rust-python-harness/shared/parity/test_stream.py b/tests/rust-python-harness/shared/parity/test_stream.py
new file mode 100644
index 00000000000..48d3cec0407
--- /dev/null
+++ b/tests/rust-python-harness/shared/parity/test_stream.py
@@ -0,0 +1,344 @@
+from __future__ import annotations
+
+import queue
+from collections.abc import AsyncIterator, Iterator
+from typing import Final, Literal, NoReturn
+
+import pytest
+from pydantic import BaseModel, PrivateAttr, ValidationError
+
+from .models import (
+    SDKBytesChunk,
+    SDKError,
+    SDKJsonChunk,
+    SDKReport,
+    SDKStreamCompleted,
+    SDKStreamFailed,
+    SDKStreamReport,
+    sdk_error_report,
+)
+from .stream import (
+    StreamCompleted,
+    StreamFailed,
+    StreamOutcome,
+    assert_stream_parity,
+    capture_async_stream,
+    capture_sync_stream,
+    consume_async_stream,
+    consume_sync_stream,
+    drain_async_stream,
+    drain_sync_stream,
+)
+
+
+class _Chunk(BaseModel):
+    value: str
+    _hidden_params: dict[str, object] = PrivateAttr(default_factory=dict)
+
+    def set_hidden_param(self, key: str, value: object) -> None:
+        self._hidden_params[key] = value
+
+
+class _NestedChunk(BaseModel):
+    value: object
+
+
+class _SyncStream:
+    def __init__(self, chunks: tuple[object, ...], error: BaseException | None = None) -> None:
+        self.chunks: Final = chunks
+        self.error: Final = error
+
+    def __iter__(self) -> Iterator[object]:
+        yield from self.chunks
+        if self.error is not None:
+            raise self.error
+
+
+class _AsyncStream:
+    def __init__(self, chunks: tuple[object, ...], error: BaseException | None = None) -> None:
+        self.chunks: Final = chunks
+        self.error: Final = error
+
+    async def __aiter__(self) -> AsyncIterator[object]:
+        for chunk in self.chunks:
+            yield chunk
+        if self.error is not None:
+            raise self.error
+
+
+class _PublicStreamError(Exception):
+    def __init__(
+        self,
+        message: str = "invalid input",
+        *,
+        status_code: int = 400,
+        llm_provider: str = "test",
+        model: str = "test-model",
+        code: str = "invalid_input",
+        error_type: str = "validation_error",
+        param: str = "input",
+    ) -> None:
+        super().__init__(message)
+        self.status_code: Final = status_code
+        self.llm_provider: Final = llm_provider
+        self.model: Final = model
+        self.code: Final = code
+        self.type: Final = error_type
+        self.param: Final = param
+
+
+def _creation_error() -> NoReturn:
+    raise _PublicStreamError(status_code=429, llm_provider="test", model="test-model")
+
+
+async def _async_stream(chunks: tuple[object, ...], error: BaseException | None = None) -> _AsyncStream:
+    return _AsyncStream(chunks, error)
+
+
+async def _consume(
+    mode: Literal["sync", "async"], chunks: tuple[object, ...], error: Exception | None = None
+) -> StreamOutcome:
+    if mode == "sync":
+        return consume_sync_stream(lambda: _SyncStream(chunks, error))
+    return await consume_async_stream(lambda: _async_stream(chunks, error))
+
+
+async def _capture(
+    mode: Literal["sync", "async"], chunks: tuple[object, ...], error: Exception | None = None
+) -> SDKReport:
+    if mode == "sync":
+        return capture_sync_stream(lambda: _SyncStream(chunks, error))
+    return await capture_async_stream(lambda: _async_stream(chunks, error))
+
+
+def test_sync_stream_parity_compares_chunks_and_ignores_private_attrs() -> None:
+    python_chunk: Final = _Chunk(value="same")
+    accelerated_chunk: Final = _Chunk(value="same")
+    python_chunk.set_hidden_param("request_id", "python")
+    accelerated_chunk.set_hidden_param("request_id", "accelerated")
+    python: Final = consume_sync_stream(lambda: _SyncStream((python_chunk,)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((accelerated_chunk,)))
+
+    assert python.supports_sync_iteration is True
+    assert python.supports_async_iteration is False
+    assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_rejects_extra_chunk() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="one"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="one"), _Chunk(value="two"))))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_rejects_chunk_value_difference() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="python"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="accelerated"),)))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(python, accelerated)
+
+
+def test_stream_outcome_distinguishes_creation_and_iteration_errors() -> None:
+    creation: Final = consume_sync_stream(_creation_error)
+    iteration: Final = consume_sync_stream(
+        lambda: _SyncStream(
+            (_Chunk(value="before-error"),),
+            _PublicStreamError(status_code=429, llm_provider="test", model="test-model"),
+        )
+    )
+
+    assert isinstance(creation.terminal, StreamFailed)
+    assert creation.terminal.phase == "creation"
+    assert creation.chunks == ()
+    assert isinstance(iteration.terminal, StreamFailed)
+    assert iteration.terminal.phase == "iteration"
+    assert len(iteration.chunks) == 1
+    with pytest.raises(AssertionError):
+        assert_stream_parity(creation, iteration)
+
+
+@pytest.mark.asyncio
+async def test_async_stream_uses_same_trace_contract() -> None:
+    python_error: Final = _PublicStreamError(
+        "invalid input\nTraceback (most recent call last):\npython detail", status_code=500
+    )
+    accelerated_error: Final = _PublicStreamError(
+        "invalid input\nTraceback (most recent call last):\nrust detail", status_code=500
+    )
+    python: Final = await consume_async_stream(lambda: _async_stream((_Chunk(value="same"),), python_error))
+    accelerated: Final = await consume_async_stream(lambda: _async_stream((_Chunk(value="same"),), accelerated_error))
+
+    assert python.supports_sync_iteration is False
+    assert python.supports_async_iteration is True
+    assert_stream_parity(python, accelerated)
+
+
+def test_stream_parity_accepts_route_specific_chunk_normalizer() -> None:
+    python: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="python-generated-id"),)))
+    accelerated: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="rust-generated-id"),)))
+
+    assert_stream_parity(python, accelerated, normalize=lambda chunk: type(chunk))
+
+
+def test_drain_sync_stream_exhausts_lazy_iterator() -> None:
+    consumed: Final[queue.SimpleQueue[str]] = queue.SimpleQueue()
+
+    def chunks() -> Iterator[object]:
+        yield _Chunk(value="one")
+        consumed.put("complete")
+
+    drain_sync_stream(chunks())
+
+    assert consumed.get_nowait() == "complete"
+
+
+@pytest.mark.asyncio
+async def test_drain_async_stream_exhausts_lazy_iterator() -> None:
+    consumed: Final[queue.SimpleQueue[str]] = queue.SimpleQueue()
+
+    async def chunks() -> AsyncIterator[object]:
+        yield b"one"
+        consumed.put("complete")
+
+    await drain_async_stream(chunks())
+
+    assert consumed.get_nowait() == "complete"
+
+
+def test_capture_sync_stream_serializes_model_chunks_and_partial_failure() -> None:
+    report: Final = capture_sync_stream(
+        lambda: _SyncStream(
+            (_Chunk(value="before-error"),),
+            _PublicStreamError(status_code=429, llm_provider="test", model="test-model"),
+        )
+    )
+
+    assert isinstance(report, SDKStreamReport)
+    assert len(report.chunks) == 1
+    chunk: Final = report.chunks[0]
+    assert isinstance(chunk, SDKJsonChunk)
+    assert chunk.value == {"value": "before-error"}
+    assert isinstance(report.terminal, SDKStreamFailed)
+    assert report.terminal.error.status_code == 429
+
+
+@pytest.mark.asyncio
+async def test_capture_async_stream_serializes_message_bytes_in_order() -> None:
+    report: Final = await capture_async_stream(lambda: _async_stream((b"first", b"second")))
+
+    assert isinstance(report, SDKStreamReport)
+    assert tuple(chunk.data_bytes() for chunk in report.chunks if isinstance(chunk, SDKBytesChunk)) == (
+        b"first",
+        b"second",
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize(
+    "candidate_error",
+    (
+        ValueError("invalid input"),
+        _PublicStreamError("changed message"),
+        _PublicStreamError(status_code=429),
+        _PublicStreamError(code="changed_code"),
+        _PublicStreamError(error_type="changed_type"),
+        _PublicStreamError(param="changed_param"),
+        _PublicStreamError(model="changed_model"),
+        _PublicStreamError(llm_provider="changed_provider"),
+    ),
+    ids=("exception", "message", "status", "code", "type", "param", "model", "provider"),
+)
+async def test_stream_parity_rejects_public_error_changes(
+    mode: Literal["sync", "async"], candidate_error: Exception
+) -> None:
+    chunks: Final = (_Chunk(value="partial"),)
+    baseline: Final = await _consume(mode, chunks, _PublicStreamError())
+    candidate: Final = await _consume(mode, chunks, candidate_error)
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, candidate)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("candidate", (("one",), ("one", "two", "three"), ("two", "one"), ("one", "changed")))
+async def test_stream_parity_checks_event_sequence(mode: Literal["sync", "async"], candidate: tuple[str, ...]) -> None:
+    baseline: Final = await _consume(mode, (_Chunk(value="one"), _Chunk(value="two")))
+    changed: Final = await _consume(mode, tuple(_Chunk(value=value) for value in candidate))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, changed)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_stream_parity_preserves_nested_types_and_ignores_private_fields(mode: Literal["sync", "async"]) -> None:
+    first: Final = _Chunk(value="same")
+    second: Final = _Chunk(value="same")
+    first.set_hidden_param("request_id", "first")
+    second.set_hidden_param("request_id", "second")
+    baseline: Final = await _consume(mode, (_NestedChunk(value=[first]),))
+    candidate: Final = await _consume(mode, (_NestedChunk(value=[second]),))
+
+    assert_stream_parity(baseline, candidate)
+    changed: Final = await _consume(mode, (_NestedChunk(value=[{"value": "same"}]),))
+    with pytest.raises(AssertionError, match=r"\$\.chunks\[0\]\.value\[0\]"):
+        assert_stream_parity(baseline, changed)
+
+
+def test_stream_parity_rejects_wrapper_and_chunk_type_changes() -> None:
+    baseline: Final = consume_sync_stream(lambda: _SyncStream((_Chunk(value="same"),)))
+    different_wrapper: Final = consume_sync_stream(lambda: iter((_Chunk(value="same"),)))
+    different_chunk: Final = consume_sync_stream(lambda: _SyncStream(({"value": "same"},)))
+
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, different_wrapper)
+    with pytest.raises(AssertionError):
+        assert_stream_parity(baseline, different_chunk)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+@pytest.mark.parametrize("error", (None, _PublicStreamError()))
+async def test_capture_keeps_serialization_failures_out_of_sdk_errors(
+    mode: Literal["sync", "async"], error: Exception | None
+) -> None:
+    with pytest.raises(ValidationError):
+        await _capture(mode, (_Chunk(value="valid"), object()), error)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_empty_stream_completes(mode: Literal["sync", "async"]) -> None:
+    outcome: Final = await _consume(mode, ())
+    assert outcome.chunks == ()
+    assert outcome.terminal == StreamCompleted()
+    assert await _capture(mode, ()) == SDKStreamReport(chunks=(), terminal=SDKStreamCompleted())
+
+
+@pytest.mark.asyncio
+async def test_async_creation_error_matches_sync_capture() -> None:
+    async def create() -> _AsyncStream:
+        _creation_error()
+
+    sync: Final = consume_sync_stream(_creation_error)
+    asynchronous: Final = await consume_async_stream(create)
+    assert_stream_parity(sync, asynchronous)
+    assert isinstance(sync.terminal, StreamFailed)
+    assert sync.terminal.phase == "creation"
+    assert isinstance(capture_sync_stream(_creation_error), SDKError)
+    assert capture_sync_stream(_creation_error) == await capture_async_stream(create) == sync.terminal.error
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("mode", ("sync", "async"))
+async def test_capture_preserves_partial_output_and_complete_error(mode: Literal["sync", "async"]) -> None:
+    error: Final = _PublicStreamError()
+    report: Final = await _capture(mode, (_Chunk(value="partial"),), error)
+    assert report == SDKStreamReport(
+        chunks=(SDKJsonChunk(value={"value": "partial"}),),
+        terminal=SDKStreamFailed(error=sdk_error_report(error)),
+    )
diff --git a/tests/rust-python-harness/shared/reporting/__init__.py b/tests/rust-python-harness/shared/reporting/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/reporting/models.py b/tests/rust-python-harness/shared/reporting/models.py
new file mode 100644
index 00000000000..1ebba6c9793
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/models.py
@@ -0,0 +1,198 @@
+from __future__ import annotations
+
+from collections.abc import Iterable
+from dataclasses import dataclass, field
+from enum import Enum
+from pathlib import Path
+from time import monotonic
+from typing import TYPE_CHECKING, Final, Literal, TypeAlias
+
+from typing_extensions import assert_never
+
+if TYPE_CHECKING:
+    from .strategy import CaseSpec, StrategyDefinition
+
+
+class Coverage(str, Enum):
+    COMPLETE = "complete"
+    PARTIAL = "partial"
+
+
+class CaseDisposition(str, Enum):
+    RUNNABLE = "runnable"
+    NOT_IMPLEMENTED = "not_implemented"
+    SKIPPED = "skipped"
+
+
+class RunStatus(str, Enum):
+    NOT_RUN = "not_run"
+    QUEUED = "queued"
+    RUNNING = "running"
+    PASSED = "passed"
+    FAILED = "failed"
+    SKIPPED = "skipped"
+    ERROR = "error"
+    MISSING = "missing"
+    NOT_IMPLEMENTED = "not_implemented"
+
+
+SdkFunction: TypeAlias = Literal["ocr", "messages", "responses", "count_tokens", "chat_completions", "transcription"]
+Surface: TypeAlias = Literal["sdk", "gateway"]
+SURFACES: Final[tuple[Surface, ...]] = ("sdk", "gateway")
+SDK_FUNCTIONS: Final[tuple[SdkFunction, ...]] = (
+    "ocr",
+    "messages",
+    "responses",
+    "count_tokens",
+    "chat_completions",
+    "transcription",
+)
+
+
+@dataclass(frozen=True)
+class HarnessCase:
+    strategy_id: str
+    strategy_label: str
+    sdk_function: SdkFunction
+    spec: CaseSpec
+    surface: Surface | None = None
+
+    @property
+    def key(self) -> str:
+        return (
+            f"{self.strategy_id}:{self.sdk_function}"
+            if self.surface in {None, "sdk"}
+            else f"{self.strategy_id}:gateway:{self.sdk_function}"
+        )
+
+    @property
+    def display_name(self) -> str:
+        return self.sdk_function if self.surface is None else f"{self.surface}/{self.sdk_function}"
+
+    @property
+    def coverage(self) -> Coverage | None:
+        return self.spec.coverage
+
+
+@dataclass(frozen=True)
+class Strategy:
+    order: int
+    id: str
+    label: str
+    description: str
+    directory: Path
+    cases: tuple[HarnessCase, ...]
+    definition: StrategyDefinition
+
+
+@dataclass
+class CaseResult:
+    case: HarnessCase
+    status: RunStatus = RunStatus.NOT_RUN
+    collected: set[str] = field(default_factory=set)
+    completed: set[str] = field(default_factory=set)
+    passed: int = 0
+    failed: int = 0
+    skipped: int = 0
+    errors: int = 0
+    outcomes: dict[str, RunStatus] = field(default_factory=dict)
+    durations: dict[str, float] = field(default_factory=dict)
+    artifacts: dict[str, tuple[ResultArtifact, ...]] = field(default_factory=dict)
+
+    @property
+    def total(self) -> int:
+        return len(self.collected)
+
+    @property
+    def duration(self) -> float:
+        return sum(self.durations.values())
+
+    def record(
+        self,
+        nodeid: str,
+        status: RunStatus,
+        duration: float = 0.0,
+        artifacts: tuple[ResultArtifact, ...] = (),
+    ) -> None:
+        """Record a terminal outcome, allowing teardown errors to replace a pass."""
+        self.outcomes[nodeid] = status
+        self.add_duration(nodeid, duration)
+        if artifacts:
+            self.artifacts[nodeid] = artifacts
+        self.completed = set(self.outcomes)
+        values = tuple(self.outcomes.values())
+        self.passed = values.count(RunStatus.PASSED)
+        self.failed = values.count(RunStatus.FAILED)
+        self.skipped = values.count(RunStatus.SKIPPED)
+        self.errors = values.count(RunStatus.ERROR)
+        self.finalize()
+
+    def add_duration(self, nodeid: str, duration: float) -> None:
+        self.durations[nodeid] = self.durations.get(nodeid, 0.0) + duration
+
+    def set_initial_status(self) -> None:
+        disposition: Final = self.case.spec.disposition
+        match disposition:
+            case CaseDisposition.RUNNABLE:
+                self.status = RunStatus.QUEUED
+                return
+            case CaseDisposition.NOT_IMPLEMENTED:
+                self.status = RunStatus.NOT_IMPLEMENTED
+                return
+            case CaseDisposition.SKIPPED:
+                self.status = RunStatus.SKIPPED
+                return
+        assert_never(disposition)
+
+    def finalize(self) -> None:
+        if self.status in {RunStatus.NOT_IMPLEMENTED, RunStatus.SKIPPED} and not self.collected:
+            return
+        if not self.collected:
+            self.status = RunStatus.MISSING
+        elif self.errors:
+            self.status = RunStatus.ERROR
+        elif self.failed:
+            self.status = RunStatus.FAILED
+        elif self.passed and len(self.completed) == len(self.collected):
+            self.status = RunStatus.PASSED
+        elif self.skipped and len(self.completed) == len(self.collected):
+            self.status = RunStatus.SKIPPED
+
+
+@dataclass(frozen=True, slots=True)
+class ResultArtifact:
+    kind: str
+    body: str
+
+
+@dataclass
+class HarnessRun:
+    results: dict[str, CaseResult]
+    current_nodeid: str | None = None
+    failures: list[tuple[str, str]] = field(default_factory=list)
+    strategy_durations: dict[str, float] = field(default_factory=dict)
+    started_at: float = field(default_factory=monotonic)
+    finished_at: float | None = None
+
+    @property
+    def duration(self) -> float:
+        return (self.finished_at or monotonic()) - self.started_at
+
+    @property
+    def unique_checks(self) -> int:
+        return len(
+            {nodeid for result in self.results.values() for nodeid in result.collected}
+        )
+
+    @property
+    def completed_checks(self) -> int:
+        return len(
+            {nodeid for result in self.results.values() for nodeid in result.completed}
+        )
+
+    @classmethod
+    def from_cases(cls, cases: Iterable[HarnessCase]) -> HarnessRun:
+        results = {case.key: CaseResult(case=case) for case in cases}
+        for result in results.values():
+            result.set_initial_status()
+        return cls(results=results)
diff --git a/tests/rust-python-harness/shared/reporting/orchestration.py b/tests/rust-python-harness/shared/reporting/orchestration.py
new file mode 100644
index 00000000000..4740f25dc9c
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/orchestration.py
@@ -0,0 +1,73 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+from time import monotonic
+from typing import Final
+
+from .models import HarnessRun, Strategy
+from .strategy import StrategyRunner, UpdateCallback
+
+__all__ = ["StrategyRunner", "run_strategies"]
+
+
+def combine_reports(
+    reports: Sequence[HarnessRun],
+    *,
+    timed_reports: Sequence[HarnessRun] | None = None,
+) -> HarnessRun:
+    duration_sources: Final = reports if timed_reports is None else timed_reports
+    return HarnessRun(
+        results={key: result for report in reports for key, result in report.results.items()},
+        current_nodeid=next((report.current_nodeid for report in reversed(reports) if report.current_nodeid), None),
+        failures=[failure for report in reports for failure in report.failures],
+        strategy_durations={
+            strategy_id: report.duration
+            for report in duration_sources
+            for strategy_id in {result.case.strategy_id for result in report.results.values()}
+        },
+        started_at=min((report.started_at for report in reports), default=monotonic()),
+        finished_at=(
+            max((report.finished_at for report in reports if report.finished_at is not None), default=None)
+            if all(report.finished_at is not None for report in reports)
+            else None
+        ),
+    )
+
+
+def run_strategies(
+    strategies: Sequence[Strategy],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    runner_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    cases: Final = tuple(case for strategy in strategies for case in strategy.cases)
+
+    def execute(
+        remaining: tuple[Strategy, ...], reports: tuple[HarnessRun, ...], codes: tuple[int, ...]
+    ) -> tuple[int, HarnessRun]:
+        if not remaining:
+            combined: Final = combine_reports(reports)
+            on_update(combined)
+            return next((code for code in codes if code), 0), combined
+        strategy, *tail = remaining
+        selected: Final = tuple(case for case in cases if case.strategy_id == strategy.id)
+        pending: Final = HarnessRun.from_cases(
+            case for case in cases if case.strategy_id in {later.id for later in tail}
+        )
+        code, report = strategy.definition.run(
+            selected,
+            repo_root,
+            lambda current: on_update(
+                combine_reports(
+                    (*reports, current, pending),
+                    timed_reports=(*reports, current),
+                )
+            ),
+            runner_args,
+        )
+        if code in {2, 3, 4}:
+            return code, combine_reports((*reports, report, pending))
+        return execute(tuple(tail), (*reports, report), (*codes, code))
+
+    return execute(tuple(strategies), (), ())
diff --git a/tests/rust-python-harness/shared/reporting/rendering.py b/tests/rust-python-harness/shared/reporting/rendering.py
new file mode 100644
index 00000000000..109f1e6cc1d
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/rendering.py
@@ -0,0 +1,31 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from dataclasses import dataclass
+from typing import Final, Protocol
+
+from typing_extensions import assert_never
+
+from .models import CaseDisposition, CaseResult
+
+
+@dataclass(frozen=True, slots=True)
+class ReportSection:
+    title: str
+    blocks: tuple[str, ...]
+
+
+class StrategyRenderer(Protocol):
+    def __call__(self, results: Sequence[CaseResult]) -> tuple[ReportSection, ...]: ...
+
+
+def render_case_outcome(result: CaseResult) -> str:
+    prefix: Final = f"- {result.case.display_name}: {result.status.value}"
+    spec: Final = result.case.spec
+    match spec.disposition:
+        case CaseDisposition.RUNNABLE:
+            progress: Final = f", {len(result.completed)}/{result.total} checks" if result.total else ""
+            return f"{prefix}{progress}, {spec.coverage.value} coverage"
+        case CaseDisposition.NOT_IMPLEMENTED | CaseDisposition.SKIPPED:
+            return f"{prefix}, {spec.reason}"
+    assert_never(spec.disposition)
diff --git a/tests/rust-python-harness/shared/reporting/strategy.py b/tests/rust-python-harness/shared/reporting/strategy.py
new file mode 100644
index 00000000000..7e76f035e20
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/strategy.py
@@ -0,0 +1,92 @@
+from __future__ import annotations
+
+from collections.abc import Callable, Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Annotated, Literal, Protocol, TypeAlias
+
+from pydantic import BaseModel, ConfigDict, StringConstraints
+
+from .models import CaseDisposition, Coverage, HarnessCase, HarnessRun, SdkFunction, Surface
+from .rendering import StrategyRenderer
+
+UpdateCallback: TypeAlias = Callable[[HarnessRun], None]
+NonBlankString: TypeAlias = Annotated[str, StringConstraints(strip_whitespace=True, min_length=1)]
+
+
+class SuiteCaseSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    disposition: Literal[CaseDisposition.RUNNABLE] = CaseDisposition.RUNNABLE
+    coverage: Coverage
+    suite: NonBlankString
+    note: str = ""
+
+
+class ModuleCaseSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    disposition: Literal[CaseDisposition.RUNNABLE] = CaseDisposition.RUNNABLE
+    coverage: Coverage
+    module: NonBlankString
+    note: str = ""
+
+
+class NotImplementedCaseSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    disposition: Literal[CaseDisposition.NOT_IMPLEMENTED] = CaseDisposition.NOT_IMPLEMENTED
+    coverage: None = None
+    reason: NonBlankString
+
+
+class SkippedCaseSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    disposition: Literal[CaseDisposition.SKIPPED] = CaseDisposition.SKIPPED
+    coverage: None = None
+    reason: NonBlankString
+
+
+RunnableCaseSpec: TypeAlias = SuiteCaseSpec | ModuleCaseSpec
+UnavailableCaseSpec: TypeAlias = NotImplementedCaseSpec | SkippedCaseSpec
+CaseSpec: TypeAlias = RunnableCaseSpec | UnavailableCaseSpec
+
+
+@dataclass(frozen=True, slots=True)
+class CaseDefinition:
+    sdk_function: SdkFunction
+    spec: CaseSpec
+    surface: Surface | None = None
+
+
+@dataclass(frozen=True, slots=True)
+class RunnerArgumentDefinition:
+    option: str
+    help: str
+    metavar: str = "ARG"
+
+
+class StrategyRunner(Protocol):
+    def __call__(
+        self,
+        cases: Sequence[HarnessCase],
+        repo_root: Path,
+        on_update: UpdateCallback,
+        runner_args: Sequence[str] = (),
+    ) -> tuple[int, HarnessRun]: ...
+
+
+@dataclass(frozen=True, slots=True)
+class StrategyDefinition:
+    id: str
+    order: int
+    label: str
+    description: str
+    directory: Path
+    runnable_spec: type[SuiteCaseSpec] | type[ModuleCaseSpec]
+    cases: tuple[CaseDefinition, ...]
+    run: StrategyRunner
+    render: StrategyRenderer
+    surfaces: tuple[Surface, ...] = ()
+    runner_argument: RunnerArgumentDefinition | None = None
diff --git a/tests/rust-python-harness/shared/reporting/test_orchestration.py b/tests/rust-python-harness/shared/reporting/test_orchestration.py
new file mode 100644
index 00000000000..7696ab781e2
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/test_orchestration.py
@@ -0,0 +1,161 @@
+from __future__ import annotations
+
+import logging
+from collections.abc import Sequence
+from pathlib import Path
+from time import monotonic
+from typing import Final
+
+from .models import CaseResult, Coverage, HarnessCase, HarnessRun, RunStatus, Strategy
+from .orchestration import run_strategies
+from .rendering import ReportSection, StrategyRenderer, render_case_outcome
+from .strategy import (
+    CaseDefinition,
+    ModuleCaseSpec,
+    NotImplementedCaseSpec,
+    StrategyDefinition,
+    UpdateCallback,
+)
+from .ui import HarnessOutputFilter, final_report
+
+
+def _run_cases(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    runner_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    del repo_root, runner_args
+    run: Final = HarnessRun.from_cases(cases)
+    for case in cases:
+        _record_case(run, case, on_update)
+    run.finished_at = monotonic()
+    return int(bool(run.failures)), run
+
+
+def _record_case(run: HarnessRun, case: HarnessCase, on_update: UpdateCallback) -> None:
+    result: Final = run.results[case.key]
+    nodeid: Final = f"check:{case.strategy_id}:{case.sdk_function}"
+    result.collected.add(nodeid)
+    failed: Final = isinstance(case.spec, ModuleCaseSpec) and case.spec.module == "fail"
+    result.record(nodeid, RunStatus.FAILED if failed else RunStatus.PASSED)
+    if failed:
+        run.failures.append((nodeid, "comparison failed"))
+    on_update(run)
+
+
+def _render_test_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    return (ReportSection("Test outcomes", tuple(render_case_outcome(result) for result in results)),)
+
+
+def _strategy(name: str, module: str, *, render: StrategyRenderer = _render_test_results) -> Strategy:
+    case_definition: Final = CaseDefinition("ocr", ModuleCaseSpec(coverage=Coverage.COMPLETE, module=module))
+    definition: Final = StrategyDefinition(
+        id=name,
+        order=1,
+        label=name,
+        description="Example strategy",
+        directory=Path.cwd(),
+        runnable_spec=ModuleCaseSpec,
+        cases=(case_definition,),
+        run=_run_cases,
+        render=render,
+    )
+    case: Final = HarnessCase(
+        strategy_id=name,
+        strategy_label=name,
+        sdk_function="ocr",
+        spec=case_definition.spec,
+    )
+    return Strategy(1, name, name, "", Path.cwd(), (case,), definition)
+
+
+def test_combines_strategy_reports_and_delegates_rendering() -> None:
+    strategies: Final = (_strategy("first", "fail"), _strategy("second", "pass"))
+
+    code, report = run_strategies(strategies, Path.cwd(), lambda _: None)
+
+    assert code == 1
+    assert report.results["first:ocr"].status is RunStatus.FAILED
+    assert report.results["second:ocr"].status is RunStatus.PASSED
+    assert report.completed_checks == 2
+    rendered: Final = final_report(report, code, strategies)
+    assert "Result: FAILED" in rendered
+    assert rendered.count("Test outcomes") == 2
+    assert "- ocr: failed, 1/1 checks, complete coverage" in rendered
+    assert "- ocr: passed, 1/1 checks, complete coverage" in rendered
+    assert "Failures (showing 1 of 1)" in rendered
+    assert "Port confidence" not in rendered
+    assert "Slowest tests" not in rendered
+
+
+def test_strategy_can_replace_the_generic_result_view() -> None:
+    def render_custom(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+        del results
+        return (ReportSection("Custom comparison", ("domain-owned diff",)),)
+
+    strategy: Final = _strategy("custom", "pass", render=render_custom)
+    code, report = run_strategies((strategy,), Path.cwd(), lambda _: None)
+
+    rendered: Final = final_report(report, code, (strategy,))
+    assert "Custom comparison\ndomain-owned diff" in rendered
+    assert "sdk/ocr" not in rendered
+
+
+def test_report_separates_successful_execution_from_incomplete_coverage() -> None:
+    runnable: Final = _strategy("mixed", "pass")
+    unavailable: Final = HarnessCase(
+        strategy_id="mixed",
+        strategy_label="mixed",
+        sdk_function="messages",
+        spec=NotImplementedCaseSpec(reason="No Messages case is registered."),
+    )
+    code, executed = run_strategies((runnable,), Path.cwd(), lambda _: None)
+    unavailable_run: Final = HarnessRun.from_cases((unavailable,))
+    combined: Final = HarnessRun(
+        results={**executed.results, **unavailable_run.results},
+        started_at=executed.started_at,
+        finished_at=executed.finished_at,
+    )
+
+    rendered: Final = final_report(combined, code, (runnable,))
+
+    assert code == 0
+    assert "Result: PASSED" in rendered
+    assert "Harness support: 1/2 cases implemented" in rendered
+    assert "Cases: 2 selected, 1 not implemented, 0 skipped" in rendered
+
+
+def test_harness_output_filter_suppresses_expected_harness_warnings() -> None:
+    output_filter: Final = HarnessOutputFilter()
+    ocr_cost_warning: Final = logging.LogRecord(
+        "LiteLLM",
+        logging.WARNING,
+        "/repo/litellm/cost_calculator.py",
+        1953,
+        "OCR cost: model=%s has no pricing",
+        ("example",),
+        None,
+    )
+    other_warning: Final = logging.LogRecord(
+        "LiteLLM",
+        logging.WARNING,
+        "/repo/litellm/main.py",
+        1,
+        "Provider warning",
+        (),
+        None,
+    )
+    loop_warning: Final = logging.LogRecord(
+        "LiteLLM",
+        logging.WARNING,
+        "/repo/litellm/litellm_core_utils/logging_worker.py",
+        129,
+        "LoggingWorker: event loop changed; carried %d pending and revived %d dequeued logging task(s) onto the new loop",
+        (1, 0),
+        None,
+    )
+
+    assert output_filter.filter(ocr_cost_warning) is False
+    assert output_filter.filter(loop_warning) is False
+    assert output_filter.filter(other_warning) is True
diff --git a/tests/rust-python-harness/shared/reporting/ui.py b/tests/rust-python-harness/shared/reporting/ui.py
new file mode 100644
index 00000000000..e4b1b7b0442
--- /dev/null
+++ b/tests/rust-python-harness/shared/reporting/ui.py
@@ -0,0 +1,264 @@
+from __future__ import annotations
+
+import logging
+from collections.abc import Sequence
+from contextlib import AbstractContextManager
+from textwrap import indent
+from types import TracebackType
+from typing import TYPE_CHECKING, Final
+
+from litellm._logging import handler as litellm_log_handler
+
+from .models import HarnessRun, RunStatus, Strategy
+from .rendering import ReportSection
+
+if TYPE_CHECKING:
+    from rich.live import Live
+
+
+class HarnessOutputFilter(logging.Filter):
+    def filter(self, record: logging.LogRecord) -> bool:
+        noisy_prefixes: Final = (
+            "OCR cost:",
+            "LoggingWorker: event loop changed;",
+        )
+        return not (record.name == "LiteLLM" and record.getMessage().startswith(noisy_prefixes))
+
+
+_HARNESS_OUTPUT_FILTER: Final = HarnessOutputFilter()
+
+
+def _start_output_filtering() -> None:
+    litellm_log_handler.addFilter(_HARNESS_OUTPUT_FILTER)
+
+
+def _stop_output_filtering() -> None:
+    litellm_log_handler.removeFilter(_HARNESS_OUTPUT_FILTER)
+
+
+def _format_duration(seconds: float) -> str:
+    if seconds < 1:
+        return f"{seconds * 1000:.0f}ms"
+    if seconds < 60:
+        return f"{seconds:.1f}s"
+    return f"{int(seconds // 60)}m {seconds % 60:.0f}s"
+
+
+def _summary(run: HarnessRun) -> tuple[int, int, int, int]:
+    outcomes: dict[str, RunStatus] = {}
+    for result in run.results.values():
+        outcomes.update(result.outcomes)
+    values: Final = tuple(outcomes.values())
+    return (
+        values.count(RunStatus.PASSED),
+        values.count(RunStatus.FAILED),
+        values.count(RunStatus.ERROR),
+        values.count(RunStatus.SKIPPED),
+    )
+
+
+def _strategy_state(statuses: tuple[RunStatus, ...], outcomes: tuple[RunStatus, ...]) -> str:
+    for status in (
+        RunStatus.ERROR,
+        RunStatus.FAILED,
+        RunStatus.MISSING,
+        RunStatus.RUNNING,
+        RunStatus.QUEUED,
+    ):
+        if status in statuses:
+            return status.value
+    if RunStatus.NOT_IMPLEMENTED in statuses:
+        return RunStatus.NOT_IMPLEMENTED.value
+    if outcomes and all(outcome is RunStatus.SKIPPED for outcome in outcomes):
+        return RunStatus.SKIPPED.value
+    if statuses and all(status is RunStatus.SKIPPED for status in statuses):
+        return RunStatus.SKIPPED.value
+    for status in (RunStatus.PASSED, RunStatus.SKIPPED):
+        if status in statuses:
+            return status.value
+    return RunStatus.NOT_RUN.value
+
+
+def _strategy_line(strategy: Strategy, run: HarnessRun) -> str:
+    results: Final = tuple(run.results[case.key] for case in strategy.cases if case.key in run.results)
+    outcomes: dict[str, RunStatus] = {}
+    collected: set[str] = set()
+    for result in results:
+        outcomes.update(result.outcomes)
+        collected.update(result.collected)
+    values: Final = tuple(outcomes.values())
+    statuses: Final = tuple(result.status for result in results)
+    state: Final = _strategy_state(statuses, values)
+    completed: Final = len(outcomes)
+    total: Final = len(collected)
+    progress: Final = f", {completed}/{total} checks" if total else ""
+    counts: Final = (
+        f", {values.count(RunStatus.PASSED)} passed, "
+        f"{values.count(RunStatus.FAILED) + values.count(RunStatus.ERROR)} failed, "
+        f"{values.count(RunStatus.SKIPPED)} skipped"
+        if total
+        else ""
+    )
+    duration: Final = run.strategy_durations.get(strategy.id, 0.0)
+    return f"- {strategy.label}: {state}{progress}{counts}, {_format_duration(duration)}"
+
+
+def _rendered_sections(run: HarnessRun, strategies: Sequence[Strategy]) -> tuple[ReportSection, ...]:
+    return tuple(
+        section
+        for strategy in strategies
+        if any(case.key in run.results for case in strategy.cases)
+        for section in strategy.definition.render(
+            tuple(run.results[case.key] for case in strategy.cases if case.key in run.results)
+        )
+    )
+
+
+def _format_section(section: ReportSection) -> str:
+    return f"{section.title}\n" + ("\n\n".join(section.blocks) or "- No results")
+
+
+def _run_result(run: HarnessRun, exit_code: int) -> str:
+    statuses: Final = tuple(result.status for result in run.results.values())
+    if exit_code:
+        return "FAILED"
+    if not statuses or all(status is RunStatus.NOT_IMPLEMENTED for status in statuses):
+        return "NOT RUN"
+    if all(status is RunStatus.SKIPPED for status in statuses):
+        return "SKIPPED"
+    return "PASSED"
+
+
+def final_report(run: HarnessRun, exit_code: int, strategies: Sequence[Strategy]) -> str:
+    passed, failed, errors, skipped = _summary(run)
+    run_result: Final = _run_result(run, exit_code)
+    statuses: Final = tuple(case_result.status for case_result in run.results.values())
+    not_implemented: Final = statuses.count(RunStatus.NOT_IMPLEMENTED)
+    implemented: Final = len(statuses) - not_implemented
+    skipped_cells: Final = statuses.count(RunStatus.SKIPPED)
+    failure_lines: Final = tuple(
+        f"{index}. {nodeid}\n{indent(detail.strip(), '    ')}"
+        for index, (nodeid, detail) in enumerate(run.failures[:5], start=1)
+    )
+    rendered: Final = tuple(_format_section(section) for section in _rendered_sections(run, strategies))
+    summary: Final = (
+        "Rust <-> Python parity report\n\n"
+        f"Result: {run_result}\n"
+        f"Harness support: {implemented}/{len(statuses)} cases implemented\n"
+        f"Cases: {len(statuses)} selected, {not_implemented} not implemented, {skipped_cells} skipped\n"
+        f"Checks: {run.completed_checks}/{run.unique_checks} completed, {passed} passed, "
+        f"{failed} failed, {errors} errors, {skipped} skipped\n"
+        f"Duration: {_format_duration(run.duration)}\n"
+        f"Exit code: {exit_code}"
+    )
+    failures: Final = (
+        (f"Failures (showing {len(failure_lines)} of {len(run.failures)})\n" + "\n\n".join(failure_lines))
+        if failure_lines
+        else ""
+    )
+    return "\n\n".join((summary, *rendered, *((failures,) if failures else ())))
+
+
+class RichDashboard(AbstractContextManager["RichDashboard"]):
+    def __init__(self, strategies: Sequence[Strategy]) -> None:
+        from rich.console import Console
+        from rich.live import Live
+
+        self.strategies = strategies
+        self.console = Console()
+        self.live: Live = Live(console=self.console, refresh_per_second=12, transient=True)
+        self._live_active = False
+
+    def __enter__(self) -> RichDashboard:
+        _start_output_filtering()
+        self.live.__enter__()
+        self._live_active = True
+        return self
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> None:
+        _stop_output_filtering()
+        if self._live_active:
+            self.live.__exit__(exc_type, exc_value, traceback)
+            self._live_active = False
+
+    def update(self, run: HarnessRun) -> None:
+        from rich.markup import escape
+
+        active: Final = run.current_nodeid or "Waiting for test events..."
+        available_width: Final = max(40, self.console.width - 10)
+        visible_active: Final = active if len(active) <= available_width else f"...{active[-(available_width - 3) :]}"
+        passed, failed, errors, skipped = _summary(run)
+        total: Final = run.unique_checks
+        percentage: Final = round(100 * run.completed_checks / total) if total else 0
+        strategy_lines: Final = "\n".join(escape(_strategy_line(strategy, run)) for strategy in self.strategies)
+        self.live.update(
+            "[bold]Running Rust <-> Python parity[/bold]\n"
+            f"Progress: [bold]{run.completed_checks}/{total} ({percentage}%)[/bold] | "
+            f"[green]{passed} passed[/green] | [red]{failed + errors} failed[/red] | "
+            f"[yellow]{skipped} skipped[/yellow] | [dim]{_format_duration(run.duration)}[/dim]\n"
+            f"Strategies:\n{strategy_lines}\n"
+            f"Current: [dim]{escape(visible_active)}[/dim]"
+        )
+
+    def finish(self, run: HarnessRun, exit_code: int) -> None:
+        if self._live_active:
+            self.live.stop()
+            self._live_active = False
+        print(final_report(run, exit_code, self.strategies), flush=True)  # noqa: T201  # CLI output
+
+
+class PlainDashboard(AbstractContextManager["PlainDashboard"]):
+    def __init__(self, strategies: Sequence[Strategy]) -> None:
+        self.strategies = strategies
+        self._seen: dict[str, tuple[RunStatus, int]] = {}
+
+    def __enter__(self) -> PlainDashboard:
+        _start_output_filtering()
+        print("Running Rust <-> Python parity", flush=True)  # noqa: T201  # CLI output
+        return self
+
+    def __exit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc_value: BaseException | None,
+        traceback: TracebackType | None,
+    ) -> None:
+        del exc_type, exc_value, traceback
+        _stop_output_filtering()
+
+    def update(self, run: HarnessRun) -> None:
+        for key, result in run.results.items():
+            self._update_result(key, result.case.display_name, result.status, len(result.completed), result.total)
+
+    def _update_result(self, key: str, label: str, status: RunStatus, completed: int, total: int) -> None:
+        state: Final = (status, completed)
+        previous: Final = self._seen.get(key)
+        self._seen[key] = state
+        visible: Final = status not in {
+            RunStatus.NOT_RUN,
+            RunStatus.QUEUED,
+            RunStatus.NOT_IMPLEMENTED,
+            RunStatus.SKIPPED,
+        }
+        should_print: Final = visible and (
+            previous is None or previous[0] is not status or (completed > 0 and completed % 25 == 0)
+        )
+        if should_print:
+            progress: Final = f" {completed}/{total}" if total else ""
+            print(  # noqa: T201  # CLI output
+                f"{label}: {status.value}{progress}", flush=True
+            )
+
+    def finish(self, run: HarnessRun, exit_code: int) -> None:
+        print(  # noqa: T201  # CLI output
+            f"\n{final_report(run, exit_code, self.strategies)}", flush=True
+        )
+
+
+def make_dashboard(strategies: Sequence[Strategy]) -> PlainDashboard:
+    return PlainDashboard(strategies)
diff --git a/tests/rust-python-harness/shared/test_native_build.py b/tests/rust-python-harness/shared/test_native_build.py
new file mode 100644
index 00000000000..f3e5aead846
--- /dev/null
+++ b/tests/rust-python-harness/shared/test_native_build.py
@@ -0,0 +1,116 @@
+from __future__ import annotations
+
+import os
+from types import SimpleNamespace
+from typing import Final
+
+import pytest
+
+from . import native_build
+
+
+def test_needs_rebuild_when_bridge_is_missing() -> None:
+    assert native_build.needs_rebuild(None, 1.0)
+
+
+def test_needs_rebuild_when_sources_are_newer_than_bridge() -> None:
+    assert native_build.needs_rebuild(1.0, 2.0)
+
+
+def test_fresh_bridge_with_older_sources_needs_no_rebuild() -> None:
+    assert not native_build.needs_rebuild(2.0, 1.0)
+
+
+def test_bridge_without_rust_sources_needs_no_rebuild() -> None:
+    assert not native_build.needs_rebuild(2.0, None)
+
+
+def test_newest_source_mtime_tracks_rust_sources_and_skips_target(tmp_path: Final) -> None:
+    source: Final = tmp_path / "litellm-rust" / "crates" / "bridge" / "src"
+    source.mkdir(parents=True)
+    (source / "lib.rs").write_text("fn main() {}\n")
+    os.utime(source / "lib.rs", (1_000, 1_000))
+    manifest: Final = tmp_path / "litellm-rust" / "crates" / "bridge" / "Cargo.toml"
+    manifest.write_text("[package]\n")
+    os.utime(manifest, (2_000, 2_000))
+    lockfile: Final = tmp_path / "litellm-rust" / "Cargo.lock"
+    lockfile.write_text("")
+    os.utime(lockfile, (1_500, 1_500))
+    target: Final = tmp_path / "litellm-rust" / "target" / "debug" / "junk.rs"
+    target.parent.mkdir(parents=True)
+    target.write_text("fn main() {}\n")
+    os.utime(target, (9_999, 9_999))
+
+    assert native_build._newest_source_mtime(tmp_path) == 2_000.0
+
+
+def test_newest_source_mtime_is_none_without_rust_workspace(tmp_path: Final) -> None:
+    assert native_build._newest_source_mtime(tmp_path) is None
+
+
+def test_ensure_trace_bridge_rebuilds_when_stale(
+    tmp_path: Final, monkeypatch: pytest.MonkeyPatch, capsys: pytest.CaptureFixture[str]
+) -> None:
+    native: Final = tmp_path / "_native.abi3.so"
+    native.write_bytes(b"")
+    os.utime(native, (1_000, 1_000))
+    source: Final = tmp_path / "litellm-rust" / "crates" / "bridge" / "src" / "lib.rs"
+    source.parent.mkdir(parents=True)
+    source.write_text("fn main() {}\n")
+    os.utime(source, (2_000, 2_000))
+    state: Final = SimpleNamespace(rebuilt=False)
+
+    def fake_rebuild(repo_root: object) -> tuple[bool, str]:
+        state.rebuilt = True
+        return True, ""
+
+    monkeypatch.setattr(native_build, "_native_module_path", lambda: native)
+    monkeypatch.setattr(native_build, "_rebuild", fake_rebuild)
+    monkeypatch.setattr(native_build, "_drop_imported_bridge", lambda: None)
+    monkeypatch.setattr(native_build, "get_native_bridge", lambda: SimpleNamespace(_trace=object()))
+
+    assert native_build.ensure_trace_bridge(tmp_path) is None
+    assert state.rebuilt is True
+    assert "Rebuilding native Rust bridge" in capsys.readouterr().out
+
+
+def test_ensure_trace_bridge_reports_failed_rebuild(tmp_path: Final, monkeypatch: pytest.MonkeyPatch) -> None:
+    source: Final = tmp_path / "litellm-rust" / "crates" / "bridge" / "src" / "lib.rs"
+    source.parent.mkdir(parents=True)
+    source.write_text("fn main() {}\n")
+
+    monkeypatch.setattr(native_build, "_native_module_path", lambda: None)
+    monkeypatch.setattr(native_build, "_rebuild", lambda repo_root: (False, "boom"))
+
+    message: Final = native_build.ensure_trace_bridge(tmp_path)
+
+    assert message is not None
+    assert "rebuild failed" in message
+    assert "boom" in message
+
+
+def test_ensure_trace_bridge_flags_missing_trace_feature_without_rebuild(
+    tmp_path: Final, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    native: Final = tmp_path / "_native.abi3.so"
+    native.write_bytes(b"")
+    os.utime(native, (9_999, 9_999))
+    source: Final = tmp_path / "litellm-rust" / "crates" / "bridge" / "src" / "lib.rs"
+    source.parent.mkdir(parents=True)
+    source.write_text("fn main() {}\n")
+    os.utime(source, (1_000, 1_000))
+    state: Final = SimpleNamespace(rebuilt=False)
+
+    def fake_rebuild(repo_root: object) -> tuple[bool, str]:
+        state.rebuilt = True
+        return True, ""
+
+    monkeypatch.setattr(native_build, "_native_module_path", lambda: native)
+    monkeypatch.setattr(native_build, "_rebuild", fake_rebuild)
+    monkeypatch.setattr(native_build, "get_native_bridge", lambda: SimpleNamespace(_trace=None))
+
+    message: Final = native_build.ensure_trace_bridge(tmp_path)
+
+    assert message is not None
+    assert "_trace" in message
+    assert state.rebuilt is False
diff --git a/tests/rust-python-harness/shared/tracing/__init__.py b/tests/rust-python-harness/shared/tracing/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/tracing/native.py b/tests/rust-python-harness/shared/tracing/native.py
new file mode 100644
index 00000000000..4f988f65294
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/native.py
@@ -0,0 +1,38 @@
+from __future__ import annotations
+
+from typing import Final
+
+from pydantic import BaseModel, ConfigDict
+
+from .profiler import FunctionTraceEvent
+
+
+class _TraceEventPayload(BaseModel):
+    model_config = ConfigDict(strict=True, extra="forbid")
+    id: int
+    parent_id: int | None
+    function: str
+    module_path: str | None = None
+    file: str | None = None
+    line: int | None = None
+
+
+class TraceResponsePayload(BaseModel):
+    model_config = ConfigDict(strict=True, extra="forbid")
+    response: object
+    trace: tuple[_TraceEventPayload, ...] | list[_TraceEventPayload]
+
+
+def native_trace_events(payload: object) -> tuple[FunctionTraceEvent, ...]:
+    response: Final = TraceResponsePayload.model_validate(payload)
+    return tuple(
+        FunctionTraceEvent(
+            event.id,
+            event.parent_id,
+            event.function,
+            event.module_path,
+            event.file,
+            event.line,
+        )
+        for event in response.trace
+    )
diff --git a/tests/rust-python-harness/shared/tracing/profiler.py b/tests/rust-python-harness/shared/tracing/profiler.py
new file mode 100644
index 00000000000..abfb6a2425d
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/profiler.py
@@ -0,0 +1,173 @@
+from __future__ import annotations
+
+import sys
+import threading
+from collections.abc import Generator, Iterator, Mapping
+from contextlib import contextmanager
+from dataclasses import dataclass
+from functools import lru_cache
+from pathlib import Path
+from types import CodeType, FrameType, FunctionType, MappingProxyType
+from typing import Final
+
+
+@dataclass(frozen=True, slots=True)
+class FunctionTraceEvent:
+    id: int
+    parent_id: int | None
+    function: str
+    module_path: str | None = None
+    file: str | None = None
+    line: int | None = None
+
+    @property
+    def raw(self) -> str:
+        location: Final = f"{self.file}:{self.line}" if self.file is not None and self.line is not None else ""
+        qualified: Final = f"{self.module_path}::{self.function}" if self.module_path is not None else self.function
+        return f"{location} {qualified}" if location else qualified
+
+
+class PythonProfiler:
+    def __init__(self, source_root: Path) -> None:
+        self._source_root: Final = str(source_root.resolve()) + "/"
+        self._seen_frames: Final[set[FrameType]] = set()
+        self._event_ids: Final[dict[FrameType, int]] = {}
+        self.events: Final[list[FunctionTraceEvent]] = []
+
+    def __call__(self, frame: FrameType, event: str, _arg: object) -> None:
+        if event != "call" or frame in self._seen_frames:
+            return
+        function_name: Final = self.function_name(frame)
+        if function_name is None:
+            return
+        event_id: Final = len(self.events)
+        parent_id: Final = next(
+            (self._event_ids[ancestor] for ancestor in _frame_ancestors(frame) if ancestor in self._event_ids),
+            None,
+        )
+        self._seen_frames.add(frame)
+        self._event_ids[frame] = event_id
+        self.events.append(FunctionTraceEvent(id=event_id, parent_id=parent_id, function=function_name))
+
+    def function_name(self, frame: FrameType) -> str | None:
+        code: Final = frame.f_code
+        if not code.co_filename.startswith(self._source_root):
+            return None
+        relative: Final = code.co_filename.removeprefix(self._source_root)
+        return f"{relative}:{code.co_firstlineno} {_qualified_name(frame)}"
+
+
+class PythonFunctionUsageProfiler:
+    def __init__(self, source_root: Path, functions: frozenset[str]) -> None:
+        self._source_root: Final = str(source_root.resolve()) + "/"
+        self._functions: Final = functions
+        self.called: Final[set[str]] = set()
+
+    def __call__(self, frame: FrameType, event: str, _arg: object) -> None:
+        if event != "call":
+            return
+        code: Final = frame.f_code
+        if not code.co_filename.startswith(self._source_root):
+            return
+        relative: Final = code.co_filename.removeprefix(self._source_root)
+        function: Final = f"{relative}:{code.co_firstlineno} {_qualified_name(frame)}"
+        if function in self._functions:
+            self.called.add(function)
+
+
+def _qualified_name(frame: FrameType) -> str:
+    code: Final = frame.f_code
+    native: Final = getattr(code, "co_qualname", None)
+    if isinstance(native, str):
+        return native
+    enclosing: Final = next(
+        (
+            name
+            for ancestor in _frame_ancestors(frame)
+            for declared_code, name in _declared_functions(ancestor.f_locals, frozenset())
+            if declared_code is code
+        ),
+        None,
+    )
+    if enclosing is not None:
+        return enclosing
+    module_name: Final = frame.f_globals.get("__name__")
+    if not isinstance(module_name, str):
+        return code.co_name
+    return _module_qualnames(module_name).get(code, code.co_name)
+
+
+@lru_cache(maxsize=None)
+def _module_qualnames(module_name: str) -> Mapping[CodeType, str]:
+    module: Final = sys.modules.get(module_name)
+    if module is None:
+        return MappingProxyType({})
+    return MappingProxyType(dict(_declared_functions(vars(module), frozenset())))
+
+
+def _declared_functions(namespace: Mapping[str, object], visited: frozenset[int]) -> Iterator[tuple[CodeType, str]]:
+    for attribute in tuple(namespace.values()):
+        for value in _accessors(attribute):
+            if isinstance(value, FunctionType):
+                yield from ((wrapped.__code__, wrapped.__qualname__) for wrapped in _unwrapped(value))
+            elif isinstance(value, type) and id(value) not in visited:
+                yield from _declared_functions(dict(vars(value)), visited | {id(value)})
+
+
+def _unwrapped(function: FunctionType) -> Iterator[FunctionType]:
+    yield function
+    inner: Final = getattr(function, "__wrapped__", None)
+    if isinstance(inner, FunctionType):
+        yield from _unwrapped(inner)
+
+
+def _accessors(value: object) -> tuple[object, ...]:
+    if isinstance(value, (staticmethod, classmethod)):
+        return (value.__func__,)
+    if isinstance(value, property):
+        return tuple(accessor for accessor in (value.fget, value.fset, value.fdel) if accessor is not None)
+    return (value,)
+
+
+def _frame_ancestors(frame: FrameType) -> Generator[FrameType]:
+    ancestor: Final = frame.f_back
+    if ancestor is not None:
+        yield ancestor
+        yield from _frame_ancestors(ancestor)
+
+
+@contextmanager
+def profile_python(source_root: Path, *, threads: bool = False) -> Generator[PythonProfiler]:
+    profiler: Final = PythonProfiler(source_root)
+    previous_thread: Final = threading.getprofile()
+    if threads:
+        threading.setprofile(profiler)
+    previous: Final = sys.getprofile()
+    sys.setprofile(profiler)
+    try:
+        yield profiler
+    finally:
+        sys.setprofile(previous)
+        if threads:
+            threading.setprofile(previous_thread)
+
+
+@contextmanager
+def profile_python_function_usage(
+    source_root: Path,
+    functions: frozenset[str],
+    *,
+    threads: bool = False,
+) -> Generator[PythonFunctionUsageProfiler]:
+    profiler: Final = PythonFunctionUsageProfiler(source_root, functions)
+    previous_thread: Final = threading.getprofile()
+    if threads:
+        threading.setprofile(profiler)
+    previous: Final = sys.getprofile()
+    sys.setprofile(profiler)
+    try:
+        yield profiler
+    finally:
+        sys.setprofile(previous)
+        if threads:
+            threading.setprofile(previous_thread)
diff --git a/tests/rust-python-harness/shared/tracing/pytest_usage.py b/tests/rust-python-harness/shared/tracing/pytest_usage.py
new file mode 100644
index 00000000000..285514a5239
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/pytest_usage.py
@@ -0,0 +1,339 @@
+from __future__ import annotations
+
+import argparse
+import ast
+import importlib
+import inspect
+import os
+import subprocess
+import sys
+import tempfile
+import warnings
+from collections.abc import Generator, Sequence
+from pathlib import Path
+from types import CodeType
+from typing import TYPE_CHECKING, Final
+
+from pluggy import HookimplMarker
+from pydantic import BaseModel, ConfigDict
+
+from .profiler import profile_python_function_usage
+
+if TYPE_CHECKING:
+    import pytest
+
+hookimpl: Final = HookimplMarker("pytest")
+
+
+class PythonFunctionIdentity(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    file: str
+    line: int
+    qualname: str
+
+    @property
+    def raw(self) -> str:
+        return f"{self.file}:{self.line} {self.qualname}"
+
+    @property
+    def key(self) -> str:
+        return f"{self.file}::{self.qualname}"
+
+    @classmethod
+    def from_trace(cls, raw: str) -> PythonFunctionIdentity:
+        location, separator, qualname = raw.partition(" ")
+        file, line_separator, line = location.rpartition(":")
+        if not separator or not line_separator or not file or not line.isdigit() or not qualname:
+            raise ValueError(f"Unrecognized Python trace function: {raw}")
+        return cls(file=file, line=int(line), qualname=qualname)
+
+
+class PythonFunctionReference(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    module: str
+    qualname: str
+
+    @property
+    def owner(self) -> str:
+        return self.qualname.partition(".")[0]
+
+    def resolve(self, source_root: Path) -> PythonFunctionIdentity:
+        value: object = importlib.import_module(self.module)
+        for component in self.qualname.split("."):
+            value = getattr(value, component)
+        if not callable(value):
+            raise ValueError(f"Python function is not callable: {self.module}:{self.qualname}")
+        function: Final = inspect.unwrap(value)
+        code: Final = getattr(function, "__code__", None)
+        qualname: Final = getattr(function, "__qualname__", None)
+        if not isinstance(code, CodeType) or not isinstance(qualname, str):
+            raise ValueError(f"Python function has no code object: {self.module}:{self.qualname}")
+        source: Final = Path(code.co_filename).resolve()
+        try:
+            relative: Final = source.relative_to(source_root.resolve())
+        except ValueError as error:
+            raise ValueError(f"Python function is outside {source_root}: {source}") from error
+        return PythonFunctionIdentity(
+            file=relative.as_posix(),
+            line=code.co_firstlineno,
+            qualname=qualname,
+        )
+
+
+class RustFunctionIdentity(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    file: str
+    line: int
+    module_path: str
+    function: str
+
+    @property
+    def test_module(self) -> str:
+        _, separator, module = self.module_path.partition("::")
+        if not separator:
+            raise ValueError(f"Rust function has no crate-qualified module: {self.module_path}")
+        return f"{module}::tests"
+
+    @classmethod
+    def from_trace(cls, raw: str) -> RustFunctionIdentity:
+        location, separator, qualified = raw.partition(" ")
+        file, line_separator, line = location.rpartition(":")
+        module_path, function_separator, function = qualified.rpartition("::")
+        if (
+            not separator
+            or not line_separator
+            or not function_separator
+            or not file
+            or not line.isdigit()
+            or not module_path
+            or not function
+        ):
+            raise ValueError(f"Unrecognized Rust trace function: {raw}")
+        return cls(file=file, line=int(line), module_path=module_path, function=function)
+
+
+class PythonFunctionUsage(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    function: PythonFunctionIdentity
+    tests: tuple[str, ...]
+
+
+class PythonUsageReport(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    usages: tuple[PythonFunctionUsage, ...]
+    collected_tests: tuple[str, ...]
+    exit_code: int
+    problems: tuple[str, ...] = ()
+
+
+def candidate_test_files(
+    functions: Sequence[PythonFunctionReference | PythonFunctionIdentity],
+    search_roots: Sequence[str],
+    repo_root: Path,
+    *,
+    exclude_roots: Sequence[str] = (),
+) -> tuple[str, ...]:
+    owners: Final = frozenset(
+        function.owner if isinstance(function, PythonFunctionReference) else function.qualname.partition(".")[0]
+        for function in functions
+        if "." in function.qualname
+        and (
+            isinstance(function, PythonFunctionReference)
+            or function.file.startswith("ocr/")
+            or "/ocr/" in function.file
+        )
+    )
+    top_level_functions: Final = frozenset(
+        function.qualname for function in functions if "." not in function.qualname and function.qualname.isidentifier()
+    )
+    candidates: Final = tuple(
+        path.relative_to(repo_root).as_posix()
+        for root in search_roots
+        for path in sorted((repo_root / root).rglob("test*.py"))
+        if not any(
+            path == repo_root / excluded or path.is_relative_to(repo_root / excluded) for excluded in exclude_roots
+        )
+        if _references_function(path, owners, top_level_functions)
+    )
+    return tuple(dict.fromkeys(candidates))
+
+
+def _references_function(path: Path, owners: frozenset[str], top_level_functions: frozenset[str]) -> bool:
+    contents: Final = path.read_text(errors="ignore")
+    if any(owner in contents for owner in owners):
+        return True
+    try:
+        with warnings.catch_warnings():
+            warnings.simplefilter("ignore", SyntaxWarning)
+            tree: Final = ast.parse(contents)
+    except SyntaxError:
+        return False
+    aliases: Final = frozenset(
+        alias.asname or alias.name
+        for node in ast.walk(tree)
+        if isinstance(node, ast.ImportFrom)
+        for alias in node.names
+        if alias.name in top_level_functions
+    )
+    names: Final = top_level_functions | aliases
+    return any(
+        isinstance(node, ast.Call)
+        and (
+            (isinstance(node.func, ast.Name) and node.func.id in names)
+            or (isinstance(node.func, ast.Attribute) and node.func.attr in top_level_functions)
+        )
+        for node in ast.walk(tree)
+    )
+
+
+class _WorkerConfig(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    functions: tuple[PythonFunctionIdentity, ...]
+    source_root: Path
+    output: Path
+    pytest_args: tuple[str, ...]
+
+
+class _FunctionUsagePlugin:
+    def __init__(self, functions: tuple[PythonFunctionIdentity, ...], source_root: Path) -> None:
+        self._functions: Final = functions
+        self._function_names: Final = frozenset(function.raw for function in functions)
+        self._source_root: Final = source_root
+        self._tests_by_function: Final[dict[str, set[str]]] = {function.raw: set() for function in functions}
+        self.collected_tests: tuple[str, ...] = ()
+        self.problems: tuple[str, ...] = ()
+
+    def pytest_collection_finish(self, session: pytest.Session) -> None:
+        self.collected_tests = tuple(item.nodeid for item in session.items)
+
+    def pytest_collectreport(self, report: pytest.CollectReport) -> None:
+        if report.failed:
+            self.problems = (*self.problems, str(report.longrepr))
+
+    @hookimpl(hookwrapper=True)
+    def pytest_runtest_protocol(self, item: pytest.Item, nextitem: pytest.Item | None) -> Generator[None, object, None]:
+        del nextitem
+        with profile_python_function_usage(self._source_root, self._function_names, threads=True) as profiler:
+            yield
+        for function in self._functions:
+            if function.raw in profiler.called:
+                self._tests_by_function[function.raw].add(item.nodeid)
+
+    def usages(self) -> tuple[PythonFunctionUsage, ...]:
+        return tuple(
+            PythonFunctionUsage(
+                function=function,
+                tests=tuple(sorted(self._tests_by_function[function.raw])),
+            )
+            for function in self._functions
+        )
+
+
+def collect_python_function_tests(
+    functions: Sequence[PythonFunctionIdentity],
+    selectors: Sequence[str],
+    repo_root: Path,
+    *,
+    source_root: Path | None = None,
+    exclusions: Sequence[str] = (),
+) -> PythonUsageReport:
+    selected_functions: Final = tuple(dict.fromkeys(functions))
+    if not selected_functions:
+        raise ValueError("Python function discovery needs at least one function")
+    if not selectors:
+        raise ValueError("Python function discovery needs at least one test selector")
+    with tempfile.TemporaryDirectory(prefix="litellm-function-tests-") as directory:
+        temporary: Final = Path(directory)
+        config_path: Final = temporary / "config.json"
+        output_path: Final = temporary / "report.json"
+        config: Final = _WorkerConfig(
+            functions=selected_functions,
+            source_root=source_root or repo_root / "litellm",
+            output=output_path,
+            pytest_args=tuple(
+                (
+                    "-o",
+                    "consider_namespace_packages=true",
+                    "-p",
+                    "no:cacheprovider",
+                    *selectors,
+                    *(f"--deselect={nodeid}" for nodeid in exclusions),
+                )
+            ),
+        )
+        config_path.write_text(config.model_dump_json())
+        import_roots: Final = tuple(
+            dict.fromkeys(
+                (
+                    str(repo_root),
+                    str(source_root or repo_root / "litellm"),
+                    *(
+                        str(path.parent if path.suffix == ".py" else path)
+                        for selector in selectors
+                        if (path := repo_root / selector.partition("::")[0]).exists()
+                    ),
+                    os.environ.get("PYTHONPATH", ""),
+                )
+            )
+        )
+        env: Final = {
+            **os.environ,
+            "PYTHONPATH": os.pathsep.join(import_roots),
+        }
+        try:
+            result: Final = subprocess.run(
+                (sys.executable, "-m", __name__, str(config_path)),
+                cwd=repo_root,
+                env=env,
+                capture_output=True,
+                text=True,
+                timeout=600,
+                check=False,
+            )
+        except (OSError, subprocess.TimeoutExpired) as error:
+            return PythonUsageReport(usages=(), collected_tests=(), exit_code=1, problems=(str(error),))
+        if not output_path.exists():
+            return PythonUsageReport(
+                usages=(),
+                collected_tests=(),
+                exit_code=result.returncode or 1,
+                problems=((result.stdout + result.stderr).strip(),),
+            )
+        report: Final = PythonUsageReport.model_validate_json(output_path.read_text())
+        process_output: Final = (result.stdout + result.stderr).strip()
+        if result.returncode and not report.problems and process_output:
+            return report.model_copy(update={"problems": (process_output,)})
+        return report
+
+
+def _run_worker(config: _WorkerConfig) -> int:
+    import pytest
+
+    plugin: Final = _FunctionUsagePlugin(config.functions, config.source_root)
+    exit_code: Final = int(pytest.main(list(config.pytest_args), plugins=[plugin]))
+    report: Final = PythonUsageReport(
+        usages=plugin.usages(),
+        collected_tests=plugin.collected_tests,
+        exit_code=exit_code,
+        problems=plugin.problems,
+    )
+    config.output.write_text(report.model_dump_json())
+    return exit_code
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("config", type=Path)
+    namespace: Final = parser.parse_args(argv)
+    config: Final = _WorkerConfig.model_validate_json(namespace.config.read_text())
+    return _run_worker(config)
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/shared/tracing/steps.py b/tests/rust-python-harness/shared/tracing/steps.py
new file mode 100644
index 00000000000..2475f0fdcc5
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/steps.py
@@ -0,0 +1,271 @@
+from __future__ import annotations
+
+import re
+from collections import Counter
+from collections.abc import Sequence
+from dataclasses import dataclass
+from typing import Final, Literal
+
+from .profiler import FunctionTraceEvent
+
+Engine = Literal["python", "rust"]
+
+
+@dataclass(frozen=True, slots=True)
+class TraceMapping:
+    span: str
+    python: re.Pattern[str] | None
+    rust: str | None
+
+
+def mapping(
+    *,
+    python_frame: str | None = None,
+    rust_span: str | None = None,
+    span: str | None = None,
+) -> TraceMapping:
+    if rust_span is None:
+        if python_frame is None:
+            raise ValueError("mapping needs a python_frame pattern, a rust_span name, or both")
+        if span is None:
+            raise ValueError("a python-only mapping needs an explicit span to compare under")
+        return TraceMapping(span, re.compile(python_frame), None)
+    if python_frame is None:
+        return TraceMapping(rust_span, None, rust_span)
+    if span is not None and span != rust_span:
+        raise ValueError(f"span {span!r} disagrees with rust_span {rust_span!r}")
+    return TraceMapping(rust_span, re.compile(python_frame), rust_span)
+
+
+@dataclass(frozen=True, slots=True)
+class TraceContract:
+    unordered_children_of: frozenset[str] = frozenset()
+
+
+@dataclass(frozen=True, slots=True)
+class PipelineStep:
+    id: int
+    parent_id: int | None
+    span: str
+    raw: str
+
+
+@dataclass(frozen=True, slots=True)
+class PipelineProjection:
+    steps: tuple[PipelineStep, ...] = ()
+    unmatched: int = 0
+
+
+def _span_for(engine: Engine, function: str, mappings: Sequence[TraceMapping]) -> str | None:
+    matches: Final = tuple(
+        item.span
+        for item in mappings
+        if (
+            engine == "python"
+            and item.python is not None
+            and item.python.search(function)
+            or engine == "rust"
+            and item.rust == function
+        )
+    )
+    if len(matches) > 1:
+        raise ValueError(f"{engine} event {function!r} matches multiple trace mappings: {matches}")
+    if matches:
+        return matches[0]
+    return function if engine == "rust" else None
+
+
+def pipeline_projection(
+    engine: Engine, events: Sequence[FunctionTraceEvent], mappings: Sequence[TraceMapping]
+) -> PipelineProjection:
+    raw_parents: dict[int, int | None] = {}
+    projected_ids: set[int] = set()
+    shown: list[PipelineStep] = []
+    unmatched: int = 0
+    for event in events:
+        if event.id in raw_parents:
+            raise ValueError(f"duplicate trace event id {event.id}")
+        if event.parent_id is not None and event.parent_id not in raw_parents:
+            raise ValueError(f"trace event {event.id} references unknown or later parent {event.parent_id}")
+        raw_parents[event.id] = event.parent_id
+        span = _span_for(engine, event.function, mappings)
+        if span is None:
+            unmatched += 1
+            continue
+        parent_id: int | None = event.parent_id
+        while parent_id is not None and parent_id not in projected_ids:
+            parent_id = raw_parents[parent_id]
+        shown.append(PipelineStep(event.id, parent_id, span, event.raw))
+        projected_ids.add(event.id)
+    return PipelineProjection(tuple(shown), unmatched)
+
+
+@dataclass(frozen=True, slots=True)
+class TraceNode:
+    id: int
+    span: str
+    children: tuple[TraceNode, ...]
+
+
+def trace_depths(steps: Sequence[PipelineStep]) -> dict[int, int]:
+    depths: dict[int, int] = {}
+    for step in steps:
+        depths[step.id] = 0 if step.parent_id is None else depths[step.parent_id] + 1
+    return depths
+
+
+def _forest(steps: Sequence[PipelineStep]) -> tuple[TraceNode, ...]:
+    children: dict[int | None, list[PipelineStep]] = {}
+    known: set[int] = set()
+    for step in steps:
+        if step.id in known:
+            raise ValueError(f"duplicate projected event id {step.id}")
+        if step.parent_id is not None and step.parent_id not in known:
+            raise ValueError(f"projected event {step.id} references unknown or later parent {step.parent_id}")
+        known.add(step.id)
+        children.setdefault(step.parent_id, []).append(step)
+
+    def node(step: PipelineStep) -> TraceNode:
+        return TraceNode(step.id, step.span, tuple(node(child) for child in children.get(step.id, ())))
+
+    return tuple(node(step) for step in children.get(None, ()))
+
+
+def _exclusive_spans(engine: Engine, mappings: Sequence[TraceMapping]) -> frozenset[str]:
+    return frozenset(
+        item.span
+        for item in mappings
+        if (engine == "python" and item.rust is None) or (engine == "rust" and item.python is None)
+    )
+
+
+def _comparable_steps(
+    engine: Engine, steps: Sequence[PipelineStep], mappings: Sequence[TraceMapping]
+) -> tuple[PipelineStep, ...]:
+    exclusive: Final = _exclusive_spans(engine, mappings)
+    raw_parents: Final = {step.id: step.parent_id for step in steps}
+    included: Final = {step.id for step in steps if step.span not in exclusive}
+    comparable: list[PipelineStep] = []
+    for step in steps:
+        if step.id not in included:
+            continue
+        parent_id: int | None = step.parent_id
+        while parent_id is not None and parent_id not in included:
+            parent_id = raw_parents[parent_id]
+        comparable.append(PipelineStep(step.id, parent_id, step.span, step.raw))
+    return tuple(comparable)
+
+
+def _signature(node: TraceNode, contract: TraceContract) -> tuple[object, ...]:
+    children: tuple[tuple[object, ...], ...] = tuple(_signature(child, contract) for child in node.children)
+    normalized: Final = tuple(sorted(children, key=repr)) if node.span in contract.unordered_children_of else children
+    return (node.span, normalized)
+
+
+def trace_signature(
+    engine: Engine,
+    steps: Sequence[PipelineStep],
+    mappings: Sequence[TraceMapping],
+    contract: TraceContract,
+) -> tuple[tuple[object, ...], ...]:
+    return tuple(_signature(root, contract) for root in _forest(_comparable_steps(engine, steps, mappings)))
+
+
+@dataclass(frozen=True, slots=True)
+class TraceDiff:
+    python_only: tuple[str, ...]
+    rust_only: tuple[str, ...]
+    shared_order_matches: bool
+    missing_mappings: tuple[str, ...] = ()
+    first_difference: str | None = None
+
+    @property
+    def matches(self) -> bool:
+        return (
+            not self.python_only
+            and not self.rust_only
+            and not self.missing_mappings
+            and self.shared_order_matches
+        )
+
+
+def _missing_mappings(
+    python: Sequence[PipelineStep], rust: Sequence[PipelineStep], mappings: Sequence[TraceMapping]
+) -> tuple[str, ...]:
+    python_seen: Final = frozenset(step.span for step in python)
+    rust_seen: Final = frozenset(step.span for step in rust)
+    return tuple(
+        item.span
+        for item in mappings
+        if (item.python is not None and item.span not in python_seen)
+        or (item.rust is not None and item.span not in rust_seen)
+    )
+
+
+def _first_difference(
+    python: Sequence[PipelineStep],
+    rust: Sequence[PipelineStep],
+    mappings: Sequence[TraceMapping],
+    contract: TraceContract,
+) -> str | None:
+    python_forest: Final = _forest(_comparable_steps("python", python, mappings))
+    rust_forest: Final = _forest(_comparable_steps("rust", rust, mappings))
+
+    def compare_children(
+        python_nodes: Sequence[TraceNode], rust_nodes: Sequence[TraceNode], path: str, *, unordered: bool
+    ) -> str | None:
+        if unordered:
+            python_signatures: Final = Counter(_signature(node, contract) for node in python_nodes)
+            rust_signatures: Final = Counter(_signature(node, contract) for node in rust_nodes)
+            if python_signatures != rust_signatures:
+                return f"{path}: unordered child subtree multiset differs"
+            return None
+        for index in range(max(len(python_nodes), len(rust_nodes))):
+            child_path = f"{path}/child[{index + 1}]"
+            if index >= len(python_nodes):
+                return f"{child_path}: Rust has extra {rust_nodes[index].span!r}"
+            if index >= len(rust_nodes):
+                return f"{child_path}: Python has extra {python_nodes[index].span!r}"
+            python_node = python_nodes[index]
+            rust_node = rust_nodes[index]
+            if python_node.span != rust_node.span:
+                return f"{child_path}: Python={python_node.span!r}, Rust={rust_node.span!r}"
+            difference = compare_children(
+                python_node.children,
+                rust_node.children,
+                f"{child_path}/{python_node.span}",
+                unordered=python_node.span in contract.unordered_children_of,
+            )
+            if difference is not None:
+                return difference
+        return None
+
+    return compare_children(python_forest, rust_forest, "root", unordered=False)
+
+
+def trace_diff(
+    python: Sequence[PipelineStep],
+    rust: Sequence[PipelineStep],
+    mappings: Sequence[TraceMapping] = (),
+    contract: TraceContract = TraceContract(),
+) -> TraceDiff:
+    python_comparable: Final = _comparable_steps("python", python, mappings)
+    rust_comparable: Final = _comparable_steps("rust", rust, mappings)
+    python_spans: Final = tuple(step.span for step in python_comparable)
+    rust_spans: Final = tuple(step.span for step in rust_comparable)
+    python_counts: Final = Counter(python_spans)
+    rust_counts: Final = Counter(rust_spans)
+    python_only_counts: Final = python_counts - rust_counts
+    rust_only_counts: Final = rust_counts - python_counts
+    python_only: Final = tuple(
+        span for span, count in python_only_counts.items() for _ in range(count)
+    )
+    rust_only: Final = tuple(span for span, count in rust_only_counts.items() for _ in range(count))
+    first_difference: Final = _first_difference(python, rust, mappings, contract)
+    return TraceDiff(
+        python_only=python_only,
+        rust_only=rust_only,
+        shared_order_matches=bool(python_comparable or rust_comparable) and first_difference is None,
+        missing_mappings=_missing_mappings(python, rust, mappings),
+        first_difference=first_difference,
+    )
diff --git a/tests/rust-python-harness/shared/tracing/test_profiler.py b/tests/rust-python-harness/shared/tracing/test_profiler.py
new file mode 100644
index 00000000000..616e9c23e75
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/test_profiler.py
@@ -0,0 +1,141 @@
+from __future__ import annotations
+
+import asyncio
+import sys
+import threading
+from collections.abc import Callable
+from functools import wraps
+from pathlib import Path
+from types import FunctionType
+from typing import Final, ParamSpec, TypeVar, cast
+
+import pytest
+
+from .profiler import (
+    FunctionTraceEvent,
+    PythonProfiler,
+    _module_qualnames,
+    profile_python,
+    profile_python_function_usage,
+)
+
+_P = ParamSpec("_P")
+_T = TypeVar("_T")
+
+
+def _passthrough(function: Callable[_P, _T]) -> Callable[_P, _T]:
+    @wraps(function)
+    def wrapper(*args: _P.args, **kwargs: _P.kwargs) -> _T:
+        return function(*args, **kwargs)
+
+    return wrapper
+
+
+class Decorated:
+    @_passthrough
+    def call(self) -> None:
+        return None
+
+
+def _events_named(profiler: PythonProfiler, name: str) -> tuple[FunctionTraceEvent, ...]:
+    return tuple(event for event in profiler.events if event.function.endswith(name))
+
+
+def test_profiler_keeps_repeated_calls() -> None:
+    def called() -> None:
+        return None
+
+    with profile_python(Path(__file__).parent) as profiler:
+        called()
+        called()
+
+    assert len(_events_named(profiler, "called")) == 2
+
+
+def test_profiler_qualifies_decorated_methods_by_class() -> None:
+    with profile_python(Path(__file__).parent) as profiler:
+        Decorated().call()
+
+    assert any(event.function.endswith(" Decorated.call") for event in profiler.events)
+    assert _module_qualnames(__name__)[cast(FunctionType, Decorated.call.__wrapped__).__code__] == "Decorated.call"
+
+
+def test_profiler_records_real_frame_ancestry() -> None:
+    def called() -> None:
+        return None
+
+    def outer() -> None:
+        called()
+
+    with profile_python(Path(__file__).parent) as profiler:
+        outer()
+
+    outer_event, called_event = (event for event in profiler.events if event.function.endswith(("outer", "called")))
+    assert called_event.parent_id == outer_event.id
+
+
+def test_profiler_restores_previous_profiler_after_failure() -> None:
+    previous: Final = sys.getprofile()
+
+    with pytest.raises(RuntimeError, match="stop"):
+        with profile_python(Path(__file__).parent):
+            raise RuntimeError("stop")
+
+    assert sys.getprofile() is previous
+
+
+def test_profiler_does_not_count_coroutine_resumption_as_another_call() -> None:
+    async def suspended() -> None:
+        await asyncio.sleep(0)
+        await asyncio.sleep(0)
+
+    with profile_python(Path(__file__).parent) as profiler:
+        asyncio.run(suspended())
+
+    assert len(_events_named(profiler, "suspended")) == 1
+
+
+def test_profiler_preserves_parent_across_coroutine_suspension() -> None:
+    def called() -> None:
+        return None
+
+    async def suspended() -> None:
+        await asyncio.sleep(0)
+        called()
+
+    with profile_python(Path(__file__).parent) as profiler:
+        asyncio.run(suspended())
+
+    suspended_event: Final = _events_named(profiler, "suspended")[0]
+    called_event: Final = _events_named(profiler, "called")[0]
+    assert called_event.parent_id == suspended_event.id
+
+
+def test_profiler_captures_worker_threads_when_enabled() -> None:
+    def called() -> None:
+        return None
+
+    with profile_python(Path(__file__).parent, threads=True) as profiler:
+        thread: Final = threading.Thread(target=called)
+        thread.start()
+        thread.join()
+
+    called_event: Final = _events_named(profiler, "called")[0]
+    assert called_event.parent_id is None
+
+
+def test_function_usage_profiler_records_only_selected_functions() -> None:
+    def selected() -> None:
+        return None
+
+    def ignored() -> None:
+        return None
+
+    source_root: Final = Path(__file__).parent
+    function: Final = f"{Path(__file__).name}:{selected.__code__.co_firstlineno} {selected.__qualname__}"
+
+    with profile_python_function_usage(source_root, frozenset((function,))) as profiler:
+        selected()
+        ignored()
+
+    assert profiler.called == {function}
diff --git a/tests/rust-python-harness/shared/tracing/test_pytest_usage.py b/tests/rust-python-harness/shared/tracing/test_pytest_usage.py
new file mode 100644
index 00000000000..9f40da19010
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/test_pytest_usage.py
@@ -0,0 +1,168 @@
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from .pytest_usage import (
+    PythonFunctionIdentity,
+    PythonFunctionReference,
+    RustFunctionIdentity,
+    candidate_test_files,
+    collect_python_function_tests,
+)
+
+
+def test_collects_parameterized_tests_that_execute_function(tmp_path: Path) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "source.py").write_text("def target():\n    return 1\n\ndef other():\n    return 2\n")
+    (tmp_path / "test_source.py").write_text(
+        "import pytest\n"
+        "from source import other, target\n"
+        "@pytest.mark.parametrize('value', [1, 2])\n"
+        "def test_target(value): assert target() + value > 0\n"
+        "def test_other(): assert other() == 2\n"
+    )
+    target: Final = PythonFunctionIdentity(file="source.py", line=1, qualname="target")
+
+    report: Final = collect_python_function_tests(
+        (target,),
+        ("test_source.py",),
+        tmp_path,
+        source_root=tmp_path,
+    )
+
+    assert report.exit_code == 0, report.problems
+    assert report.usages[0].tests == (
+        "test_source.py::test_target[1]",
+        "test_source.py::test_target[2]",
+    )
+
+
+def test_collects_async_and_threaded_function_calls(tmp_path: Path) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "source.py").write_text(
+        "async def async_target():\n    return 1\n\ndef threaded_target():\n    return 2\n"
+    )
+    (tmp_path / "test_source.py").write_text(
+        "import asyncio\n"
+        "from threading import Thread\n"
+        "from source import async_target, threaded_target\n"
+        "def test_async(): assert asyncio.run(async_target()) == 1\n"
+        "def test_thread():\n"
+        "    thread = Thread(target=threaded_target)\n"
+        "    thread.start()\n"
+        "    thread.join()\n"
+    )
+    functions: Final = (
+        PythonFunctionIdentity(file="source.py", line=1, qualname="async_target"),
+        PythonFunctionIdentity(file="source.py", line=4, qualname="threaded_target"),
+    )
+
+    report: Final = collect_python_function_tests(
+        functions,
+        ("test_source.py",),
+        tmp_path,
+        source_root=tmp_path,
+    )
+
+    assert report.exit_code == 0, report.problems
+    assert report.usages[0].tests == ("test_source.py::test_async",)
+    assert report.usages[1].tests == ("test_source.py::test_thread",)
+
+
+def test_adds_candidate_directory_to_worker_import_path(tmp_path: Path) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    source: Final = tmp_path / "source"
+    tests: Final = tmp_path / "tests"
+    source.mkdir()
+    tests.mkdir()
+    (source / "implementation.py").write_text("def target():\n    return 1\n")
+    (tests / "helper.py").write_text("VALUE = 1\n")
+    (tests / "test_source.py").write_text(
+        "from helper import VALUE\nfrom implementation import target\ndef test_target(): assert target() == VALUE\n"
+    )
+    target: Final = PythonFunctionIdentity(file="implementation.py", line=1, qualname="target")
+
+    report: Final = collect_python_function_tests(
+        (target,),
+        ("tests/test_source.py",),
+        tmp_path,
+        source_root=source,
+    )
+
+    assert report.exit_code == 0, report.problems
+    assert report.usages[0].tests == ("tests/test_source.py::test_target",)
+
+
+def test_parses_function_identity_from_trace() -> None:
+    function: Final = PythonFunctionIdentity.from_trace("llms/mistral/ocr/transformation.py:72 Config.map")
+
+    assert function.file == "llms/mistral/ocr/transformation.py"
+    assert function.line == 72
+    assert function.qualname == "Config.map"
+
+
+def test_resolves_function_and_finds_candidate_test_files(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
+    package: Final = tmp_path / "package"
+    tests: Final = tmp_path / "tests"
+    package.mkdir()
+    tests.mkdir()
+    (package / "__init__.py").write_text("")
+    (package / "implementation.py").write_text("class Config:\n    def transform(self):\n        return 1\n")
+    (tests / "test_implementation.py").write_text("from package.implementation import Config\n")
+    (tests / "test_unrelated.py").write_text("def test_other(): pass\n")
+    monkeypatch.syspath_prepend(tmp_path)
+    reference: Final = PythonFunctionReference(module="package.implementation", qualname="Config.transform")
+
+    function: Final = reference.resolve(tmp_path)
+    candidates: Final = candidate_test_files((reference,), ("tests",), tmp_path)
+
+    assert function.file == "package/implementation.py"
+    assert function.qualname == "Config.transform"
+    assert candidates == ("tests/test_implementation.py",)
+
+
+def test_candidate_test_files_excludes_harness_roots(tmp_path: Path) -> None:
+    tests: Final = tmp_path / "tests"
+    harness: Final = tests / "harness"
+    harness.mkdir(parents=True)
+    (tests / "test_implementation.py").write_text("from package.implementation import Config\n")
+    (harness / "test_fixture.py").write_text("from package.implementation import Config\n")
+    function: Final = PythonFunctionReference(module="package.implementation", qualname="Config.transform")
+
+    candidates: Final = candidate_test_files(
+        (function,),
+        ("tests",),
+        tmp_path,
+        exclude_roots=("tests/harness",),
+    )
+
+    assert candidates == ("tests/test_implementation.py",)
+
+
+def test_candidate_test_files_finds_top_level_calls_and_import_aliases(tmp_path: Path) -> None:
+    tests: Final = tmp_path / "tests"
+    tests.mkdir()
+    (tests / "test_attribute.py").write_text("import package\ndef test_call(): package.ocr()\n")
+    (tests / "test_alias.py").write_text("from package import ocr as run_ocr\ndef test_call(): run_ocr()\n")
+    (tests / "test_unrelated.py").write_text("def test_call(): return 'ocr'\n")
+    function: Final = PythonFunctionIdentity(file="ocr/main.py", line=1, qualname="ocr")
+
+    candidates: Final = candidate_test_files((function,), ("tests",), tmp_path)
+
+    assert candidates == (
+        "tests/test_alias.py",
+        "tests/test_attribute.py",
+    )
+
+
+def test_parses_rust_function_identity_and_derives_test_module() -> None:
+    function: Final = RustFunctionIdentity.from_trace(
+        "crates/core/src/providers/mistral/ocr/transformation.rs:73 "
+        "litellm_core::providers::mistral::ocr::transformation::supported_ocr_params"
+    )
+
+    assert function.file == "crates/core/src/providers/mistral/ocr/transformation.rs"
+    assert function.test_module == "providers::mistral::ocr::transformation::tests"
diff --git a/tests/rust-python-harness/shared/tracing/test_steps.py b/tests/rust-python-harness/shared/tracing/test_steps.py
new file mode 100644
index 00000000000..2efc6a3c579
--- /dev/null
+++ b/tests/rust-python-harness/shared/tracing/test_steps.py
@@ -0,0 +1,157 @@
+from __future__ import annotations
+
+from typing import Final
+
+import pytest
+
+from .profiler import FunctionTraceEvent
+from .steps import Engine, TraceContract, mapping, pipeline_projection, trace_depths, trace_diff
+
+MAPPINGS: Final = (
+    mapping(rust_span="route", python_frame=r"entry$"),
+    mapping(rust_span="provider", python_frame=r"provider$"),
+    mapping(rust_span="request", python_frame=r"request$"),
+    mapping(rust_span="http", python_frame=r"post$"),
+    mapping(rust_span="response", python_frame=r"response$"),
+)
+
+
+def event(event_id: int, function: str, parent_id: int | None = None) -> FunctionTraceEvent:
+    return FunctionTraceEvent(event_id, parent_id, function)
+
+
+def test_python_projection_collapses_unmapped_parents_and_counts_noise() -> None:
+    events: Final = (
+        event(0, "module.py:1 entry"),
+        event(1, "noise", 0),
+        event(2, "module.py:2 provider", 1),
+        event(3, "module.py:3 request", 0),
+        event(4, "client.py:4 post", 3),
+        event(5, "module.py:5 response", 0),
+    )
+    projection: Final = pipeline_projection("python", events, MAPPINGS)
+    assert projection.unmatched == 1
+    assert [(step.id, step.parent_id, step.span, step.raw) for step in projection.steps] == [
+        (0, None, "route", "module.py:1 entry"),
+        (2, 0, "provider", "module.py:2 provider"),
+        (3, 0, "request", "module.py:3 request"),
+        (4, 3, "http", "client.py:4 post"),
+        (5, 0, "response", "module.py:5 response"),
+    ]
+
+
+def test_rust_projection_keeps_unknown_spans() -> None:
+    projection: Final = pipeline_projection("rust", (event(0, "route"), event(1, "new_span", 0)), MAPPINGS)
+    assert [(step.span, step.parent_id) for step in projection.steps] == [("route", None), ("new_span", 0)]
+
+
+def test_projection_preserves_repeated_occurrences() -> None:
+    projection: Final = pipeline_projection(
+        "rust",
+        (event(0, "route"), event(1, "http", 0), event(2, "http", 0)),
+        MAPPINGS,
+    )
+    assert [step.span for step in projection.steps] == ["route", "http", "http"]
+
+
+def test_projection_preserves_multiple_roots() -> None:
+    projection: Final = pipeline_projection("rust", (event(0, "route"), event(1, "request")), MAPPINGS)
+    assert trace_depths(projection.steps) == {0: 0, 1: 0}
+
+
+def test_projection_rejects_duplicate_and_unknown_parent_ids() -> None:
+    with pytest.raises(ValueError, match="duplicate trace event id"):
+        pipeline_projection("rust", (event(0, "route"), event(0, "request")), MAPPINGS)
+    with pytest.raises(ValueError, match="unknown or later parent"):
+        pipeline_projection("rust", (event(1, "request", 0),), MAPPINGS)
+
+
+@pytest.mark.parametrize("engine", ("python", "rust"))
+def test_rust_only_mappings_do_not_swallow_python_frames(engine: Engine) -> None:
+    projection: Final = pipeline_projection(
+        engine,
+        (event(0, "anything"),),
+        (mapping(rust_span="rust_only_span"),),
+    )
+    if engine == "python":
+        assert projection.unmatched == 1
+        assert projection.steps == ()
+    else:
+        assert projection.unmatched == 0
+        assert projection.steps[0].span == "anything"
+
+
+def test_mapping_builder_rejects_empty_and_ambiguous_declarations() -> None:
+    with pytest.raises(ValueError, match="mapping needs"):
+        mapping()
+    with pytest.raises(ValueError, match="python-only mapping needs"):
+        mapping(python_frame=r"frame$")
+    with pytest.raises(ValueError, match="disagrees with"):
+        mapping(rust_span="span_a", python_frame=r"frame$", span="span_b")
+
+
+def test_projection_rejects_ambiguous_python_mapping() -> None:
+    mappings: Final = (
+        mapping(rust_span="first", python_frame=r"same$"),
+        mapping(rust_span="second", python_frame=r"same$"),
+    )
+    with pytest.raises(ValueError, match="multiple trace mappings"):
+        pipeline_projection("python", (event(0, "module.py:1 same"),), mappings)
+
+
+def test_trace_diff_matches_identical_occurrence_trees() -> None:
+    mappings: Final = (MAPPINGS[0], MAPPINGS[2])
+    steps: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "request", 0), event(2, "request", 0)), mappings
+    ).steps
+    assert trace_diff(steps, steps, mappings).matches
+
+
+def test_trace_diff_rejects_missing_occurrence_and_parent_drift() -> None:
+    python: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "request", 0), event(2, "request", 0)), MAPPINGS
+    ).steps
+    missing: Final = pipeline_projection("rust", (event(0, "route"), event(1, "request", 0)), MAPPINGS).steps
+    reparented: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "request", 0), event(2, "request", 1)), MAPPINGS
+    ).steps
+    assert trace_diff(python, missing, MAPPINGS).python_only == ("request",)
+    assert not trace_diff(python, reparented, MAPPINGS).matches
+
+
+def test_trace_diff_rejects_sequential_reorder() -> None:
+    first: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "request", 0), event(2, "response", 0)), MAPPINGS
+    ).steps
+    second: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "response", 0), event(2, "request", 0)), MAPPINGS
+    ).steps
+    diff: Final = trace_diff(first, second, MAPPINGS)
+    assert not diff.matches
+    assert diff.first_difference == "root/child[1]/route/child[1]: Python='request', Rust='response'"
+
+
+def test_trace_diff_allows_reordered_concurrent_children() -> None:
+    mappings: Final = (MAPPINGS[0], MAPPINGS[2], MAPPINGS[4])
+    first: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "request", 0), event(2, "response", 0)), mappings
+    ).steps
+    second: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "response", 0), event(2, "request", 0)), mappings
+    ).steps
+    contract: Final = TraceContract(frozenset({"route"}))
+    assert trace_diff(first, second, mappings, contract).matches
+
+
+def test_trace_diff_prunes_declared_engine_only_nodes_but_requires_them() -> None:
+    mappings: Final = (MAPPINGS[0], mapping(rust_span="rust_prepare"))
+    python: Final = pipeline_projection("python", (event(0, "module.py:1 entry"),), mappings).steps
+    rust: Final = pipeline_projection(
+        "rust", (event(0, "route"), event(1, "rust_prepare", 0)), mappings
+    ).steps
+    assert trace_diff(python, rust, mappings).matches
+    assert trace_diff(python, rust[:1], mappings).missing_mappings == ("rust_prepare",)
+
+
+def test_trace_diff_does_not_claim_empty_traces_match() -> None:
+    assert not trace_diff((), ()).matches
diff --git a/tests/rust-python-harness/shared/unit_runners/__init__.py b/tests/rust-python-harness/shared/unit_runners/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/shared/unit_runners/python_runner.py b/tests/rust-python-harness/shared/unit_runners/python_runner.py
new file mode 100644
index 00000000000..86ea0dbf1b9
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/python_runner.py
@@ -0,0 +1,218 @@
+from __future__ import annotations
+
+import argparse
+import importlib
+import os
+import subprocess
+import sys
+import tempfile
+from collections.abc import Callable, Sequence
+from pathlib import Path
+from typing import TYPE_CHECKING, Final, Literal, cast
+
+from pluggy import HookimplMarker
+from pydantic import BaseModel, ConfigDict
+
+if TYPE_CHECKING:
+    import pytest
+
+hookimpl: Final = HookimplMarker("pytest")
+
+Backend = Literal["python", "rust"]
+
+
+class PythonReport(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    backend: Backend
+    verified: bool
+    tests: tuple[str, ...] = ()
+    outcomes: tuple[tuple[str, str, str], ...] = ()
+    exit_code: int
+    problems: tuple[str, ...] = ()
+
+
+class BackendSpec(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    environment_variable: str
+    probe: str = ""
+
+
+class WorkerArgs(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    backend: Backend
+    probe: str
+    output: Path
+    pytest_args: tuple[str, ...]
+
+
+class ResultPlugin:
+    def __init__(self, backend: Backend, probe: Callable[[], object] | None) -> None:
+        self.backend: Final = backend
+        self.probe: Final = probe
+        self.tests: tuple[str, ...] = ()
+        self.outcomes: tuple[tuple[str, str, str], ...] = ()
+        self.problems: tuple[str, ...] = ()
+
+    def verify(self) -> None:
+        if self.probe is not None and self.probe() != self.backend:
+            raise RuntimeError(f"backend probe did not select {self.backend}")
+
+    def pytest_collection_finish(self, session: pytest.Session) -> None:
+        self.tests = tuple(item.nodeid for item in session.items)
+
+    @hookimpl(tryfirst=True)
+    def pytest_runtest_call(self, item: pytest.Item) -> None:
+        del item
+        self.verify()
+
+    def pytest_collectreport(self, report: pytest.CollectReport) -> None:
+        if report.failed:
+            self.problems = (*self.problems, str(report.longrepr))
+
+    def pytest_runtest_logreport(self, report: pytest.TestReport) -> None:
+        self.outcomes = (*self.outcomes, (report.nodeid, report.when, report.outcome))
+        if report.failed:
+            self.problems = (*self.problems, str(report.longrepr))
+
+
+def run_python_tests(
+    selectors: Sequence[str],
+    repo_root: Path,
+    backend: Backend,
+    spec: BackendSpec,
+    pytest_args: Sequence[str] = (),
+) -> PythonReport:
+    with tempfile.TemporaryDirectory(prefix="litellm-unit-tests-") as directory:
+        output: Final = Path(directory) / "report.json"
+        command: Final = (
+            sys.executable,
+            "-m",
+            __name__,
+            "--backend",
+            backend,
+            *(("--probe", spec.probe) if spec.probe else ()),
+            "--output",
+            str(output),
+            "--",
+            *selectors,
+            *pytest_args,
+        )
+        env: Final = {
+            **os.environ,
+            spec.environment_variable: "1" if backend == "rust" else "0",
+            "PYTHONPATH": os.pathsep.join((str(repo_root), os.environ.get("PYTHONPATH", ""))),
+        }
+        try:
+            result: Final = subprocess.run(
+                command, cwd=repo_root, env=env, capture_output=True, text=True, timeout=600, check=False
+            )
+        except (OSError, subprocess.TimeoutExpired) as error:
+            return PythonReport(backend=backend, verified=False, exit_code=1, problems=(str(error),))
+        if not output.exists():
+            return PythonReport(
+                backend=backend,
+                verified=False,
+                exit_code=result.returncode or 1,
+                problems=(result.stdout + result.stderr,),
+            )
+        report: Final = PythonReport.model_validate_json(output.read_text())
+        process_output: Final = (result.stdout + result.stderr).strip()
+        if result.returncode and not report.problems and process_output:
+            return report.model_copy(update={"problems": (process_output,)})
+        if report.exit_code != result.returncode:
+            return report.model_copy(
+                update={
+                    "exit_code": result.returncode or 1,
+                    "problems": (*report.problems, "worker exit code differs from report"),
+                }
+            )
+        return report
+
+
+def compare_python_runs(python: PythonReport, rust: PythonReport) -> tuple[str, ...]:
+    python_only: Final = tuple(sorted(set(python.outcomes) - set(rust.outcomes)))
+    rust_only: Final = tuple(sorted(set(rust.outcomes) - set(python.outcomes)))
+    return (
+        *(("backend selection was not verified",) if not python.verified or not rust.verified else ()),
+        *(("Python run used the wrong backend",) if python.backend != "python" else ()),
+        *(("Rust run used the wrong backend",) if rust.backend != "rust" else ()),
+        *(("Python/Rust test inventories differ",) if python.tests != rust.tests else ()),
+        *(("Python/Rust test outcomes differ",) if python_only or rust_only else ()),
+        *(f"Python only: {nodeid} [{stage}] {outcome}" for nodeid, stage, outcome in python_only),
+        *(f"Rust only: {nodeid} [{stage}] {outcome}" for nodeid, stage, outcome in rust_only),
+        *(f"Python run: {problem}" for problem in python.problems if not python.verified or not python.tests),
+        *(f"Rust run: {problem}" for problem in rust.problems if not rust.verified or not rust.tests),
+        *(("no Python tests collected",) if not python.tests else ()),
+        *(("Python/Rust exit codes differ",) if python.exit_code != rust.exit_code else ()),
+    )
+
+
+def _load_probe(reference: str) -> Callable[[], object] | None:
+    if not reference:
+        return None
+    module, name = reference.rsplit(":", 1)
+    return cast(Callable[[], object], getattr(importlib.import_module(module), name))
+
+
+def main(argv: Sequence[str] | None = None) -> int:
+    import pytest
+
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--backend", required=True, choices=("python", "rust"))
+    parser.add_argument("--probe", default="")
+    parser.add_argument("--output", required=True, type=Path)
+    parser.add_argument("pytest_args", nargs=argparse.REMAINDER)
+    namespace: Final = parser.parse_args(argv)
+    args: Final = WorkerArgs.model_validate(vars(namespace))
+    try:
+        plugin: Final = ResultPlugin(args.backend, _load_probe(args.probe))
+        plugin.verify()
+        code: Final = int(
+            pytest.main(["-o", "consider_namespace_packages=true", *args.pytest_args[1:]], plugins=[plugin])
+        )
+        report: Final = PythonReport(
+            backend=args.backend,
+            verified=True,
+            tests=plugin.tests,
+            outcomes=plugin.outcomes,
+            exit_code=code,
+            problems=plugin.problems,
+        )
+    except Exception as error:
+        failure: Final = PythonReport(backend=args.backend, verified=False, exit_code=1, problems=(str(error),))
+        args.output.write_text(failure.model_dump_json())
+        return 1
+    args.output.write_text(report.model_dump_json())
+    return report.exit_code
+
+
+def contract_nodeid(nodeid: str) -> str:
+    owner, separator, test = nodeid.rpartition("::")
+    function: Final = test.partition("[")[0]
+    if not separator or not function.startswith("test_"):
+        raise ValueError(f"Unrecognized pytest node id: {nodeid}")
+    return f"{owner}::{function}"
+
+
+def collect_python_tests(selectors: Sequence[str], repo_root: Path) -> frozenset[str]:
+    report: Final = run_python_tests(
+        selectors,
+        repo_root,
+        "python",
+        BackendSpec(environment_variable="LITELLM_RUST"),
+        ("--collect-only", "-p", "no:cacheprovider"),
+    )
+    if report.exit_code or report.problems:
+        details: Final = "\n".join(report.problems) or f"pytest exited with code {report.exit_code}"
+        raise ValueError(f"Python test collection failed:\n{details}")
+    tests: Final = frozenset(contract_nodeid(nodeid) for nodeid in report.tests)
+    if not tests:
+        raise ValueError(f"pytest collected no tests for: {', '.join(selectors)}")
+    return tests
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/shared/unit_runners/rust_runner.py b/tests/rust-python-harness/shared/unit_runners/rust_runner.py
new file mode 100644
index 00000000000..9df77895519
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/rust_runner.py
@@ -0,0 +1,253 @@
+from __future__ import annotations
+
+import subprocess
+from collections.abc import Callable
+from dataclasses import dataclass
+from itertools import groupby
+from pathlib import Path
+from typing import Annotated, Final, Literal, TypeAlias
+
+from pydantic import BaseModel, ConfigDict, Field, model_validator
+from typing_extensions import Self
+
+CommandRunner: TypeAlias = Callable[[tuple[str, ...], Path], str]
+_MODEL_CONFIG: Final = ConfigDict(extra="forbid", frozen=True, strict=True)
+
+
+class RustTarget(BaseModel):
+    model_config = _MODEL_CONFIG
+
+    package: str
+    name: str
+    kind: Literal["lib", "bin", "test"]
+
+    @property
+    def key(self) -> str:
+        return f"{self.package}/{self.kind}/{self.name}"
+
+
+class RustTestIdentity(BaseModel):
+    model_config = _MODEL_CONFIG
+
+    target: RustTarget
+    name: str
+
+    @property
+    def key(self) -> str:
+        return f"{self.target.key}::{self.name}"
+
+
+class RustTestScope(BaseModel):
+    model_config = _MODEL_CONFIG
+
+    target: RustTarget
+    modules: Annotated[tuple[str, ...], Field(min_length=1)]
+    features: tuple[str, ...] = ()
+    default_features: bool = True
+
+    @model_validator(mode="after")
+    def validate_scope(self) -> Self:
+        duplicate_features: Final = tuple(
+            feature for feature, values in groupby(sorted(self.features)) if sum(1 for _ in values) > 1
+        )
+        duplicate_modules: Final = tuple(
+            module for module, values in groupby(sorted(self.modules)) if sum(1 for _ in values) > 1
+        )
+        if duplicate_features:
+            raise ValueError(f"Rust features contain duplicates: {', '.join(duplicate_features)}")
+        if duplicate_modules:
+            raise ValueError(f"Rust modules contain duplicates: {', '.join(duplicate_modules)}")
+        if any(not module or module.endswith("::") for module in self.modules):
+            raise ValueError("Rust modules must be non-empty and omit the trailing :: separator")
+        overlaps: Final = tuple(
+            f"{outer} includes {inner}"
+            for outer in self.modules
+            for inner in self.modules
+            if inner.startswith(f"{outer}::")
+        )
+        if overlaps:
+            raise ValueError(f"Rust modules overlap: {', '.join(overlaps)}")
+        return self
+
+    def contains(self, identity: RustTestIdentity) -> bool:
+        return identity.target == self.target and any(
+            identity.name.startswith(f"{module}::") for module in self.modules
+        )
+
+
+class _CargoPackage(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    id: str
+    name: str
+
+
+class _CargoMetadata(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    packages: tuple[_CargoPackage, ...]
+
+
+class _CargoMessage(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    reason: str
+
+
+class _CargoTarget(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    name: str
+    kind: tuple[str, ...]
+
+
+class _CargoProfile(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    test: bool
+
+
+class _CargoArtifact(BaseModel):
+    model_config = ConfigDict(extra="ignore", frozen=True, strict=True)
+
+    reason: Literal["compiler-artifact"]
+    package_id: str
+    target: _CargoTarget
+    profile: _CargoProfile
+    executable: str | None
+
+
+@dataclass(frozen=True, slots=True)
+class RustReport:
+    tests: tuple[str, ...]
+    exit_code: int
+    output: str
+
+
+def run_command(command: tuple[str, ...], cwd: Path) -> str:
+    try:
+        result: Final = subprocess.run(command, cwd=cwd, capture_output=True, text=True, check=False, timeout=600)
+    except (OSError, subprocess.TimeoutExpired) as error:
+        raise ValueError(f"Rust inventory command failed: {error}") from error
+    if result.returncode != 0:
+        raise ValueError(
+            f"Rust inventory command failed ({result.returncode}): {' '.join(command)}\n"
+            f"{result.stderr}\n{result.stdout}"
+        )
+    return result.stdout
+
+
+def run_rust_tests(manifest: Path, package: str | None, test_filter: str, *, collect_only: bool = False) -> RustReport:
+    command: Final = (
+        "cargo",
+        "test",
+        "--manifest-path",
+        str(manifest),
+        *(("--package", package) if package else ()),
+        "--lib",
+        test_filter,
+        "--",
+        *(("--list",) if collect_only else ("--format=pretty",)),
+    )
+    try:
+        result: Final = subprocess.run(command, capture_output=True, text=True, check=False, timeout=600)
+    except (OSError, subprocess.TimeoutExpired) as error:
+        return RustReport((), 1, str(error))
+    tests: Final = (
+        tuple(line.removesuffix(": test") for line in result.stdout.splitlines() if line.endswith(": test"))
+        if collect_only
+        else tuple(
+            line.removeprefix("test ").removesuffix(" ... ok")
+            for line in result.stdout.splitlines()
+            if line.startswith("test ") and line.endswith(" ... ok")
+        )
+    )
+    return RustReport(tests, result.returncode, result.stdout + result.stderr)
+
+
+def _build_command(scope: RustTestScope) -> tuple[str, ...]:
+    selector: Final = ("--lib",) if scope.target.kind == "lib" else (f"--{scope.target.kind}", scope.target.name)
+    features: Final = ("--features", ",".join(scope.features)) if scope.features else ()
+    defaults: Final = () if scope.default_features else ("--no-default-features",)
+    return (
+        "cargo",
+        "test",
+        "--package",
+        scope.target.package,
+        *selector,
+        *features,
+        *defaults,
+        "--locked",
+        "--no-run",
+        "--message-format=json",
+        "--color",
+        "never",
+    )
+
+
+def _test_names(output: str) -> frozenset[str]:
+    lines: Final = tuple(line for line in output.splitlines() if line)
+    invalid: Final = tuple(line for line in lines if not line.endswith((": test", ": benchmark")))
+    if invalid:
+        raise ValueError(f"Unrecognized libtest inventory output: {invalid!r}")
+    names: Final = tuple(line.removesuffix(": test") for line in lines if line.endswith(": test"))
+    if len(names) != len(frozenset(names)):
+        raise ValueError("Duplicate test names in libtest inventory")
+    return frozenset(names)
+
+
+def _scope_tests(
+    scope: RustTestScope,
+    metadata: _CargoMetadata,
+    cwd: Path,
+    command_runner: CommandRunner,
+) -> frozenset[RustTestIdentity]:
+    package_ids: Final = tuple(package.id for package in metadata.packages if package.name == scope.target.package)
+    if len(package_ids) != 1:
+        raise ValueError(f"Expected one Cargo package for {scope.target.package}, found {len(package_ids)}")
+    output: Final = command_runner(_build_command(scope), cwd)
+    artifacts: Final = tuple(
+        _CargoArtifact.model_validate_json(line)
+        for line in output.splitlines()
+        if _CargoMessage.model_validate_json(line).reason == "compiler-artifact"
+    )
+    executables: Final = frozenset(
+        artifact.executable
+        for artifact in artifacts
+        if artifact.package_id == package_ids[0]
+        and artifact.target.name == scope.target.name
+        and scope.target.kind in artifact.target.kind
+        and artifact.profile.test
+        and artifact.executable is not None
+    )
+    if len(executables) != 1:
+        raise ValueError(f"Expected one test executable for {scope.target.key}, found {len(executables)}")
+    executable: Final = next(iter(executables))
+    names: Final = _test_names(command_runner((executable, "--list", "--format", "terse"), cwd))
+    ignored: Final = _test_names(command_runner((executable, "--list", "--ignored", "--format", "terse"), cwd))
+    identities: Final = frozenset(RustTestIdentity(target=scope.target, name=name) for name in names)
+    scoped: Final = frozenset(identity for identity in identities if scope.contains(identity))
+    ignored_scoped: Final = tuple(sorted(identity.key for identity in scoped if identity.name in ignored))
+    if ignored_scoped:
+        raise ValueError(f"Ignored Rust tests cannot satisfy the mapping: {', '.join(ignored_scoped)}")
+    empty_modules: Final = tuple(
+        module for module in scope.modules if not any(identity.name.startswith(f"{module}::") for identity in scoped)
+    )
+    if empty_modules:
+        raise ValueError(f"No compiled tests in {scope.target.key} modules: {', '.join(empty_modules)}")
+    return scoped
+
+
+def enumerate_rust_tests(
+    repo_root: Path,
+    scopes: tuple[RustTestScope, ...],
+    *,
+    command_runner: CommandRunner = run_command,
+) -> frozenset[RustTestIdentity]:
+    if not scopes:
+        return frozenset()
+    cwd: Final = repo_root / "litellm-rust"
+    metadata: Final = _CargoMetadata.model_validate_json(
+        command_runner(("cargo", "metadata", "--format-version", "1", "--no-deps", "--locked"), cwd)
+    )
+    return frozenset(identity for scope in scopes for identity in _scope_tests(scope, metadata, cwd, command_runner))
diff --git a/tests/rust-python-harness/shared/unit_runners/suite_runner.py b/tests/rust-python-harness/shared/unit_runners/suite_runner.py
new file mode 100644
index 00000000000..b0374bdf833
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/suite_runner.py
@@ -0,0 +1,76 @@
+from __future__ import annotations
+
+from collections.abc import Callable, Mapping, Sequence
+from dataclasses import dataclass
+from pathlib import Path
+from time import monotonic
+from typing import Final, TypeVar
+
+from pydantic import BaseModel
+
+from ..reporting.models import HarnessCase, HarnessRun, ResultArtifact, RunStatus, SdkFunction
+from ..reporting.strategy import SuiteCaseSpec, UpdateCallback
+
+S = TypeVar("S", bound=BaseModel)
+
+
+@dataclass(frozen=True, slots=True)
+class SuiteExecution:
+    problems: tuple[str, ...] = ()
+    artifacts: tuple[ResultArtifact, ...] = ()
+
+
+SuiteExecutor = Callable[[S, Path, Sequence[str]], SuiteExecution]
+
+
+def suite_nodeid(case: HarnessCase) -> str:
+    spec = case.spec
+    suite = spec.suite if isinstance(spec, SuiteCaseSpec) else "invalid"
+    return f"suite:{case.strategy_id}:{case.sdk_function}:{suite}"
+
+
+def run_suites(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    runner_args: Sequence[str] = (),
+    *,
+    suites: Mapping[SdkFunction, S],
+    execute: SuiteExecutor[S],
+) -> tuple[int, HarnessRun]:
+    report = HarnessRun.from_cases(cases)
+    for case in cases:
+        result = report.results[case.key]
+        spec = case.spec
+        if not isinstance(spec, SuiteCaseSpec):
+            continue
+        nodeid = suite_nodeid(case)
+        result.collected.add(nodeid)
+        result.status = RunStatus.RUNNING
+        on_update(report)
+        suite = suites.get(case.sdk_function)
+        if suite is None:
+            result.record(nodeid, RunStatus.ERROR)
+            report.failures.append((nodeid, f"no suite registered for {case.sdk_function}"))
+            continue
+        try:
+            execution: Final = execute(suite, repo_root, runner_args)
+        except (OSError, ValueError) as error:
+            result.record(nodeid, RunStatus.ERROR)
+            report.failures.append((nodeid, str(error)))
+            continue
+        result.record(
+            nodeid,
+            RunStatus.FAILED if execution.problems else RunStatus.PASSED,
+            artifacts=execution.artifacts,
+        )
+        report.failures.extend((nodeid, problem) for problem in execution.problems)
+        on_update(report)
+    report.finished_at = monotonic()
+    on_update(report)
+    return int(
+        any(
+            result.status in {RunStatus.ERROR, RunStatus.FAILED, RunStatus.MISSING}
+            for result in report.results.values()
+        )
+    ), report
diff --git a/tests/rust-python-harness/shared/unit_runners/test_python_runner.py b/tests/rust-python-harness/shared/unit_runners/test_python_runner.py
new file mode 100644
index 00000000000..abd4316ca98
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/test_python_runner.py
@@ -0,0 +1,88 @@
+from __future__ import annotations
+
+import os
+from pathlib import Path
+from typing import Final
+
+from .python_runner import BackendSpec, collect_python_tests, compare_python_runs, run_python_tests
+
+
+def _suite(root: Path, *, mismatch: bool = False) -> BackendSpec:
+    (root / "pytest.ini").write_text("[pytest]\n")
+    (root / "backend_probe.py").write_text(
+        "import os\ndef selected():\n    return 'rust' if os.environ.get('TEST_USE_RUST') == '1' else 'python'\n"
+    )
+    (root / "test_backend.py").write_text(
+        "import os\nfrom pathlib import Path\nfrom backend_probe import selected\n"
+        "def test_backend():\n    backend = selected()\n"
+        "    Path(backend + '.pid').write_text(str(os.getpid()))\n"
+        + ("    assert backend == 'python'\n" if mismatch else "    assert backend in {'python', 'rust'}\n")
+    )
+    return BackendSpec(environment_variable="TEST_USE_RUST", probe="backend_probe:selected")
+
+
+def test_runs_existing_python_tests_in_separate_verified_backends(tmp_path: Path) -> None:
+    spec: Final = _suite(tmp_path)
+    python: Final = run_python_tests(("test_backend.py",), tmp_path, "python", spec)
+    rust: Final = run_python_tests(("test_backend.py",), tmp_path, "rust", spec)
+    assert compare_python_runs(python, rust) == ()
+    assert python.tests == ("test_backend.py::test_backend",)
+    assert (tmp_path / "python.pid").read_text() != (tmp_path / "rust.pid").read_text()
+    assert (tmp_path / "python.pid").read_text() != str(os.getpid())
+
+
+def test_rejects_wrong_backend_and_different_test_results(tmp_path: Path) -> None:
+    spec: Final = _suite(tmp_path, mismatch=True)
+    python: Final = run_python_tests(("test_backend.py",), tmp_path, "python", spec)
+    rust: Final = run_python_tests(("test_backend.py",), tmp_path, "rust", spec)
+    assert "Python/Rust test outcomes differ" in compare_python_runs(python, rust)
+    wrong: Final = run_python_tests(
+        ("test_backend.py",),
+        tmp_path,
+        "rust",
+        BackendSpec(environment_variable="WRONG_FLAG", probe=spec.probe),
+    )
+    assert wrong.exit_code == 1
+    assert not wrong.verified
+    assert "backend probe did not select rust" in wrong.problems[0]
+
+
+def test_matches_outcomes_without_a_probe_when_both_backends_fail_identically(tmp_path: Path) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "test_backend.py").write_text("def test_fails():\n    assert False\n")
+    spec: Final = BackendSpec(environment_variable="TEST_USE_RUST")
+
+    python: Final = run_python_tests(("test_backend.py",), tmp_path, "python", spec)
+    rust: Final = run_python_tests(("test_backend.py",), tmp_path, "rust", spec)
+
+    assert compare_python_runs(python, rust) == ()
+
+
+def test_reports_worker_output_when_pytest_exits_before_collection(tmp_path: Path) -> None:
+    report: Final = run_python_tests(
+        ("missing.py",),
+        tmp_path,
+        "python",
+        BackendSpec(environment_variable="TEST_USE_RUST"),
+    )
+
+    assert report.exit_code != 0
+    assert report.problems
+    assert "missing.py" in report.problems[0]
+
+
+def test_collects_tests_with_pytest_semantics_and_collapses_parameters(tmp_path: Path) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "test_inventory.py").write_text(
+        "import pytest\n"
+        "class Helper:\n"
+        "    def test_not_collected(self): pass\n"
+        "class TestCollected:\n"
+        "    @pytest.mark.parametrize('value', [1, 2])\n"
+        "    def test_parameterized(self, value): pass\n",
+        encoding="utf-8",
+    )
+
+    tests: Final = collect_python_tests(("test_inventory.py",), tmp_path)
+
+    assert tests == frozenset(("test_inventory.py::TestCollected::test_parameterized",))
diff --git a/tests/rust-python-harness/shared/unit_runners/test_rust_runner.py b/tests/rust-python-harness/shared/unit_runners/test_rust_runner.py
new file mode 100644
index 00000000000..a12d00a7ed6
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/test_rust_runner.py
@@ -0,0 +1,61 @@
+from __future__ import annotations
+
+import shutil
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from .rust_runner import RustTarget, RustTestScope, enumerate_rust_tests, run_command, run_rust_tests
+
+
+@pytest.mark.skipif(shutil.which("cargo") is None, reason="Cargo is required for native runner integration")
+def test_collects_and_runs_native_tests_and_propagates_failure(
+    tmp_path: Path,
+    cargo_project: Callable[[str, str], Path],
+) -> None:
+    manifest: Final = cargo_project("harness-runner-check", "#[test] fn test_parity() { assert_eq!(2 + 2, 4); }\n")
+    source: Final = tmp_path / "src/lib.rs"
+    inventory: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity", collect_only=True)
+    assert inventory.exit_code == 0, inventory.output
+    assert inventory.tests == ("test_parity",)
+    passing: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity")
+    assert passing.exit_code == 0, passing.output
+    source.write_text("#[test] fn test_parity() { assert_eq!(2 + 2, 5); }\n")
+    failed: Final = run_rust_tests(manifest, "harness-runner-check", "test_parity")
+    assert failed.exit_code != 0
+    assert "test_parity" in failed.output
+
+
+@pytest.mark.skipif(shutil.which("cargo") is None, reason="Cargo is required for compiled inventory tests")
+def test_discovers_compiled_fully_qualified_tests(tmp_path: Path) -> None:
+    workspace: Final = tmp_path / "litellm-rust"
+    source: Final = workspace / "src"
+    external: Final = source / "ocr" / "external.rs"
+    external.parent.mkdir(parents=True)
+    (workspace / "Cargo.toml").write_text(
+        '[package]\nname = "inventory-fixture"\nversion = "0.1.0"\nedition = "2021"\n[workspace]\n',
+        encoding="utf-8",
+    )
+    (source / "lib.rs").write_text(
+        "#[cfg(test)]\n"
+        "mod ocr {\n"
+        "    mod external;\n"
+        "    #[test] fn same_name() {}\n"
+        "    #[cfg(any())] #[test] fn compiled_out() {}\n"
+        "    macro_rules! generate_test { ($name:ident) => { #[test] fn $name() {} }; }\n"
+        "    generate_test!(generated_case);\n"
+        "}\n",
+        encoding="utf-8",
+    )
+    external.write_text("#[test] fn same_name() {}\n", encoding="utf-8")
+    run_command(("cargo", "generate-lockfile", "--offline"), workspace)
+    target: Final = RustTarget(package="inventory-fixture", name="inventory_fixture", kind="lib")
+    scope: Final = RustTestScope(target=target, modules=("ocr",))
+
+    inventory: Final = enumerate_rust_tests(tmp_path, (scope,))
+
+    assert frozenset(identity.name for identity in inventory) == frozenset(
+        ("ocr::same_name", "ocr::external::same_name", "ocr::generated_case")
+    )
diff --git a/tests/rust-python-harness/shared/unit_runners/test_suite_runner.py b/tests/rust-python-harness/shared/unit_runners/test_suite_runner.py
new file mode 100644
index 00000000000..92670da666e
--- /dev/null
+++ b/tests/rust-python-harness/shared/unit_runners/test_suite_runner.py
@@ -0,0 +1,88 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+from typing import Final
+
+from pydantic import BaseModel
+
+from ..reporting.models import Coverage, HarnessCase, ResultArtifact, RunStatus
+from ..reporting.strategy import CaseSpec, NotImplementedCaseSpec, SuiteCaseSpec
+from .suite_runner import SuiteExecution, run_suites
+
+
+class _Suite(BaseModel):
+    problems: tuple[str, ...] = ()
+
+
+def _execute(suite: _Suite, repo_root: Path, pytest_args: Sequence[str]) -> SuiteExecution:
+    del repo_root, pytest_args
+    return SuiteExecution(problems=suite.problems)
+
+
+def _case(spec: CaseSpec) -> HarnessCase:
+    return HarnessCase(
+        strategy_id="example",
+        strategy_label="Example",
+        sdk_function="ocr",
+        spec=spec,
+    )
+
+
+def test_not_implemented_cell_finalizes_without_running(tmp_path: Path) -> None:
+    case = _case(NotImplementedCaseSpec(reason="No suite is registered."))
+
+    code, report = run_suites((case,), tmp_path, lambda _: None, (), suites={}, execute=_execute)
+
+    assert code == 0
+    assert report.results[case.key].status is RunStatus.NOT_IMPLEMENTED
+    assert not report.failures
+
+
+def test_missing_registered_suite_marks_the_cell_as_error(tmp_path: Path) -> None:
+    case = _case(SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"))
+
+    code, report = run_suites((case,), tmp_path, lambda _: None, (), suites={}, execute=_execute)
+
+    assert code == 1
+    assert report.results[case.key].status is RunStatus.ERROR
+    assert report.failures
+
+
+def test_suite_problems_mark_the_cell_as_failed(tmp_path: Path) -> None:
+    case = _case(SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"))
+
+    code, report = run_suites(
+        (case,), tmp_path, lambda _: None, (), suites={"ocr": _Suite(problems=("boom",))}, execute=_execute
+    )
+
+    assert code == 1
+    assert report.results[case.key].status is RunStatus.FAILED
+    assert ("suite:example:ocr:ocr", "boom") in report.failures
+
+
+def test_suite_without_problems_passes(tmp_path: Path) -> None:
+    case = _case(SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"))
+
+    code, report = run_suites((case,), tmp_path, lambda _: None, (), suites={"ocr": _Suite()}, execute=_execute)
+
+    assert code == 0
+    assert report.results[case.key].status is RunStatus.PASSED
+    assert not report.failures
+
+
+def test_suite_attaches_artifacts_to_passing_and_failing_results(tmp_path: Path) -> None:
+    case: Final = _case(SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"))
+    artifact: Final = ResultArtifact("example", "body")
+
+    def execute(suite: _Suite, repo_root: Path, pytest_args: Sequence[str]) -> SuiteExecution:
+        del repo_root, pytest_args
+        return SuiteExecution(problems=suite.problems, artifacts=(artifact,))
+
+    _, passing = run_suites((case,), tmp_path, lambda _: None, suites={"ocr": _Suite()}, execute=execute)
+    _, failing = run_suites(
+        (case,), tmp_path, lambda _: None, suites={"ocr": _Suite(problems=("boom",))}, execute=execute
+    )
+
+    assert passing.results[case.key].artifacts == {"suite:example:ocr:ocr": (artifact,)}
+    assert failing.results[case.key].artifacts == {"suite:example:ocr:ocr": (artifact,)}
diff --git a/tests/rust-python-harness/strategies/__init__.py b/tests/rust-python-harness/strategies/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/rust-python-harness/strategies/e2e_parity/AGENTS.md b/tests/rust-python-harness/strategies/e2e_parity/AGENTS.md
new file mode 100644
index 00000000000..27c87d0f100
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/AGENTS.md
@@ -0,0 +1 @@
+Switches between the Rust implementation and the existing Python core, then compares their observable behavior for parity across SDK objects, exceptions, callbacks, streams, and gateway HTTP responses using generated and recorded inputs.
diff --git a/tests/rust-python-harness/strategies/e2e_parity/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/__init__.py
new file mode 100644
index 00000000000..f668e178eef
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/__init__.py
@@ -0,0 +1,103 @@
+from pathlib import Path
+from typing import Final
+
+from ...shared.reporting.models import SURFACES, Coverage
+from ...shared.reporting.strategy import (
+    CaseDefinition,
+    ModuleCaseSpec,
+    NotImplementedCaseSpec,
+    StrategyDefinition,
+)
+from .reporting import render_e2e_results
+from .runner import run_e2e_cases
+
+CASES: Final[tuple[CaseDefinition, ...]] = (
+    CaseDefinition(
+        "ocr",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.test_sdk_parity",
+            note=(
+                "Recorded sync/async SDK parity; invalid-model provider errors differ, "
+                "and Reducto lacks a Rust contract."
+            ),
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "messages",
+        NotImplementedCaseSpec(
+            reason="Bridge unit tests exist, but no standalone end-to-end parity case is registered."
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "responses",
+        NotImplementedCaseSpec(
+            reason="Bridge unit tests exist, but no standalone end-to-end parity case is registered."
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "count_tokens",
+        NotImplementedCaseSpec(reason="No Rust count_tokens parity test is present yet."),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "chat_completions",
+        NotImplementedCaseSpec(
+            reason="Bridge unit tests exist, but no standalone end-to-end parity case is registered."
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "transcription",
+        NotImplementedCaseSpec(
+            reason="Bridge unit tests exist, but no standalone end-to-end parity case is registered."
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "ocr",
+        NotImplementedCaseSpec(reason="No gateway end-to-end OCR parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "messages",
+        NotImplementedCaseSpec(reason="No gateway end-to-end Messages parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "responses",
+        NotImplementedCaseSpec(reason="No gateway end-to-end Responses parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "count_tokens",
+        NotImplementedCaseSpec(reason="No gateway end-to-end token-count parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "chat_completions",
+        NotImplementedCaseSpec(reason="No gateway end-to-end chat parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "transcription",
+        NotImplementedCaseSpec(reason="No gateway end-to-end transcription parity case is registered."),
+        surface="gateway",
+    ),
+)
+
+STRATEGY: Final = StrategyDefinition(
+    id="e2e_parity",
+    order=10,
+    label="End-to-end parity",
+    description="Compare observable Python and Rust behavior over generated and recorded inputs.",
+    directory=Path(__file__).parent,
+    runnable_spec=ModuleCaseSpec,
+    cases=CASES,
+    run=run_e2e_cases,
+    render=render_e2e_results,
+    surfaces=SURFACES,
+)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/reporting.py b/tests/rust-python-harness/strategies/e2e_parity/reporting.py
new file mode 100644
index 00000000000..d1a5c389bdf
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/reporting.py
@@ -0,0 +1,12 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import Final
+
+from ...shared.reporting.models import CaseResult
+from ...shared.reporting.rendering import ReportSection, render_case_outcome
+
+
+def render_e2e_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    blocks: Final = tuple(render_case_outcome(result) for result in results)
+    return (ReportSection("End-to-end parity outcomes", blocks or ("No end-to-end cases selected",)),)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/runner.py b/tests/rust-python-harness/strategies/e2e_parity/runner.py
new file mode 100644
index 00000000000..109df68e2ec
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/runner.py
@@ -0,0 +1,125 @@
+from __future__ import annotations
+
+import importlib
+from collections.abc import Callable, Sequence
+from contextlib import AbstractContextManager, nullcontext
+from dataclasses import dataclass
+from pathlib import Path
+from time import monotonic
+from typing import Final, cast
+
+from ...shared.reporting.models import CaseResult, HarnessCase, HarnessRun, RunStatus
+from ...shared.reporting.strategy import ModuleCaseSpec, UpdateCallback
+
+
+@dataclass(frozen=True, slots=True)
+class E2ECheck:
+    name: str
+    execute: Callable[[], None]
+
+
+@dataclass(frozen=True, slots=True)
+class E2ELoadFailure:
+    message: str
+
+
+def _load_checks(reference: str) -> AbstractContextManager[object] | E2ELoadFailure:
+    try:
+        module: Final = importlib.import_module(reference)
+        factory_value: Final[object] = getattr(module, "parity_checks", None)
+        if not callable(factory_value):
+            return E2ELoadFailure(f"{reference} must export parity_checks()")
+        factory: Final = cast(Callable[[], object], factory_value)
+        checks_value: Final = factory()
+    except Exception as error:
+        return E2ELoadFailure(f"cannot load {reference}: {type(error).__name__}: {error}")
+    if isinstance(checks_value, tuple):
+        return nullcontext(cast(object, checks_value))
+    if isinstance(checks_value, AbstractContextManager):
+        return cast(AbstractContextManager[object], checks_value)
+    return E2ELoadFailure(
+        f"{reference}.parity_checks() must return tuple[E2ECheck, ...] or a context manager yielding one"
+    )
+
+
+def _validate_checks(reference: str, checks_value: object) -> tuple[E2ECheck, ...] | E2ELoadFailure:
+    if not isinstance(checks_value, tuple):
+        return E2ELoadFailure(f"{reference}.parity_checks() context manager must yield tuple[E2ECheck, ...]")
+    untyped_checks: Final = cast(tuple[object, ...], checks_value)
+    if not all(isinstance(check, E2ECheck) for check in untyped_checks):
+        return E2ELoadFailure(f"{reference}.parity_checks() must return tuple[E2ECheck, ...]")
+    return cast(tuple[E2ECheck, ...], untyped_checks)
+
+
+def _run_check(
+    run: HarnessRun,
+    result: CaseResult,
+    check: E2ECheck,
+    nodeid: str,
+    on_update: UpdateCallback,
+) -> None:
+    started_at: Final = monotonic()
+    try:
+        check.execute()
+    except Exception as error:
+        result.record(nodeid, RunStatus.FAILED, monotonic() - started_at)
+        run.failures.append((nodeid, f"{type(error).__name__}: {error}"))
+    else:
+        result.record(nodeid, RunStatus.PASSED, monotonic() - started_at)
+    on_update(run)
+
+
+def _run_case(run: HarnessRun, harness_case: HarnessCase, on_update: UpdateCallback) -> None:
+    result: Final = run.results[harness_case.key]
+    spec: Final = harness_case.spec
+    if not isinstance(spec, ModuleCaseSpec):
+        return
+    loaded: Final = _load_checks(spec.module)
+    if isinstance(loaded, E2ELoadFailure):
+        load_nodeid: Final = f"e2e:{harness_case.surface}:{harness_case.sdk_function}:load"
+        result.collected.add(load_nodeid)
+        result.record(load_nodeid, RunStatus.ERROR)
+        run.failures.append((load_nodeid, loaded.message))
+        on_update(run)
+        return
+    try:
+        with loaded as checks_value:
+            checks: Final = _validate_checks(spec.module, checks_value)
+            if isinstance(checks, E2ELoadFailure):
+                raise TypeError(checks.message)
+            nodeids: Final = tuple(
+                (check, f"e2e:{harness_case.surface}:{harness_case.sdk_function}:{check.name}") for check in checks
+            )
+            result.collected.update(nodeid for _, nodeid in nodeids)
+            if not nodeids:
+                result.status = RunStatus.SKIPPED
+                on_update(run)
+                return
+            result.status = RunStatus.RUNNING
+            on_update(run)
+            for check, nodeid in nodeids:
+                _run_check(run, result, check, nodeid, on_update)
+    except Exception as error:
+        session_nodeid: Final = f"e2e:{harness_case.surface}:{harness_case.sdk_function}:session"
+        result.collected.add(session_nodeid)
+        result.record(session_nodeid, RunStatus.ERROR)
+        run.failures.append((session_nodeid, f"{type(error).__name__}: {error}"))
+        on_update(run)
+
+
+def run_e2e_cases(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    runner_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    del repo_root, runner_args
+    run: Final = HarnessRun.from_cases(cases)
+    for harness_case in cases:
+        _run_case(run, harness_case, on_update)
+    run.finished_at = monotonic()
+    on_update(run)
+    failed: Final = any(
+        result.status in {RunStatus.ERROR, RunStatus.FAILED, RunStatus.MISSING} for result in run.results.values()
+    )
+    return int(failed), run
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py
new file mode 100644
index 00000000000..37d78a7df4c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/conftest.py
@@ -0,0 +1,43 @@
+from __future__ import annotations
+
+from typing import Final
+
+import pytest
+
+from .....shared.parity.fixtures.pytest_support import parametrize_recorded_fixtures
+from .....shared.parity.fixtures.store import fixture_id
+from .fixtures.config import DEFAULT_FIXTURE_DIRECTORY, FIXTURE_DIR_ENV
+from .fixtures.models import OcrParityCase
+
+
+def ocr_fixture_id(fixture: OcrParityCase) -> str:
+    case_input: Final = fixture.litellm_input
+    provider: Final = case_input.custom_llm_provider
+    prefix: Final = f"{provider}/{case_input.model}" if provider else case_input.model
+    return fixture_id(case_input, prefix)
+
+
+def ocr_fixture_marks(fixture: OcrParityCase) -> tuple[pytest.MarkDecorator, ...]:
+    if fixture.litellm_input.contract not in {"reducto_v3", "reducto_legacy"}:
+        return ()
+    return (
+        pytest.mark.xfail(
+            reason="Reducto does not have a Rust OCR contract",
+            strict=False,
+        ),
+    )
+
+
+def pytest_generate_tests(metafunc: pytest.Metafunc) -> None:
+    parametrize_recorded_fixtures(
+        metafunc,
+        fixture_name="ocr_fixture",
+        case_type=OcrParityCase,
+        env_var=FIXTURE_DIR_ENV,
+        default_directory=DEFAULT_FIXTURE_DIRECTORY,
+        regeneration_command=(
+            f"uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.record --fixture-dir {DEFAULT_FIXTURE_DIRECTORY}"
+        ),
+        id_builder=ocr_fixture_id,
+        marks_builder=ocr_fixture_marks,
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md
new file mode 100644
index 00000000000..f3a71bdc4cb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/README.md
@@ -0,0 +1,74 @@
+# OCR parity fixtures
+
+The recording command runs four stages:
+
+1. Generate deterministic SDK inputs for every configured OCR target
+2. Build target-scoped, deduplicated recording jobs
+3. Record upstream responses through one globally bounded worker pool
+4. Persist each fixture and report whether it was recorded, cached, or failed
+
+Run it with:
+
+```shell
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.record --examples 1000
+```
+
+`--concurrency` defaults to 2 and caps active recording jobs across all targets. Increase it explicitly when provider
+quotas permit. Concurrency limits do not guarantee a request-per-minute quota; HTTP 408, 429, and 5xx responses fail
+recording without being saved. Rerunning retries missing fixtures and reuses successful recordings
+
+New recordings are VCR YAML cassettes. The corpus retains the original 31 migrated cassettes and adds live recordings
+for all four providers. Original response bytes, statuses, headers, and recording timestamps are preserved
+
+For Vertex, authenticate and select a project once:
+
+```shell
+gcloud auth login
+gcloud config set project YOUR_PROJECT_ID
+```
+
+The recording command reads the project from `VERTEXAI_PROJECT`, `VERTEX_PROJECT`, or the active gcloud configuration,
+then gets an OAuth access token with `gcloud auth print-access-token`. Tokens stay in memory and are removed from
+recorded headers. `VERTEX_AI_ACCESS_TOKEN` or the legacy `VERTEX_AI_API_KEY` can override token lookup. The
+`VERTEXT_API_KEY` express-mode key is not used as a Bearer token. Mistral defaults to `us-central1`; DeepSeek defaults
+to the global host and `global` location. `VERTEX_DEEPSEEK_LOCATION` and `VERTEX_DEEPSEEK_API_BASE` override the latter
+
+Azure accepts `AZURE_KEY` and `AZURE_ENDPOINT` as fallbacks for both Azure OCR contracts. Provider-specific variables
+take precedence. Set `AZURE_DEPLOYMENT_NAME=mistral-ocr-4-0` to record that deployment instead of the default
+`mistral-document-ai-2512`. Mistral and Reducto use `MISTRAL_API_KEY` and `REDUCTO_API_KEY`
+
+To migrate an existing JSON fixture directory locally:
+
+```shell
+uv run python -m tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.fixtures.migrate --fixture-dir tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data
+```
+
+The migration replays each old response through the Python SDK to reconstruct missing requests, writes and validates
+the YAML cassette, then removes its JSON predecessor. It calls only local recording/replay servers and needs no provider
+credentials. Reconstructed requests are labeled `python_replay`; they are not historical wire captures. Filenames use
+the current normalized SDK input hash, including the fixture contract
+
+OCR strategies generate public `litellm.ocr()` and `litellm.aocr()` inputs. Every case contains the normalized model,
+document, optional provider override, and LiteLLM keyword arguments. The fixture-only `contract` literal selects the
+input schema and is removed before calling the SDK. Strategies never build provider wire payloads
+
+Each contract's strategy contains baselines and cases for its supported top-level OCR parameters. The
+contracts are Mistral, Azure-hosted Mistral, Vertex-hosted Mistral, Azure Document Intelligence, Vertex DeepSeek,
+Reducto v3, and Reducto legacy. Credentials and endpoints only control target discovery, so a machine records the
+contracts it has configured and skips the rest
+
+`--examples 1000` exhausts the current finite strategies: 32 Mistral, 15 Azure Mistral, 17 Azure Document Intelligence,
+16 Vertex Mistral, 2 Vertex DeepSeek, 55 Reducto v3, and 3 Reducto legacy cases, including fixed rejected inputs.
+This covers the defined strategy choices, not every possible value accepted by the schemas. The live run recorded
+139 of these 140 cases. Vertex Mistral's standalone `document_annotation_format` case repeatedly returned HTTP 500
+and remains pending. Its bounding-box annotation, annotation-prompt, and confidence cases record upstream 404/422
+rejections; schema acceptance does not imply support by the hosted model
+
+Reducto fixtures record upload and parse responses. Their parity cases remain non-strict expected failures until the
+Rust OCR bridge supports Reducto. Azure and Vertex generation paths are unit-tested without credentials in CI, so the
+committed corpus does not need live recordings for every target
+
+Every recording target owns a small fixed provider-rejected corpus, independent of replay implementation support.
+Those inputs are recorded separately from generated valid inputs. Local validation failures use no recorded response;
+the parity suite checks those unsupported providers and models, malformed documents, invalid request formats, invalid
+Azure Document Intelligence parameters, and invalid headers in sync and async SDK calls
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/__init__.py
@@ -0,0 +1 @@
+
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py
new file mode 100644
index 00000000000..14c6cc42752
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/azure.py
@@ -0,0 +1,216 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import StrictInt, StrictStr, TypeAdapter, field_validator
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrDocument, OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_document,
+    invoke_with_api_key,
+    pdf_document,
+)
+from .mistral import (
+    MistralCompatibleOcrSdkInput,
+    mistral_input_values_strategy,
+)
+
+AzureMistralModel = Literal["azure_ai/mistral-document-ai-2512", "azure_ai/mistral-ocr-4-0"]
+AzureMistralFixtureModel = AzureMistralModel | Literal["azure_ai/invalid-ocr-model-for-parity"]
+AzureDocumentIntelligenceModel = Literal[
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+    "azure_ai/doc-intelligence/prebuilt-document",
+]
+AzureDocumentIntelligenceFixtureModel = (
+    AzureDocumentIntelligenceModel | Literal["azure_ai/doc-intelligence/invalid-ocr-model-for-parity"]
+)
+
+AZURE_MISTRAL_MODELS: Final[tuple[AzureMistralModel, ...]] = ("azure_ai/mistral-document-ai-2512",)
+AZURE_DOCUMENT_INTELLIGENCE_MODELS: Final[tuple[AzureDocumentIntelligenceModel, ...]] = (
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+    "azure_ai/doc-intelligence/prebuilt-document",
+)
+# API v4 replaces prebuilt-document with prebuilt-layout plus keyValuePairs. Keep
+# the broader fixture model above so existing recordings remain loadable.
+AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS: Final[tuple[AzureDocumentIntelligenceModel, ...]] = (
+    "azure_ai/doc-intelligence/prebuilt-read",
+    "azure_ai/doc-intelligence/prebuilt-layout",
+)
+
+
+class AzureMistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["azure_mistral"] = "azure_mistral"
+    model: AzureMistralFixtureModel
+    custom_llm_provider: Literal["azure_ai"] | None = None
+
+    @field_validator("model")
+    @classmethod
+    def validate_model_namespace(cls, model: str) -> str:
+        if not model.startswith("azure_ai/"):
+            raise ValueError("Azure Mistral models must use the azure_ai/ LiteLLM namespace")
+        return model
+
+
+class AzureDocumentIntelligenceOcrSdkInput(OcrSdkInputBase):
+    contract: Literal["azure_document_intelligence"] = "azure_document_intelligence"
+    model: AzureDocumentIntelligenceFixtureModel
+    document: OcrDocument
+    custom_llm_provider: Literal["azure_ai"] | None = None
+    pages: str | list[StrictInt] | list[StrictStr] | None = None
+    features: str | list[str] | None = None
+    req_format: Literal["litellm"] = "litellm"
+
+
+AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS: Final[tuple[AzureMistralOcrSdkInput, ...]] = (
+    AzureMistralOcrSdkInput(
+        model="azure_ai/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS: Final[tuple[AzureDocumentIntelligenceOcrSdkInput, ...]] = (
+    AzureDocumentIntelligenceOcrSdkInput(
+        model="azure_ai/doc-intelligence/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+
+
+def _azure_mistral_input(values: dict[str, object], model: AzureMistralModel) -> AzureMistralOcrSdkInput:
+    return AzureMistralOcrSdkInput.model_validate({**values, "model": model})
+
+
+def azure_mistral_input_strategy(
+    inline_image_data_uri: str,
+    models: tuple[AzureMistralModel, ...] = AZURE_MISTRAL_MODELS,
+) -> SearchStrategy[AzureMistralOcrSdkInput]:
+    # Foundry's active gateway schema rejects 2512-only controls and
+    # document_annotation_prompt, even though native Mistral accepts them.
+    return st.builds(
+        _azure_mistral_input,
+        values=mistral_input_values_strategy("2505", inline_image_data_uri, include_document_annotation_prompt=False),
+        model=st.sampled_from(models),
+    )
+
+
+_AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL: Final[AzureDocumentIntelligenceModel] = (
+    "azure_ai/doc-intelligence/prebuilt-layout"
+)
+
+
+def _document_intelligence_input(
+    model: AzureDocumentIntelligenceModel,
+    document: OcrDocument,
+    optional_params: Mapping[str, object] | None = None,
+) -> AzureDocumentIntelligenceOcrSdkInput:
+    return AzureDocumentIntelligenceOcrSdkInput.model_validate(
+        {"model": model, "document": document, **(optional_params or {})}
+    )
+
+
+def azure_document_intelligence_input_strategy() -> SearchStrategy[AzureDocumentIntelligenceOcrSdkInput]:
+    document: Final = pdf_document()
+    pages: Final = st.one_of(
+        st.sampled_from(((0,), (2, 0, 0, 1))).map(list),
+        st.just(["1", "2-4"]),
+        st.just("1-4, 5"),
+    ).map(lambda value: {"pages": value})
+    features: Final = st.one_of(
+        st.sampled_from(
+            (
+                ("languages",),
+                ("ocrHighResolution",),
+                ("barcodes",),
+                ("formulas",),
+                ("styleFont",),
+                ("keyValuePairs",),
+            )
+        ).map(list),
+        st.just("languages, styleFont"),
+    ).map(lambda value: {"features": value})
+    combined_query: Final = st.just({"pages": (0, 1), "features": ("languages", "styleFont")})
+    return st.one_of(
+        st.sampled_from(AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS).map(
+            lambda model: _document_intelligence_input(model, document)
+        ),
+        st.just(
+            _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL,
+                image_document("invoice 123", 24),
+            )
+        ),
+        pages.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        features.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        combined_query.map(
+            lambda optional_params: _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL, document, optional_params
+            )
+        ),
+        st.just(
+            _document_intelligence_input(
+                _AZURE_DOCUMENT_INTELLIGENCE_CANONICAL_MODEL,
+                document,
+                {"req_format": "litellm"},
+            )
+        ),
+    )
+
+
+def azure_mistral_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("AZURE_AI_API_KEY") or environ.get("AZURE_KEY")
+    base_url: Final = environ.get("AZURE_AI_API_BASE") or environ.get("AZURE_ENDPOINT")
+    if not api_key or not base_url:
+        return ()
+    deployment: Final = environ.get("AZURE_DEPLOYMENT_NAME")
+    models: Final = (
+        (TypeAdapter(AzureMistralModel).validate_python(f"azure_ai/{deployment.removeprefix('azure_ai/')}"),)
+        if deployment
+        else AZURE_MISTRAL_MODELS
+    )
+    return (
+        OcrRecordingTarget(
+            name="azure-mistral",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                azure_mistral_input_strategy(inline_image_data_uri, models),
+            ),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
+
+
+def azure_document_intelligence_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("AZURE_DOCUMENT_INTELLIGENCE_API_KEY") or environ.get("AZURE_KEY")
+    base_url: Final = environ.get("AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT") or environ.get("AZURE_ENDPOINT")
+    if not api_key or not base_url:
+        return ()
+    return (
+        OcrRecordingTarget(
+            name="azure-document-intelligence",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], azure_document_intelligence_input_strategy()),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py
new file mode 100644
index 00000000000..1235ac1b5a2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/base.py
@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+from typing import Annotated, Literal
+
+from pydantic import Field
+
+from ......shared.parity.fixture_models import (
+    FixtureModel,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    SdkInputBase,
+)
+
+__all__ = (
+    "DocumentUrlDocument",
+    "ImageUrlDocument",
+    "ImageUrlValue",
+    "JsonSchemaDefinition",
+    "JsonSchemaResponseFormat",
+    "OcrDocument",
+    "OcrSdkInputBase",
+)
+
+
+class OcrSdkInputBase(SdkInputBase):
+    fixture_only_fields = ("contract",)
+
+
+class ImageUrlValue(FixtureModel):
+    url: str
+    detail: Literal["low", "auto", "high"] | None = None
+
+
+class ImageUrlDocument(FixtureModel):
+    type: Literal["image_url"]
+    image_url: str | ImageUrlValue
+
+
+class DocumentUrlDocument(FixtureModel):
+    type: Literal["document_url"]
+    document_url: str
+    document_name: str | None = None
+
+
+OcrDocument = Annotated[
+    ImageUrlDocument | DocumentUrlDocument,
+    Field(discriminator="type"),
+]
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py
new file mode 100644
index 00000000000..b7040235868
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/common.py
@@ -0,0 +1,101 @@
+from __future__ import annotations
+
+from dataclasses import dataclass, field
+from functools import cache
+from typing import Final, Literal, Protocol
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+
+from ......shared.parity.fixtures.pipeline import RecordingTarget
+from ......shared.parity.fixtures.media import dummy_image_url, structured_pdf_data_uri
+from .base import (
+    DocumentUrlDocument,
+    ImageUrlDocument,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    OcrSdkInputBase,
+)
+
+OcrRecordingTarget = RecordingTarget[OcrSdkInputBase]
+
+
+class OcrFixtureClient(Protocol):
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None: ...
+
+
+class OcrSdkCall(Protocol):
+    def __call__(self, **kwargs: object) -> object: ...
+
+
+@dataclass(frozen=True, slots=True)
+class ApiKeyOcrInvocation:
+    client: OcrFixtureClient
+    api_key: str = field(repr=False)
+
+    def execute(self, provider_url: str, case_input: OcrSdkInputBase) -> None:
+        self.client.execute(provider_url, self.api_key, case_input)
+
+
+def image_document(text: str, font_size: int) -> ImageUrlDocument:
+    return ImageUrlDocument(type="image_url", image_url=dummy_image_url(text, font_size))
+
+
+def image_data_document(data_uri: str) -> ImageUrlDocument:
+    return ImageUrlDocument(type="image_url", image_url=data_uri)
+
+
+@cache
+def remote_pdf_document() -> DocumentUrlDocument:
+    return DocumentUrlDocument(
+        type="document_url",
+        document_url="https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf",
+    )
+
+
+@cache
+def pdf_document() -> DocumentUrlDocument:
+    return DocumentUrlDocument(type="document_url", document_url=structured_pdf_data_uri())
+
+
+def document_transport_strategy(inline_image_data_uri: str) -> SearchStrategy[ImageUrlDocument | DocumentUrlDocument]:
+    transports: Final[tuple[Literal["remote_image", "inline_image", "remote_pdf", "inline_pdf"], ...]] = (
+        "remote_image",
+        "inline_image",
+        "remote_pdf",
+        "inline_pdf",
+    )
+
+    def as_document(
+        transport: Literal["remote_image", "inline_image", "remote_pdf", "inline_pdf"],
+    ) -> ImageUrlDocument | DocumentUrlDocument:
+        if transport == "remote_image":
+            return image_document("invoice 123", 24)
+        if transport == "inline_image":
+            return image_data_document(inline_image_data_uri)
+        if transport == "remote_pdf":
+            return remote_pdf_document()
+        return pdf_document()
+
+    return st.sampled_from(transports).map(as_document)
+
+
+def annotation_format(name: str) -> JsonSchemaResponseFormat:
+    return JsonSchemaResponseFormat(
+        type="json_schema",
+        json_schema=JsonSchemaDefinition(
+            name=name,
+            description="Extract the visible document fields",
+            schema={
+                "type": "object",
+                "properties": {"title": {"type": "string"}},
+                "required": ["title"],
+                "additionalProperties": False,
+            },
+            strict=True,
+        ),
+    )
+
+
+def invoke_with_api_key(client: OcrFixtureClient, api_key: str) -> ApiKeyOcrInvocation:
+    return ApiKeyOcrInvocation(client=client, api_key=api_key)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py
new file mode 100644
index 00000000000..ffd8d903551
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/config.py
@@ -0,0 +1,45 @@
+from __future__ import annotations
+
+import os
+import subprocess
+from collections.abc import Callable, Mapping
+from pathlib import Path
+from typing import Final
+
+from ......shared.parity.fixtures.store import fixture_directory
+
+FIXTURE_DIR_ENV: Final = "LITELLM_OCR_FIXTURE_DIR"
+DEFAULT_FIXTURE_DIRECTORY: Final = Path(__file__).with_name("data")
+
+
+def read_gcloud(arguments: tuple[str, ...]) -> str:
+    try:
+        result: Final = subprocess.run(("gcloud", *arguments), capture_output=True, text=True, timeout=45, check=False)
+    except (OSError, subprocess.TimeoutExpired):
+        return ""
+    return result.stdout.strip() if result.returncode == 0 else ""
+
+
+def recording_environment(
+    environ: Mapping[str, str],
+    command_reader: Callable[[tuple[str, ...]], str] = read_gcloud,
+) -> Mapping[str, str]:
+    project: Final = (
+        environ.get("VERTEXAI_PROJECT")
+        or environ.get("VERTEX_PROJECT")
+        or command_reader(("config", "get-value", "project"))
+    )
+    if not project or project == "(unset)":
+        return environ
+    token: Final = (
+        environ.get("VERTEX_AI_ACCESS_TOKEN")
+        or environ.get("VERTEX_AI_API_KEY")
+        or command_reader(("auth", "print-access-token"))
+    )
+    if not token:
+        raise SystemExit("Vertex OCR needs OAuth credentials. Run `gcloud auth login` or set VERTEX_AI_ACCESS_TOKEN")
+    return {**environ, "VERTEXAI_PROJECT": project, "VERTEX_AI_API_KEY": token}
+
+
+def configured_fixture_directory() -> Path:
+    return fixture_directory(None, os.environ.get(FIXTURE_DIR_ENV), DEFAULT_FIXTURE_DIRECTORY)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/15e3f0c2fc4b3745a43ef5fea1d6322e06e90c4e67fab951b77d3804d641946a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/15e3f0c2fc4b3745a43ef5fea1d6322e06e90c4e67fab951b77d3804d641946a.yaml
new file mode 100644
index 00000000000..bd0437a2014
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/15e3f0c2fc4b3745a43ef5fea1d6322e06e90c4e67fab951b77d3804d641946a.yaml
@@ -0,0 +1,349 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - formulas
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3b762f4e7105daf31553730a814850e20aecfca328d558dd4ee885150517b883.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3b762f4e7105daf31553730a814850e20aecfca328d558dd4ee885150517b883.yaml
new file mode 100644
index 00000000000..6f7fa3cb8c8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3b762f4e7105daf31553730a814850e20aecfca328d558dd4ee885150517b883.yaml
@@ -0,0 +1,283 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      pages:
+      - 2
+      - 0
+      - 0
+      - 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d023ad4964ce5494b82fa65cbe4cca193095563b871ebc9429603689eb43a5f.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d023ad4964ce5494b82fa65cbe4cca193095563b871ebc9429603689eb43a5f.yaml
new file mode 100644
index 00000000000..b15c31b8c03
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d023ad4964ce5494b82fa65cbe4cca193095563b871ebc9429603689eb43a5f.yaml
@@ -0,0 +1,348 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      req_format: litellm
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d3312cb0c9b2d437bfd85e261dda2f68b620acd7c0141ae8388aeddd130566d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d3312cb0c9b2d437bfd85e261dda2f68b620acd7c0141ae8388aeddd130566d.yaml
new file mode 100644
index 00000000000..fec03f8b61f
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/3d3312cb0c9b2d437bfd85e261dda2f68b620acd7c0141ae8388aeddd130566d.yaml
@@ -0,0 +1,170 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      pages:
+      - 0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4e4d7210fcf07ee5e1c1cb1c4c05ea915600e298b818877f66cb85a3bec066da.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4e4d7210fcf07ee5e1c1cb1c4c05ea915600e298b818877f66cb85a3bec066da.yaml
new file mode 100644
index 00000000000..ffcc30e5ff5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4e4d7210fcf07ee5e1c1cb1c4c05ea915600e298b818877f66cb85a3bec066da.yaml
@@ -0,0 +1,413 @@
+interactions:
+- request:
+    body: 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+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
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+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 1.8: Invoice totals, regional
+        revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
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+        :selected:\nSection 2.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes. Section 2.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 2.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
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+        Operations Report Key Values, Link, Highlight, and Comment\nInvoice Number:
+        INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048 Highlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\nRevised total. 245.00\nSection 3.1: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 3.2: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 3.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 3.4: Invoice totals, regional revenue, and
+        reconciliation notes.\nSection 3.5: Invoice totals, regional revenue, and
+        reconciliation notes.\nSection 3.6: Invoice totals, regional revenue, and
+        reconciliation notes.\nSection 3.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\nConfidential | Page 3 of 5\nQuarterly Operations Report Approval Signature
+        and Watermark\nApproved by: Jordan Lee\nSignature\nSection 4.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 4.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.8: Invoice totals, regional revenue, and reconciliation notes.\nConfidential
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+        with Section Boundaries","polygon":[0.6133,0.4695,4.3002,0.4648,4.3005,0.7042,0.6135,0.7089],"spans":[{"offset":4846,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - ocrHighResolution
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4f206b5c9c5a6dcf71f26f7243ec8f584f6df1a12313b173f35fc03b24c4f4c7.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4f206b5c9c5a6dcf71f26f7243ec8f584f6df1a12313b173f35fc03b24c4f4c7.yaml
new file mode 100644
index 00000000000..afb42d8d816
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/4f206b5c9c5a6dcf71f26f7243ec8f584f6df1a12313b173f35fc03b24c4f4c7.yaml
@@ -0,0 +1,349 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - languages
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5220af64dcc05df1f086d83616e61091b1173a1e46e2d21d70793e158e213b3b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5220af64dcc05df1f086d83616e61091b1173a1e46e2d21d70793e158e213b3b.yaml
new file mode 100644
index 00000000000..f6db6a5f7a4
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5220af64dcc05df1f086d83616e61091b1173a1e46e2d21d70793e158e213b3b.yaml
@@ -0,0 +1,347 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/56c320ac28e0a6d0babd23d01e250d2c3bee841589f7161eb6bd3e9f7e198cd2.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/56c320ac28e0a6d0babd23d01e250d2c3bee841589f7161eb6bd3e9f7e198cd2.yaml
new file mode 100644
index 00000000000..2a99731448c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/56c320ac28e0a6d0babd23d01e250d2c3bee841589f7161eb6bd3e9f7e198cd2.yaml
@@ -0,0 +1,253 @@
+interactions:
+- request:
+    body: 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+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - languages
+      - styleFont
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      pages:
+      - 0
+      - 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5ffef0f53acf1c10801929c54b345ebbfb17c79ce0ae1b50e90d3ef5f3cad255.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5ffef0f53acf1c10801929c54b345ebbfb17c79ce0ae1b50e90d3ef5f3cad255.yaml
new file mode 100644
index 00000000000..7e32508a51c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/5ffef0f53acf1c10801929c54b345ebbfb17c79ce0ae1b50e90d3ef5f3cad255.yaml
@@ -0,0 +1,297 @@
+interactions:
+- request:
+    body: 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4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5Lj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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review\nQ1\nQ2\nQ3\nQ4\nFormula:
+        gross margin = (revenue - cost) / revenue\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 2 of 5\nQuarterly Operations Report Key Values, Link, Highlight, and
+        Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nE\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 3.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\nConfidential | Page 3 of 5\nQuarterly Operations Report Approval Signature
+        and Watermark\nApproved by: Jordan Lee\nSignature\nSection 4.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.2: Invoice totals, regional
+        revenue, and reconciliation notes. a\nSection 4.4: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.5: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.6: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.7: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report\nAppendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-read
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/83f063eda07b9ec10f975fabcbba64b77e86621ae57498d70c66cfb9b1ae1a8c.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/83f063eda07b9ec10f975fabcbba64b77e86621ae57498d70c66cfb9b1ae1a8c.yaml
new file mode 100644
index 00000000000..56b8ff8f460
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/83f063eda07b9ec10f975fabcbba64b77e86621ae57498d70c66cfb9b1ae1a8c.yaml
@@ -0,0 +1,348 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      pages: 1-4, 5
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/95d5e32a3f3ee6a80d7d156a4310f9672bce0aa3d69a47cca82dd402dca07156.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/95d5e32a3f3ee6a80d7d156a4310f9672bce0aa3d69a47cca82dd402dca07156.yaml
new file mode 100644
index 00000000000..16872e0b671
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/95d5e32a3f3ee6a80d7d156a4310f9672bce0aa3d69a47cca82dd402dca07156.yaml
@@ -0,0 +1,349 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n:barcode:\nConfidential | Page 3 of 5\nQuarterly
+        Operations Report Approval Signature and Watermark\nApproved by: Jordan Lee
+        :selected:\nSignature\na\nSection 4.1: Invoice totals, regional revenue, and
+        reconciliation notes.\nSection 4.2: Invoice totals, regional revenue, and
+        reconciliation notes.\nSection 4.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\nConfidential | Page 4 of 5\nQuarterly Operations Report Appendix with
+        Section Boundaries\n1. Scope\n2. Findings\n3. Recommendations\nSection 5.1:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.2: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.4: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.5: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.6: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.7: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4901,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - barcodes
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/b70ee878c8f769527c7e0b1c148efd461cf737b67b63cc18ca127c39c228aee1.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/b70ee878c8f769527c7e0b1c148efd461cf737b67b63cc18ca127c39c228aee1.yaml
new file mode 100644
index 00000000000..2d38b456192
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/b70ee878c8f769527c7e0b1c148efd461cf737b67b63cc18ca127c39c228aee1.yaml
@@ -0,0 +1,354 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - keyValuePairs
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/c16e0aa1a19d5a1816b16f4eddcbebdee92edd7c36cd6efed21995a13e5e4a10.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/c16e0aa1a19d5a1816b16f4eddcbebdee92edd7c36cd6efed21995a13e5e4a10.yaml
new file mode 100644
index 00000000000..b09ee6f6b79
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/c16e0aa1a19d5a1816b16f4eddcbebdee92edd7c36cd6efed21995a13e5e4a10.yaml
@@ -0,0 +1,360 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features:
+      - styleFont
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ce83e3c90d022c67bb250d24ffd954b33e196aefdd4e4af57bd6ed0a1f1bb771.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ce83e3c90d022c67bb250d24ffd954b33e196aefdd4e4af57bd6ed0a1f1bb771.yaml
new file mode 100644
index 00000000000..1f1973c84ca
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ce83e3c90d022c67bb250d24ffd954b33e196aefdd4e4af57bd6ed0a1f1bb771.yaml
@@ -0,0 +1,359 @@
+interactions:
+- request:
+    body: 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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 5\nQuarterly Operations Report Appendix with Section Boundaries\n1.
+        Scope\n2. Findings\n3. Recommendations\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 5 of 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+        with Section Boundaries","polygon":[0.6095,0.4668,4.2964,0.4623,4.2967,0.7139,0.6098,0.7184],"spans":[{"offset":4891,"length":32}]},{"content":"1.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      features: languages, styleFont
+      model: azure_ai/doc-intelligence/prebuilt-layout
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/d3a84b92e66a8daa8129daccea438d781b6885e0638f670314ad064b13d73b70.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/d3a84b92e66a8daa8129daccea438d781b6885e0638f670314ad064b13d73b70.yaml
new file mode 100644
index 00000000000..d6f3089c860
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/d3a84b92e66a8daa8129daccea438d781b6885e0638f670314ad064b13d73b70.yaml
@@ -0,0 +1,52 @@
+interactions:
+- request:
+    body: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/invalid-ocr-model-for-parity
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/e41209d72675cad6ede447d370a1b20eb8f7d8022478869e32ae2a0ec2e84a51.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/e41209d72675cad6ede447d370a1b20eb8f7d8022478869e32ae2a0ec2e84a51.yaml
new file mode 100644
index 00000000000..29250fabc34
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/e41209d72675cad6ede447d370a1b20eb8f7d8022478869e32ae2a0ec2e84a51.yaml
@@ -0,0 +1,314 @@
+interactions:
+- request:
+    body: 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4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5Lj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+        Operations Report\nInvoice Summary and Line Items\nItem\nQuantity\nAmount\nDocument
+        analysis\n2\n120.00\nDocument verification\n1\n80.00\nItem continued\nQuantity\nAmount\nFixture
+        validation\n3\n45.00\nProvider review\n1\n25.00\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\nConfidential | Page 1 of 5\nQuarterly
+        Operations Report\nRevenue Chart and Formula Review :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:
+        :selected: :selected: :selected: :selected: :selected:\nQ1\nQ2\nQ3\nQ4 :selected:
+        :selected: :selected: :selected: :selected: :selected: :selected: :selected:\nFormula:
+        gross margin = (revenue - cost) / revenue :selected:\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 2.7: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.\nConfidential | Page 2 of 5 :unselected: :unselected:
+        :unselected: :selected: :unselected: :selected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected: :selected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :unselected: :unselected: :unselected: :unselected: :unselected:
+        :unselected: :selected: :unselected: :unselected: :unselected: :selected:
+        :unselected: :unselected: :unselected: :unselected: :selected: :unselected:
+        :unselected: :unselected:\nQuarterly Operations Report Key Values, Link, Highlight,
+        and Comment\nInvoice Number: INV-2048 Purchase Order: PO-4096\nhttps://example.com/invoices/INV-2048
+        Highlighted total requiring review\nReviewer comment: verify the highlighted
+        total before approval\nRevised total. 245.00\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\nConfidential | Page 3 of 5\nQuarterly Operations
+        Report Approval Signature and Watermark\nApproved by: Jordan Lee :selected:\nSignature\na\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.5:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.6:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.7:
+        Invoice totals, regional revenue, and reconciliation notes.\nSection 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\nConfidential
+        | Page 4 of 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/doc-intelligence/prebuilt-layout
+      pages:
+      - '1'
+      - 2-4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ed4c810b78a758aab2475b1eb7c9a5db92e60bc4711fb001fbb30616af660edf.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ed4c810b78a758aab2475b1eb7c9a5db92e60bc4711fb001fbb30616af660edf.yaml
new file mode 100644
index 00000000000..f1ba6e621e5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-document-intelligence/ed4c810b78a758aab2475b1eb7c9a5db92e60bc4711fb001fbb30616af660edf.yaml
@@ -0,0 +1,116 @@
+interactions:
+- request:
+    body: '{"urlSource":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/documentintelligence/documentModels/prebuilt-layout:analyze?api-version=2024-11-30
+  response:
+    body:
+      string: ''
+    headers:
+      Date:
+      - Wed, 02 Sep 2026 22:36:01 GMT
+      Operation-Location:
+      - http://parity-provider.invalid/documentintelligence/documentModels/prebuilt-layout/analyzeResults/42554c0a-83ec-4db4-8cf8-e3ff9cd9dd2a?api-version=2024-11-30
+      Server:
+      - istio-envoy
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      apim-request-id:
+      - 42554c0a-83ec-4db4-8cf8-e3ff9cd9dd2a
+      x-envoy-upstream-service-time:
+      - '670'
+      x-ms-region:
+      - West US 3
+    status:
+      code: 202
+      message: ''
+- request:
+    body: ''
+    headers:
+      Accept:
+      - '*/*'
+      User-Agent:
+      - litellm/1.101.0
+    method: GET
+    uri: http://parity-provider.invalid/documentintelligence/documentModels/prebuilt-layout/analyzeResults/42554c0a-83ec-4db4-8cf8-e3ff9cd9dd2a?api-version=2024-11-30
+  response:
+    body:
+      string: '{"status":"running","createdDateTime":"2026-09-02T22:36:01Z","lastUpdatedDateTime":"2026-09-02T22:36:01Z"}'
+    headers:
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 02 Sep 2026 22:36:01 GMT
+      Retry-After:
+      - '4'
+      Server:
+      - istio-envoy
+      Strict-Transport-Security:
+      - max-age=31536000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/0fe41827087ef249498dd70a85575abae2292d009027135599ee05789a7d3885.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/0fe41827087ef249498dd70a85575abae2292d009027135599ee05789a7d3885.yaml
new file mode 100644
index 00000000000..1bb048a75ec
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/0fe41827087ef249498dd70a85575abae2292d009027135599ee05789a7d3885.yaml
@@ -0,0 +1,474 @@
+interactions:
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MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMS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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/providers/mistral/azure/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999750727143252,"start_index":0},{"text":"
+        Operations","confidence":0.9999985694905718,"start_index":9},{"text":" Report","confidence":0.9999941587791524,"start_index":20},{"text":"##","confidence":0.9997923805394447,"start_index":29},{"text":"
+        Invoice","confidence":0.9993065638940166,"start_index":31},{"text":" Summary","confidence":0.9999979734461775,"start_index":39},{"text":"
+        and","confidence":1.0,"start_index":47},{"text":" Line","confidence":0.9999933243243502,"start_index":51},{"text":"
+        Items","confidence":0.9999899865198352,"start_index":56},{"text":"Item","confidence":0.9996766616034335,"start_index":67},{"text":"Quantity","confidence":0.9996766616034335,"start_index":74},{"text":"Amount","confidence":0.9996766616034335,"start_index":85},{"text":"Document","confidence":0.9996766616034335,"start_index":118},{"text":"
+        analysis","confidence":0.9999963125017759,"start_index":126},{"text":"2","confidence":0.9999963125017759,"start_index":138},{"text":"120.00","confidence":0.9999963125017759,"start_index":142},{"text":"Document","confidence":0.9999963125017759,"start_index":155},{"text":"
+        verification","confidence":0.9999894079899189,"start_index":163},{"text":"1","confidence":0.9999894079899189,"start_index":179},{"text":"80.00","confidence":0.9999894079899189,"start_index":183},{"text":"Item","confidence":0.9999991655362351,"start_index":196},{"text":"
+        continued","confidence":0.9999872370366696,"start_index":200},{"text":"Quantity","confidence":0.9999872370366696,"start_index":213},{"text":"Amount","confidence":0.9999872370366696,"start_index":224},{"text":"Fixture","confidence":0.9999872370366696,"start_index":257},{"text":"
+        validation","confidence":0.9999923570485074,"start_index":264},{"text":"3","confidence":0.9999923570485074,"start_index":278},{"text":"45.00","confidence":0.9999923570485074,"start_index":282},{"text":"Provider","confidence":0.9999923570485074,"start_index":294},{"text":"
+        review","confidence":0.9999997664472654,"start_index":302},{"text":"1","confidence":0.9999997664472654,"start_index":312},{"text":"25.00","confidence":0.9999997664472654,"start_index":316},{"text":"Section","confidence":0.9999947548186582,"start_index":326},{"text":"
+        1.1:","confidence":0.9999985933325323,"start_index":333},{"text":" Invoice","confidence":0.9999994039539004,"start_index":338},{"text":"
+        totals,","confidence":0.9999984949850528,"start_index":346},{"text":" regional","confidence":0.9999992847447459,"start_index":354},{"text":"
+        revenue,","confidence":0.9999976423108469,"start_index":363},{"text":" and","confidence":1.0,"start_index":372},{"text":"
+        reconciliation","confidence":0.9999899865198352,"start_index":376},{"text":"
+        notes.","confidence":0.999989475635792,"start_index":391},{"text":"Section","confidence":0.9999997615814777,"start_index":400},{"text":"
+        1.2:","confidence":0.9999998807907318,"start_index":407},{"text":" Invoice","confidence":0.9999995231630692,"start_index":412},{"text":"
+        totals,","confidence":0.9999987781062534,"start_index":420},{"text":" regional","confidence":0.9999997615814777,"start_index":428},{"text":"
+        revenue,","confidence":0.9999994436903137,"start_index":437},{"text":" and","confidence":0.9999997615814777,"start_index":446},{"text":"
+        reconciliation","confidence":0.9999995231630692,"start_index":450},{"text":"
+        notes.","confidence":0.9999905655314687,"start_index":465},{"text":"Section","confidence":0.9999997615814777,"start_index":474},{"text":"
+        1.3:","confidence":0.9999998331070455,"start_index":481},{"text":" Invoice","confidence":0.9999986886995842,"start_index":486},{"text":"
+        totals,","confidence":0.9999985992929301,"start_index":494},{"text":" regional","confidence":0.9999997615814777,"start_index":502},{"text":"
+        revenue,","confidence":0.9999997748269489,"start_index":511},{"text":" and","confidence":1.0,"start_index":520},{"text":"
+        reconciliation","confidence":0.9999994039539004,"start_index":524},{"text":"
+        notes.","confidence":0.9999902760270392,"start_index":539},{"text":"Section","confidence":0.9999997615814777,"start_index":548},{"text":"
+        1.4:","confidence":0.9999995946886596,"start_index":555},{"text":" Invoice","confidence":0.9999982118638471,"start_index":560},{"text":"
+        totals,","confidence":0.9999987930074817,"start_index":568},{"text":" regional","confidence":0.9999995231630692,"start_index":576},{"text":"
+        revenue,","confidence":0.9999997615814777,"start_index":585},{"text":" and","confidence":1.0,"start_index":594},{"text":"
+        reconciliation","confidence":0.9999994039539004,"start_index":598},{"text":"
+        notes.","confidence":0.9999843157179614,"start_index":613},{"text":"Section","confidence":0.9999997615814777,"start_index":622},{"text":"
+        1.5:","confidence":0.9999997854233544,"start_index":629},{"text":" Invoice","confidence":0.9999980926550052,"start_index":634},{"text":"
+        totals,","confidence":0.9999985694906641,"start_index":642},{"text":" regional","confidence":0.9999995231630692,"start_index":650},{"text":"
+        revenue,","confidence":0.9999997615814777,"start_index":659},{"text":" and","confidence":0.9999998807907247,"start_index":668},{"text":"
+        reconciliation","confidence":0.9999990463265931,"start_index":672},{"text":"
+        notes.","confidence":0.999981029073362,"start_index":687},{"text":"Section","confidence":0.9999998807907247,"start_index":696},{"text":"
+        1.6:","confidence":0.999999237061503,"start_index":703},{"text":" Invoice","confidence":0.9999979734461775,"start_index":708},{"text":"
+        totals,","confidence":0.9999990314254924,"start_index":716},{"text":" regional","confidence":0.9999995231630692,"start_index":724},{"text":"
+        revenue,","confidence":0.9999997615814777,"start_index":733},{"text":" and","confidence":1.0,"start_index":742},{"text":"
+        reconciliation","confidence":0.999998927117538,"start_index":746},{"text":"
+        notes.","confidence":0.9999744217843426,"start_index":761},{"text":"Section","confidence":0.9999997615814777,"start_index":770},{"text":"
+        1.7:","confidence":0.9999996185306077,"start_index":777},{"text":" Invoice","confidence":0.9999961853172863,"start_index":782},{"text":"
+        totals,","confidence":0.9999989420187126,"start_index":790},{"text":" regional","confidence":0.9999996423722521,"start_index":798},{"text":"
+        revenue,","confidence":0.9999997748269489,"start_index":807},{"text":" and","confidence":1.0,"start_index":816},{"text":"
+        reconciliation","confidence":0.9999994039539004,"start_index":820},{"text":"
+        notes.","confidence":0.9999810120438516,"start_index":835},{"text":"Section","confidence":0.9999997615814777,"start_index":844},{"text":"
+        1.8:","confidence":0.9999990940104934,"start_index":851},{"text":" Invoice","confidence":0.9999966621509202,"start_index":856},{"text":"
+        totals,","confidence":0.9999992549424737,"start_index":864},{"text":" regional","confidence":0.9999996423722521,"start_index":872},{"text":"
+        revenue,","confidence":0.9999996291267866,"start_index":881},{"text":" and","confidence":1.0,"start_index":890},{"text":"
+        reconciliation","confidence":0.9999990463265931,"start_index":894},{"text":"
+        notes.","confidence":0.9999728721289091,"start_index":909},{"text":"Confidential","confidence":0.9999518836549753,"start_index":918},{"text":"
+        |","confidence":0.9999737746439785,"start_index":930},{"text":" Page","confidence":0.9999995231630692,"start_index":932},{"text":"
+        1","confidence":0.999984979930698,"start_index":937},{"text":" of","confidence":0.9999988079084972,"start_index":939},{"text":"
+        5","confidence":0.9999911190228811,"start_index":942}],"average_page_confidence_score":0.9999757244500117,"minimum_page_confidence_score":0.9993065638940166},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":726,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":726,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","type":"footer"}]},{"index":1,"markdown":"Quarterly Operations
+        Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":83,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":83,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999450082286201,"start_index":0},{"text":"
+        Operations","confidence":0.9999985694905718,"start_index":9},{"text":" Report","confidence":0.9999984502816872,"start_index":20},{"text":"#","confidence":0.6224462146437987,"start_index":29},{"text":"
+        Revenue","confidence":0.9996663253757535,"start_index":30},{"text":" Chart","confidence":0.9999971389852362,"start_index":38},{"text":"
+        and","confidence":0.9999998807907247,"start_index":44},{"text":" Formula","confidence":0.9999961853172863,"start_index":48},{"text":"
+        Review","confidence":0.9999994039539004,"start_index":56},{"text":"Q1","confidence":0.9998823553881787,"start_index":92},{"text":"Q2","confidence":0.99995857702682,"start_index":123},{"text":"Q3","confidence":0.999945942554003,"start_index":154},{"text":"Q4","confidence":0.9999290177502776,"start_index":185},{"text":"Formula:","confidence":0.9999783490813647,"start_index":243},{"text":"
+        gross","confidence":0.9999924898711537,"start_index":251},{"text":" margin","confidence":0.9999955892755635,"start_index":257},{"text":"
+        =","confidence":0.9989333812562482,"start_index":264},{"text":" (revenue","confidence":0.9998361951419598,"start_index":266},{"text":"
+        -","confidence":0.9996976574692449,"start_index":275},{"text":" cost)","confidence":0.999993880628308,"start_index":277},{"text":"
+        /","confidence":0.9999915362117302,"start_index":283},{"text":" revenue","confidence":0.9999847414437658,"start_index":285},{"text":"Section","confidence":0.999998927117538,"start_index":322},{"text":"
+        2.1:","confidence":0.9999984264439052,"start_index":329},{"text":" Invoice","confidence":0.9999834301824576,"start_index":334},{"text":"
+        totals,","confidence":0.9999996274711035,"start_index":342},{"text":" regional","confidence":0.9999995231630692,"start_index":350},{"text":"
+        revenue,","confidence":0.9999990198357191,"start_index":359},{"text":" and","confidence":1.0,"start_index":368},{"text":"
+        reconciliation","confidence":0.9999883176260755,"start_index":372},{"text":"
+        notes.","confidence":0.999992438784052,"start_index":387},{"text":"Section","confidence":0.9999997615814777,"start_index":396},{"text":"
+        2.2:","confidence":0.9999992132200003,"start_index":403},{"text":" Invoice","confidence":0.9999985694905718,"start_index":408},{"text":"
+        totals,","confidence":0.9999997317791736,"start_index":416},{"text":" regional","confidence":0.9999998807907247,"start_index":424},{"text":"
+        revenue,","confidence":0.9999993377265938,"start_index":433},{"text":" and","confidence":1.0,"start_index":442},{"text":"
+        reconciliation","confidence":0.9999984502816872,"start_index":446},{"text":"
+        notes.","confidence":0.9999984673115108,"start_index":461},{"text":"Section","confidence":0.9999997615814777,"start_index":470},{"text":"
+        2.3:","confidence":0.9999974012515184,"start_index":477},{"text":" Invoice","confidence":0.999997854237364,"start_index":482},{"text":"
+        totals,","confidence":0.9999997615814777,"start_index":490},{"text":" regional","confidence":0.9999997615814777,"start_index":498},{"text":"
+        revenue,","confidence":0.9999991257993328,"start_index":507},{"text":" and","confidence":1.0,"start_index":516},{"text":"
+        reconciliation","confidence":0.9999972581939645,"start_index":520},{"text":"
+        notes.","confidence":0.999998637610022,"start_index":535},{"text":"Section","confidence":1.0,"start_index":544},{"text":"
+        2.4:","confidence":0.9999966144818597,"start_index":551},{"text":" Invoice","confidence":0.9999972581939645,"start_index":556},{"text":"
+        totals,","confidence":0.9999994337561913,"start_index":564},{"text":" regional","confidence":0.9999996423722521,"start_index":572},{"text":"
+        revenue,","confidence":0.9999993509720593,"start_index":581},{"text":" and","confidence":1.0,"start_index":590},{"text":"
+        reconciliation","confidence":0.999995112442896,"start_index":594},{"text":"
+        notes.","confidence":0.9999978372076321,"start_index":609},{"text":"Section","confidence":1.0,"start_index":618},{"text":"
+        2.5:","confidence":0.9999978303999572,"start_index":625},{"text":" Invoice","confidence":0.9999963045256735,"start_index":630},{"text":"
+        totals,","confidence":0.9999994337561913,"start_index":638},{"text":" regional","confidence":0.9999995231630692,"start_index":646},{"text":"
+        revenue,","confidence":0.999999112553871,"start_index":655},{"text":" and","confidence":1.0,"start_index":664},{"text":"
+        reconciliation","confidence":0.9999915362117302,"start_index":668},{"text":"
+        notes.","confidence":0.9999979053268537,"start_index":683},{"text":"Section","confidence":1.0,"start_index":692},{"text":"
+        2.6:","confidence":0.9999988079095885,"start_index":699},{"text":" Invoice","confidence":0.9999971389852362,"start_index":704},{"text":"
+        totals,","confidence":0.9999994337561913,"start_index":712},{"text":" regional","confidence":0.9999994039539004,"start_index":720},{"text":"
+        revenue,","confidence":0.9999992185174944,"start_index":729},{"text":" and","confidence":1.0,"start_index":738},{"text":"
+        reconciliation","confidence":0.9999908209686689,"start_index":742},{"text":"
+        notes.","confidence":0.9999963896745626,"start_index":757},{"text":"Section","confidence":0.9999998807907247,"start_index":766},{"text":"
+        2.7:","confidence":0.9999983549174163,"start_index":773},{"text":" Invoice","confidence":0.9999924898711537,"start_index":778},{"text":"
+        totals,","confidence":0.9999995678665191,"start_index":786},{"text":" regional","confidence":0.9999995231630692,"start_index":794},{"text":"
+        revenue,","confidence":0.9999994436902916,"start_index":803},{"text":" and","confidence":1.0,"start_index":812},{"text":"
+        reconciliation","confidence":0.9999963045256735,"start_index":816},{"text":"
+        notes.","confidence":0.9999970368064676,"start_index":831},{"text":"Section","confidence":0.9999997615814777,"start_index":840},{"text":"
+        2.8:","confidence":0.9999985694916973,"start_index":847},{"text":" Invoice","confidence":0.9999939203633587,"start_index":852},{"text":"
+        totals,","confidence":0.9999995380642163,"start_index":860},{"text":" regional","confidence":0.9999997615814777,"start_index":868},{"text":"
+        revenue,","confidence":0.9999994171993629,"start_index":877},{"text":" and","confidence":1.0,"start_index":886},{"text":"
+        reconciliation","confidence":0.9999967813595916,"start_index":890},{"text":"
+        notes.","confidence":0.9999914341239631,"start_index":905},{"text":"Confidential","confidence":0.9999940793316194,"start_index":914},{"text":"
+        |","confidence":0.9998829501824777,"start_index":926},{"text":" Page","confidence":0.9999988079084972,"start_index":928},{"text":"
+        2","confidence":0.9999998807907247,"start_index":933},{"text":" of","confidence":0.9999992847447459,"start_index":935},{"text":"
+        5","confidence":0.9999972581949876,"start_index":938}],"average_page_confidence_score":0.9961989173048785,"minimum_page_confidence_score":0.6224462146437987},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","type":"caption"},{"top_left_x":216,"top_left_y":83,"bottom_right_x":306,"bottom_right_y":236,"content":"![img-1.jpeg](img-1.jpeg)","type":"image","image_id":"img-1.jpeg"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","type":"caption"},{"top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"content":"![img-2.jpeg](img-2.jpeg)","type":"image","image_id":"img-2.jpeg"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","type":"caption"},{"top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"content":"![img-3.jpeg](img-3.jpeg)","type":"image","image_id":"img-3.jpeg"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","type":"caption"},{"top_left_x":584,"top_left_y":83,"bottom_right_x":681,"bottom_right_y":178,"content":"![img-4.jpeg](img-4.jpeg)","type":"image","image_id":"img-4.jpeg"},{"top_left_x":584,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"content":"![img-5.jpeg](img-5.jpeg)","type":"image","image_id":"img-5.jpeg"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":472,"bottom_right_x":455,"bottom_right_y":489,"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":509,"bottom_right_x":455,"bottom_right_y":525,"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":562,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":598,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":634,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","type":"footer"}]},{"index":2,"markdown":"Quarterly Operations
+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
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+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        | Page 3 of 5","type":"footer"}]},{"index":3,"markdown":"Quarterly Operations
+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        4.5: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        4.6: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":635,"content":"Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":671,"content":"Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999721456321925,"start_index":0},{"text":"
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+        Appendix","confidence":0.9570288883605821,"start_index":30},{"text":" with","confidence":0.9999961853172863,"start_index":39},{"text":"
+        Section","confidence":0.9999947548186582,"start_index":44},{"text":" Boundaries","confidence":0.9999530888305425,"start_index":52},{"text":"##","confidence":0.9046198790849843,"start_index":65},{"text":"
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+        1. Scope","type":"title"},{"top_left_x":55,"top_left_y":166,"bottom_right_x":158,"bottom_right_y":188,"content":"##
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/14bf631fc3fd377ab96a27a6a135a20e0b1efdf8c12c66ea93f1f81e0ebab9f5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/14bf631fc3fd377ab96a27a6a135a20e0b1efdf8c12c66ea93f1f81e0ebab9f5.yaml
new file mode 100644
index 00000000000..e648e2d0a8a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/14bf631fc3fd377ab96a27a6a135a20e0b1efdf8c12c66ea93f1f81e0ebab9f5.yaml
@@ -0,0 +1,217 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/providers/mistral/azure/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":382,"bottom_right_y":67,"content":"#
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":728,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
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+        comment: verify the highlighted total before approval","type":"text"},{"top_left_x":55,"top_left_y":369,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/308e3da5b40ae506ea9bcdb1fe72e41eaeaa0a4780107c10ee1d4e6d5fcf8887.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/308e3da5b40ae506ea9bcdb1fe72e41eaeaa0a4780107c10ee1d4e6d5fcf8887.yaml
new file mode 100644
index 00000000000..9103d3070a7
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/308e3da5b40ae506ea9bcdb1fe72e41eaeaa0a4780107c10ee1d4e6d5fcf8887.yaml
@@ -0,0 +1,218 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":726,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":726,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
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+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
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+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: false
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/36a2fec0e0b8c4fd64dc8ffe1d0bbb4fcc93d18612764adfd0e5d9fbca0313a9.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/36a2fec0e0b8c4fd64dc8ffe1d0bbb4fcc93d18612764adfd0e5d9fbca0313a9.yaml
new file mode 100644
index 00000000000..efe238d048d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/36a2fec0e0b8c4fd64dc8ffe1d0bbb4fcc93d18612764adfd0e5d9fbca0313a9.yaml
@@ -0,0 +1,218 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/providers/mistral/azure/ocr
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":382,"bottom_right_y":67,"content":"#
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","type":"footer"}]},{"index":1,"markdown":"Quarterly Operations
+        Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 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+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","type":"caption"},{"top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"content":"![img-1.jpeg](img-1.jpeg)","type":"image","image_id":"img-1.jpeg"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","type":"caption"},{"top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"content":"![img-2.jpeg](img-2.jpeg)","type":"image","image_id":"img-2.jpeg"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","type":"caption"},{"top_left_x":476,"top_left_y":65,"bottom_right_x":563,"bottom_right_y":236,"content":"![img-3.jpeg](img-3.jpeg)","type":"image","image_id":"img-3.jpeg"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","type":"caption"},{"top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"content":"![img-4.jpeg](img-4.jpeg)","type":"image","image_id":"img-4.jpeg"},{"top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"content":"![img-5.jpeg](img-5.jpeg)","type":"image","image_id":"img-5.jpeg"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":472,"bottom_right_x":455,"bottom_right_y":489,"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":509,"bottom_right_x":455,"bottom_right_y":525,"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":562,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":598,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":634,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":671,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","type":"footer"}]},{"index":2,"markdown":"Quarterly Operations
+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":"data:image/jpeg;base64,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+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","type":"text"},{"top_left_x":55,"top_left_y":369,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"content":"![img-7.jpeg](img-7.jpeg)","type":"image","image_id":"img-7.jpeg"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 3 of 5","type":"footer"}]},{"index":3,"markdown":"Quarterly Operations
+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":408,"bottom_right_y":67,"content":"#
+        Approval Signature and Watermark","type":"title"},{"top_left_x":55,"top_left_y":188,"bottom_right_x":234,"bottom_right_y":208,"content":"Approved
+        by: Jordan Lee","type":"text"},{"top_left_x":55,"top_left_y":259,"bottom_right_x":128,"bottom_right_y":279,"content":"Signature","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":418,"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":454,"content":"Section
+        4.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
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+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: true
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/4253ab0886f20d2ac400b9be2c6b884c94751dd16123b2bccb53f97069034e57.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/4253ab0886f20d2ac400b9be2c6b884c94751dd16123b2bccb53f97069034e57.yaml
new file mode 100644
index 00000000000..c6ebc8e2472
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/4253ab0886f20d2ac400b9be2c6b884c94751dd16123b2bccb53f97069034e57.yaml
@@ -0,0 +1,216 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":727,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":727,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        Report\n\n# Revenue Chart and Formula Review\n\nQ1\n\nQ2\n\nQ3\n\nQ4\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice totals,
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Key Values, Link, Highlight, and Comment","type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
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+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        1. Scope","type":"title"},{"top_left_x":55,"top_left_y":166,"bottom_right_x":158,"bottom_right_y":188,"content":"##
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_min_size: 300
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/498db31114af91033c68d473c84969a342678d6d83f7061d32a4751de19ea114.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/498db31114af91033c68d473c84969a342678d6d83f7061d32a4751de19ea114.yaml
new file mode 100644
index 00000000000..fb50778c542
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/498db31114af91033c68d473c84969a342678d6d83f7061d32a4751de19ea114.yaml
@@ -0,0 +1,242 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
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+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
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+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
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+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/68c08454d47ce41b9d61148737eadf6cfb15c7ec9785f57f8500861c675a0f3f.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/68c08454d47ce41b9d61148737eadf6cfb15c7ec9785f57f8500861c675a0f3f.yaml
new file mode 100644
index 00000000000..b2459a34705
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/68c08454d47ce41b9d61148737eadf6cfb15c7ec9785f57f8500861c675a0f3f.yaml
@@ -0,0 +1,92 @@
+interactions:
+- request:
+    body: 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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/ae44127be834dc1735e216817683ff12a45fb429bffdef1c3960cd68a4d1f00b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/ae44127be834dc1735e216817683ff12a45fb429bffdef1c3960cd68a4d1f00b.yaml
new file mode 100644
index 00000000000..d832d398114
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b2aa9df433e9509c5665a180e8ba4f5ab8601cac8646bab83f819020512e2b94.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b2aa9df433e9509c5665a180e8ba4f5ab8601cac8646bab83f819020512e2b94.yaml
new file mode 100644
index 00000000000..b8c075fb047
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+      azureai-requested-tier:
+      - default
+      azureml-destination-deployment:
+      - d20260831221917-7d0e5d7f
+      azureml-destination-endpoint:
+      - mo4-use-h1-oai-oe-nvisoc
+      azureml-destination-model-group:
+      - aoai-balanced
+      azureml-destination-region:
+      - eastus
+      azureml-model-deployment:
+      - d20260831221917-7d0e5d7f
+      azureml-model-group:
+      - aoai-balanced
+      azureml-model-session:
+      - d20260831221917-7d0e5d7f
+      azureml-ms-model-error-comprehensive:
+      - --
+      azureml-served-by-cluster:
+      - hyena-westus3-01
+      x-ms-client-request-id:
+      - 3795070f-a4a7-4ad6-b31d-fe51fdcf29d4
+      x-ms-is-spilled-over:
+      - 'false'
+      x-ms-region:
+      - West US 3
+      x-pages-processed:
+      - '1'
+      x-ratelimit-abusepenalty-active:
+      - 'False'
+      x-ratelimit-key:
+      - mistral-ocr-4-0
+      x-ratelimit-limit-requests:
+      - '10'
+      x-ratelimit-remaining-requests:
+      - '8'
+      x-ratelimit-renewalperiod-requests:
+      - '60'
+      x-ratelimit-reset-requests:
+      - '14'
+      x-request-id:
+      - 7a885df6-7464-4f05-b091-1a154c180886
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:38:08.503737+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      document:
+        image_url: data:image/png;base64,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
+        type: image_url
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b2e663c74c352dfeca7547535ecdd5e29036ce1e5be4065da1e18cd6a8fde622.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b2e663c74c352dfeca7547535ecdd5e29036ce1e5be4065da1e18cd6a8fde622.yaml
new file mode 100644
index 00000000000..8b3835bb83f
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b2e663c74c352dfeca7547535ecdd5e29036ce1e5be4065da1e18cd6a8fde622.yaml
@@ -0,0 +1,121 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMS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+      - application/json
+      User-Agent:
+      - litellm/1.101.0
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+    uri: http://parity-provider.invalid/providers/mistral/azure/ocr
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":727,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":727,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+      pages:
+      - 0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b6efd962a7fbd486ea42080a1b72df37a37552c0b910190877b0ce56c25b359b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b6efd962a7fbd486ea42080a1b72df37a37552c0b910190877b0ce56c25b359b.yaml
new file mode 100644
index 00000000000..de63ae8046e
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/b6efd962a7fbd486ea42080a1b72df37a37552c0b910190877b0ce56c25b359b.yaml
@@ -0,0 +1,145 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+      pages:
+      - 0
+      - 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/d89a8fe095a79d39ba5d796a4ec9cd572747c3cbe4a4e2fefebabacbb36cb80b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/d89a8fe095a79d39ba5d796a4ec9cd572747c3cbe4a4e2fefebabacbb36cb80b.yaml
new file mode 100644
index 00000000000..b5f2ce22a3b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/d89a8fe095a79d39ba5d796a4ec9cd572747c3cbe4a4e2fefebabacbb36cb80b.yaml
@@ -0,0 +1,216 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\nQ2\n\nQ3\n\nQ4\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        | Page 2 of 5","type":"footer"}]},{"index":2,"markdown":"Quarterly Operations
+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
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+        comment: verify the highlighted total before approval","type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Appendix with Section Boundaries","type":"title"},{"top_left_x":55,"top_left_y":102,"bottom_right_x":136,"bottom_right_y":124,"content":"##
+        1. Scope","type":"title"},{"top_left_x":55,"top_left_y":166,"bottom_right_x":158,"bottom_right_y":188,"content":"##
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_limit: 1
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/de7d0818d171507c1ecdd77b4b90adb4c4cc86e1a2376cc8625913aa5b9a5a3d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/de7d0818d171507c1ecdd77b4b90adb4c4cc86e1a2376cc8625913aa5b9a5a3d.yaml
new file mode 100644
index 00000000000..b9e489b15e1
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/de7d0818d171507c1ecdd77b4b90adb4c4cc86e1a2376cc8625913aa5b9a5a3d.yaml
@@ -0,0 +1,218 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/providers/mistral/azure/ocr
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9834850912920841,"minimum_page_confidence_score":0.2157124375705796},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":727,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":727,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9787787978245741,"minimum_page_confidence_score":0.3592062912824201},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
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+        total: 245.00","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9794591733082509,"minimum_page_confidence_score":0.33070256208645815},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/ea745741b68da1e42ada189795fd7ab875d1430d6ab5accdd987dbbfd03a58b0.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/ea745741b68da1e42ada189795fd7ab875d1430d6ab5accdd987dbbfd03a58b0.yaml
new file mode 100644
index 00000000000..384fce486aa
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/ea745741b68da1e42ada189795fd7ab875d1430d6ab5accdd987dbbfd03a58b0.yaml
@@ -0,0 +1,53 @@
+interactions:
+- request:
+    body: '{"model":"invalid-ocr-model-for-parity","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+        within the last 5 minutes, please wait a moment and try again.","details":"The
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+        the deployment within the last 5 minutes, please wait a moment and try again."}}'
+    headers:
+      Content-Type:
+      - application/json; charset=utf-8
+      Date:
+      - Wed, 02 Sep 2026 22:35:51 GMT
+      Server:
+      - istio-envoy
+      Strict-Transport-Security:
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+      azureml-served-by-cluster:
+      - hyena-westus3-01
+      x-ms-error-code:
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+      x-ms-region:
+      - West US 3
+    status:
+      code: 404
+      message: ''
+recorded_at: '2026-09-02T22:35:52.595677+00:00'
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+version: 1
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: azure_ai/invalid-ocr-model-for-parity
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/f69c443523a0dbd89d873e6cb5726c3223b63e8cdaa1f397ea19182bd9956704.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/f69c443523a0dbd89d873e6cb5726c3223b63e8cdaa1f397ea19182bd9956704.yaml
new file mode 100644
index 00000000000..657ffabc617
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/azure-mistral/f69c443523a0dbd89d873e6cb5726c3223b63e8cdaa1f397ea19182bd9956704.yaml
@@ -0,0 +1,235 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":727,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":727,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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+        1.2: Invoice totals, regional revenue, and reconciliation notes.","type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Number: INV-2048","type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
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+        comment: verify the highlighted total before approval","type":"text"},{"top_left_x":55,"top_left_y":369,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","type":"list"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
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+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        | Page 4 of 5","type":"footer"}]},{"index":4,"markdown":"Quarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      model: azure_ai/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/00e40122a146d5fd663c145054ae744eab2f1613e845de12ab931c7c36a76a2a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/00e40122a146d5fd663c145054ae744eab2f1613e845de12ab931c7c36a76a2a.yaml
new file mode 100644
index 00000000000..58031a26b37
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/00e40122a146d5fd663c145054ae744eab2f1613e845de12ab931c7c36a76a2a.yaml
@@ -0,0 +1,123 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-2512","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      extract_header: false
+      model: mistral/mistral-ocr-2512
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/06548a2b80868916f18a71e91a6ff17459a6e60da3c4b2e8c2529a3373c5f2c2.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/06548a2b80868916f18a71e91a6ff17459a6e60da3c4b2e8c2529a3373c5f2c2.yaml
new file mode 100644
index 00000000000..a0b98ac4ec0
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/06548a2b80868916f18a71e91a6ff17459a6e60da3c4b2e8c2529a3373c5f2c2.yaml
@@ -0,0 +1,123 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-1","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":null},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":null},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":null},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":null},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":null}],"model":"mistral-ocr-4-1","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_blocks: false
+      model: mistral/mistral-ocr-4-1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml
new file mode 100644
index 00000000000..f7aa8598016
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/0b234402bdfd3be223e731051202f2996578fff02d93ec3011031ce2b4c511fc.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"image_limit":1}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d3637dc2c090-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:15 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5a87-7148-8ae4-4e14967bebf3
+      x-envoy-upstream-service-time:
+      - '226'
+      x-kong-proxy-latency:
+      - '19'
+      x-kong-request-id:
+      - 01a05e89-5a87-7148-8ae4-4e14967bebf3
+      x-kong-upstream-latency:
+      - '227'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '56'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:15.394028+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      image_limit: 1
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml
new file mode 100644
index 00000000000..f06a1033691
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f3001924ef2c46d3eccdedd808c7ded7fea981215a478a12d8636eff8eb1157.yaml
@@ -0,0 +1,60 @@
+interactions:
+- request:
+    body: '{"model":"invalid-ocr-model-for-parity","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gT0NSIGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChPQ1IsIGludm9pY2UsIHRhYmxlLCBmaWd1cmUsIGFubm90YXRpb24pIC9Nb2REYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL1Byb2R1Y2VyIChSZXBvcnRMYWIgUERGIExpYnJhcnkgLSBcKG9wZW5zb3VyY2VcKSkgCiAgL1N1YmplY3QgKFNlbWFudGljIE9DUiBjb3ZlcmFnZSBmb3IgdGFibGVzLCBmaWd1cmVzLCBhbm5vdGF0aW9ucywgYW5kIG1ldGFkYXRhKSAvVGl0bGUgKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgL1RyYXBwZWQgL0ZhbHNlCj4+CmVuZG9iagoxNyAwIG9iago8PAovQ291bnQgNSAvS2lkcyBbIDQgMCBSIDggMCBSIDEyIDAgUiAxMyAwIFIgMTQgMCBSIF0gL1R5cGUgL1BhZ2VzCj4+CmVuZG9iagoxOCAwIG9iago8PAovTGVuZ3RoIDIyODAKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoSW52b2ljZSBTdW1tYXJ5IGFuZCBMaW5lIEl0ZW1zKSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMSBvZiA1KSBUaiBUKiBFVApuIDQ1IDYyNSBtIDQ1IDczMCBsIFMKbiAyNDUgNjI1IG0gMjQ1IDczMCBsIFMKbiA0MDUgNjI1IG0gNDA1IDczMCBsIFMKbiA1NjUgNjI1IG0gNTY1IDczMCBsIFMKbiA0NSA3MzAgbSA1NjUgNzMwIGwgUwpuIDQ1IDY5NSBtIDU2NSA2OTUgbCBTCm4gNDUgNjYwIG0gNTY1IDY2MCBsIFMKbiA0NSA2MjUgbSA1NjUgNjI1IGwgUwpCVCAxIDAgMCAxIDU1IDcwNyBUbSAoSXRlbSkgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNzA3IFRtIChRdWFudGl0eSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNzA3IFRtIChBbW91bnQpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjcyIFRtIChEb2N1bWVudCBhbmFseXNpcykgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNjcyIFRtICgyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA2NzIgVG0gKDEyMC4wMCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA2MzcgVG0gKE9DUiB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"object":"error","message":"Invalid model: invalid-ocr-model-for-parity","type":"invalid_model","param":null,"code":"1500","raw_status_code":400}'
+    headers:
+      CF-RAY:
+      - a34832c9ae37ad44-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 23:54:08 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05f64-fa6f-76c9-8b39-fd7d42840ba2
+      x-envoy-upstream-service-time:
+      - '2'
+      x-kong-proxy-latency:
+      - '16'
+      x-kong-request-id:
+      - 01a05f64-fa6f-76c9-8b39-fd7d42840ba2
+      x-kong-upstream-latency:
+      - '10'
+    status:
+      code: 400
+      message: ''
+recorded_at: '2026-09-01T23:54:08.641470+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM OCR fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (OCR, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic OCR coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2280
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (OCR verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016115 00000 n 
0000016202 00000 n 
0000018534 00000 n 
0000020309 00000 n 
0000022827 00000 n 
0000024373 00000 n 
trailer
<<
/ID 
[<2f50893a1eaff1119c0470fc4c57e247><2f50893a1eaff1119c0470fc4c57e247>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25752
%%EOF

+        type: document_url
+      model: mistral/invalid-ocr-model-for-parity
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml
new file mode 100644
index 00000000000..8200c885e60
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/1f38e1eab857c22107df833aa63b119bced6537f45cf08b27cbec08bb8f45951.yaml
@@ -0,0 +1,69 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"pages":[0]}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d35d1fbbebe5-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:14 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5685-747f-b76d-dab242ea7512
+      x-envoy-upstream-service-time:
+      - '179'
+      x-kong-proxy-latency:
+      - '12'
+      x-kong-request-id:
+      - 01a05e89-5685-747f-b76d-dab242ea7512
+      x-kong-upstream-latency:
+      - '180'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '58'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:14.385374+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      model: mistral/mistral-ocr-latest
+      pages:
+      - 0
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/2700b798fa2f8d5f93496e026a16dd99c8b344209a377fe13cc63c9894fc316d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/2700b798fa2f8d5f93496e026a16dd99c8b344209a377fe13cc63c9894fc316d.yaml
new file mode 100644
index 00000000000..1197db50293
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/2700b798fa2f8d5f93496e026a16dd99c8b344209a377fe13cc63c9894fc316d.yaml
@@ -0,0 +1,207 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/27fb5f73a7e247d431fcd64805a4d7981c5e459339edf7910e4315d4514bfa69.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/27fb5f73a7e247d431fcd64805a4d7981c5e459339edf7910e4315d4514bfa69.yaml
new file mode 100644
index 00000000000..6ebf3454b2a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/27fb5f73a7e247d431fcd64805a4d7981c5e459339edf7910e4315d4514bfa69.yaml
@@ -0,0 +1,192 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDA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+      - application/json
+      User-Agent:
+      - litellm/1.101.0
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9836154797809112,"minimum_page_confidence_score":0.2567285531419793},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":726,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":726,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9708321271188184,"minimum_page_confidence_score":0.21225992679511402},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","confidence_scores":null,"type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
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+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":137,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9768412757795213,"minimum_page_confidence_score":0.3490277937778754},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
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+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9793263334381583,"minimum_page_confidence_score":0.35238389858790803},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9796129175548541,"minimum_page_confidence_score":0.2833098743889323},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/288d25b041e6fae7816c1bc8e21d5d427bce5d6e181efa2e9d087c94ca4ce145.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/288d25b041e6fae7816c1bc8e21d5d427bce5d6e181efa2e9d087c94ca4ce145.yaml
new file mode 100644
index 00000000000..fe455886412
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/288d25b041e6fae7816c1bc8e21d5d427bce5d6e181efa2e9d087c94ca4ce145.yaml
@@ -0,0 +1,59 @@
+interactions:
+- request:
+    body: '{"model":"invalid-ocr-model-for-parity","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQ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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/invalid-ocr-model-for-parity
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/38dbc05d8508355879de894ecc0f46da887570de720a142e9df297bdd280608d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/38dbc05d8508355879de894ecc0f46da887570de720a142e9df297bdd280608d.yaml
new file mode 100644
index 00000000000..a9fd2d0fbec
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/38dbc05d8508355879de894ecc0f46da887570de720a142e9df297bdd280608d.yaml
@@ -0,0 +1,85 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+      the visible document fields","schema":{"additionalProperties":false,"properties":{"title":{"type":"string"}},"required":["title"],"type":"object"},"strict":true}},"document_annotation_prompt":"Extract
+      the visible title"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":"{\"title\":
+        \"invoice 123\"}","usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d376581f74f9-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:18 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-664a-740d-a112-0a1183c302b3
+      x-envoy-upstream-service-time:
+      - '402'
+      x-kong-proxy-latency:
+      - '20'
+      x-kong-request-id:
+      - 01a05e89-664a-740d-a112-0a1183c302b3
+      x-kong-upstream-latency:
+      - '403'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '52'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:18.915814+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      document_annotation_prompt: Extract the visible title
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3a6e57388e0c0962a17ea366a6696c0795736f6e2e1c203df2446a7318913f50.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3a6e57388e0c0962a17ea366a6696c0795736f6e2e1c203df2446a7318913f50.yaml
new file mode 100644
index 00000000000..ff7e0bc7bdb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3a6e57388e0c0962a17ea366a6696c0795736f6e2e1c203df2446a7318913f50.yaml
@@ -0,0 +1,209 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
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+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      document_annotation_prompt: Extract the visible title
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d1273437ef7a6e55a97a6ddbbebb2d794090691d99dd7c6565c010018032cef.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d1273437ef7a6e55a97a6ddbbebb2d794090691d99dd7c6565c010018032cef.yaml
new file mode 100644
index 00000000000..981fd2a063e
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d1273437ef7a6e55a97a6ddbbebb2d794090691d99dd7c6565c010018032cef.yaml
@@ -0,0 +1,123 @@
+interactions:
+- request:
+    body: 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+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
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+    uri: http://parity-provider.invalid/v1/ocr
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n[tbl-0.html](tbl-0.html)\n[tbl-1.html](tbl-1.html)\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[{"id":"tbl-0.html","content":"<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>","format":"html","word_confidence_scores":null},{"id":"tbl-1.html","content":"<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>","format":"html","word_confidence_scores":null}],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-2512","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-2512
+      table_format: html
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d5f42192461789f547b42c8f1b625aa688e6cbd69e01f94d1f3205ef41ab830.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d5f42192461789f547b42c8f1b625aa688e6cbd69e01f94d1f3205ef41ab830.yaml
new file mode 100644
index 00000000000..a471b8f7bae
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/3d5f42192461789f547b42c8f1b625aa688e6cbd69e01f94d1f3205ef41ab830.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"extract_header":true}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d37c9944d8a7-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:19 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-6a3a-76c7-85b8-d40a7156155e
+      x-envoy-upstream-service-time:
+      - '230'
+      x-kong-proxy-latency:
+      - '16'
+      x-kong-request-id:
+      - 01a05e89-6a3a-76c7-85b8-d40a7156155e
+      x-kong-upstream-latency:
+      - '230'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '51'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:19.420285+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      extract_header: true
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/49f28a2c1d134cd0db0dff94f573d059706f6222542e400d101b59541a55e7b1.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/49f28a2c1d134cd0db0dff94f573d059706f6222542e400d101b59541a55e7b1.yaml
new file mode 100644
index 00000000000..aac95208c16
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/49f28a2c1d134cd0db0dff94f573d059706f6222542e400d101b59541a55e7b1.yaml
@@ -0,0 +1,122 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-3-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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"}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-3-0","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-3-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b2d15e61e7ddfdd02aa7463edfa4f628f4544f79ab1a98692fde6e4bfa03802.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b2d15e61e7ddfdd02aa7463edfa4f628f4544f79ab1a98692fde6e4bfa03802.yaml
new file mode 100644
index 00000000000..ea7dcdfe0b6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b2d15e61e7ddfdd02aa7463edfa4f628f4544f79ab1a98692fde6e4bfa03802.yaml
@@ -0,0 +1,191 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-1","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-4-1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b628172d5b53e8d1795487bade4ae02170297d2f5ed69b27bc0c8b7ce0fa896.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b628172d5b53e8d1795487bade4ae02170297d2f5ed69b27bc0c8b7ce0fa896.yaml
new file mode 100644
index 00000000000..6ca5eb11b14
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4b628172d5b53e8d1795487bade4ae02170297d2f5ed69b27bc0c8b7ce0fa896.yaml
@@ -0,0 +1,124 @@
+interactions:
+- request:
+    body: 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"},"table_format":"markdown"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n[tbl-0.md](tbl-0.md)\n[tbl-1.md](tbl-1.md)\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[{"id":"tbl-0.md","content":"|  Item |
+        Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","format":"markdown","word_confidence_scores":null},{"id":"tbl-1.md","content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","format":"markdown","word_confidence_scores":null}],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-2512","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-2512
+      table_format: markdown
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4e4d87350d1af889a5ab6d26260a9b75c1ef71dc72e524adfb1479b68725d659.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4e4d87350d1af889a5ab6d26260a9b75c1ef71dc72e524adfb1479b68725d659.yaml
new file mode 100644
index 00000000000..ccd5d0e48c0
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/4e4d87350d1af889a5ab6d26260a9b75c1ef71dc72e524adfb1479b68725d659.yaml
@@ -0,0 +1,192 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDA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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: false
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/531b8ac261099643b357fef2064627387abf747c80ee95733af00b3d1957bb09.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/531b8ac261099643b357fef2064627387abf747c80ee95733af00b3d1957bb09.yaml
new file mode 100644
index 00000000000..ae751cfb923
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/531b8ac261099643b357fef2064627387abf747c80ee95733af00b3d1957bb09.yaml
@@ -0,0 +1,191 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/54ce0991a21ea668e2373d2b05801606b7039583f55a0f85bfe38c7c15712adf.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/54ce0991a21ea668e2373d2b05801606b7039583f55a0f85bfe38c7c15712adf.yaml
new file mode 100644
index 00000000000..90a4abd5574
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/54ce0991a21ea668e2373d2b05801606b7039583f55a0f85bfe38c7c15712adf.yaml
@@ -0,0 +1,67 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d356fb3698ce-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:13 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-52b4-7e7b-983e-5bc4e5469b39
+      x-envoy-upstream-service-time:
+      - '554'
+      x-kong-proxy-latency:
+      - '13'
+      x-kong-request-id:
+      - 01a05e89-52b4-7e7b-983e-5bc4e5469b39
+      x-kong-upstream-latency:
+      - '557'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '59'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:13.880852+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6288bbc7fa109d331374994937107ce19497c2230a0dde199f0aa2cdc7375a1b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6288bbc7fa109d331374994937107ce19497c2230a0dde199f0aa2cdc7375a1b.yaml
new file mode 100644
index 00000000000..0a7e91f1416
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6288bbc7fa109d331374994937107ce19497c2230a0dde199f0aa2cdc7375a1b.yaml
@@ -0,0 +1,122 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-2512","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-2512","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-2512
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/62a60a5c6797e4c8e01f2d7b408bb555da76bcfb03780a0e02f767f5dabdb9e3.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/62a60a5c6797e4c8e01f2d7b408bb555da76bcfb03780a0e02f767f5dabdb9e3.yaml
new file mode 100644
index 00000000000..84aa542daeb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/62a60a5c6797e4c8e01f2d7b408bb555da76bcfb03780a0e02f767f5dabdb9e3.yaml
@@ -0,0 +1,146 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-1","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      - application/json
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-4-1
+      pages: 0-2
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6942ca4d2f8439a5b193d7c6011653ed2c1b24aea0bf845c3a654a24da69886d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6942ca4d2f8439a5b193d7c6011653ed2c1b24aea0bf845c3a654a24da69886d.yaml
new file mode 100644
index 00000000000..34cc56ed88d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/6942ca4d2f8439a5b193d7c6011653ed2c1b24aea0bf845c3a654a24da69886d.yaml
@@ -0,0 +1,190 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQ1\n\nQ2\n\nQ3\n\nQ4\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","confidence_scores":null,"type":"title"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","confidence_scores":null,"type":"caption"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","confidence_scores":null,"type":"caption"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","confidence_scores":null,"type":"caption"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","confidence_scores":null,"type":"caption"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
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+        2.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":561,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":597,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":633,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":508,"bottom_right_x":458,"bottom_right_y":525,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":544,"bottom_right_x":458,"bottom_right_y":561,"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":652,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        Approval Signature and Watermark","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":188,"bottom_right_x":234,"bottom_right_y":208,"content":"Approved
+        by: Jordan Lee","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":259,"bottom_right_x":128,"bottom_right_y":279,"content":"Signature","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":418,"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":454,"content":"Section
+        4.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        4.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        4.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":671,"content":"Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 4 of 5","confidence_scores":null,"type":"footer"}]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":403,"bottom_right_y":67,"content":"#
+        Appendix with Section Boundaries","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":102,"bottom_right_x":136,"bottom_right_y":124,"content":"##
+        1. Scope","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":166,"bottom_right_x":158,"bottom_right_y":188,"content":"##
+        2. Findings","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":231,"bottom_right_x":244,"bottom_right_y":252,"content":"##
+        3. Recommendations","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_min_size: 300
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7727f65058eebe0c68c2a9be97c4777f9a19a7c5a860f5953037e19690bc1154.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7727f65058eebe0c68c2a9be97c4777f9a19a7c5a860f5953037e19690bc1154.yaml
new file mode 100644
index 00000000000..95f9984895a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7727f65058eebe0c68c2a9be97c4777f9a19a7c5a860f5953037e19690bc1154.yaml
@@ -0,0 +1,122 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-3","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-3","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7e880d33d14ef3f85ac13de167ca2b5c2d9bfe00005dd057cd57db7ff16cbbeb.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7e880d33d14ef3f85ac13de167ca2b5c2d9bfe00005dd057cd57db7ff16cbbeb.yaml
new file mode 100644
index 00000000000..bf5b9ee22e9
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7e880d33d14ef3f85ac13de167ca2b5c2d9bfe00005dd057cd57db7ff16cbbeb.yaml
@@ -0,0 +1,125 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\n","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":"Confidential
+        | Page 1 of 5","dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\n","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":"Confidential
+        | Page 2 of 5","dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\n","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":"Confidential
+        | Page 3 of 5","dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":"Confidential
+        | Page 4 of 5","dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":"Confidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      extract_footer: true
+      model: mistral/mistral-ocr-2512
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7f7dc004625cb90e3f4bd2f473fda532390140ade4e10b5bb07570ca7b372499.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7f7dc004625cb90e3f4bd2f473fda532390140ade4e10b5bb07570ca7b372499.yaml
new file mode 100644
index 00000000000..748948e5e8c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/7f7dc004625cb90e3f4bd2f473fda532390140ade4e10b5bb07570ca7b372499.yaml
@@ -0,0 +1,82 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"bbox_annotation_format":{"type":"json_schema","json_schema":{"name":"bounding_boxes","description":"Extract
+      the visible document fields","schema":{"additionalProperties":false,"properties":{"title":{"type":"string"}},"required":["title"],"type":"object"},"strict":true}}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d369be838fc5-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:16 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5e6e-70ac-890d-c0110a5e81af
+      x-envoy-upstream-service-time:
+      - '210'
+      x-kong-proxy-latency:
+      - '17'
+      x-kong-request-id:
+      - 01a05e89-5e6e-70ac-890d-c0110a5e81af
+      x-kong-upstream-latency:
+      - '212'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '54'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:16.402593+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      bbox_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: bounding_boxes
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/82ad5009dfdbf2a2e75bb0522f542e50f005edc0c7875e530158492b15423248.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/82ad5009dfdbf2a2e75bb0522f542e50f005edc0c7875e530158492b15423248.yaml
new file mode 100644
index 00000000000..025954c4f80
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/82ad5009dfdbf2a2e75bb0522f542e50f005edc0c7875e530158492b15423248.yaml
@@ -0,0 +1,192 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-1","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMS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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","confidence_scores":null,"type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
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+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":508,"bottom_right_x":458,"bottom_right_y":525,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        | Page 4 of 5","confidence_scores":null,"type":"footer"}]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_blocks: true
+      model: mistral/mistral-ocr-4-1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/99d9d5ac0449213a562a36163ee598ef9e6df1813bee21137e88bcc14ce7a473.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/99d9d5ac0449213a562a36163ee598ef9e6df1813bee21137e88bcc14ce7a473.yaml
new file mode 100644
index 00000000000..80c9a75578a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/99d9d5ac0449213a562a36163ee598ef9e6df1813bee21137e88bcc14ce7a473.yaml
@@ -0,0 +1,92 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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"},"pages":[0],"include_image_base64":true,"image_limit":1,"image_min_size":300,"bbox_annotation_format":{"type":"json_schema","json_schema":{"name":"bounding_boxes","description":"Extract
+      the visible document fields","schema":{"additionalProperties":false,"properties":{"title":{"type":"string"}},"required":["title"],"type":"object"},"strict":true}},"extract_header":true,"extract_footer":false,"table_format":"markdown","confidence_scores_granularity":"page","include_blocks":false,"id":"case-1"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
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'{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
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+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+      pages:
+      - 0
+      - 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b19fdc140375a4eadfd6eb4e4cbe88e27651580bac1e145ad352728b1a0acd31.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b19fdc140375a4eadfd6eb4e4cbe88e27651580bac1e145ad352728b1a0acd31.yaml
new file mode 100644
index 00000000000..acabdaf2b5e
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b19fdc140375a4eadfd6eb4e4cbe88e27651580bac1e145ad352728b1a0acd31.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"image_min_size":300}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d36688d203c2-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:15 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-5c60-769b-abf3-44dcefdf5282
+      x-envoy-upstream-service-time:
+      - '272'
+      x-kong-proxy-latency:
+      - '17'
+      x-kong-request-id:
+      - 01a05e89-5c60-769b-abf3-44dcefdf5282
+      x-kong-upstream-latency:
+      - '273'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '55'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:15.898087+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      image_min_size: 300
+      model: mistral/mistral-ocr-latest
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b446a23a15552419ec3f68b454c6744d7e7487bd01194c71f675f4391fd8e256.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b446a23a15552419ec3f68b454c6744d7e7487bd01194c71f675f4391fd8e256.yaml
new file mode 100644
index 00000000000..6602c259900
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b446a23a15552419ec3f68b454c6744d7e7487bd01194c71f675f4391fd8e256.yaml
@@ -0,0 +1,193 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-1","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      - application/json
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9835907112129545,"minimum_page_confidence_score":0.26094085317740695},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":{"average_content_confidence_score":0.9999899645437226,"minimum_content_confidence_score":0.9999778806072335,"block_type_confidence_score":0.9989654016880637},"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":{"average_content_confidence_score":0.9998313248480118,"minimum_content_confidence_score":0.9992403798445277,"block_type_confidence_score":0.9999723442092404},"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":726,"bottom_right_y":215,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":{"average_content_confidence_score":0.9998734077827075,"minimum_content_confidence_score":0.9996340359632188,"block_type_confidence_score":1.0},"type":"table","table_id":null},{"top_left_x":55,"top_left_y":245,"bottom_right_x":726,"bottom_right_y":383,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":{"average_content_confidence_score":0.9999947690965251,"minimum_content_confidence_score":0.9999871607489509,"block_type_confidence_score":1.0},"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999964783017512,"minimum_content_confidence_score":0.999989816225948,"block_type_confidence_score":0.9979096331666133},"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999986017718001,"minimum_content_confidence_score":0.9999906677083418,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999984899318645,"minimum_content_confidence_score":0.9999905995888662,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999978035484296,"minimum_content_confidence_score":0.9999849287765646,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999974267312606,"minimum_content_confidence_score":0.9999821530038524,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999963810010111,"minimum_content_confidence_score":0.9999731616435336,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999970902045665,"minimum_content_confidence_score":0.9999805352266775,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.999996520614927,"minimum_content_confidence_score":0.9999754264739827,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","confidence_scores":{"average_content_confidence_score":0.9999826692576258,"minimum_content_confidence_score":0.999951804210119,"block_type_confidence_score":1.0},"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9704658530116999,"minimum_page_confidence_score":0.22133978201304677},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":{"average_content_confidence_score":0.9999806450977683,"minimum_content_confidence_score":0.9999449155210456,"block_type_confidence_score":0.9901896543064508},"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","confidence_scores":{"average_content_confidence_score":0.9370181157569916,"minimum_content_confidence_score":0.6224469010068592,"block_type_confidence_score":0.9234243026283717},"type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999860527077029},"type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","confidence_scores":{"average_content_confidence_score":0.9998899829575701,"minimum_content_confidence_score":0.9998899829575701,"block_type_confidence_score":0.9578353469940953},"type":"caption"},{"top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"content":"![img-1.jpeg](img-1.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999960661089133},"type":"image","image_id":"img-1.jpeg"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","confidence_scores":{"average_content_confidence_score":0.9999572063059501,"minimum_content_confidence_score":0.9999572063059501,"block_type_confidence_score":0.9999991655356624},"type":"caption"},{"top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"content":"![img-2.jpeg](img-2.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999983310727032},"type":"image","image_id":"img-2.jpeg"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","confidence_scores":{"average_content_confidence_score":0.9999455850055542,"minimum_content_confidence_score":0.9999455850055542,"block_type_confidence_score":1.0},"type":"caption"},{"top_left_x":476,"top_left_y":65,"bottom_right_x":563,"bottom_right_y":236,"content":"![img-3.jpeg](img-3.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999810460826691},"type":"image","image_id":"img-3.jpeg"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","confidence_scores":{"average_content_confidence_score":0.9999338447975046,"minimum_content_confidence_score":0.9999338447975046,"block_type_confidence_score":0.9999984502816872},"type":"caption"},{"top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"content":"![img-4.jpeg](img-4.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999594704850789},"type":"image","image_id":"img-4.jpeg"},{"top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"content":"![img-5.jpeg](img-5.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9999934435319415},"type":"image","image_id":"img-5.jpeg"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","confidence_scores":{"average_content_confidence_score":0.9998037704554752,"minimum_content_confidence_score":0.998797434057903,"block_type_confidence_score":0.9398871033621771},"type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.9998461244924994},"type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999953874939655,"minimum_content_confidence_score":0.9999831917733143,"block_type_confidence_score":0.8788742772299617},"type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999993453641126,"minimum_content_confidence_score":0.9999985524607302,"block_type_confidence_score":0.9999997615814777},"type":"text"},{"top_left_x":54,"top_left_y":472,"bottom_right_x":455,"bottom_right_y":489,"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999989535419131,"minimum_content_confidence_score":0.9999974489357865,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":54,"top_left_y":509,"bottom_right_x":455,"bottom_right_y":525,"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.999998468287418,"minimum_content_confidence_score":0.9999949932351057,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":562,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999980690347675,"minimum_content_confidence_score":0.9999921322487634,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":598,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.999998008485814,"minimum_content_confidence_score":0.9999908209686689,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":634,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999981213011324,"minimum_content_confidence_score":0.9999924898711537,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999977658555631,"minimum_content_confidence_score":0.99999238776432,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","confidence_scores":{"average_content_confidence_score":0.9999794220027559,"minimum_content_confidence_score":0.999886406453068,"block_type_confidence_score":0.9999430597731408},"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9781348311990421,"minimum_page_confidence_score":0.36012257971713685},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":{"average_content_confidence_score":0.9999761864155111,"minimum_content_confidence_score":0.9999315394742461,"block_type_confidence_score":0.9877458052406024},"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":{"average_content_confidence_score":0.9673275205300185,"minimum_content_confidence_score":0.7772845543357969,"block_type_confidence_score":0.9992449029350807},"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":{"average_content_confidence_score":0.9999771854992066,"minimum_content_confidence_score":0.9999507041842814,"block_type_confidence_score":0.999922043204773},"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":{"average_content_confidence_score":0.9999902832139443,"minimum_content_confidence_score":0.9999853374722015,"block_type_confidence_score":1.0},"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":{"average_content_confidence_score":0.9999377918985882,"minimum_content_confidence_score":0.9999377918985882,"block_type_confidence_score":0.9982114888291278},"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":{"average_content_confidence_score":0.9997369451715264,"minimum_content_confidence_score":0.9990085755702717,"block_type_confidence_score":0.9949933681522658},"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":{"average_content_confidence_score":0.999993936550615,"minimum_content_confidence_score":0.9999816421070834,"block_type_confidence_score":0.999715409232722},"type":"text"},{"top_left_x":55,"top_left_y":369,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":{"average_content_confidence_score":0.9721360479498555,"minimum_content_confidence_score":0.9192946214862464,"block_type_confidence_score":0.9966106051981806},"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.999996599112234,"minimum_content_confidence_score":0.9999851673043546,"block_type_confidence_score":0.5925061016878095},"type":"list"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999994269923066,"minimum_content_confidence_score":0.9999971049261259,"block_type_confidence_score":1.0},"type":"list"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999990177570304,"minimum_content_confidence_score":0.9999947718500753,"block_type_confidence_score":1.0},"type":"list"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999984492048648,"minimum_content_confidence_score":0.9999894075224716,"block_type_confidence_score":1.0},"type":"list"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999984198679,"minimum_content_confidence_score":0.9999906677083418,"block_type_confidence_score":1.0},"type":"list"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999981355368193,"minimum_content_confidence_score":0.9999886411963149,"block_type_confidence_score":1.0},"type":"list"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999980566660045,"minimum_content_confidence_score":0.9999911615654709,"block_type_confidence_score":0.9999998807907247},"type":"list"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999981554952024,"minimum_content_confidence_score":0.9999881813958942,"block_type_confidence_score":0.9999991655356624},"type":"list"},{"top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"content":"![img-7.jpeg](img-7.jpeg)","confidence_scores":{"average_content_confidence_score":null,"minimum_content_confidence_score":null,"block_type_confidence_score":0.999977350747961},"type":"image","image_id":"img-7.jpeg"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 3 of 5","confidence_scores":{"average_content_confidence_score":0.9999973774103866,"minimum_content_confidence_score":0.9999926090786457,"block_type_confidence_score":0.9999766175054429},"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[],"average_page_confidence_score":0.9793263334381583,"minimum_page_confidence_score":0.35238389858790803},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":{"average_content_confidence_score":0.9999884634539402,"minimum_content_confidence_score":0.9999744502152467,"block_type_confidence_score":0.9974491186294578},"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":408,"bottom_right_y":67,"content":"#
+        Approval Signature and Watermark","confidence_scores":{"average_content_confidence_score":0.9458516441927177,"minimum_content_confidence_score":0.7310447872614673,"block_type_confidence_score":0.9998800898331569},"type":"title"},{"top_left_x":55,"top_left_y":188,"bottom_right_x":234,"bottom_right_y":208,"content":"Approved
+        by: Jordan Lee","confidence_scores":{"average_content_confidence_score":0.9999474145865043,"minimum_content_confidence_score":0.9998196688755632,"block_type_confidence_score":0.9999549409187368},"type":"text"},{"top_left_x":55,"top_left_y":259,"bottom_right_x":128,"bottom_right_y":279,"content":"Signature","confidence_scores":{"average_content_confidence_score":0.9640273090239989,"minimum_content_confidence_score":0.9640273090239989,"block_type_confidence_score":0.9984839332514094},"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":418,"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":{"average_content_confidence_score":0.9999925282218124,"minimum_content_confidence_score":0.9999798540367254,"block_type_confidence_score":0.9316149974417105},"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":454,"content":"Section
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_blocks: true
+      model: mistral/mistral-ocr-4-1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b5f930a7549d3d0ad80915be967e94e82da1fa15d6bd8e3e0c1683fd2c39fb17.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b5f930a7549d3d0ad80915be967e94e82da1fa15d6bd8e3e0c1683fd2c39fb17.yaml
new file mode 100644
index 00000000000..dfc5c929208
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b5f930a7549d3d0ad80915be967e94e82da1fa15d6bd8e3e0c1683fd2c39fb17.yaml
@@ -0,0 +1,190 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-4-0","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      - application/json
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":54,"top_left_y":12,"bottom_right_x":239,"bottom_right_y":30,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":54,"top_left_y":39,"bottom_right_x":381,"bottom_right_y":63,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":75,"bottom_right_x":726,"bottom_right_y":212,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":54,"top_left_y":243,"bottom_right_x":726,"bottom_right_y":380,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":54,"top_left_y":397,"bottom_right_x":456,"bottom_right_y":414,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":433,"bottom_right_x":456,"bottom_right_y":450,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":470,"bottom_right_x":456,"bottom_right_y":486,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":506,"bottom_right_x":456,"bottom_right_y":522,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":542,"bottom_right_x":456,"bottom_right_y":558,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":578,"bottom_right_x":456,"bottom_right_y":594,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":614,"bottom_right_x":456,"bottom_right_y":631,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":650,"bottom_right_x":456,"bottom_right_y":667,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":969,"bottom_right_x":189,"bottom_right_y":985,"content":"Confidential
+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":62,"bottom_right_x":676,"bottom_right_y":376,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":54,"top_left_y":12,"bottom_right_x":239,"bottom_right_y":31,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":54,"top_left_y":39,"bottom_right_x":413,"bottom_right_y":62,"content":"##
+        Revenue Chart and Formula Review","confidence_scores":null,"type":"title"},{"top_left_x":86,"top_left_y":62,"bottom_right_x":676,"bottom_right_y":376,"content":"![img-0.jpeg](img-0.jpeg)","confidence_scores":null,"type":"image","image_id":"img-0.jpeg"},{"top_left_x":54,"top_left_y":298,"bottom_right_x":322,"bottom_right_y":314,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":397,"bottom_right_x":456,"bottom_right_y":414,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":433,"bottom_right_x":456,"bottom_right_y":450,"content":"Section
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+        2.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":578,"bottom_right_x":456,"bottom_right_y":594,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":614,"bottom_right_x":456,"bottom_right_y":631,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":650,"bottom_right_x":456,"bottom_right_y":667,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":969,"bottom_right_x":190,"bottom_right_y":985,"content":"Confidential
+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n## Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-1.jpeg](img-1.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-1.jpeg","top_left_x":136,"top_left_y":760,"bottom_right_x":330,"bottom_right_y":853,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":54,"top_left_y":12,"bottom_right_x":239,"bottom_right_y":31,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":54,"top_left_y":39,"bottom_right_x":475,"bottom_right_y":63,"content":"##
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":102,"bottom_right_x":242,"bottom_right_y":120,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":133,"bottom_right_x":239,"bottom_right_y":151,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":262,"bottom_right_x":328,"bottom_right_y":281,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":282,"bottom_right_x":284,"bottom_right_y":301,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":319,"bottom_right_x":489,"bottom_right_y":339,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":366,"bottom_right_x":204,"bottom_right_y":384,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":397,"bottom_right_x":456,"bottom_right_y":414,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":433,"bottom_right_x":456,"bottom_right_y":450,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":470,"bottom_right_x":456,"bottom_right_y":486,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":506,"bottom_right_x":456,"bottom_right_y":522,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":542,"bottom_right_x":456,"bottom_right_y":558,"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":578,"bottom_right_x":456,"bottom_right_y":594,"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":54,"top_left_y":614,"bottom_right_x":456,"bottom_right_y":631,"content":"Section
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+        3.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":136,"top_left_y":760,"bottom_right_x":330,"bottom_right_y":853,"content":"![img-1.jpeg](img-1.jpeg)","confidence_scores":null,"type":"image","image_id":"img-1.jpeg"},{"top_left_x":54,"top_left_y":969,"bottom_right_x":189,"bottom_right_y":985,"content":"Confidential
+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n## Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":54,"top_left_y":12,"bottom_right_x":239,"bottom_right_y":31,"content":"Quarterly
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+        Approval Signature and Watermark","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":186,"bottom_right_x":232,"bottom_right_y":205,"content":"Approved
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+        4.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":433,"bottom_right_x":456,"bottom_right_y":451,"content":"Section
+        4.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":470,"bottom_right_x":456,"bottom_right_y":487,"content":"Section
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+        4.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":542,"bottom_right_x":456,"bottom_right_y":559,"content":"Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":578,"bottom_right_x":456,"bottom_right_y":595,"content":"Section
+        4.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":614,"bottom_right_x":456,"bottom_right_y":631,"content":"Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":650,"bottom_right_x":456,"bottom_right_y":667,"content":"Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":969,"bottom_right_x":190,"bottom_right_y":985,"content":"Confidential
+        | Page 4 of 5","confidence_scores":null,"type":"footer"}]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":54,"top_left_y":11,"bottom_right_x":239,"bottom_right_y":30,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":54,"top_left_y":39,"bottom_right_x":401,"bottom_right_y":63,"content":"#
+        Appendix with Section Boundaries","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":99,"bottom_right_x":134,"bottom_right_y":121,"content":"##
+        1. Scope","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":163,"bottom_right_x":154,"bottom_right_y":185,"content":"##
+        2. Findings","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":228,"bottom_right_x":241,"bottom_right_y":249,"content":"##
+        3. Recommendations","confidence_scores":null,"type":"title"},{"top_left_x":54,"top_left_y":397,"bottom_right_x":456,"bottom_right_y":414,"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-4-0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b9388a2041c9183302e02cc25f5a926d509f108af9eed7a20fdd89806a822fb7.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b9388a2041c9183302e02cc25f5a926d509f108af9eed7a20fdd89806a822fb7.yaml
new file mode 100644
index 00000000000..94bc916a5eb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/b9388a2041c9183302e02cc25f5a926d509f108af9eed7a20fdd89806a822fb7.yaml
@@ -0,0 +1,214 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":"{\"title\":
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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
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+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
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+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bd32284807bf7cf9a96732645203e59dfc6f976748728a12ed72096a2c991eca.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bd32284807bf7cf9a96732645203e59dfc6f976748728a12ed72096a2c991eca.yaml
new file mode 100644
index 00000000000..34d460c9784
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bd32284807bf7cf9a96732645203e59dfc6f976748728a12ed72096a2c991eca.yaml
@@ -0,0 +1,448 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999778806072335,"start_index":0},{"text":"
+        Operations","confidence":0.9999988079084972,"start_index":9},{"text":" Report","confidence":0.9999933243243502,"start_index":20},{"text":"##","confidence":0.9997939296050322,"start_index":29},{"text":"
+        Invoice","confidence":0.9993052544326705,"start_index":31},{"text":" Summary","confidence":0.9999977350285647,"start_index":39},{"text":"
+        and","confidence":1.0,"start_index":47},{"text":" Line","confidence":0.9999936819476216,"start_index":51},{"text":"
+        Items","confidence":0.9999892712787918,"start_index":56},{"text":"Item","confidence":0.9995856241368453,"start_index":67},{"text":"Quantity","confidence":0.9995856241368453,"start_index":74},{"text":"Amount","confidence":0.9995856241368453,"start_index":85},{"text":"Document","confidence":0.9995856241368453,"start_index":118},{"text":"
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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999438692601569,"start_index":0},{"text":"
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+        =","confidence":0.9987981476398257,"start_index":264},{"text":" (revenue","confidence":0.9998183365011759,"start_index":266},{"text":"
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+        2.5:","confidence":0.9999980688169916,"start_index":625},{"text":" Invoice","confidence":0.9999964237340748,"start_index":630},{"text":"
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+        2.8:","confidence":0.9999987125420818,"start_index":847},{"text":" Invoice","confidence":0.9999934435319415,"start_index":852},{"text":"
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+        revenue,","confidence":0.9999994436902916,"start_index":877},{"text":" and","confidence":1.0,"start_index":886},{"text":"
+        reconciliation","confidence":0.9999967813595916,"start_index":890},{"text":"
+        notes.","confidence":0.999992813496809,"start_index":905},{"text":"Confidential","confidence":0.9999949137810642,"start_index":914},{"text":"
+        |","confidence":0.9998768719663205,"start_index":926},{"text":" Page","confidence":0.9999990463265931,"start_index":928},{"text":"
+        2","confidence":0.9999999403953606,"start_index":933},{"text":" of","confidence":0.9999995231630692,"start_index":935},{"text":"
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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","confidence_scores":null,"type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","confidence_scores":null,"type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","confidence_scores":null,"type":"caption"},{"top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"content":"![img-1.jpeg](img-1.jpeg)","confidence_scores":null,"type":"image","image_id":"img-1.jpeg"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","confidence_scores":null,"type":"caption"},{"top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"content":"![img-2.jpeg](img-2.jpeg)","confidence_scores":null,"type":"image","image_id":"img-2.jpeg"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","confidence_scores":null,"type":"caption"},{"top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"content":"![img-3.jpeg](img-3.jpeg)","confidence_scores":null,"type":"image","image_id":"img-3.jpeg"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","confidence_scores":null,"type":"caption"},{"top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"content":"![img-4.jpeg](img-4.jpeg)","confidence_scores":null,"type":"image","image_id":"img-4.jpeg"},{"top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"content":"![img-5.jpeg](img-5.jpeg)","confidence_scores":null,"type":"image","image_id":"img-5.jpeg"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","confidence_scores":null,"type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":472,"bottom_right_x":455,"bottom_right_y":489,"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":509,"bottom_right_x":455,"bottom_right_y":525,"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":562,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":598,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":634,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":137,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999314202844548,"start_index":0},{"text":"
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+        Key","confidence":0.9932339948099073,"start_index":30},{"text":" Values,","confidence":0.99999640883377,"start_index":34},{"text":"
+        Link,","confidence":0.9999920527835049,"start_index":42},{"text":" Highlight,","confidence":0.9999969330797651,"start_index":48},{"text":"
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+        total","confidence":0.9999727018181879,"start_index":174},{"text":" requiring","confidence":0.9999680529300359,"start_index":180},{"text":"
+        review","confidence":0.9999998807907247,"start_index":190},{"text":"Reviewer","confidence":0.9999844732542773,"start_index":199},{"text":"
+        comment:","confidence":0.9999974303841221,"start_index":207},{"text":" verify","confidence":0.9999958276922101,"start_index":216},{"text":"
+        the","confidence":0.9999997615814777,"start_index":223},{"text":" highlighted","confidence":0.9999959469005546,"start_index":227},{"text":"
+        total","confidence":0.9999971389852362,"start_index":239},{"text":" before","confidence":0.9999994039539004,"start_index":245},{"text":"
+        approval","confidence":0.9999815229018083,"start_index":252},{"text":"Revised","confidence":0.9276382163099701,"start_index":263},{"text":"
+        total:","confidence":0.9999379979836318,"start_index":270},{"text":" 245.00","confidence":0.996917747609832,"start_index":277},{"text":"Section","confidence":0.9999971389852362,"start_index":286},{"text":"
+        3.1:","confidence":0.9999997854233417,"start_index":293},{"text":" Invoice","confidence":0.9999986886995842,"start_index":298},{"text":"
+        totals,","confidence":0.9999991655357192,"start_index":306},{"text":" regional","confidence":0.9999998807907247,"start_index":314},{"text":"
+        revenue,","confidence":0.9999962912811048,"start_index":323},{"text":" and","confidence":0.9999997615814777,"start_index":332},{"text":"
+        reconciliation","confidence":0.9999933243243502,"start_index":336},{"text":"
+        notes.","confidence":0.9999845883500909,"start_index":351},{"text":"Section","confidence":0.9999996423722521,"start_index":360},{"text":"
+        3.2:","confidence":0.9999999284744402,"start_index":367},{"text":" Invoice","confidence":0.9999995231630692,"start_index":372},{"text":"
+        totals,","confidence":0.9999993741516247,"start_index":380},{"text":" regional","confidence":0.9999998807907247,"start_index":388},{"text":"
+        revenue,","confidence":1.0,"start_index":397},{"text":" and","confidence":0.9999996423722521,"start_index":406},{"text":"
+        reconciliation","confidence":0.9999996423722521,"start_index":410},{"text":"
+        notes.","confidence":0.9999973092837526,"start_index":425},{"text":"Section","confidence":0.9999997615814777,"start_index":434},{"text":"
+        3.3:","confidence":0.9999998331070767,"start_index":441},{"text":" Invoice","confidence":0.999997854237364,"start_index":446},{"text":"
+        totals,","confidence":0.9999995827676731,"start_index":454},{"text":" regional","confidence":0.9999997615814777,"start_index":462},{"text":"
+        revenue,","confidence":1.0,"start_index":471},{"text":" and","confidence":0.9999998807907247,"start_index":480},{"text":"
+        reconciliation","confidence":0.9999996423722521,"start_index":484},{"text":"
+        notes.","confidence":0.9999949762066406,"start_index":499},{"text":"Section","confidence":0.9999998807907247,"start_index":508},{"text":"
+        3.4:","confidence":0.9999996900561453,"start_index":515},{"text":" Invoice","confidence":0.9999983310727032,"start_index":520},{"text":"
+        totals,","confidence":0.9999996870757136,"start_index":528},{"text":" regional","confidence":0.9999997615814777,"start_index":536},{"text":"
+        revenue,","confidence":1.0,"start_index":545},{"text":" and","confidence":0.9999998807907247,"start_index":554},{"text":"
+        reconciliation","confidence":0.9999995231630692,"start_index":558},{"text":"
+        notes.","confidence":0.9999881813998894,"start_index":573},{"text":"Section","confidence":0.9999997615814777,"start_index":582},{"text":"
+        3.5:","confidence":0.9999998569488983,"start_index":589},{"text":" Invoice","confidence":0.9999973774024795,"start_index":594},{"text":"
+        totals,","confidence":0.9999994784596434,"start_index":602},{"text":" regional","confidence":0.9999997615814777,"start_index":610},{"text":"
+        revenue,","confidence":0.9999999867545243,"start_index":619},{"text":" and","confidence":0.9999997615814777,"start_index":628},{"text":"
+        reconciliation","confidence":0.9999990463265931,"start_index":632},{"text":"
+        notes.","confidence":0.9999900205854957,"start_index":647},{"text":"Section","confidence":0.9999997615814777,"start_index":656},{"text":"
+        3.6:","confidence":0.9999997138978597,"start_index":663},{"text":" Invoice","confidence":0.9999972581939645,"start_index":668},{"text":"
+        totals,","confidence":0.9999995827676731,"start_index":676},{"text":" regional","confidence":0.9999996423722521,"start_index":684},{"text":"
+        revenue,","confidence":0.9999997880724218,"start_index":693},{"text":" and","confidence":0.9999998807907247,"start_index":702},{"text":"
+        reconciliation","confidence":0.9999988079084972,"start_index":706},{"text":"
+        notes.","confidence":0.9999880281349159,"start_index":721},{"text":"Section","confidence":0.9999997615814777,"start_index":730},{"text":"
+        3.7:","confidence":0.9999998331070767,"start_index":737},{"text":" Invoice","confidence":0.9999941587791524,"start_index":742},{"text":"
+        totals,","confidence":0.9999994784596434,"start_index":750},{"text":" regional","confidence":0.9999995231630692,"start_index":758},{"text":"
+        revenue,","confidence":1.0,"start_index":767},{"text":" and","confidence":0.9999998807907247,"start_index":776},{"text":"
+        reconciliation","confidence":0.9999994039539004,"start_index":780},{"text":"
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+        totals,","confidence":0.9999996870757136,"start_index":824},{"text":" regional","confidence":0.9999997615814777,"start_index":832},{"text":"
+        revenue,","confidence":1.0,"start_index":841},{"text":" and","confidence":0.9999998807907247,"start_index":850},{"text":"
+        reconciliation","confidence":0.9999991655356624,"start_index":854},{"text":"
+        notes.","confidence":0.9999891691069335,"start_index":869},{"text":"Confidential","confidence":0.9999968608397398,"start_index":905},{"text":"
+        |","confidence":0.9999924898711537,"start_index":917},{"text":" Page","confidence":0.9999997615814777,"start_index":919},{"text":"
+        3","confidence":0.9999974370099292,"start_index":924},{"text":" of","confidence":0.9999997615814777,"start_index":926},{"text":"
+        5","confidence":0.99999779463535,"start_index":929}],"average_page_confidence_score":0.9972126342003138,"minimum_page_confidence_score":0.7772847628197888},"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":508,"bottom_right_x":458,"bottom_right_y":525,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":544,"bottom_right_x":458,"bottom_right_y":561,"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":580,"bottom_right_x":458,"bottom_right_y":597,"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":616,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":652,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":137,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"content":"![img-7.jpeg](img-7.jpeg)","confidence_scores":null,"type":"image","image_id":"img-7.jpeg"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":{"word_confidence_scores":[{"text":"Quarterly","confidence":0.9999745429255593,"start_index":0},{"text":"
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+        4.2:","confidence":0.9999999284744402,"start_index":182},{"text":" Invoice","confidence":0.9999995231630692,"start_index":187},{"text":"
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+        revenue,","confidence":0.999999867545252,"start_index":212},{"text":" and","confidence":0.9999997615814777,"start_index":221},{"text":"
+        reconciliation","confidence":0.9999996423722521,"start_index":225},{"text":"
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+        4.3:","confidence":0.9999997854233758,"start_index":256},{"text":" Invoice","confidence":0.9999960661089133,"start_index":261},{"text":"
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+        reconciliation","confidence":0.9999996423722521,"start_index":299},{"text":"
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+        4.4:","confidence":0.9999996662141686,"start_index":330},{"text":" Invoice","confidence":0.9999969005680498,"start_index":335},{"text":"
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+        reconciliation","confidence":0.9999994039539004,"start_index":373},{"text":"
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+        4.5:","confidence":0.9999998092651862,"start_index":404},{"text":" Invoice","confidence":0.9999969005680498,"start_index":409},{"text":"
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+        reconciliation","confidence":0.9999990463265931,"start_index":447},{"text":"
+        notes.","confidence":0.9999864103365592,"start_index":462},{"text":"Section","confidence":0.9999998807907247,"start_index":471},{"text":"
+        4.6:","confidence":0.9999996662141715,"start_index":478},{"text":" Invoice","confidence":0.9999974966112362,"start_index":483},{"text":"
+        totals,","confidence":0.9999992549425172,"start_index":491},{"text":" regional","confidence":0.9999995231630692,"start_index":499},{"text":"
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+        4.7:","confidence":0.9999997854233473,"start_index":552},{"text":" Invoice","confidence":0.9999947548186582,"start_index":557},{"text":"
+        totals,","confidence":0.9999993592504738,"start_index":565},{"text":" regional","confidence":0.9999995231630692,"start_index":573},{"text":"
+        revenue,","confidence":0.9999998807907247,"start_index":582},{"text":" and","confidence":0.9999998807907247,"start_index":591},{"text":"
+        reconciliation","confidence":0.9999994039539004,"start_index":595},{"text":"
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+        4.8:","confidence":0.9999994039539644,"start_index":626},{"text":" Invoice","confidence":0.9999955892755635,"start_index":631},{"text":"
+        totals,","confidence":0.9999995380642163,"start_index":639},{"text":" regional","confidence":0.9999996423722521,"start_index":647},{"text":"
+        revenue,","confidence":0.9999997615814777,"start_index":656},{"text":" and","confidence":1.0,"start_index":665},{"text":"
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+        notes.","confidence":0.9999815910254729,"start_index":684},{"text":"Confidential","confidence":0.9994624670099496,"start_index":693},{"text":"
+        |","confidence":0.9999691257472011,"start_index":705},{"text":" Page","confidence":0.9999997615814777,"start_index":707},{"text":"
+        4","confidence":0.9999976754251936,"start_index":712},{"text":" of","confidence":0.9999991655356624,"start_index":714},{"text":"
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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":408,"bottom_right_y":67,"content":"#
+        Approval Signature and Watermark","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":188,"bottom_right_x":234,"bottom_right_y":208,"content":"Approved
+        by: Jordan Lee","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":259,"bottom_right_x":128,"bottom_right_y":279,"content":"Signature","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":418,"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":454,"content":"Section
+        4.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        4.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        4.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":671,"content":"Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 4 of 5","confidence_scores":null,"type":"footer"}]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bdb616d21dece89481debccb9358047b28006b5cbd4486d54c6fe89070e7a671.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bdb616d21dece89481debccb9358047b28006b5cbd4486d54c6fe89070e7a671.yaml
new file mode 100644
index 00000000000..ed060cd05ca
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/bdb616d21dece89481debccb9358047b28006b5cbd4486d54c6fe89070e7a671.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"id":"case-1"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d398da783ad4-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:23 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-7bdc-74c5-b8eb-15fbd25b6cfd
+      x-envoy-upstream-service-time:
+      - '182'
+      x-kong-proxy-latency:
+      - '22'
+      x-kong-request-id:
+      - 01a05e89-7bdc-74c5-b8eb-15fbd25b6cfd
+      x-kong-upstream-latency:
+      - '183'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '46'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:23.946966+00:00'
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'{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        1.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\nQ2\n\nQ3\n\nQ4\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","confidence_scores":null,"type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","confidence_scores":null,"type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","confidence_scores":null,"type":"caption"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","confidence_scores":null,"type":"caption"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","confidence_scores":null,"type":"caption"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","confidence_scores":null,"type":"caption"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
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+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
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+        2.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":561,"content":"Section
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+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":633,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":508,"bottom_right_x":458,"bottom_right_y":525,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":544,"bottom_right_x":458,"bottom_right_y":561,"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":652,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":408,"bottom_right_y":67,"content":"#
+        Approval Signature and Watermark","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":188,"bottom_right_x":234,"bottom_right_y":208,"content":"Approved
+        by: Jordan Lee","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":259,"bottom_right_x":128,"bottom_right_y":279,"content":"Signature","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":418,"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":454,"content":"Section
+        4.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":491,"content":"Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        4.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        4.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":671,"content":"Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 4 of 5","confidence_scores":null,"type":"footer"}]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":403,"bottom_right_y":67,"content":"#
+        Appendix with Section Boundaries","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":102,"bottom_right_x":136,"bottom_right_y":124,"content":"##
+        1. Scope","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":166,"bottom_right_x":158,"bottom_right_y":188,"content":"##
+        2. Findings","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":231,"bottom_right_x":244,"bottom_right_y":252,"content":"##
+        3. Recommendations","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_limit: 1
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d480e7ff6e38a62e7449393c553730ed10fcde2014b3e219e2ff8e54d8bb7e8e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d480e7ff6e38a62e7449393c553730ed10fcde2014b3e219e2ff8e54d8bb7e8e.yaml
new file mode 100644
index 00000000000..f30f8fffe85
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d480e7ff6e38a62e7449393c553730ed10fcde2014b3e219e2ff8e54d8bb7e8e.yaml
@@ -0,0 +1,123 @@
+interactions:
+- request:
+    body: 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3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAzLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAzLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAzLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAzLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwKL0xlbmd0aCAxNDk0Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEFwcHJvdmFsIFNpZ25hdHVyZSBhbmQgV2F0ZXJtYXJrKSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgNCBvZiA1KSBUaiBUKiBFVApxCi44Mjc0NTEgLjgyNzQ1MSAuODI3NDUxIHJnCkJUIC9GMiA1NCBUZiA2NC44IFRMIEVUCi45MDYzMDggLjQyMjYxOCAtMC40MjI2MTggLjkwNjMwOCAxMTAgMzkwIGNtCkJUIDEgMCAwIDEgMCAwIFRtIChEUkFGVCkgVGogVCogRVQKUQowIDAgMCByZwpCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVApCVCAxIDAgMCAxIDQ1IDYzNSBUbSAoQXBwcm92ZWQgYnk6IEpvcmRhbiBMZWUpIFRqIFQqIEVUCm4gNDUgNjEwIG0gMzEwIDYxMCBsIFMKbiA1NSA1OTUgbSA3NSA2MjUgMTEyIDYwMiAxNTUgNjAwIGMgUwpCVCAxIDAgMCAxIDQ1IDU4MCBUbSAoU2lnbmF0dXJlKSBUaiBUKiBFVApCVCAvRjEgMTAgVGYgMTIgVEwgRVQKQlQgMSAwIDAgMSA0NSA0NzIgVG0gKFNlY3Rpb24gNC4xOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0NDQgVG0gKFNlY3Rpb24gNC4yOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0MTYgVG0gKFNlY3Rpb24gNC4zOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzODggVG0gKFNlY3Rpb24gNC40OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzNjAgVG0gKFNlY3Rpb24gNC41OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMzIgVG0gKFNlY3Rpb24gNC42OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMDQgVG0gKFNlY3Rpb24gNC43OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAyNzYgVG0gKFNlY3Rpb24gNC44OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKIAplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8Ci9MZW5ndGggMTMyNwo+PgpzdHJlYW0KMSAwIDAgMSAwIDAgY20gIEJUIC9GMSAxMiBUZiAxNC40IFRMIEVUCjAgMCAwIHJnCkJUIC9GMSAxMSBUZiAxMy4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzcwIFRtIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIFRqIFQqIEVUCkJUIC9GMiAxNiBUZiAxOS4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzQ1IFRtIChBcHBlbmRpeCB3aXRoIFNlY3Rpb24gQm91bmRhcmllcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDUgb2YgNSkgVGogVCogRVQKQlQgL0YyIDE0IFRmIDE2LjggVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKDEuIFNjb3BlKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDY1MCBUbSAoMi4gRmluZGluZ3MpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNjAwIFRtICgzLiBSZWNvbW1lbmRhdGlvbnMpIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiA1LjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiA1LjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiA1LjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiA1LjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiA1LjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiA1LjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiA1Ljc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiA1Ljg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKeHJlZgowIDIzCjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDA2MSAwMDAwMCBuIAowMDAwMDAwMTAyIDAwMDAwIG4gCjAwMDAwMDAyMDkgMDAwMDAgbiAKMDAwMDAwMDMyMSAwMDAwMCBuIAowMDAwMDAwNTE2IDAwMDAwIG4gCjAwMDAwMDYzMjIgMDAwMDAgbiAKMDAwMDAxMjgyNCAwMDAwMCBuIAowMDAwMDE0MTQyIDAwMDAwIG4gCjAwMDAwMTQ0OTYgMDAwMDAgbiAKMDAwMDAxNDY2NCAwMDAwMCBuIAowMDAwMDE0ODUwIDAwMDAwIG4gCjAwMDAwMTUwMjggMDAwMDAgbiAKMDAwMDAxNTI1NiAwMDAwMCBuIAowMDAwMDE1NDUyIDAwMDAwIG4gCjAwMDAwMTU2NDggMDAwMDAgbiAKMDAwMDAxNTcxOCAwMDAwMCBuIAowMDAwMDE2MTI4IDAwMDAwIG4gCjAwMDAwMTYyMTUgMDAwMDAgbiAKMDAwMDAxODU1M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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n# Invoice
+        Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- | --- | ---
+        |\n|  Document analysis | 2 | 120.00  |\n|  Document verification | 1 | 80.00  |\n\n|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"Quarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]}],"model":"mistral-ocr-2512","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      extract_footer: false
+      model: mistral/mistral-ocr-2512
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d80a6ccca02922ba9094426235a6ab165f1866eb074a8c079273eef5df512985.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d80a6ccca02922ba9094426235a6ab165f1866eb074a8c079273eef5df512985.yaml
new file mode 100644
index 00000000000..5e8fe1a1cdc
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d80a6ccca02922ba9094426235a6ab165f1866eb074a8c079273eef5df512985.yaml
@@ -0,0 +1,105 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"image_url","image_url":"https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24"},"pages":[0],"include_image_base64":false,"image_min_size":300,"bbox_annotation_format":{"type":"json_schema","json_schema":{"name":"bounding_boxes","description":"Extract
+      the visible document fields","schema":{"additionalProperties":false,"properties":{"title":{"type":"string"}},"required":["title"],"type":"object"},"strict":true}},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+      the visible document fields","schema":{"additionalProperties":false,"properties":{"title":{"type":"string"}},"required":["title"],"type":"object"},"strict":true}},"extract_header":true,"table_format":"markdown","include_blocks":true}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"invoice 123","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":300,"width":800},"confidence_scores":null,"blocks":[{"top_left_x":335,"top_left_y":138,"bottom_right_x":464,"bottom_right_y":162,"content":"invoice
+        123","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":"{\"title\":
+        \"Invoice_123\"}","usage_info":{"pages_processed":1,"doc_size_bytes":4124}}'
+    headers:
+      CF-RAY:
+      - a346d3a89a85f953-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:26 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a05e89-85bd-7075-af53-8e341b35a63e
+      x-envoy-upstream-service-time:
+      - '432'
+      x-kong-proxy-latency:
+      - '13'
+      x-kong-request-id:
+      - 01a05e89-85bd-7075-af53-8e341b35a63e
+      x-kong-upstream-latency:
+      - '433'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '43'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:26.965078+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      bbox_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: bounding_boxes
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      contract: mistral
+      document:
+        image_url: https://dummyjson.com/image/800x300/ffffff/000000?text=invoice%20123&fontSize=24
+        type: image_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      extract_header: true
+      image_min_size: 300
+      include_blocks: true
+      include_image_base64: false
+      model: mistral/mistral-ocr-latest
+      pages:
+      - 0
+      table_format: markdown
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d9fd0baef4b8b985464228aac77a8a1f88d8bfa19c7cfd57cfea7964d349d60c.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d9fd0baef4b8b985464228aac77a8a1f88d8bfa19c7cfd57cfea7964d349d60c.yaml
new file mode 100644
index 00000000000..004770a834e
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/d9fd0baef4b8b985464228aac77a8a1f88d8bfa19c7cfd57cfea7964d349d60c.yaml
@@ -0,0 +1,66 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf"}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"Dummy PDF file","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":87,"height":1018,"width":719},"confidence_scores":null,"blocks":[{"top_left_x":65,"top_left_y":82,"bottom_right_x":222,"bottom_right_y":108,"content":"Dummy
+        PDF file","confidence_scores":null,"type":"text"}]}],"model":"mistral-ocr-latest","document_annotation":null,"usage_info":{"pages_processed":1,"doc_size_bytes":13264}}'
+    headers:
+      CF-RAY:
+      - a34ffd604a71938c-SJC
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:35:47 GMT
+      Server:
+      - cloudflare
+      Strict-Transport-Security:
+      - max-age=15552000; includeSubDomains; preload
+      X-Content-Type-Options:
+      - nosniff
+      access-control-allow-origin:
+      - '*'
+      alt-svc:
+      - h3=":443"; ma=86400
+      cf-cache-status:
+      - DYNAMIC
+      mistral-correlation-id:
+      - 01a06443-987c-7007-876d-bbd07c05013b
+      x-envoy-upstream-service-time:
+      - '233'
+      x-kong-proxy-latency:
+      - '13'
+      x-kong-request-id:
+      - 01a06443-987c-7007-876d-bbd07c05013b
+      x-kong-upstream-latency:
+      - '234'
+      x-ratelimit-limit-ocr-pages-minute:
+      - '60'
+      x-ratelimit-ocr-pages-query-cost:
+      - '1'
+      x-ratelimit-remaining-ocr-pages-minute:
+      - '58'
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:35:47.022798+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      document:
+        document_url: https://www.w3.org/WAI/ER/tests/xhtml/testfiles/resources/pdf/dummy.pdf
+        type: document_url
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/e117088fe6cf8569a4b8d760f4d1f701903aed5620cb716d21d005250ca200e0.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/e117088fe6cf8569a4b8d760f4d1f701903aed5620cb716d21d005250ca200e0.yaml
new file mode 100644
index 00000000000..6f77eb684e2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/e117088fe6cf8569a4b8d760f4d1f701903aed5620cb716d21d005250ca200e0.yaml
@@ -0,0 +1,126 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-2512","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/ocr
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Invoice Summary and Line Items\n\n|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n|
+        --- | --- | --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review
+        | 1 | 25.00  |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":"Quarterly
+        Operations Report","footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":1,"markdown":"#
+        Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\nQ1\n\n![img-1.jpeg](img-1.jpeg)\nQ2\n\n![img-2.jpeg](img-2.jpeg)\nQ3\n\n![img-3.jpeg](img-3.jpeg)\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":86,"top_left_y":140,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":215,"top_left_y":82,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":345,"top_left_y":115,"bottom_right_x":436,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":475,"top_left_y":63,"bottom_right_x":563,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":582,"top_left_y":82,"bottom_right_x":681,"bottom_right_y":178,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":582,"top_left_y":210,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":582,"top_left_y":316,"bottom_right_x":647,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":"Quarterly
+        Operations Report","footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":2,"markdown":"#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n# Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":135,"top_left_y":759,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":"Quarterly
+        Operations Report","footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":3,"markdown":"Approved
+        by: Jordan Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.2: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.3: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.4: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.5: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.6: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.7: Invoice totals, regional revenue,
+        and reconciliation notes.\nSection 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":"Quarterly
+        Operations Report\n\nApproval Signature and Watermark","footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[]},{"index":4,"markdown":"#
+        Appendix with Section Boundaries\n\n1. Scope\n2. Findings\n3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      extract_header: true
+      model: mistral/mistral-ocr-2512
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f1d1140ee9b1e79c1c04532424a33e2cb8df0b15ec039796c6a90a7d793d7f67.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f1d1140ee9b1e79c1c04532424a33e2cb8df0b15ec039796c6a90a7d793d7f67.yaml
new file mode 100644
index 00000000000..fc35f7a2488
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f1d1140ee9b1e79c1c04532424a33e2cb8df0b15ec039796c6a90a7d793d7f67.yaml
@@ -0,0 +1,191 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDA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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
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+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","images":[{"id":"img-0.jpeg","top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-3.jpeg","top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"image_base64":null,"image_annotation":null},{"id":"img-4.jpeg","top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"image_base64":null,"image_annotation":null},{"id":"img-5.jpeg","top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"image_base64":null,"image_annotation":null},{"id":"img-6.jpeg","top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":239,"bottom_right_y":33,"content":"Quarterly
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+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":240,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
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+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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+        4.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f3398fc2e41b4041fdc11cbc14b287bfd2099ac065e551dbbd0ab6858be021b5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f3398fc2e41b4041fdc11cbc14b287bfd2099ac065e551dbbd0ab6858be021b5.yaml
new file mode 100644
index 00000000000..a8a7d75251b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f3398fc2e41b4041fdc11cbc14b287bfd2099ac065e551dbbd0ab6858be021b5.yaml
@@ -0,0 +1,192 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":473,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":509,"bottom_right_x":458,"bottom_right_y":526,"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":545,"bottom_right_x":458,"bottom_right_y":562,"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":581,"bottom_right_x":458,"bottom_right_y":598,"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":617,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":653,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 1 of 5","confidence_scores":null,"type":"footer"}]},{"index":1,"markdown":"Quarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nQ1\n\n![img-1.jpeg](img-1.jpeg)\n\nQ2\n\n![img-2.jpeg](img-2.jpeg)\n\nQ3\n\n![img-3.jpeg](img-3.jpeg)\n\nQ4\n\n![img-4.jpeg](img-4.jpeg)\n\n![img-5.jpeg](img-5.jpeg)\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n![img-6.jpeg](img-6.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":412,"bottom_right_y":65,"content":"#
+        Revenue Chart and Formula Review","confidence_scores":null,"type":"title"},{"top_left_x":87,"top_left_y":141,"bottom_right_x":177,"bottom_right_y":236,"content":"![img-0.jpeg](img-0.jpeg)","confidence_scores":null,"type":"image","image_id":"img-0.jpeg"},{"top_left_x":113,"top_left_y":249,"bottom_right_x":131,"bottom_right_y":263,"content":"Q1","confidence_scores":null,"type":"caption"},{"top_left_x":216,"top_left_y":84,"bottom_right_x":306,"bottom_right_y":236,"content":"![img-1.jpeg](img-1.jpeg)","confidence_scores":null,"type":"image","image_id":"img-1.jpeg"},{"top_left_x":242,"top_left_y":249,"bottom_right_x":262,"bottom_right_y":263,"content":"Q2","confidence_scores":null,"type":"caption"},{"top_left_x":346,"top_left_y":116,"bottom_right_x":435,"bottom_right_y":236,"content":"![img-2.jpeg](img-2.jpeg)","confidence_scores":null,"type":"image","image_id":"img-2.jpeg"},{"top_left_x":372,"top_left_y":249,"bottom_right_x":391,"bottom_right_y":263,"content":"Q3","confidence_scores":null,"type":"caption"},{"top_left_x":476,"top_left_y":65,"bottom_right_x":564,"bottom_right_y":236,"content":"![img-3.jpeg](img-3.jpeg)","confidence_scores":null,"type":"image","image_id":"img-3.jpeg"},{"top_left_x":501,"top_left_y":249,"bottom_right_x":520,"bottom_right_y":263,"content":"Q4","confidence_scores":null,"type":"caption"},{"top_left_x":584,"top_left_y":84,"bottom_right_x":681,"bottom_right_y":177,"content":"![img-4.jpeg](img-4.jpeg)","confidence_scores":null,"type":"image","image_id":"img-4.jpeg"},{"top_left_x":584,"top_left_y":211,"bottom_right_x":681,"bottom_right_y":295,"content":"![img-5.jpeg](img-5.jpeg)","confidence_scores":null,"type":"image","image_id":"img-5.jpeg"},{"top_left_x":55,"top_left_y":300,"bottom_right_x":322,"bottom_right_y":316,"content":"Formula:
+        gross margin = (revenue - cost) / revenue","confidence_scores":null,"type":"text"},{"top_left_x":584,"top_left_y":315,"bottom_right_x":648,"bottom_right_y":379,"content":"![img-6.jpeg](img-6.jpeg)","confidence_scores":null,"type":"image","image_id":"img-6.jpeg"},{"top_left_x":54,"top_left_y":399,"bottom_right_x":456,"bottom_right_y":418,"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":435,"bottom_right_x":455,"bottom_right_y":453,"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":472,"bottom_right_x":455,"bottom_right_y":489,"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":509,"bottom_right_x":455,"bottom_right_y":525,"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":545,"bottom_right_x":455,"bottom_right_y":561,"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":581,"bottom_right_x":455,"bottom_right_y":597,"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":616,"bottom_right_x":455,"bottom_right_y":633,"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":54,"top_left_y":652,"bottom_right_x":455,"bottom_right_y":670,"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":972,"bottom_right_x":190,"bottom_right_y":988,"content":"Confidential
+        | Page 2 of 5","confidence_scores":null,"type":"footer"}]},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\nhttps://example.com/invoices/INV-2048\n\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\nRevised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\n![img-7.jpeg](img-7.jpeg)\n\nConfidential
+        | Page 3 of 5","images":[{"id":"img-7.jpeg","top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"image_base64":"data:image/jpeg;base64,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+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":41,"bottom_right_x":477,"bottom_right_y":67,"content":"#
+        Key Values, Link, Highlight, and Comment","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":104,"bottom_right_x":244,"bottom_right_y":122,"content":"Invoice
+        Number: INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":136,"bottom_right_x":241,"bottom_right_y":154,"content":"Purchase
+        Order: PO-4096","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":265,"bottom_right_x":330,"bottom_right_y":284,"content":"https://example.com/invoices/INV-2048","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":284,"bottom_right_x":287,"bottom_right_y":304,"content":"Highlighted
+        total requiring review","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":322,"bottom_right_x":491,"bottom_right_y":342,"content":"Reviewer
+        comment: verify the highlighted total before approval","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":368,"bottom_right_x":206,"bottom_right_y":387,"content":"Revised
+        total: 245.00","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":435,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":472,"bottom_right_x":458,"bottom_right_y":489,"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":508,"bottom_right_x":458,"bottom_right_y":525,"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":544,"bottom_right_x":458,"bottom_right_y":561,"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":580,"bottom_right_x":458,"bottom_right_y":597,"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":616,"bottom_right_x":458,"bottom_right_y":634,"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":55,"top_left_y":652,"bottom_right_x":458,"bottom_right_y":670,"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"list"},{"top_left_x":138,"top_left_y":763,"bottom_right_x":331,"bottom_right_y":856,"content":"![img-7.jpeg](img-7.jpeg)","confidence_scores":null,"type":"image","image_id":"img-7.jpeg"},{"top_left_x":55,"top_left_y":971,"bottom_right_x":192,"bottom_right_y":988,"content":"Confidential
+        | Page 3 of 5","confidence_scores":null,"type":"footer"}]},{"index":3,"markdown":"Quarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\n\nSignature\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 4.8: Invoice totals, regional revenue, and reconciliation
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+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: true
+      model: mistral/mistral-ocr-latest
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f37663aa896b47fd7f1cb110afbcac4bd247cacb972739abb5a2d30c629e5b91.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f37663aa896b47fd7f1cb110afbcac4bd247cacb972739abb5a2d30c629e5b91.yaml
new file mode 100644
index 00000000000..e7f3d33588b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/mistral-ocr/f37663aa896b47fd7f1cb110afbcac4bd247cacb972739abb5a2d30c629e5b91.yaml
@@ -0,0 +1,95 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-latest","document":{"type":"document_url","document_url":"data:application/pdf;base64,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+      - application/json
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+      string: '{"pages":[{"index":0,"markdown":"Quarterly Operations Report\n\n##
+        Invoice Summary and Line Items\n\n|  Item | Quantity | Amount  |\n| --- |
+        --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document verification
+        | 1 | 80.00  |\n\n|  Item continued | Quantity | Amount  |\n| --- | --- |
+        --- |\n|  Fixture validation | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":93,"height":1023,"width":791},"confidence_scores":null,"blocks":[{"top_left_x":55,"top_left_y":14,"bottom_right_x":241,"bottom_right_y":33,"content":"Quarterly
+        Operations Report","confidence_scores":null,"type":"header"},{"top_left_x":55,"top_left_y":42,"bottom_right_x":383,"bottom_right_y":67,"content":"##
+        Invoice Summary and Line Items","confidence_scores":null,"type":"title"},{"top_left_x":55,"top_left_y":78,"bottom_right_x":728,"bottom_right_y":216,"content":"|  Item
+        | Quantity | Amount  |\n| --- | --- | --- |\n|  Document analysis | 2 | 120.00  |\n|  Document
+        verification | 1 | 80.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":246,"bottom_right_x":728,"bottom_right_y":384,"content":"|  Item
+        continued | Quantity | Amount  |\n| --- | --- | --- |\n|  Fixture validation
+        | 3 | 45.00  |\n|  Provider review | 1 | 25.00  |","confidence_scores":null,"type":"table","table_id":null},{"top_left_x":55,"top_left_y":400,"bottom_right_x":458,"bottom_right_y":417,"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","confidence_scores":null,"type":"text"},{"top_left_x":55,"top_left_y":436,"bottom_right_x":458,"bottom_right_y":453,"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: mistral/mistral-ocr-latest
+      pages:
+      - 0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/09cc2f0155ffdc3d25abff96797030105ad107ae3400532b20ad70ebbd021954.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/09cc2f0155ffdc3d25abff96797030105ad107ae3400532b20ad70ebbd021954.yaml
new file mode 100644
index 00000000000..36cb1ff8ce1
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/09cc2f0155ffdc3d25abff96797030105ad107ae3400532b20ad70ebbd021954.yaml
@@ -0,0 +1,70 @@
+interactions:
+- request:
+    body: "--3d54cb2e388c04dbfc172c1497aaa396\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--3d54cb2e388c04dbfc172c1497aaa396--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=3d54cb2e388c04dbfc172c1497aaa396
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://45d3cbbc-4d77-4967-8941-935b0c4a0493.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:58 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"document_url":"reducto://45d3cbbc-4d77-4967-8941-935b0c4a0493.pdf"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/0e14b53ca259f07071261b145cd8d84294b6b3cf503512c016560eafe231cb4e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/0e14b53ca259f07071261b145cd8d84294b6b3cf503512c016560eafe231cb4e.yaml
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+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
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+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.672797891497612},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5713383838383839,"width":0.5016339869281046,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6809763252735138},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6073232323232324,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6803615659475326},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6426767676767676,"width":0.5016339869281046,"height":0.010732323232323232,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6838025510311126},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7858205258846284},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQ1 Q2 Q3 60 Q4\n\n\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQ1 Q2 Q3 60 Q4\n\n\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07434640522875817,"top":0.04419191919191919,"width":0.4444444444444444,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.861013650894165},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Q1
+        Q2 Q3 60 Q4","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29734848484848486,"width":0.33169934640522875,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8196270018815994},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6270521610975266},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7925299763679505},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.04292929292929293,"width":0.5245098039215687,"height":0.022095959595959596,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8986493557691574},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.10542929292929293,"width":0.23039215686274508,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.739451989531517},"extra":null},{"type":"Text","bbox":{"left":0.07434640522875817,"top":0.1369949494949495,"width":0.22630718954248366,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.741858696937561},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3194444444444444,"width":0.5424836601307189,"height":0.01452020202020202,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6398871809244155},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\n\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report","embed":"# Key Values, Link,
+        Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection 3.1:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.2:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.3:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.4:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.5:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.6:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.7:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\n\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034008383750916},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.42992424242424243,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7084807366132737},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.4659090909090909,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.729765886068344},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5006313131313131,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7124977856874466},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5366161616161617,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7059262692928314},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5713383838383839,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7190613269805908},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6073232323232324,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7045427054166793},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6420454545454546,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7063517481088638},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7724602609872818},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18434343434343434,"width":0.43790849673202614,"height":0.08838383838383838,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.39457070707070707,"width":0.5032679738562091,"height":0.2588383838383838,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7069442301988602},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7863447219133377},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07434640522875817,"top":0.10416666666666667,"width":0.09313725490196079,"height":0.01452020202020202,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8790526151657105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7028804212808608},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7929113447666168},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:18 GMT
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-legacy
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml
new file mode 100644
index 00000000000..deb47484ec8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/7c4bbc65dfbc17bac7f0d179c5d7e201dfb9ac31de66094734ef38c288293625.yaml
@@ -0,0 +1,39 @@
+interactions:
+- request:
+    body: '{"document_url":"reducto://invalid-document-for-parity"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
+      string: '{"error":{"code":404,"name":"NOT_FOUND","message":"Document ''The file
+        may have expired or been deleted. Please re-upload and try again.'' not found"},"detail":"Document
+        ''The file may have expired or been deleted. Please re-upload and try again.''
+        not found"}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 01:14:06 GMT
+    status:
+      code: 404
+      message: ''
+recorded_at: '2026-09-02T01:14:06.814847+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      contract: reducto_legacy
+      document:
+        document_url: reducto://invalid-document-for-parity
+        type: document_url
+      model: reducto/parse-legacy
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/866ad8bee095b8afd336b7bd293d1968fa5eae28b3a2340be224f30158999871.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/866ad8bee095b8afd336b7bd293d1968fa5eae28b3a2340be224f30158999871.yaml
new file mode 100644
index 00000000000..ee1e6891ba8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/866ad8bee095b8afd336b7bd293d1968fa5eae28b3a2340be224f30158999871.yaml
@@ -0,0 +1,710 @@
+interactions:
+- request:
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
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+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6530862480401993},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5366161616161617,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.672797891497612},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5713383838383839,"width":0.5016339869281046,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6803615659475326},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6426767676767676,"width":0.5016339869281046,"height":0.010732323232323232,"page":1,"original_page":1},"content":"Section
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+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7858205258846284},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQ1 Q2 Q3 60 Q4\n\n\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQ1 Q2 Q3 60 Q4\n\n\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07434640522875817,"top":0.04419191919191919,"width":0.4444444444444444,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.861013650894165},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Q1
+        Q2 Q3 60 Q4","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29734848484848486,"width":0.33169934640522875,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8196270018815994},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6270521610975266},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7925299763679505},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.04292929292929293,"width":0.5245098039215687,"height":0.022095959595959596,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8986493557691574},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.10542929292929293,"width":0.23039215686274508,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.739451989531517},"extra":null},{"type":"Text","bbox":{"left":0.07434640522875817,"top":0.1369949494949495,"width":0.22630718954248366,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.741858696937561},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3194444444444444,"width":0.5424836601307189,"height":0.01452020202020202,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6398871809244155},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\n\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report","embed":"# Key Values, Link,
+        Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection 3.1:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.2:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.3:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.4:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.5:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.6:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.7:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 3.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\n\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034008383750916},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.42992424242424243,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7084807366132737},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.4659090909090909,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.729765886068344},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5006313131313131,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7124977856874466},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5366161616161617,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7059262692928314},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5713383838383839,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7190613269805908},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6073232323232324,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7045427054166793},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6420454545454546,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7063517481088638},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7724602609872818},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
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+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.39457070707070707,"width":0.5032679738562091,"height":0.2588383838383838,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7069442301988602},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7863447219133377},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07434640522875817,"top":0.10416666666666667,"width":0.09313725490196079,"height":0.01452020202020202,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8790526151657105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7028804212808608},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7929113447666168},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:37:18 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:37:18.467232+00:00'
+ttl_seconds: 0
+version: 1
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: parse-legacy
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/953d2a3bfea5594f9df19fc3f6c37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/953d2a3bfea5594f9df19fc3f6c37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml
new file mode 100644
index 00000000000..1e1c7c44463
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-legacy/953d2a3bfea5594f9df19fc3f6c37e51b7e915b96a85e4ce8dfc41ba5f7f11df.yaml
@@ -0,0 +1,70 @@
+interactions:
+- request:
+    body: "--90e8e7e6a71b2a4b14695234a736d695\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--90e8e7e6a71b2a4b14695234a736d695--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=90e8e7e6a71b2a4b14695234a736d695
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://b9f242fd-fdb4-4b0a-9535-f11f432c7678.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:57 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"document_url":"reducto://b9f242fd-fdb4-4b0a-9535-f11f432c7678.pdf","options":{"enhance":{}}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
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+      string: '{"response_type":"parse","job_id":"becc8180-1431-442d-82c8-3e12d5e88a1a","duration":2.0662453174591064,"pdf_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/f59f59d4-f8b0-4829-bab8-d4226e87903e.pdf?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223708Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=94851ba8198ad493110b2d8c1b5439fa52e1eafec60d46914a163a7f59bf8ae3","studio_link":"https://studio.reducto.ai/job/becc8180-1431-442d-82c8-3e12d5e88a1a","usage":{"num_pages":5,"credits":8.0,"credit_breakdown":{"page":5.0,"complex":3.0},"page_billing_breakdown":{"1":["page"],"2":["complex","page"],"3":["complex","page"],"4":["complex","page"],"5":["page"]},"non_empty_cell_count":null},"result":{"type":"full","chunks":[{"content":"#
+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue bar chart
+        with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher,
+        Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing
+        on a square grid, with a central square and diagonal lines extending to the
+        grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\n# Approval Signature
+        and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.","embed":"# Invoice
+        Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue bar chart
+        with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher,
+        Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing
+        on a square grid, with a central square and diagonal lines extending to the
+        grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\n# Approval Signature
+        and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Summary and Line Items","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9120991796255111},"extra":null},{"type":"Table","bbox":{"left":0.0718954248366013,"top":0.07702020202020202,"width":0.8504901960784313,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        filter_blocks:
+        - Header
+        - Footer
+        - Page Number
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0c1400fec2df9040e27de5b2c9c0cb2abe80fad706cbb05c9bf44dc005f4e0d0.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0c1400fec2df9040e27de5b2c9c0cb2abe80fad706cbb05c9bf44dc005f4e0d0.yaml
new file mode 100644
index 00000000000..43f0deac547
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0c1400fec2df9040e27de5b2c9c0cb2abe80fad706cbb05c9bf44dc005f4e0d0.yaml
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+interactions:
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+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","embed":"#
+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report","embed":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
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+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096","embed":"# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        https://example.com/invoices/INV-2048\nHighlighted total requiring review\n\nReviewer
+        comment: verify the highlighted total before approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
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+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report","embed":"# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.2: Invoice totals, regional revenue, and
+        reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries","embed":"# Appendix with Section Boundaries","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 1. Scope","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 1. Scope","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 2. Findings","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: section
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0d61934cc1d7ffd6becbcde19556980fbc47b3694cf03224033b251ee4a63e6e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0d61934cc1d7ffd6becbcde19556980fbc47b3694cf03224033b251ee4a63e6e.yaml
new file mode 100644
index 00000000000..78dd1d16a5d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/0d61934cc1d7ffd6becbcde19556980fbc47b3694cf03224033b251ee4a63e6e.yaml
@@ -0,0 +1,719 @@
+interactions:
+- request:
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n[[\"Item\", \"Quantity\",
+        \"Amount\"], [\"Document analysis\", \"2\", \"120.00\"], [\"Document verification\",
+        \"1\", \"80.00\"]]\n\n[[\"Item continued\", \"Quantity\", \"Amount\"], [\"Fixture
+        validation\", \"3\", \"45.00\"], [\"Provider review\", \"1\", \"25.00\"]]\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1, Q2,
+        Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is
+        the tallest bar.\n\nBlue geometric line drawing on a square grid, with a central
+        square and diagonal lines extending to the grid corners.\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n[[\"Item\", \"Quantity\", \"Amount\"], [\"Document analysis\",
+        \"2\", \"120.00\"], [\"Document verification\", \"1\", \"80.00\"]]\n\n[[\"Item
+        continued\", \"Quantity\", \"Amount\"], [\"Fixture validation\", \"3\", \"45.00\"],
+        [\"Provider review\", \"1\", \"25.00\"]]\n\nSection 1.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:38 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:39.334615+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        table_output_format: json
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/12566e450245f00659efe20879261f2c702b334a7cb293cffd283d1651354c70.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/12566e450245f00659efe20879261f2c702b334a7cb293cffd283d1651354c70.yaml
new file mode 100644
index 00000000000..1966f6e47ff
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/12566e450245f00659efe20879261f2c702b334a7cb293cffd283d1651354c70.yaml
@@ -0,0 +1,725 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n<table><tr><td>|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |</td></tr><tr><td>|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |</td></tr></table>\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1 through
+        Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest
+        bar.\n\nBlue geometric line drawing on a square grid, with a central square
+        and diagonal lines extending to the grid corners.\n\n\n\nFormula: gross margin
+        = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n<table><tr><td>| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |</td></tr><tr><td>| Item continued     | Quantity   |
+        Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n| Provider
+        review    | 1          | 25.00    |</td></tr></table>\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |</td></tr><tr><td>|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
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+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
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+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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+      - Wed, 02 Sep 2026 22:37:05 GMT
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+recorded_at: '2026-09-02T22:37:06.362377+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        merge_tables: true
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/146fb51ea8a9668f5758e10b1dd50f684b65530cd3e799049565f0928f521576.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/146fb51ea8a9668f5758e10b1dd50f684b65530cd3e799049565f0928f521576.yaml
new file mode 100644
index 00000000000..6a27bf3e271
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/146fb51ea8a9668f5758e10b1dd50f684b65530cd3e799049565f0928f521576.yaml
@@ -0,0 +1,720 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.07352941176470588,"top":0.012626262626262626,"width":0.22549019607843138,"height":0.01893939393939394,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9158882468938827},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.632087941467762},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8119083762168884},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.25757575757575757,"width":0.33986928104575165,"height":0.03977272727272727,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302183195948601},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.35858585858585856,"width":0.18382352941176472,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Revised
+        total: 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7779713898897171},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.07352941176470588,"top":0.012626262626262626,"width":0.22549019607843138,"height":0.01893939393939394,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8866333156824112},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.43709150326797386,"height":0.027777777777777776,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9254029124975205},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.07352941176470588,"top":0.012626262626262626,"width":0.22549019607843138,"height":0.01893939393939394,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9141569763422013},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.43137254901960786,"height":0.027777777777777776,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.936023497581482},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.16035353535353536,"width":0.12009803921568628,"height":0.023989898989898988,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9198123335838317},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.22348484848484848,"width":0.2295751633986928,"height":0.023989898989898988,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9286912649869918},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      Content-Type:
+      - application/json
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+      - Wed, 02 Sep 2026 22:36:43 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:36:44.396206+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        extraction_mode: metadata
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/15088f13e65f30977ea52c4896848cc05000d78ce7e0ddbdf1eb7e9e0fd85e8e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/15088f13e65f30977ea52c4896848cc05000d78ce7e0ddbdf1eb7e9e0fd85e8e.yaml
new file mode 100644
index 00000000000..3ed384d0bfb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/15088f13e65f30977ea52c4896848cc05000d78ce7e0ddbdf1eb7e9e0fd85e8e.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:03 GMT
+    status:
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+      message: ''
+recorded_at: '2026-09-02T22:37:03.360599+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        timeout: 300.0
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/1d4bec047dee87eab29a9c335fd196347d3bceff626d64ba4628768fcf4095ee.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/1d4bec047dee87eab29a9c335fd196347d3bceff626d64ba4628768fcf4095ee.yaml
new file mode 100644
index 00000000000..d3053472ea9
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/1d4bec047dee87eab29a9c335fd196347d3bceff626d64ba4628768fcf4095ee.yaml
@@ -0,0 +1,71 @@
+interactions:
+- request:
+    body: !!binary |
+      LS1mOTY3MGM3NTExM2E4OTEzMTE4ODllNzk0NjcyMjgxNA0KQ29udGVudC1EaXNwb3NpdGlvbjog
+      Zm9ybS1kYXRhOyBuYW1lPSJmaWxlIjsgZmlsZW5hbWU9ImRvY3VtZW50Ig0KQ29udGVudC1UeXBl
+      OiBpbWFnZS9wbmcNCg0KiVBORw0KGgoAAAANSUhEUgAAAUAAAABQCAIAAADnUzvSAAABfUlEQVR4
+      nO3dwY2DMBRAQbza/ltmK+BAhNd+YaYAcEBPPnwC4zzPA2j6Wb0A4HMChjABQ5iAIUzAECZgCBMw
+      hAkYwgQMYQKGMAFD2O9TBxpjHDM99cz2U+vcbT1XdnvW/er3zl7nWHTfZ99fOzCECRjCBAxhAoYw
+      AUOYgCFMwBD22Bx41bz06viz5427rWc3s+efd897Lrrvs++vHRjCBAxhAoYwAUOYgCFMwBAmYAib
+      Pgfmne7Ow2ef91vZgSFMwBAmYAgTMIQJGMIEDGEChjBzYNjof8V32YEhTMAQJmAIEzCECRjCBAxh
+      AoYwc2BebSx6X/dTx7cDQ5iAIUzAECZgCBMwhAkYwgQMYebAvML40u8z24EhTMAQJmAIEzCECRjC
+      BAxhAoawsdt7bq/sts7d1nNl1Zxz1XUek6/nbt9DtgNDmIAhTMAQJmAIEzCECRjCBAxhj82Bgf9n
+      B4YwAUOYgCFMwBAmYAgTMIQJGMIEDGEChjABQ5iA4ej6A6GiUaF+b+RaAAAAAElFTkSuQmCCDQot
+      LWY5NjcwYzc1MTEzYTg5MTMxMTg4OWU3OTQ2NzIyODE0LS0NCg==
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=f9670c75113a891311889e7946722814
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
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+      model: reducto/parse-v3
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/211cc4375cfe8f749a2b8a719166fe3763471a7dffdcc3694f85f1326f1e7b52.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/211cc4375cfe8f749a2b8a719166fe3763471a7dffdcc3694f85f1326f1e7b52.yaml
new file mode 100644
index 00000000000..c0524c7fa83
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/211cc4375cfe8f749a2b8a719166fe3763471a7dffdcc3694f85f1326f1e7b52.yaml
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
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+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
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+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report# Revenue Chart and Formula Review\n\nQuarterly revenue bar
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
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+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
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+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"ection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total.
+        245.00\n\nSection 3.1: Invoice totals, regional revenue, and","embed":"ection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total.
+        245.00\n\nSection 3.1: Invoice totals, regional revenue, and","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total.
+        245.00\n\nSection 3.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations
+        Report# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenu","embed":"example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total.
+        245.00\n\nSection 3.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations
+        Report# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenu","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"ce
+        totals, regional revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconcilia","embed":"ce
+        totals, regional revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential
+        | Page 3 of 5\n\nQuarterly Operations Report# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconcilia","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null}]},{"content":"notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_overlap: 128
+          chunk_size: 1000
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2148dfafc823aea933d7c9aa8877398c1c26cf1fb8f134b1326e79bd3d487c41.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2148dfafc823aea933d7c9aa8877398c1c26cf1fb8f134b1326e79bd3d487c41.yaml
new file mode 100644
index 00000000000..474e6aba8c3
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2148dfafc823aea933d7c9aa8877398c1c26cf1fb8f134b1326e79bd3d487c41.yaml
@@ -0,0 +1,72 @@
+interactions:
+- request:
+    body: "--3c37fd2676c46ae1ff34a706baa70fad\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--3c37fd2676c46ae1ff34a706baa70fad--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=3c37fd2676c46ae1ff34a706baa70fad
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://671d6e00-6df5-493a-bd9e-8bbf3d77d3ab.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:36 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://671d6e00-6df5-493a-bd9e-8bbf3d77d3ab.pdf","retrieval":{"chunking":{"chunk_mode":"page"}}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
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+    method: POST
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+  response:
+    body:
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+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:40 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-01T19:54:41.233002+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
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+      document:
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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: page
+  request_source: python_replay
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/26cf2b0079f9d4da3552b8815f6434db63d35430d13c3b9a5b4c4944dfa219e5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/26cf2b0079f9d4da3552b8815f6434db63d35430d13c3b9a5b4c4944dfa219e5.yaml
new file mode 100644
index 00000000000..64ff8adb1f5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/26cf2b0079f9d4da3552b8815f6434db63d35430d13c3b9a5b4c4944dfa219e5.yaml
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+        Operations Report\n\n# Invoice Summary and Line Items\n\nSection 1.1: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nConfidential | Page
+        1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula Review\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5\n\nQuarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nSection 4.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.2: Invoice totals,
+        regional revenue, and reconciliation notes. DRAFT Section 4.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.4: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.5: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.6: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.7: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nFormula: gross margin = (revenue - cost) / revenue\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 3 of 5\n\nQuarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nSection 4.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.2: Invoice totals,
+        regional revenue, and reconciliation notes. DRAFT Section 4.3: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.4: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.5: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.6: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.7: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
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+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
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+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
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+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
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+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
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+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        filter_blocks:
+        - Figure
+        - Table
+        - Key Value
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/286cb85cc8719139f2878fa5933848cc83b2b0905b626bc987c0d0742cb3977b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/286cb85cc8719139f2878fa5933848cc83b2b0905b626bc987c0d0742cb3977b.yaml
new file mode 100644
index 00000000000..f0c89e7786a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/286cb85cc8719139f2878fa5933848cc83b2b0905b626bc987c0d0742cb3977b.yaml
@@ -0,0 +1,730 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5","embed":"Quarterly
+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.908977261185646},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null}]},{"content":"#
+        Invoice Summary and Line Items (cont.)\n\nQuarterly Operations Report\n\n#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5","embed":"# Invoice Summary and Line
+        Items (cont.)\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1, Q2,
+        Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is
+        the tallest bar.\n\nBlue geometric line drawing on a square grid, with a central
+        square and diagonal lines extending to the grid corners.\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations Report\n\n#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5","embed":"# Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations
+        Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
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+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
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+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nQuarterly Operations Report\n\n# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
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+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
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+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report\n\n#
+        Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report\n\n#
+        Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: page
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2a2fd017a41e5efb24ea8890ded55534277d4cde678f8e086df9e7ed3eeafdbd.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2a2fd017a41e5efb24ea8890ded55534277d4cde678f8e086df9e7ed3eeafdbd.yaml
new file mode 100644
index 00000000000..6ba65805441
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2a2fd017a41e5efb24ea8890ded55534277d4cde678f8e086df9e7ed3eeafdbd.yaml
@@ -0,0 +1,723 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:54 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:55.268065+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: disabled
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2eaf70d56f67bdeaacbf49cebbbf86a683796b478b079e97077a3acdab20dcbe.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2eaf70d56f67bdeaacbf49cebbbf86a683796b478b079e97077a3acdab20dcbe.yaml
new file mode 100644
index 00000000000..5a22114f909
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/2eaf70d56f67bdeaacbf49cebbbf86a683796b478b079e97077a3acdab20dcbe.yaml
@@ -0,0 +1,816 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n[[[{\"text\": \"Item\",
+        \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.07702020202020202, \"width\":
+        0.14215686274509803, \"height\": 0.045454545454545456}}, {\"text\": \"Quantity\",
+        \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.07702020202020202, \"width\":
+        0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\": \"Amount\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.07702020202020202, \"width\":
+        0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\": \"Document
+        analysis\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.12184343434343434,
+        \"width\": 0.14215686274509803, \"height\": 0.045454545454545456}}, {\"text\":
+        \"2\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.12184343434343434, \"width\":
+        0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\": \"120.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.12184343434343434, \"width\":
+        0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\": \"Document
+        verification\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.16666666666666666,
+        \"width\": 0.14215686274509803, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.16666666666666666, \"width\":
+        0.056372549019607844, \"height\": 0.043560606060606064}}, {\"text\": \"80.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.16666666666666666, \"width\":
+        0.051470588235294115, \"height\": 0.043560606060606064}}]]]\n\n[[[{\"text\":
+        \"Item continued\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.24116161616161616,
+        \"width\": 0.1111111111111111, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Quantity\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.24116161616161616,
+        \"width\": 0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Amount\", \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.24116161616161616,
+        \"width\": 0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\":
+        \"Fixture validation\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.2859848484848485,
+        \"width\": 0.1111111111111111, \"height\": 0.04482323232323232}}, {\"text\":
+        \"3\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.2859848484848485, \"width\":
+        0.056372549019607844, \"height\": 0.04482323232323232}}, {\"text\": \"45.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.2859848484848485, \"width\":
+        0.051470588235294115, \"height\": 0.04482323232323232}}], [{\"text\": \"Provider
+        review\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.33080808080808083,
+        \"width\": 0.1111111111111111, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.33080808080808083, \"width\":
+        0.056372549019607844, \"height\": 0.043560606060606064}}, {\"text\": \"25.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.33080808080808083, \"width\":
+        0.051470588235294115, \"height\": 0.043560606060606064}}]]]\n\nSection 1.1:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.2:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.3:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.4:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.5:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.6:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.7:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1, Q2,
+        Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is
+        the tallest bar.\n\nBlue geometric line drawing on a square grid, with a central
+        square and diagonal lines extending to the grid corners.\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n[[[{\"text\": \"Item\", \"bbox\": {\"x\": 0.08823529411764706,
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+        \"2\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.12184343434343434, \"width\":
+        0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\": \"120.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.12184343434343434, \"width\":
+        0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\": \"Document
+        verification\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.16666666666666666,
+        \"width\": 0.14215686274509803, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.16666666666666666, \"width\":
+        0.056372549019607844, \"height\": 0.043560606060606064}}, {\"text\": \"80.00\",
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+        0.051470588235294115, \"height\": 0.043560606060606064}}]]]\n\n[[[{\"text\":
+        \"Item continued\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.24116161616161616,
+        \"width\": 0.1111111111111111, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Quantity\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.24116161616161616,
+        \"width\": 0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Amount\", \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.24116161616161616,
+        \"width\": 0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\":
+        \"Fixture validation\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.2859848484848485,
+        \"width\": 0.1111111111111111, \"height\": 0.04482323232323232}}, {\"text\":
+        \"3\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.2859848484848485, \"width\":
+        0.056372549019607844, \"height\": 0.04482323232323232}}, {\"text\": \"45.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.2859848484848485, \"width\":
+        0.051470588235294115, \"height\": 0.04482323232323232}}], [{\"text\": \"Provider
+        review\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.33080808080808083,
+        \"width\": 0.1111111111111111, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.33080808080808083, \"width\":
+        0.056372549019607844, \"height\": 0.043560606060606064}}, {\"text\": \"25.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.33080808080808083, \"width\":
+        0.051470588235294115, \"height\": 0.043560606060606064}}]]]\n\nSection 1.1:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.2:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.3:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.4:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.5:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.6:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.7:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nSection 1.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1, Q2,
+        Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is
+        the tallest bar.\n\nBlue geometric line drawing on a square grid, with a central
+        square and diagonal lines extending to the grid corners.\n\n\n\nFormula: gross
+        margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Summary and Line Items","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9120991796255111},"extra":null},{"type":"Table","bbox":{"left":0.0718954248366013,"top":0.07702020202020202,"width":0.8504901960784313,"height":0.13320707070707072,"page":1,"original_page":1},"content":"[[[{\"text\":
+        \"Item\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.07702020202020202,
+        \"width\": 0.14215686274509803, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Quantity\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.07702020202020202,
+        \"width\": 0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Amount\", \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.07702020202020202,
+        \"width\": 0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\":
+        \"Document analysis\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.12184343434343434,
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+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.12184343434343434, \"width\":
+        0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\": \"Document
+        verification\", \"bbox\": {\"x\": 0.08823529411764706, \"y\": 0.16666666666666666,
+        \"width\": 0.14215686274509803, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.16666666666666666, \"width\":
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+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.16666666666666666, \"width\":
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+        \"Item continued\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.24116161616161616,
+        \"width\": 0.1111111111111111, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Quantity\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.24116161616161616,
+        \"width\": 0.056372549019607844, \"height\": 0.045454545454545456}}, {\"text\":
+        \"Amount\", \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.24116161616161616,
+        \"width\": 0.051470588235294115, \"height\": 0.045454545454545456}}], [{\"text\":
+        \"Fixture validation\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.2859848484848485,
+        \"width\": 0.1111111111111111, \"height\": 0.04482323232323232}}, {\"text\":
+        \"3\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.2859848484848485, \"width\":
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+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.2859848484848485, \"width\":
+        0.051470588235294115, \"height\": 0.04482323232323232}}], [{\"text\": \"Provider
+        review\", \"bbox\": {\"x\": 0.08905228758169935, \"y\": 0.33080808080808083,
+        \"width\": 0.1111111111111111, \"height\": 0.043560606060606064}}, {\"text\":
+        \"1\", \"bbox\": {\"x\": 0.4150326797385621, \"y\": 0.33080808080808083, \"width\":
+        0.056372549019607844, \"height\": 0.043560606060606064}}, {\"text\": \"25.00\",
+        \"bbox\": {\"x\": 0.6764705882352942, \"y\": 0.33080808080808083, \"width\":
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
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+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
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+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
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+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        table_output_format: jsonbbox
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/356abdcbe2afb9f8b45c7216aa59a3e1da58991308740a1ab0198cc67f3e8d3d.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/356abdcbe2afb9f8b45c7216aa59a3e1da58991308740a1ab0198cc67f3e8d3d.yaml
new file mode 100644
index 00000000000..2afac28adea
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/356abdcbe2afb9f8b45c7216aa59a3e1da58991308740a1ab0198cc67f3e8d3d.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:06 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:37:06.767717+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        add_page_markers: false
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/37517c8975487311143648b38261d4262a09db848837f5f8943775c7ba94f476.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/37517c8975487311143648b38261d4262a09db848837f5f8943775c7ba94f476.yaml
new file mode 100644
index 00000000000..246a8c23abb
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/37517c8975487311143648b38261d4262a09db848837f5f8943775c7ba94f476.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:36 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:37.277048+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_images: []
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/4db756dc56f107184bd5d9146d4311816cc0fe5ef96681af4dcb78768d54c37b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/4db756dc56f107184bd5d9146d4311816cc0fe5ef96681af4dcb78768d54c37b.yaml
new file mode 100644
index 00000000000..22497366d0e
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/4db756dc56f107184bd5d9146d4311816cc0fe5ef96681af4dcb78768d54c37b.yaml
@@ -0,0 +1,724 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is slightly
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest
+        bar.","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/03adce84-7b51-4cc0-99fe-5d3076303941/4bcf22d0-9933-4f59-b1c0-edf367185d90.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223638Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=58d9022fa9056247daa3f7beb24d658bf49c6f2242a98bae627a300113776b86","chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
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+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/03adce84-7b51-4cc0-99fe-5d3076303941/53e55c99-36d7-44c7-a43d-665c11c2f9ab.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223638Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=427dcecefe21459d4f9236628946da1faae89c7d02c11a505c385a3f20f1e3dd","chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/03adce84-7b51-4cc0-99fe-5d3076303941/471564ac-e4da-4743-a532-080b1ac7bb77.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223638Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=67cb0c97716c01bdd56b3c204de42ff50aa18fdbdde269b3127b219530bc36a7","chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/03adce84-7b51-4cc0-99fe-5d3076303941/9ecfed78-142f-4e68-b321-9e5aea5ee356.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223638Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=8257af3995acc8580919ab544f6f2cdf240853560392704d872a8c14e2fdf28c","chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:39 GMT
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+recorded_at: '2026-09-02T22:36:39.358728+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_images:
+        - figure
+        - table
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/50890748074024915ef138fcb8e0c95f731a0913d223fbe1780bbaaef1ecd835.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/50890748074024915ef138fcb8e0c95f731a0913d223fbe1780bbaaef1ecd835.yaml
new file mode 100644
index 00000000000..31f5ed2be1c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/50890748074024915ef138fcb8e0c95f731a0913d223fbe1780bbaaef1ecd835.yaml
@@ -0,0 +1,83 @@
+interactions:
+- request:
+    body: "--43159c32150fa5f506932c4b4a645ef6\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--43159c32150fa5f506932c4b4a645ef6--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=43159c32150fa5f506932c4b4a645ef6
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://f8bf17e8-ca0b-4add-b484-9982d2e4ac2a.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:50 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://f8bf17e8-ca0b-4add-b484-9982d2e4ac2a.pdf","formatting":{"add_page_markers":true,"table_output_format":"json","merge_tables":true,"include":["change_tracking","highlight","comments"]}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/557e370790c2a8105b16bacaed78ee3f6622d92038c476426bf163e29c5fa259.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/557e370790c2a8105b16bacaed78ee3f6622d92038c476426bf163e29c5fa259.yaml
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
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+        Document verification | 1          | 80.00    |","embed":"Quarterly Operations
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+        Invoice Summary and Line Items (cont.)\n\n| Item continued     | Quantity   |
+        Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n| Provider
+        review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals, regional
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+        revenue, and reconciliation notes.","embed":"# Invoice Summary and Line Items
+        (cont.)\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture
+        validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        Invoice Summary and Line Items (cont.)\n\nSection 1.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals, regional
+        revenue, and reconciliation notes.","embed":"# Invoice Summary and Line Items
+        (cont.)\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null}]},{"content":"#
+        Invoice Summary and Line Items (cont.)\n\nSection 1.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"# Invoice Summary and Line Items (cont.)\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nFormula: gross margin = (revenue
+        - cost) / revenue","embed":"# Revenue Chart and Formula Review (cont.)\n\nFormula:
+        gross margin = (revenue - cost) / revenue","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.","embed":"# Revenue
+        Chart and Formula Review (cont.)\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review (cont.)\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nLinear barcode.","embed":"# Key Values, Link, Highlight, and Comment
+        (cont.)\n\n## Revised total. 245.00 (cont.)\n\nSection 3.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nLinear barcode.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report\n\n#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report\n\n#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
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+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","embed":"#
+        Approval Signature and Watermark (cont.)\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
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+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nConfidential | Page 4 of 5\n\nQuarterly
+        Operations Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n##
+        2. Findings","embed":"# Approval Signature and Watermark (cont.)\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
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+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
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+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations (cont.)\n\nConfidential
+        | Page 5 of 5","embed":"# Appendix with Section Boundaries (cont.)\n\n## 3.
+        Recommendations (cont.)\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_size: 250
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5af84ad862f16a82dc62943520754d6ecc610fbd20c433690779bff84489ac89.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5af84ad862f16a82dc62943520754d6ecc610fbd20c433690779bff84489ac89.yaml
new file mode 100644
index 00000000000..60c25f6b30c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5af84ad862f16a82dc62943520754d6ecc610fbd20c433690779bff84489ac89.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:41 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:42.331041+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        ocr_system: standard
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5c0672f3a09664e4695a13085922f3a9c6b06917e59450b223627dfea7635c7c.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5c0672f3a09664e4695a13085922f3a9c6b06917e59450b223627dfea7635c7c.yaml
new file mode 100644
index 00000000000..14821f5cdc1
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/5c0672f3a09664e4695a13085922f3a9c6b06917e59450b223627dfea7635c7c.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:36 GMT
+    status:
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+      message: ''
+recorded_at: '2026-09-02T22:36:36.745277+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        table_output_format: dynamic
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6886dc140fa26bbda42d39924fe115cf8edeaa2fed3aee6c8f7c4ccf20878bed.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6886dc140fa26bbda42d39924fe115cf8edeaa2fed3aee6c8f7c4ccf20878bed.yaml
new file mode 100644
index 00000000000..9ed5a8cbe12
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6886dc140fa26bbda42d39924fe115cf8edeaa2fed3aee6c8f7c4ccf20878bed.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
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+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
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+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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+      - Wed, 02 Sep 2026 22:37:13 GMT
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+recorded_at: '2026-09-02T22:37:13.460459+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_images:
+        - table
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6dfd0d245cea94cb2d8f59e371a8364e879f6106159f4b20be3f1ed210f341c8.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6dfd0d245cea94cb2d8f59e371a8364e879f6106159f4b20be3f1ed210f341c8.yaml
new file mode 100644
index 00000000000..9b6411f0f3d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/6dfd0d245cea94cb2d8f59e371a8364e879f6106159f4b20be3f1ed210f341c8.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:46 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:47.437513+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        include: []
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/70a82aee236787ede0503b6930b1ca411a3c6446ee9b9a1a0001eb814dda915a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/70a82aee236787ede0503b6930b1ca411a3c6446ee9b9a1a0001eb814dda915a.yaml
new file mode 100644
index 00000000000..1399b329215
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/70a82aee236787ede0503b6930b1ca411a3c6446ee9b9a1a0001eb814dda915a.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:40 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:40.617490+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        extraction_mode: hybrid
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7275ada41cef13b503e12060dbbcd005830605665aa41093a30ca11f5bc541ea.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7275ada41cef13b503e12060dbbcd005830605665aa41093a30ca11f5bc541ea.yaml
new file mode 100644
index 00000000000..b1bb8e1acb7
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7275ada41cef13b503e12060dbbcd005830605665aa41093a30ca11f5bc541ea.yaml
@@ -0,0 +1,718 @@
+interactions:
+- request:
+    body: !!binary |
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+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\n# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\n#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.2: Invoice totals, regional revenue, and reconciliation notes.
+        DRAFT Section 4.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes. Section 4.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 4 of 5\n\n#
+        Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"#
+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\n# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\n#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.2: Invoice totals, regional revenue, and reconciliation notes.
+        DRAFT Section 4.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes. Section 4.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 4 of 5\n\n#
+        Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:01 GMT
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+recorded_at: '2026-09-02T22:37:01.516577+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        filter_blocks:
+        - Header
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/738809d767c547f7fd111758726504f073843fab9475433db25745a216e4be24.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/738809d767c547f7fd111758726504f073843fab9475433db25745a216e4be24.yaml
new file mode 100644
index 00000000000..e45abc3e66a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/738809d767c547f7fd111758726504f073843fab9475433db25745a216e4be24.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes. Section 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes. Section 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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+      - Wed, 02 Sep 2026 22:36:56 GMT
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+recorded_at: '2026-09-02T22:36:56.262724+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        include:
+        - signatures
+        - ignore_watermarks
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/76cd15933894b8fbc1c3152b3c960318c6acb5c599a7ebc17e808868ad09c2fe.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/76cd15933894b8fbc1c3152b3c960318c6acb5c599a7ebc17e808868ad09c2fe.yaml
new file mode 100644
index 00000000000..1e60ce273b6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/76cd15933894b8fbc1c3152b3c960318c6acb5c599a7ebc17e808868ad09c2fe.yaml
@@ -0,0 +1,790 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# <b>Invoice Summary and Line Items</b>\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# <b>Revenue Chart and Formula Review</b>\n\nBar chart
+        of quarterly revenue from Q1 through Q4.\n\nBlue geometric diagram with a
+        square and diagonal lines on a grid.\n\nGreen geometric diagram with a square
+        and diagonal lines on a grid.\n\nFormula: gross margin = (revenue - cost)
+        / revenue\n\nRed geometric diagram with a square and diagonal lines on a grid.\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# <b>Key Values, Link, Highlight,
+        and Comment</b>\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n<mark>https://example.com/invoices/INV-2048
+        Highlighted total requiring review</mark>\n\nReviewer comment: verify the
+        highlighted total before approval\n\nBlack square icon with three white horizontal
+        lines.\n\n<s>Revised total: 245.00</s>\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nDRAFT\n\nQuarterly Operations Report\n\n# <b>Approval Signature
+        and Watermark</b>\n\nApproved by: Jordan Lee\n<signature>\nSignature\n\n-
+        Section 4.1: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.2: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.3: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.5: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# <b>Appendix with Section
+        Boundaries</b>\n\n## <b>1. Scope</b>\n\n## <b>2. Findings</b>\n\n## <b>3.
+        Recommendations</b>\n\nSection 5.1: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.2: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.3: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.4: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.5: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.6: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.7: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.8: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"Quarterly Operations
+        Report\n\n# <b>Invoice Summary and Line Items</b>\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# <b>Revenue Chart and Formula Review</b>\n\nBar chart
+        of quarterly revenue from Q1 through Q4.\n\nBlue geometric diagram with a
+        square and diagonal lines on a grid.\n\nGreen geometric diagram with a square
+        and diagonal lines on a grid.\n\nFormula: gross margin = (revenue - cost)
+        / revenue\n\nRed geometric diagram with a square and diagonal lines on a grid.\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# <b>Key Values, Link, Highlight,
+        and Comment</b>\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n<mark>https://example.com/invoices/INV-2048
+        Highlighted total requiring review</mark>\n\nReviewer comment: verify the
+        highlighted total before approval\n\nBlack square icon with three white horizontal
+        lines.\n\n<s>Revised total: 245.00</s>\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nDRAFT\n\nQuarterly Operations Report\n\n# <b>Approval Signature
+        and Watermark</b>\n\nApproved by: Jordan Lee\n<signature>\nSignature\n\n-
+        Section 4.1: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.2: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.3: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.5: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# <b>Appendix with Section
+        Boundaries</b>\n\n## <b>1. Scope</b>\n\n## <b>2. Findings</b>\n\n## <b>3.
+        Recommendations</b>\n\nSection 5.1: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.2: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.3: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.4: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.5: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.6: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.7: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.8: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":"Quarterly
+        Operations Report\n\n# <b>Invoice Summary and Line Items</b>\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# <b>Revenue Chart and Formula Review</b>\n\nBar chart
+        of quarterly revenue from Q1 through Q4.\n\nBlue geometric diagram with a
+        square and diagonal lines on a grid.\n\nGreen geometric diagram with a square
+        and diagonal lines on a grid.\n\nFormula: gross margin = (revenue - cost)
+        / revenue\n\nRed geometric diagram with a square and diagonal lines on a grid.\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# <b>Key Values, Link, Highlight,
+        and Comment</b>\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n<mark>https://example.com/invoices/INV-2048
+        Highlighted total requiring review</mark>\n\nReviewer comment: verify the
+        highlighted total before approval\n\nBlack square icon with three white horizontal
+        lines.\n\n<s>Revised total: 245.00</s>\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nDRAFT\n\nQuarterly Operations Report\n\n# <b>Approval Signature
+        and Watermark</b>\n\nApproved by: Jordan Lee\n<signature>\nSignature\n\n-
+        Section 4.1: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.2: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.3: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.5: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes.\n\n-
+        Section 4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# <b>Appendix with Section
+        Boundaries</b>\n\n## <b>1. Scope</b>\n\n## <b>2. Findings</b>\n\n## <b>3.
+        Recommendations</b>\n\nSection 5.1: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.2: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.3: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.4: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.5: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.6: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.7: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 5.8: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nConfidential | Page 5 of 5","enrichment_success":true,"blocks":[{"type":"Header","bbox":{"left":0.074,"top":0.018,"width":0.226,"height":0.012,"page":1,"original_page":1},"content":"Quarterly
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+        Summary and Line Items</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Table","bbox":{"left":0.072,"top":0.077,"width":0.8510000000000001,"height":0.134,"page":1,"original_page":1},"content":"<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Table","bbox":{"left":0.072,"top":0.241,"width":0.8510000000000001,"height":0.134,"page":1,"original_page":1},"content":"<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.395,"width":0.5019999999999999,"height":0.011999999999999946,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.43,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.465,"width":0.5019999999999999,"height":0.011999999999999946,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.5,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.536,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.571,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.606,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.642,"width":0.5019999999999999,"height":0.012000000000000004,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Footer","bbox":{"left":0.073,"top":0.954,"width":0.16599999999999998,"height":0.01000000000000004,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Header","bbox":{"left":0.073,"top":0.018,"width":0.22799999999999998,"height":0.012,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Title","bbox":{"left":0.074,"top":0.045,"width":0.44399999999999995,"height":0.014999999999999998,"page":2,"original_page":2},"content":"<b>Revenue
+        Chart and Formula Review</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Figure","bbox":{"left":0.11099999999999999,"top":0.065,"width":0.6000000000000001,"height":0.19300000000000003,"page":2,"original_page":2},"content":"Bar
+        chart of quarterly revenue from Q1 through Q4.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Figure","bbox":{"left":0.741,"top":0.082,"width":0.11899999999999988,"height":0.09199999999999998,"page":2,"original_page":2},"content":"Blue
+        geometric diagram with a square and diagonal lines on a grid.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Figure","bbox":{"left":0.741,"top":0.206,"width":0.11899999999999988,"height":0.08199999999999998,"page":2,"original_page":2},"content":"Green
+        geometric diagram with a square and diagonal lines on a grid.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.297,"width":0.33199999999999996,"height":0.011000000000000022,"page":2,"original_page":2},"content":"Formula:
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+        geometric diagram with a square and diagonal lines on a grid.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.395,"width":0.5029999999999999,"height":0.011000000000000022,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.43,"width":0.5029999999999999,"height":0.011000000000000022,"page":2,"original_page":2},"content":"Section
+        2.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.465,"width":0.5029999999999999,"height":0.011999999999999946,"page":2,"original_page":2},"content":"Section
+        2.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.501,"width":0.5029999999999999,"height":0.011000000000000022,"page":2,"original_page":2},"content":"Section
+        2.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.536,"width":0.5029999999999999,"height":0.012000000000000004,"page":2,"original_page":2},"content":"Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.572,"width":0.5029999999999999,"height":0.01100000000000008,"page":2,"original_page":2},"content":"Section
+        2.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.607,"width":0.5029999999999999,"height":0.010999999999999966,"page":2,"original_page":2},"content":"Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.642,"width":0.5029999999999999,"height":0.01100000000000008,"page":2,"original_page":2},"content":"Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Footer","bbox":{"left":0.073,"top":0.954,"width":0.16599999999999998,"height":0.01000000000000004,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Header","bbox":{"left":0.074,"top":0.018,"width":0.226,"height":0.012,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Title","bbox":{"left":0.074,"top":0.045,"width":0.5249999999999999,"height":0.018,"page":3,"original_page":3},"content":"<b>Key
+        Values, Link, Highlight, and Comment</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.105,"width":0.23,"height":0.011000000000000022,"page":3,"original_page":3},"content":"Invoice
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+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Figure","bbox":{"left":0.848,"top":0.311,"width":0.03499999999999998,"height":0.027000000000000007,"page":3,"original_page":3},"content":"Black
+        square icon with three white horizontal lines.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.364,"width":0.18300000000000002,"height":0.011000000000000022,"page":3,"original_page":3},"content":"<s>Revised
+        total: 245.00</s>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.395,"width":0.5019999999999999,"height":0.011000000000000022,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.43,"width":0.5019999999999999,"height":0.011000000000000022,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.465,"width":0.5019999999999999,"height":0.010999999999999966,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.5,"width":0.5019999999999999,"height":0.010999999999999966,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.536,"width":0.5019999999999999,"height":0.01100000000000008,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.571,"width":0.5019999999999999,"height":0.010999999999999966,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.607,"width":0.5019999999999999,"height":0.010999999999999966,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.073,"top":0.642,"width":0.5019999999999999,"height":0.01100000000000008,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Figure","bbox":{"left":0.174,"top":0.745,"width":0.24500000000000002,"height":0.09299999999999992,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Footer","bbox":{"left":0.073,"top":0.954,"width":0.16599999999999998,"height":0.01000000000000004,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Header","bbox":{"left":0.0,"top":0.0,"width":0.0,"height":0.0,"page":4,"original_page":4},"content":"DRAFT","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Header","bbox":{"left":0.073,"top":0.018,"width":0.22799999999999998,"height":0.012,"page":4,"original_page":4},"content":"Quarterly
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+        Signature and Watermark</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Key
+        Value","bbox":{"left":0.07,"top":0.184,"width":0.438,"height":0.08800000000000004,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\n<signature>\nSignature","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.395,"width":0.505,"height":0.011999999999999946,"page":4,"original_page":4},"content":"-
+        Section 4.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.43,"width":0.505,"height":0.011000000000000022,"page":4,"original_page":4},"content":"-
+        Section 4.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.465,"width":0.505,"height":0.011999999999999946,"page":4,"original_page":4},"content":"-
+        Section 4.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.5,"width":0.505,"height":0.012000000000000004,"page":4,"original_page":4},"content":"-
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.536,"width":0.505,"height":0.012000000000000004,"page":4,"original_page":4},"content":"-
+        Section 4.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.571,"width":0.505,"height":0.012000000000000004,"page":4,"original_page":4},"content":"-
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.607,"width":0.505,"height":0.010999999999999966,"page":4,"original_page":4},"content":"-
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"List
+        Item","bbox":{"left":0.071,"top":0.642,"width":0.505,"height":0.01100000000000008,"page":4,"original_page":4},"content":"-
+        Section 4.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Footer","bbox":{"left":0.073,"top":0.954,"width":0.16599999999999998,"height":0.01000000000000004,"page":4,"original_page":4},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Title","bbox":{"left":0.073,"top":0.043,"width":0.42999999999999994,"height":0.020000000000000004,"page":5,"original_page":5},"content":"<b>Appendix
+        with Section Boundaries</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Section
+        Header","bbox":{"left":0.074,"top":0.103,"width":0.09300000000000004,"height":0.01499999999999999,"page":5,"original_page":5},"content":"<b>1.
+        Scope</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Section
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+        Findings</b>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Section
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+        5.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.43,"width":0.5009999999999999,"height":0.011000000000000022,"page":5,"original_page":5},"content":"Section
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+        5.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.536,"width":0.5009999999999999,"height":0.01100000000000008,"page":5,"original_page":5},"content":"Section
+        5.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.571,"width":0.5009999999999999,"height":0.010999999999999966,"page":5,"original_page":5},"content":"Section
+        5.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.607,"width":0.5009999999999999,"height":0.010999999999999966,"page":5,"original_page":5},"content":"Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":{"model":"r-1"}},{"type":"Text","bbox":{"left":0.074,"top":0.642,"width":0.5009999999999999,"height":0.01100000000000008,"page":5,"original_page":5},"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        model: r-1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7cefa9e08179db20d45e255d269e4239015b9b44376ce49c921f8fc057fb9c6a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7cefa9e08179db20d45e255d269e4239015b9b44376ce49c921f8fc057fb9c6a.yaml
new file mode 100644
index 00000000000..02bd747a4d3
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/7cefa9e08179db20d45e255d269e4239015b9b44376ce49c921f8fc057fb9c6a.yaml
@@ -0,0 +1,70 @@
+interactions:
+- request:
+    body: "--ba392e7bb7694af286b0acfe46365a0f\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--ba392e7bb7694af286b0acfe46365a0f--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=ba392e7bb7694af286b0acfe46365a0f
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://a6d3c3bb-a6f1-4636-8b3a-ee920b29d387.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:46 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://a6d3c3bb-a6f1-4636-8b3a-ee920b29d387.pdf"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.908977261185646},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
+        Summary and Line Items","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9120991796255111},"extra":null},{"type":"Table","bbox":{"left":0.0718954248366013,"top":0.07702020202020202,"width":0.8504901960784313,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        merge_tables: false
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/8a88841b3d8460a68e99848978bf24ba085661dc341cb361bf9e7fad4b0ef973.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/8a88841b3d8460a68e99848978bf24ba085661dc341cb361bf9e7fad4b0ef973.yaml
new file mode 100644
index 00000000000..bd8b548395d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/8a88841b3d8460a68e99848978bf24ba085661dc341cb361bf9e7fad4b0ef973.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:07 GMT
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+recorded_at: '2026-09-02T22:37:07.611052+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        embed_pdf_metadata: true
+        embed_pdf_metadata_dpi: 250
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/900be6ec1d8fb826873c5c183bfd25e7fcad2559fe7646a7464e1601553b60af.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/900be6ec1d8fb826873c5c183bfd25e7fcad2559fe7646a7464e1601553b60af.yaml
new file mode 100644
index 00000000000..d0b939ba2d8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/900be6ec1d8fb826873c5c183bfd25e7fcad2559fe7646a7464e1601553b60af.yaml
@@ -0,0 +1,720 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:47 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:48.179957+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        embed_pdf_metadata: true
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml
new file mode 100644
index 00000000000..622db8dee4a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/997cd381eb3019b71086e4fdab1b98a3a0d251a27c3bb80178580a711c111e94.yaml
@@ -0,0 +1,100 @@
+interactions:
+- request:
+    body: "--22b7cb49f85a1ae5113a6328b0381ffb\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--22b7cb49f85a1ae5113a6328b0381ffb--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=22b7cb49f85a1ae5113a6328b0381ffb
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://5df745f4-2877-4cf6-9bde-a2f829c93eea.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:48 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://5df745f4-2877-4cf6-9bde-a2f829c93eea.pdf","formatting":{"add_page_markers":false,"table_output_format":"json","merge_tables":true,"include":["signatures","ignore_watermarks"]},"retrieval":{"chunking":{"chunk_mode":"variable","chunk_size":1500,"chunk_overlap":32},"filter_blocks":["Figure","Table","Key
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+        page_range:
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diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/9c3b98bd446c15309b5de4744f83773eeeedc49a8b8122d7aee74daccfd3efed.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/9c3b98bd446c15309b5de4744f83773eeeedc49a8b8122d7aee74daccfd3efed.yaml
new file mode 100644
index 00000000000..33006a0a0d3
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.3: Invoi totals, regional revenue, and
+        reconciliation notes. Section 4.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes. Section 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is slightly
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.3: Invoi totals, regional revenue, and
+        reconciliation notes. Section 4.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.7: Invoice totals, regional revenue, and reconciliation notes. Section 4.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.908977261185646},"extra":null},{"type":"Title","bbox":{"left":0.07434640522875817,"top":0.04482323232323232,"width":0.40604575163398693,"height":0.018308080808080808,"page":1,"original_page":1},"content":"Invoice
+        Summary and Line Items","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8858145952224731},"extra":null},{"type":"Table","bbox":{"left":0.0718954248366013,"top":0.07702020202020202,"width":0.8504901960784313,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9536767462889354},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9546550035476684},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7020485579967499},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.42992424242424243,"width":0.5008169934640523,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6741966485977173},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.4659090909090909,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6778064161539077},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5006313131313131,"width":0.5016339869281046,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6530862480401993},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5366161616161617,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.672797891497612},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5713383838383839,"width":0.5016339869281046,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6809763252735138},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6073232323232324,"width":0.5024509803921569,"height":0.011363636363636364,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6803615659475326},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6426767676767676,"width":0.5016339869281046,"height":0.010732323232323232,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6838025510311126},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7879874646663666},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07434640522875817,"top":0.04419191919191919,"width":0.4444444444444444,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.861013650894165},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest
+        bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29734848484848486,"width":0.33169934640522875,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8196270227432252},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6270521610975266},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7909845679998398},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.04292929292929293,"width":0.5245098039215687,"height":0.022095959595959596,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8986493557691574},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.10542929292929293,"width":0.23039215686274508,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.739451989531517},"extra":null},{"type":"Text","bbox":{"left":0.07434640522875817,"top":0.1369949494949495,"width":0.22630718954248366,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.741858696937561},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3194444444444444,"width":0.5424836601307189,"height":0.01452020202020202,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6398871809244155},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034008383750916},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.42992424242424243,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7084807366132737},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.4659090909090909,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7297658652067185},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5006313131313131,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7124977856874466},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.5366161616161617,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7059262692928314},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5713383838383839,"width":0.5008169934640523,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7190613269805908},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.6073232323232324,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7045427054166793},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6420454545454546,"width":0.5024509803921569,"height":0.011363636363636364,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7063517481088638},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7724603235721589},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18434343434343434,"width":0.43790849673202614,"height":0.08838383838383838,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.39457070707070707,"width":0.5032679738562091,"height":0.2588383838383838,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.3: Invoi
+        totals, regional revenue, and reconciliation notes. Section 4.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.706915733218193},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1642156862745098,"height":0.010732323232323232,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7841777831315995},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07434640522875817,"top":0.10416666666666667,"width":0.09313725490196079,"height":0.01452020202020202,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8790526151657105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.0727124183006536,"top":0.3952020202020202,"width":0.5024509803921569,"height":0.2582070707070707,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7028804212808608},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9532828282828283,"width":0.1650326797385621,"height":0.010732323232323232,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7929113447666168},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:36:57 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:36:57.713270+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        extraction_mode: ocr
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/9e84ac2d3bef4591b51c80351a8b93c81d647c9497c135606bab9c475c6a48a1.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/9e84ac2d3bef4591b51c80351a8b93c81d647c9497c135606bab9c475c6a48a1.yaml
new file mode 100644
index 00000000000..b8de6f7943d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/9e84ac2d3bef4591b51c80351a8b93c81d647c9497c135606bab9c475c6a48a1.yaml
@@ -0,0 +1,570 @@
+interactions:
+- request:
+    body: !!binary |
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        page_range:
+          end: 1
+          start: 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a15e2af70e372a5c27d2842d343a35e95018c2a135013eb7e12f2dffbc93c28e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a15e2af70e372a5c27d2842d343a35e95018c2a135013eb7e12f2dffbc93c28e.yaml
new file mode 100644
index 00000000000..cc94144bc5b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a15e2af70e372a5c27d2842d343a35e95018c2a135013eb7e12f2dffbc93c28e.yaml
@@ -0,0 +1,726 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:36:41 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:42.322221+00:00'
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+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a2fa3ae80e3e7bbc5d42ab5a97326392b31d87892e794094a0642ebda014413a.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a2fa3ae80e3e7bbc5d42ab5a97326392b31d87892e794094a0642ebda014413a.yaml
new file mode 100644
index 00000000000..d67a36c314a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a2fa3ae80e3e7bbc5d42ab5a97326392b31d87892e794094a0642ebda014413a.yaml
@@ -0,0 +1,722 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:57 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:58.237675+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        filter_blocks: []
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a322d186c398244b0313060141a5ca8b75c5bf0a1ae11060de8979701f256b79.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a322d186c398244b0313060141a5ca8b75c5bf0a1ae11060de8979701f256b79.yaml
new file mode 100644
index 00000000000..196064c403a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a322d186c398244b0313060141a5ca8b75c5bf0a1ae11060de8979701f256b79.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
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+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/c2400597-b769-4ed5-80fe-2d189fd9041a/6f7f5572-116b-41ff-a648-c83ab2747f76.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223648Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=783c113866d252b4965753f1b4442c74932ff09dce0437c2bd3f084f5b9d4031","chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/c2400597-b769-4ed5-80fe-2d189fd9041a/a0767ba6-262b-44af-9ee6-1abc5bf35bce.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223648Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=b80e0e0d27b616cfbded68a48b98793bac5350aae6363cdcb9a7a67e7ac17518","chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:49 GMT
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_images:
+        - figure
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a436a799c5b357564d0f79a3a7bd9d48b5029a972d1ede455a7a688aabcacf93.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a436a799c5b357564d0f79a3a7bd9d48b5029a972d1ede455a7a688aabcacf93.yaml
new file mode 100644
index 00000000000..1c6cc414f32
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a436a799c5b357564d0f79a3a7bd9d48b5029a972d1ede455a7a688aabcacf93.yaml
@@ -0,0 +1,728 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\nThis table details two services: document analysis, with
+        a quantity of 2 and an amount of 120.00, and document verification, with a
+        quantity of 1 and an amount of 80.00.\n\nThis table details two ongoing tasks:
+        fixture validation, with 3 instances costing $45.00, and provider review,
+        with 1 instance costing $25.00.\n\nSection 1.1: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.2: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.3: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.4: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.5: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.6: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.7: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 1.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations
+        Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.908977261185646},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:36:34 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:35.496556+00:00'
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+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+        embedding_optimized: true
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a45bd0537e9f26838a734dd93a56598588e66367dbf89e3985ef4437773d68db.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a45bd0537e9f26838a734dd93a56598588e66367dbf89e3985ef4437773d68db.yaml
new file mode 100644
index 00000000000..d24c735f480
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a45bd0537e9f26838a734dd93a56598588e66367dbf89e3985ef4437773d68db.yaml
@@ -0,0 +1,656 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and Line
+        Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document
+        analysis     | 2          | 120.00   |\n| Document verification | 1          |
+        80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture
+        validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square grid,
+        with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
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+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        page_range:
+          end: 3
+          start: 1
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a483870aa9315dca4279f6a6078e847ecadb049187e41cd927c1dda94135e6a6.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a483870aa9315dca4279f6a6078e847ecadb049187e41cd927c1dda94135e6a6.yaml
new file mode 100644
index 00000000000..8699b760533
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a483870aa9315dca4279f6a6078e847ecadb049187e41cd927c1dda94135e6a6.yaml
@@ -0,0 +1,720 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:15 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:37:15.248232+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        table_output_format: md
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a82f48d21ae350e2166374f9b1340b44e1a532ccadd38c0178ffe7981eca4205.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a82f48d21ae350e2166374f9b1340b44e1a532ccadd38c0178ffe7981eca4205.yaml
new file mode 100644
index 00000000000..7e8d0c76121
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/a82f48d21ae350e2166374f9b1340b44e1a532ccadd38c0178ffe7981eca4205.yaml
@@ -0,0 +1,680 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"Quarterly
+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
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+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":3,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":3,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":3,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":3,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":4,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":4,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":4,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":4,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":4,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        page_range:
+        - end: 2
+          start: 1
+        - end: 5
+          start: 4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/aec7ad8ecb51a53043a67a37e75f93ad6db11879293dad38d952512afe4d6d38.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/aec7ad8ecb51a53043a67a37e75f93ad6db11879293dad38d952512afe4d6d38.yaml
new file mode 100644
index 00000000000..dfc3f2d6d13
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/aec7ad8ecb51a53043a67a37e75f93ad6db11879293dad38d952512afe4d6d38.yaml
@@ -0,0 +1,741 @@
+interactions:
+- request:
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+        Invoice Summary and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5","embed":"# Invoice Summary and Line
+        Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document
+        analysis     | 2          | 120.00   |\n| Document verification | 1          |
+        80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture
+        validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null}]},{"content":"#
+        Invoice Summary and Line Items (cont.)\n\nQuarterly Operations Report","embed":"#
+        Invoice Summary and Line Items (cont.)\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower
+        than Q2, and Q4 is the tallest bar; no numeric scale or values are shown.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","embed":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower
+        than Q2, and Q4 is the tallest bar; no numeric scale or values are shown.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric scale
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+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations Report","embed":"#
+        Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096","embed":"# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
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+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        https://example.com/invoices/INV-2048\nHighlighted total requiring review\n\nReviewer
+        comment: verify the highlighted total before approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
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+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5","embed":"# Key Values, Link, Highlight,
+        and Comment (cont.)\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential
+        | Page 3 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
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+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nQuarterly Operations Report","embed":"# Key Values, Link, Highlight,
+        and Comment (cont.)\n\n## Revised total. 245.00 (cont.)\n\nQuarterly Operations
+        Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5","embed":"# Approval
+        Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report","embed":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries","embed":"# Appendix with Section Boundaries","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 1. Scope","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 1. Scope","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 2. Findings","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: page_sections
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/afd1347bf1db8f63fdd5e562e2fa56a1d4bc26befbcaff7c02d4782720e93bf4.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/afd1347bf1db8f63fdd5e562e2fa56a1d4bc26befbcaff7c02d4782720e93bf4.yaml
new file mode 100644
index 00000000000..e98abb3059b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/afd1347bf1db8f63fdd5e562e2fa56a1d4bc26befbcaff7c02d4782720e93bf4.yaml
@@ -0,0 +1,734 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report# Revenue Chart and Formula Revi","embed":"Quarterly Operations
+        Report\n\n# Invoice Summary and Line Items\n\n| Item                  | Quantity   |
+        Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report# Revenue Chart and Formula Revi","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"f
+        5\n\nQuarterly Operations Report# Revenue Chart and Formula Review\n\nQuarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, a","embed":"f 5\n\nQuarterly Operations
+        Report# Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with
+        four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher,
+        Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing
+        on a square grid, with a central square and diagonal lines extending to the
+        grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval# Key Values, Link, Highlight, a","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"ighlighted
+        total before approval# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00\n\nSection 3.1: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.2: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.3: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.4: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.5: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.6: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.7: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 3.8: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly
+        Operations Report# Approval Signature and Waterma","embed":"ighlighted total
+        before approval# Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised
+        total. 245.00\n\nSection 3.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations
+        Report# Approval Signature and Waterma","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
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+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        5\n\nQuarterly Operations Report# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundari","embed":"f 5\n\nQuarterly
+        Operations Report# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.2: Invoice totals, regional revenue, and
+        reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundari","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
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+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
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+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null}]},{"content":"ies\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","embed":"ies\n\n##
+        1. Scope\n\n## 2. Findings# Appendix with Section Boundaries (cont.)\n\n##
+        3. Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nConfidential | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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+      - Wed, 02 Sep 2026 22:36:45 GMT
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_overlap: 32
+          chunk_size: 1000
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b7d1a63cd98061ef6d54f99209a28040c9321655860b528a6d1a4174252f5489.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b7d1a63cd98061ef6d54f99209a28040c9321655860b528a6d1a4174252f5489.yaml
new file mode 100644
index 00000000000..8cabcf71955
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b7d1a63cd98061ef6d54f99209a28040c9321655860b528a6d1a4174252f5489.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_f1e73dab30b647c5b77910a18361e7b2.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=a7fad684cd70b54dc2eb9d24b2ef5b9c7d2ac3d02c04c0b3f7e477e3898ddcd8"}},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":{"page_image_url":"https://prod-storage20241010144745140900000001.s3.amazonaws.com/org/8bd983d1-47dd-440b-93d8-431412d819bf/8142f7b4-7360-4c68-a652-63404be3dc90/page_e3543719374a40a69ff8f4b4c19f0bd8.png?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIA2UOK6OVBOUYL7WYA%2F20260902%2Fus-west-2%2Fs3%2Faws4_request&X-Amz-Date=20260902T223709Z&X-Amz-Expires=43200&X-Amz-SignedHeaders=host&X-Amz-Signature=12b0caa109a1453fe139ac6828668584d8f40b009a151a84e240583176b0d4e7"}},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_images:
+        - page
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b8115ebe9994dfdf4636cee73ba2734efb6e0a139e346d3a3413e7f041aabe06.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b8115ebe9994dfdf4636cee73ba2734efb6e0a139e346d3a3413e7f041aabe06.yaml
new file mode 100644
index 00000000000..7d2aff6dbf3
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/b8115ebe9994dfdf4636cee73ba2734efb6e0a139e346d3a3413e7f041aabe06.yaml
@@ -0,0 +1,718 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square grid,
+        with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
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+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:35 GMT
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+recorded_at: '2026-09-02T22:36:35.554874+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bbaea247d2185ad14ed9ff55a7c1435f38b0861fff9f68c9b7c973f8443f2487.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bbaea247d2185ad14ed9ff55a7c1435f38b0861fff9f68c9b7c973f8443f2487.yaml
new file mode 100644
index 00000000000..e41c5d11a2b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bbaea247d2185ad14ed9ff55a7c1435f38b0861fff9f68c9b7c973f8443f2487.yaml
@@ -0,0 +1,716 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\nItem,Quantity,Amount\nDocument
+        analysis,2,120.00\nDocument verification,1,80.00\n\n\nItem continued,Quantity,Amount\nFixture
+        validation,3,45.00\nProvider review,1,25.00\n\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric scale
+        or values are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\nItem,Quantity,Amount\nDocument analysis,2,120.00\nDocument verification,1,80.00\n\n\nItem
+        continued,Quantity,Amount\nFixture validation,3,45.00\nProvider review,1,25.00\n\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue Chart and Formula
+        Review\n\nQuarterly revenue bar chart with four blue bars labeled Q1, Q2,
+        Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is
+        the tallest bar; no numeric scale or values are shown.\n\nBlue geometric line
+        drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric
+        scale or values are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:37:09 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:37:09.640357+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        table_output_format: csv
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bde9fd5f351a240669759b4ebc6aa5e2e3bddcedda9b9a3c5fc40e98b2494ac6.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bde9fd5f351a240669759b4ebc6aa5e2e3bddcedda9b9a3c5fc40e98b2494ac6.yaml
new file mode 100644
index 00000000000..ca35e25dd15
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/bde9fd5f351a240669759b4ebc6aa5e2e3bddcedda9b9a3c5fc40e98b2494ac6.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.\n\nBlue geometric line drawing on a square grid, with
+        a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than Q2,
+        and Q4 is the tallest bar; no numeric y-axis or units are shown.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar; no numeric y-axis
+        or units are shown.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:48 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:49.480461+00:00'
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+version: 1
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/beaef8c33789353db4b04af034a6a808cb0d466fd2770e454cc51662d145a4c5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/beaef8c33789353db4b04af034a6a808cb0d466fd2770e454cc51662d145a4c5.yaml
new file mode 100644
index 00000000000..a4df0c76a17
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/beaef8c33789353db4b04af034a6a808cb0d466fd2770e454cc51662d145a4c5.yaml
@@ -0,0 +1,726 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\n<mark>Highlighted
+        total requiring review</mark>\n\nReviewer comment: verify the highlighted
+        total before approval\n\n\n\nVerify the highlighted total\n\n## <change><s>Revised
+        total. 245.00</s></change>\n\nSection 3.1: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.2: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.3: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.4: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.5: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.6: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.7: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.2: Invoice totals, regional revenue, and
+        reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\n<mark>Highlighted
+        total requiring review</mark>\n\nReviewer comment: verify the highlighted
+        total before approval\n\n\n\nVerify the highlighted total\n\n## <change><s>Revised
+        total. 245.00</s></change>\n\nSection 3.1: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.2: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.3: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.4: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.5: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.6: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.7: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nSection 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly
+        Operations Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan
+        Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.2: Invoice totals, regional revenue, and
+        reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6085940003395081},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6242935061454773},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\n<mark>Highlighted
+        total requiring review</mark>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4311051070690155},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.45519864559173584},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5457699298858643},"extra":null},{"type":"Comment","bbox":{"left":0.8496732026143791,"top":0.31186868686868685,"width":0.032679738562091505,"height":0.025252525252525252,"page":3,"original_page":3},"content":"Verify
+        the highlighted total","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":1.0},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"<change><s>Revised
+        total. 245.00</s></change>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6584175229072571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5688949227333069},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5755879878997803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5992506742477417},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5832033753395081},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.562176525592804},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.590779185295105},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.5698526501655579},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8509646654129029},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
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+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:37:01 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:37:02.002410+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        include:
+        - change_tracking
+        - highlight
+        - comments
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c62722d5d70fcfe261e157a101b97dc5d395162700918c2da578e857fb5cab1e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c62722d5d70fcfe261e157a101b97dc5d395162700918c2da578e857fb5cab1e.yaml
new file mode 100644
index 00000000000..b58a0f53a67
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c62722d5d70fcfe261e157a101b97dc5d395162700918c2da578e857fb5cab1e.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## [https://example.com/invoices/INV-2048](https://example.com/invoices/INV-2048)\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## [https://example.com/invoices/INV-2048](https://example.com/invoices/INV-2048)\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Summary and Line Items","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9120991796255111},"extra":null},{"type":"Table","bbox":{"left":0.0718954248366013,"top":0.07702020202020202,"width":0.8504901960784313,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.41049053817987446},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"[https://example.com/invoices/INV-2048](https://example.com/invoices/INV-2048)\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      Content-Type:
+      - application/json
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+      - Wed, 02 Sep 2026 22:36:50 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:36:50.717169+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        include:
+        - hyperlinks
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7189f3c865797bb610303b2a166c56232d69622e5a3efc514e8e1d07976d8ca.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7189f3c865797bb610303b2a166c56232d69622e5a3efc514e8e1d07976d8ca.yaml
new file mode 100644
index 00000000000..b3f149bb4ea
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7189f3c865797bb610303b2a166c56232d69622e5a3efc514e8e1d07976d8ca.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:40 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:41.041944+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        embed_pdf_metadata: true
+        embed_pdf_metadata_dpi: 50
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7866f5ffc35a524b0bd4d3a17c84d903620ff22cd009cb967ae6f32e004bf7e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7866f5ffc35a524b0bd4d3a17c84d903620ff22cd009cb967ae6f32e004bf7e.yaml
new file mode 100644
index 00000000000..5487aa43dfe
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/c7866f5ffc35a524b0bd4d3a17c84d903620ff22cd009cb967ae6f32e004bf7e.yaml
@@ -0,0 +1,727 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.908977261185646},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.40604575163398693,"height":0.027777777777777776,"page":1,"original_page":1},"content":"Invoice
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report\n\n#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report\n\n#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:56 GMT
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_size: 1500
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ca13358e42e60534fabdeaff43e3d455838347a42e525d2a65a42b715fb3dacd.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ca13358e42e60534fabdeaff43e3d455838347a42e525d2a65a42b715fb3dacd.yaml
new file mode 100644
index 00000000000..a0d492c938b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ca13358e42e60534fabdeaff43e3d455838347a42e525d2a65a42b715fb3dacd.yaml
@@ -0,0 +1,820 @@
+interactions:
+- request:
+    body: !!binary |
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+        Revenue Chart and Formula Review (cont.)\n\nQuarterly revenue bar chart with
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+        and Formula Review (cont.)\n\nQuarterly revenue bar chart with four blue bars
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
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+        Revenue Chart and Formula Review (cont.)\n\nBlue geometric line drawing on
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+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null}]},{"content":"#
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+        Review (cont.)","enriched":null,"enrichment_success":false,"blocks":[{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.","embed":"# Revenue
+        Chart and Formula Review (cont.)\n\nSection 2.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.7: Invoice totals, regional revenue, and reconciliation notes. Section 2.8:
+        Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nConfidential | Page 2 of 5","embed":"#
+        Revenue Chart and Formula Review (cont.)\n\nConfidential | Page 2 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations Report","embed":"#
+        Revenue Chart and Formula Review (cont.)\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment","embed":"# Key Values, Link, Highlight,
+        and Comment","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\nInvoice Number: INV-2048","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\nInvoice Number: INV-2048","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\nPurchase Order: PO-4096","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\nPurchase Order: PO-4096","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","embed":"# Key Values, Link, Highlight, and Comment
+        (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted total requiring
+        review","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review (cont.)\n\nReviewer comment: verify the highlighted
+        total before approval","embed":"# Key Values, Link, Highlight, and Comment
+        (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted total requiring
+        review (cont.)\n\nReviewer comment: verify the highlighted total before approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review (cont.)","embed":"# Key Values, Link, Highlight, and
+        Comment (cont.)\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review (cont.)","enriched":null,"enrichment_success":false,"blocks":[{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.1: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.1: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.2: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.2: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.3: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.3: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.4: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.4: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.5: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.5: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.6: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.6: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.7: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.7: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nSection 3.8: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Key Values, Link, Highlight, and Comment (cont.)\n\n##
+        Revised total. 245.00 (cont.)\n\nSection 3.8: Invoice totals, regional revenue,
+        and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nLinear barcode.","embed":"# Key Values, Link, Highlight, and Comment
+        (cont.)\n\n## Revised total. 245.00 (cont.)\n\nLinear barcode.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nConfidential | Page 3 of 5","embed":"# Key Values, Link, Highlight,
+        and Comment (cont.)\n\n## Revised total. 245.00 (cont.)\n\nConfidential |
+        Page 3 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00
+        (cont.)\n\nQuarterly Operations Report","embed":"# Key Values, Link, Highlight,
+        and Comment (cont.)\n\n## Revised total. 245.00 (cont.)\n\nQuarterly Operations
+        Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark","embed":"# Approval Signature and Watermark","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nApproved by: Jordan Lee\nSignature:
+        <signature>","embed":"# Approval Signature and Watermark (cont.)\n\nApproved
+        by: Jordan Lee\nSignature: <signature>","enriched":null,"enrichment_success":false,"blocks":[{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","embed":"#
+        Approval Signature and Watermark (cont.)\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","enriched":null,"enrichment_success":false,"blocks":[{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nConfidential | Page 4 of 5","embed":"#
+        Approval Signature and Watermark (cont.)\n\nConfidential | Page 4 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null}]},{"content":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report","embed":"#
+        Approval Signature and Watermark (cont.)\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries","embed":"# Appendix with Section Boundaries","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 1. Scope","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 1. Scope","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 2. Findings","embed":"# Appendix
+        with Section Boundaries (cont.)\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations","embed":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations (cont.)\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","embed":"# Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations
+        (cont.)\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.2: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.3: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.4: Invoice totals, regional revenue, and reconciliation notes. Section 5.5:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.6: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.7: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.8: Invoice totals, regional
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations (cont.)\n\nConfidential
+        | Page 5 of 5","embed":"# Appendix with Section Boundaries (cont.)\n\n## 3.
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: block
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d0e9afb980422dbf9624ba312ed667813ae195e719e52bcc1bcdf843bd9f753f.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d0e9afb980422dbf9624ba312ed667813ae195e719e52bcc1bcdf843bd9f753f.yaml
new file mode 100644
index 00000000000..a2bce1d9190
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d0e9afb980422dbf9624ba312ed667813ae195e719e52bcc1bcdf843bd9f753f.yaml
@@ -0,0 +1,727 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733271598816},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.920676475763321},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:36:53 GMT
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+      message: ''
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+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+          chunk_size: 1000
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d5c7b21b7948c9b720425f50f6574577f69f3e53bb6d6b169e4c3ebef6d9769f.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d5c7b21b7948c9b720425f50f6574577f69f3e53bb6d6b169e4c3ebef6d9769f.yaml
new file mode 100644
index 00000000000..dc4b024ee0c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d5c7b21b7948c9b720425f50f6574577f69f3e53bb6d6b169e4c3ebef6d9769f.yaml
@@ -0,0 +1,727 @@
+interactions:
+- request:
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report","embed":"Quarterly Operations Report\n\n# Invoice Summary
+        and Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null}]},{"content":"#
+        Revenue Chart and Formula Review\n\nQuarterly revenue bar chart with four
+        blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is
+        lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on
+        a square grid, with a central square and diagonal lines extending to the grid
+        corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","embed":"# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null}]},{"content":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","embed":"#
+        Key Values, Link, Highlight, and Comment (cont.)\n\n## Revised total. 245.00\n\nSection
+        3.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        3.8: Invoice totals, regional revenue, and reconciliation notes.\n\nLinear
+        barcode.\n\nConfidential | Page 3 of 5\n\nQuarterly Operations Report","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null}]},{"content":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","embed":"#
+        Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature: <signature>\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.\n\nConfidential | Page 4 of 5\n\nQuarterly Operations
+        Report\n\n# Appendix with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings","enriched":null,"enrichment_success":false,"blocks":[{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null}]},{"content":"#
+        Appendix with Section Boundaries (cont.)\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5","embed":"# Appendix with Section Boundaries
+        (cont.)\n\n## 3. Recommendations\n\nSection 5.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.2: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.3: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.4: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.5: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.6: Invoice totals, regional revenue, and reconciliation notes. Section
+        5.7: Invoice totals, regional revenue, and reconciliation notes. Section 5.8:
+        Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
+      Date:
+      - Wed, 02 Sep 2026 22:36:35 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:35.602723+00:00'
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+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      retrieval:
+        chunking:
+          chunk_mode: variable
+        embedding_optimized: false
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d92dfe5cd5ef361e91cfb4cc60c67f16f75cc4d800cb71d1d77cd78f7d648999.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d92dfe5cd5ef361e91cfb4cc60c67f16f75cc4d800cb71d1d77cd78f7d648999.yaml
new file mode 100644
index 00000000000..64806ebcb99
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/d92dfe5cd5ef361e91cfb4cc60c67f16f75cc4d800cb71d1d77cd78f7d648999.yaml
@@ -0,0 +1,745 @@
+interactions:
+- request:
+    body: !!binary |
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+        OF PAGE 1]]\n\nQuarterly Operations Report\n\n# Invoice Summary and Line Items\n\n|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |\n\n|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\n[[END OF PAGE 1]]\n\n[[START OF PAGE 2]]\n\nQuarterly Operations
+        Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue bar chart
+        with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher,
+        Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing
+        on a square grid, with a central square and diagonal lines extending to the
+        grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\n[[END OF PAGE 2]]\n\n[[START OF PAGE
+        3]]\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\n[[END OF PAGE 3]]\n\n[[START OF PAGE 4]]\n\nQuarterly Operations
+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.2: Invoice totals, regional revenue, and reconciliation notes.
+        DRAFT Section 4.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes. Section 4.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 4 of 5\n\n[[END
+        OF PAGE 4]]\n\n[[START OF PAGE 5]]\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5\n\n[[END OF PAGE 5]]","embed":"[[START
+        OF PAGE 1]]\n\nQuarterly Operations Report\n\n# Invoice Summary and Line Items\n\n|
+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |\n\n|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 1 of 5\n\n[[END OF PAGE 1]]\n\n[[START OF PAGE 2]]\n\nQuarterly Operations
+        Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue bar chart
+        with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher,
+        Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing
+        on a square grid, with a central square and diagonal lines extending to the
+        grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\n[[END OF PAGE 2]]\n\n[[START OF PAGE
+        3]]\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\n[[END OF PAGE 3]]\n\n[[START OF PAGE 4]]\n\nQuarterly Operations
+        Report\n\n# Approval Signature and Watermark\n\nApproved by: Jordan Lee\nSignature:
+        <signature>\n\nSection 4.1: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.2: Invoice totals, regional revenue, and reconciliation notes.
+        DRAFT Section 4.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.5: Invoice totals, regional revenue, and reconciliation notes. Section 4.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 4 of 5\n\n[[END
+        OF PAGE 4]]\n\n[[START OF PAGE 5]]\n\nQuarterly Operations Report\n\n# Appendix
+        with Section Boundaries\n\n## 1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 5 of 5\n\n[[END OF PAGE 5]]","enriched":null,"enrichment_success":false,"blocks":[{"type":"Page
+        Number","bbox":{"left":0.0,"top":0.0,"width":0.0,"height":0.0,"page":1,"original_page":1},"content":"[[START
+        OF PAGE 1]]","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":null},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
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+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
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+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
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+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
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+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
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+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      formatting:
+        add_page_markers: true
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/e7acdccb6e7b1c41bd857d8b13d728e4a3481f8b9371d2494d173d2428d5a09b.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/e7acdccb6e7b1c41bd857d8b13d728e4a3481f8b9371d2494d173d2428d5a09b.yaml
new file mode 100644
index 00000000000..acbbc5ccf9d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/e7acdccb6e7b1c41bd857d8b13d728e4a3481f8b9371d2494d173d2428d5a09b.yaml
@@ -0,0 +1,721 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","enriched":null,"enrichment_success":false,"blocks":[{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":1,"original_page":1},"content":"Quarterly
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
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+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:36:40 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:41.054260+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        embed_pdf_metadata: true
+        embed_pdf_metadata_dpi: 100
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f154120fa7bb13069af51f51dc297129a328a2703a9c1e552cc40f3d0ed3bdc8.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f154120fa7bb13069af51f51dc297129a328a2703a9c1e552cc40f3d0ed3bdc8.yaml
new file mode 100644
index 00000000000..eb0a95ea20b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f154120fa7bb13069af51f51dc297129a328a2703a9c1e552cc40f3d0ed3bdc8.yaml
@@ -0,0 +1,719 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n<table><tr><th>Item</th><th>Quantity</th><th>Amount</th></tr><tr><td>Document
+        analysis</td><td>2</td><td>120.00</td></tr><tr><td>Document verification</td><td>1</td><td>80.00</td></tr></table>\n\n<table><tr><th>Item
+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
+        review</td><td>1</td><td>25.00</td></tr></table>\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        continued</th><th>Quantity</th><th>Amount</th></tr><tr><td>Fixture validation</td><td>3</td><td>45.00</td></tr><tr><td>Provider
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6940211951732635},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
+        | Page 1 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9209042668342591},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":2,"original_page":2},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
+        Chart and Formula Review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8688214063644409},"extra":null},{"type":"Figure","bbox":{"left":0.10457516339869281,"top":0.07386363636363637,"width":0.6070261437908496,"height":0.1849747474747475,"page":2,"original_page":2},"content":"Quarterly
+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
+        lowest, Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest
+        bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - application/json
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+      - Wed, 02 Sep 2026 22:37:10 GMT
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:37:10.553294+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      formatting:
+        table_output_format: html
+      model: reducto/parse-v3
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f2b260eca76347d5982b96c79563999653d141626ca1eadfdb47fc20d645b9d5.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f2b260eca76347d5982b96c79563999653d141626ca1eadfdb47fc20d645b9d5.yaml
new file mode 100644
index 00000000000..4515e0a0823
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/f2b260eca76347d5982b96c79563999653d141626ca1eadfdb47fc20d645b9d5.yaml
@@ -0,0 +1,72 @@
+interactions:
+- request:
+    body: "--7108360c769817ee2464c4729615e289\r\nContent-Disposition: form-data; name=\"file\";
+      filename=\"document\"\r\nContent-Type: application/pdf\r\n\r\n%PDF-1.4\n1 0
+      obj\n<< /Type /Catalog /Pages 2 0 R >>\nendobj\n2 0 obj\n<< /Type /Pages /Kids
+      [3 0 R] /Count 1 >>\nendobj\n3 0 obj\n<< /Type /Page /Parent 2 0 R /Resources
+      4 0 R /MediaBox [0 0 612 792] /Contents 5 0 R >>\nendobj\n4 0 obj\n<< /Font
+      << /F1 << /Type /Font /Subtype /Type1 /BaseFont /Helvetica >> >> >>\nendobj\n5
+      0 obj\n<< /Length 44 >>\nstream\nBT\n/F1 12 Tf\n100 700 Td\n(Test PDF File)
+      Tj\nET\nendstream\nendobj\nxref\n0 6\n0000000000 65535 f \n0000000009 00000
+      n \n0000000058 00000 n \n0000000115 00000 n \n0000000214 00000 n \n0000000293
+      00000 n \ntrailer\n<< /Size 6 /Root 1 0 R >>\nstartxref\n385\n%%EOF\n\r\n--7108360c769817ee2464c4729615e289--\r\n"
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - multipart/form-data; boundary=7108360c769817ee2464c4729615e289
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/upload
+  response:
+    body:
+      string: '{"file_id":"reducto://fc6ebcb1-95d4-46ec-90d0-efca33ef197f.pdf","presigned_url":null}'
+    headers:
+      Content-Type:
+      - application/json
+      Date:
+      - Tue, 01 Sep 2026 19:54:41 GMT
+    status:
+      code: 200
+      message: ''
+- request:
+    body: '{"input":"reducto://fc6ebcb1-95d4-46ec-90d0-efca33ef197f.pdf","settings":{"return_ocr_data":true}}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/parse
+  response:
+    body:
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+      model: reducto/parse-v3
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+      formatting:
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is lower than Q2, and Q4 is the tallest bar.\n\nBlue geometric
+        line drawing on a square grid, with a central square and diagonal lines extending
+        to the grid corners.\n\n\n\nFormula: gross margin = (revenue - cost) / revenue\n\n\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key
+        Values, Link, Highlight, and Comment\n\nInvoice Number: INV-2048\n\nPurchase
+        Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted total
+        requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1, Q2, Q3, and Q4. Q1 is the lowest, Q2 is higher, Q3 is lower than
+        Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
+        | 3          | 45.00    |\n| Provider review    | 1          | 25.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9573022246360778},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1, Q2, Q3, and Q4. Q1 is the
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+        geometric line drawing on a square grid, with a central square and diagonal
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+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.805020660161972},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.5236928104575164,"height":0.027777777777777776,"page":3,"original_page":3},"content":"Key
+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
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+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6239689275622368},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
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+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
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+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
+        barcode.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6302859634160995},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":3,"original_page":3},"content":"Confidential
+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9189441114664079},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206647515296936},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
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+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091800391674041},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
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+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and 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+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        return_ocr_data: true
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ff0e404f807f9e58b7da6eff4ff57b66c74be0482b8e0565ce9cb51e0e302d70.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ff0e404f807f9e58b7da6eff4ff57b66c74be0482b8e0565ce9cb51e0e302d70.yaml
new file mode 100644
index 00000000000..122f8a65290
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/reducto-v3/ff0e404f807f9e58b7da6eff4ff57b66c74be0482b8e0565ce9cb51e0e302d70.yaml
@@ -0,0 +1,720 @@
+interactions:
+- request:
+    body: !!binary |
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+        Operations Report\n\n# Invoice Summary and Line Items\n\n| Item                  |
+        Quantity   | Amount   |\n|-|-|-|\n| Document analysis     | 2          | 120.00   |\n|
+        Document verification | 1          | 80.00    |\n\n| Item continued     |
+        Quantity   | Amount   |\n|-|-|-|\n| Fixture validation | 3          | 45.00    |\n|
+        Provider review    | 1          | 25.00    |\n\nSection 1.1: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.2: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.3: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.4: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.5: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.6: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.7: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nSection 1.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 1 of 5\n\nQuarterly
+        Operations Report\n\n# Revenue Chart and Formula Review\n\nQuarterly revenue
+        bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest, Q2
+        is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.\n\nBlue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.\n\n\n\nFormula: gross margin = (revenue
+        - cost) / revenue\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.2: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.3: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.4: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.5: Invoice totals, regional revenue, and reconciliation notes. Section 2.6:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.7: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.8: Invoice totals,
+        regional revenue, and reconciliation notes.\n\nConfidential | Page 2 of 5\n\nQuarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment\n\nInvoice
+        Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 5 of 5","embed":"Quarterly Operations Report\n\n# Invoice Summary and
+        Line Items\n\n| Item                  | Quantity   | Amount   |\n|-|-|-|\n|
+        Document analysis     | 2          | 120.00   |\n| Document verification |
+        1          | 80.00    |\n\n| Item continued     | Quantity   | Amount   |\n|-|-|-|\n|
+        Fixture validation | 3          | 45.00    |\n| Provider review    | 1          |
+        25.00    |\n\nSection 1.1: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.2: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.3: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.4: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.5: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.6: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.7: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nSection 1.8: Invoice totals, regional revenue, and reconciliation
+        notes.\n\nConfidential | Page 1 of 5\n\nQuarterly Operations Report\n\n# Revenue
+        Chart and Formula Review\n\nQuarterly revenue bar chart with four blue bars
+        labeled Q1 through Q4. Q1 is the lowest, Q2 is higher, Q3 is slightly lower
+        than Q2, and Q4 is the tallest bar.\n\nBlue geometric line drawing on a square
+        grid, with a central square and diagonal lines extending to the grid corners.\n\n\n\nFormula:
+        gross margin = (revenue - cost) / revenue\n\n\n\nSection 2.1: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.2: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 2.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 2.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        2.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 2 of 5\n\nQuarterly Operations Report\n\n# Key Values, Link, Highlight,
+        and Comment\n\nInvoice Number: INV-2048\n\nPurchase Order: PO-4096\n\n## https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\n\nReviewer comment: verify the highlighted total before
+        approval\n\n\n\n## Revised total. 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n\nLinear barcode.\n\nConfidential | Page
+        3 of 5\n\nQuarterly Operations Report\n\n# Approval Signature and Watermark\n\nApproved
+        by: Jordan Lee\nSignature: <signature>\n\nSection 4.1: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.2: Invoice totals, regional revenue,
+        and reconciliation notes. DRAFT Section 4.3: Invoice totals, regional revenue,
+        and reconciliation notes. Section 4.4: Invoice totals, regional revenue, and
+        reconciliation notes. Section 4.5: Invoice totals, regional revenue, and reconciliation
+        notes. Section 4.6: Invoice totals, regional revenue, and reconciliation notes.
+        Section 4.7: Invoice totals, regional revenue, and reconciliation notes. Section
+        4.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
+        | Page 4 of 5\n\nQuarterly Operations Report\n\n# Appendix with Section Boundaries\n\n##
+        1. Scope\n\n## 2. Findings\n\n## 3. Recommendations\n\nSection 5.1: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.2: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.3: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.4: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.5: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.6: Invoice totals, regional revenue, and reconciliation
+        notes. Section 5.7: Invoice totals, regional revenue, and reconciliation notes.
+        Section 5.8: Invoice totals, regional revenue, and reconciliation notes.\n\nConfidential
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+        Item                  | Quantity   | Amount   |\n|-|-|-|\n| Document analysis     |
+        2          | 120.00   |\n| Document verification | 1          | 80.00    |","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9576186398665111},"extra":null},{"type":"Table","bbox":{"left":0.0727124183006536,"top":0.24116161616161616,"width":0.8488562091503268,"height":0.13320707070707072,"page":1,"original_page":1},"content":"|
+        Item continued     | Quantity   | Amount   |\n|-|-|-|\n| Fixture validation
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+        1.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6927557319402695},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6769042581319809},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.683884510397911},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
+        1.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7034911513328552},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":1,"original_page":1},"content":"Section
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+        1.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6971822381019592},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":1,"original_page":1},"content":"Confidential
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+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9090005308389664},"extra":null},{"type":"Title","bbox":{"left":0.07352941176470588,"top":0.037247474747474744,"width":0.4452614379084967,"height":0.027777777777777776,"page":2,"original_page":2},"content":"Revenue
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+        revenue bar chart with four blue bars labeled Q1 through Q4. Q1 is the lowest,
+        Q2 is higher, Q3 is slightly lower than Q2, and Q4 is the tallest bar.","image_url":null,"chart_data":null,"confidence":"low","granular_confidence":{"extract_confidence":null,"parse_confidence":0.4104905590415001},"extra":null},{"type":"Figure","bbox":{"left":0.741607666015625,"top":0.0819091796875,"width":0.11834716796875,"height":0.092529296875,"page":2,"original_page":2},"content":"Blue
+        geometric line drawing on a square grid, with a central square and diagonal
+        lines extending to the grid corners.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.303449621796608},"extra":null},{"type":"Figure","bbox":{"left":0.741546630859375,"top":0.20660400390625,"width":0.11749267578125,"height":0.0811767578125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.28771371841430665},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.29292929292929293,"width":0.33169934640522875,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Formula:
+        gross margin = (revenue - cost) / revenue","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9167426466941834},"extra":null},{"type":"Figure","bbox":{"left":0.7423095703125,"top":0.309906005859375,"width":0.076904296875,"height":0.06085205078125,"page":2,"original_page":2},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.3421227872371674},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":2,"original_page":2},"content":"Section
+        2.1: Invoice totals, regional revenue, and reconciliation notes. Section 2.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 2.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 2.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 2.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 2.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 2.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 2.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6421052008867263},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":2,"original_page":2},"content":"Confidential
+        | Page 2 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9227842718362809},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.017676767676767676,"width":0.22712418300653595,"height":0.012626262626262626,"page":3,"original_page":3},"content":"Quarterly
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+        Values, Link, Highlight, and Comment","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.907549238204956},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.09974747474747475,"width":0.23039215686274508,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Invoice
+        Number: INV-2048","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7455861002206803},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.13131313131313133,"width":0.22712418300653595,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Purchase
+        Order: PO-4096","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7557907789945602},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.26073232323232326,"width":0.3382352941176471,"height":0.03535353535353535,"page":3,"original_page":3},"content":"https://example.com/invoices/INV-2048\nHighlighted
+        total requiring review","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6238544598221779},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3143939393939394,"width":0.5424836601307189,"height":0.020833333333333332,"page":3,"original_page":3},"content":"Reviewer
+        comment: verify the highlighted total before approval","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.6458791196346283},"extra":null},{"type":"Figure","bbox":{"left":0.848846435546875,"top":0.3119659423828125,"width":0.03472900390625,"height":0.025482177734375,"page":3,"original_page":3},"content":"","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.35475045442581177},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.36426767676767674,"width":0.1830065359477124,"height":0.010732323232323232,"page":3,"original_page":3},"content":"Revised
+        total. 245.00","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7559733480215072},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.1: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7197816997766495},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4255050505050505,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.2: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7241321921348571},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.46085858585858586,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.3: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7395129382610321},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.4962121212121212,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.4: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7290821939706802},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5315656565656566,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.5: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.5669191919191919,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.6: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7340064704418182},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6022727272727273,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.7: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7154147416353225},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.6376262626262627,"width":0.5016339869281046,"height":0.017045454545454544,"page":3,"original_page":3},"content":"Section
+        3.8: Invoice totals, regional revenue, and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7204042226076126},"extra":null},{"type":"Figure","bbox":{"left":0.1739501953125,"top":0.74609375,"width":0.244873046875,"height":0.091796875,"page":3,"original_page":3},"content":"Linear
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+        | Page 3 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9031270325183869},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":4,"original_page":4},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8802960753440857},"extra":null},{"type":"Title","bbox":{"left":0.0718954248366013,"top":0.0422979797979798,"width":0.4387254901960784,"height":0.020833333333333332,"page":4,"original_page":4},"content":"Approval
+        Signature and Watermark","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9190816521644593},"extra":null},{"type":"Key
+        Value","bbox":{"left":0.07026143790849673,"top":0.18181818181818182,"width":0.43790849673202614,"height":0.09090909090909091,"page":4,"original_page":4},"content":"Approved
+        by: Jordan Lee\nSignature: <signature>","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8993409156799317},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.3434343434343434,"width":0.5016339869281046,"height":0.31123737373737376,"page":4,"original_page":4},"content":"Section
+        4.1: Invoice totals, regional revenue, and reconciliation notes. Section 4.2:
+        Invoice totals, regional revenue, and reconciliation notes. DRAFT Section
+        4.3: Invoice totals, regional revenue, and reconciliation notes. Section 4.4:
+        Invoice totals, regional revenue, and reconciliation notes. Section 4.5: Invoice
+        totals, regional revenue, and reconciliation notes. Section 4.6: Invoice totals,
+        regional revenue, and reconciliation notes. Section 4.7: Invoice totals, regional
+        revenue, and reconciliation notes. Section 4.8: Invoice totals, regional revenue,
+        and reconciliation notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7228909820318221},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":4,"original_page":4},"content":"Confidential
+        | Page 4 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9192615240812302},"extra":null},{"type":"Header","bbox":{"left":0.0727124183006536,"top":0.018308080808080808,"width":0.22712418300653595,"height":0.011994949494949494,"page":5,"original_page":5},"content":"Quarterly
+        Operations Report","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9078197360038758},"extra":null},{"type":"Title","bbox":{"left":0.0727124183006536,"top":0.0422979797979798,"width":0.4305555555555556,"height":0.019570707070707072,"page":5,"original_page":5},"content":"Appendix
+        with Section Boundaries","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9206764549016953},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.09722222222222222,"width":0.09395424836601307,"height":0.023989898989898988,"page":5,"original_page":5},"content":"1.
+        Scope","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.8958270728588105},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.0718954248366013,"top":0.16666666666666666,"width":0.12091503267973856,"height":0.015151515151515152,"page":5,"original_page":5},"content":"2.
+        Findings","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9091683983802795},"extra":null},{"type":"Section
+        Header","bbox":{"left":0.07352941176470588,"top":0.2297979797979798,"width":0.22875816993464052,"height":0.012626262626262626,"page":5,"original_page":5},"content":"3.
+        Recommendations","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9221650391817092},"extra":null},{"type":"Text","bbox":{"left":0.07352941176470588,"top":0.39015151515151514,"width":0.5016339869281046,"height":0.26452020202020204,"page":5,"original_page":5},"content":"Section
+        5.1: Invoice totals, regional revenue, and reconciliation notes. Section 5.2:
+        Invoice totals, regional revenue, and reconciliation notes. Section 5.3: Invoice
+        totals, regional revenue, and reconciliation notes. Section 5.4: Invoice totals,
+        regional revenue, and reconciliation notes. Section 5.5: Invoice totals, regional
+        revenue, and reconciliation notes. Section 5.6: Invoice totals, regional revenue,
+        and reconciliation notes. Section 5.7: Invoice totals, regional revenue, and
+        reconciliation notes. Section 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.7166640102863311},"extra":null},{"type":"Footer","bbox":{"left":0.07352941176470588,"top":0.9494949494949495,"width":0.1642156862745098,"height":0.015782828282828284,"page":5,"original_page":5},"content":"Confidential
+        | Page 5 of 5","image_url":null,"chart_data":null,"confidence":"high","granular_confidence":{"extract_confidence":null,"parse_confidence":0.9235781162977219},"extra":null}]}],"ocr":null,"custom":null},"parse_mode":null,"document_properties":null}'
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+      - Wed, 02 Sep 2026 22:36:45 GMT
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+      message: ''
+recorded_at: '2026-09-02T22:36:46.096224+00:00'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: reducto/parse-v3
+      settings:
+        ocr_system: legacy
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-deepseek/110148beb9f45756ad36d650a5da70bf03e25a38b5da5755633f4d0d568eb18f.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-deepseek/110148beb9f45756ad36d650a5da70bf03e25a38b5da5755633f4d0d568eb18f.yaml
new file mode 100644
index 00000000000..9dc7dea02ff
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-deepseek/110148beb9f45756ad36d650a5da70bf03e25a38b5da5755633f4d0d568eb18f.yaml
@@ -0,0 +1,56 @@
+interactions:
+- request:
+    body: '{"model":"deepseek-ai/invalid-ocr-model-for-parity","messages":[{"role":"user","content":[{"type":"image_url","image_url":"data:image/png;base64,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"}]}]}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/global/endpoints/openapi/chat/completions
+  response:
+    body:
+      string: "[{\n  \"error\": {\n    \"code\": 404,\n    \"message\": \"Publisher
+        model `projects/257139895354/locations/global/publishers/deepseek-ai/models/invalid-ocr-model-for-parity`
+        was not found or your project does not have access to it. Ensure you are using
+        a valid model name and that the model is available in the specified region.
+        For more information, see: https://docs.cloud.google.com/gemini-enterprise-agent-platform/resources/locations.\",\n
+        \   \"status\": \"NOT_FOUND\"\n  }\n}\n]"
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"},"confidence_scores_granularity":"page"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"detail":[{"type":"missing","loc":["body","ChatCompletionRequest","messages"],"msg":"Field
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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
B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FkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbi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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 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+        inputs are not permitted","input":"page"},{"type":"extra_forbidden","loc":["body","OCRRequest","confidence_scores_granularity"],"msg":"Extra
+        inputs are not permitted","input":"page"}]}'
+    headers:
+      Alt-Svc:
+      - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
+      Server:
+      - scaffolding on HTTPServer2
+      Vary:
+      - Origin
+      - X-Origin
+      - Referer
+      X-Content-Type-Options:
+      - nosniff
+      X-Frame-Options:
+      - SAMEORIGIN
+      X-XSS-Protection:
+      - '0'
+      content-type:
+      - application/json
+      date:
+      - Wed, 02 Sep 2026 22:36:27 GMT
+      x-vertex-ai-internal-prediction-backend:
+      - harpoon
+    status:
+      code: 422
+      message: ''
+recorded_at: '2026-09-02T22:36:28.746893+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      confidence_scores_granularity: page
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/55fd6d4da28e2f454604dff15e1d18ff46448fe595bff09c82ecf43b3f147fee.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/55fd6d4da28e2f454604dff15e1d18ff46448fe595bff09c82ecf43b3f147fee.yaml
new file mode 100644
index 00000000000..7a5d7254cfc
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/55fd6d4da28e2f454604dff15e1d18ff46448fe595bff09c82ecf43b3f147fee.yaml
@@ -0,0 +1,80 @@
+interactions:
+- request:
+    body: 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3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1I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+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n![img-1.jpeg](img-1.jpeg)\n\n![img-2.jpeg](img-2.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":193,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":1247,"top_left_y":442,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":1247,"top_left_y":657,"bottom_right_x":1473,"bottom_right_y":787,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":2,"doc_size_bytes":26446}}'
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+      Alt-Svc:
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+      Server:
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+      Vary:
+      - Origin
+      - X-Origin
+      - Referer
+      X-Content-Type-Options:
+      - nosniff
+      X-Frame-Options:
+      - SAMEORIGIN
+      X-XSS-Protection:
+      - '0'
+      content-type:
+      - application/json
+      date:
+      - Wed, 02 Sep 2026 22:36:27 GMT
+      x-pages-processed:
+      - '2'
+      x-vertex-ai-internal-prediction-backend:
+      - harpoon
+    status:
+      code: 200
+      message: ''
+recorded_at: '2026-09-02T22:36:29.204406+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      pages:
+      - 0
+      - 1
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/6c73d772577b6faa8729e56efc7b2d012f42f06273c75ed079fab6fe4fbb2eb9.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/6c73d772577b6faa8729e56efc7b2d012f42f06273c75ed079fab6fe4fbb2eb9.yaml
new file mode 100644
index 00000000000..75370461a1c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/6c73d772577b6faa8729e56efc7b2d012f42f06273c75ed079fab6fe4fbb2eb9.yaml
@@ -0,0 +1,69 @@
+interactions:
+- request:
+    body: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      pages:
+      - 0
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7312530390a0869ab46e371999608988eaf0dc614ce793df51bb2a25d889c582.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7312530390a0869ab46e371999608988eaf0dc614ce793df51bb2a25d889c582.yaml
new file mode 100644
index 00000000000..448278dd799
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7312530390a0869ab46e371999608988eaf0dc614ce793df51bb2a25d889c582.yaml
@@ -0,0 +1,68 @@
+interactions:
+- request:
+    body: 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+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
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+    headers:
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+      Server:
+      - scaffolding on HTTPServer2
+      Vary:
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+      - X-Origin
+      - Referer
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+      X-Frame-Options:
+      - SAMEORIGIN
+      X-XSS-Protection:
+      - '0'
+      content-type:
+      - application/json
+      date:
+      - Wed, 02 Sep 2026 22:36:25 GMT
+      x-vertex-ai-internal-prediction-backend:
+      - harpoon
+    status:
+      code: 404
+      message: ''
+recorded_at: '2026-09-02T22:36:28.705155+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
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+        json_schema:
+          description: Extract the visible document fields
+          name: bounding_boxes
+          schema:
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+            properties:
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+                type: string
+            required:
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+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7533f0f2f17a341ab4b095f589a8baf82469efc4f5f6e2e36533c2d927524c3e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7533f0f2f17a341ab4b095f589a8baf82469efc4f5f6e2e36533c2d927524c3e.yaml
new file mode 100644
index 00000000000..95d3b78f115
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/7533f0f2f17a341ab4b095f589a8baf82469efc4f5f6e2e36533c2d927524c3e.yaml
@@ -0,0 +1,110 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n\n\n| Q4 |  |\n| :-- | :--
+        |\n| Q3 |  |\n\n\n\n\n\nSection 2.1: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.2: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.3: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.4: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.5: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.6: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.7: Invoice totals, regional revenue, and
+        reconciliation notes.\n\nSection 2.8: Invoice totals, regional revenue, and
+        reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":169,"bottom_right_x":1473,"bottom_right_y":600,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment \n\nInvoice
+        Number: INV-2048\nPurchase Order: PO-4096\nhttps://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":3,"markdown":"#
+        Approval Signature and Watermark \n\n## Approved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":4,"markdown":"#
+        Appendix with Section Boundaries \n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_min_size: 300
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/810a7ca1a231de84e24eeab558dba32611a403cd0c2eedcf856788973a0b1dc2.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/810a7ca1a231de84e24eeab558dba32611a403cd0c2eedcf856788973a0b1dc2.yaml
new file mode 100644
index 00000000000..bbe8da077aa
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/810a7ca1a231de84e24eeab558dba32611a403cd0c2eedcf856788973a0b1dc2.yaml
@@ -0,0 +1,110 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n![img-1.jpeg](img-1.jpeg)\n\n|
+        Q4 |  |\n| :-- | :-- |\n| Q3 |  |\n\n![img-2.jpeg](img-2.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":169,"bottom_right_x":1473,"bottom_right_y":600,"image_base64":"data:image/jpeg;base64,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+        Operations Report\n\n# Key Values, Link, Highlight, and Comment \n\nInvoice
+        Number: INV-2048\nPurchase Order: PO-4096\nhttps://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n![img-3.jpeg](img-3.jpeg)","images":[{"id":"img-3.jpeg","top_left_x":287,"top_left_y":1643,"bottom_right_x":715,"bottom_right_y":1859,"image_base64":"data:image/jpeg;base64,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+        Approval Signature and Watermark \n\n## Approved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":4,"markdown":"#
+        Appendix with Section Boundaries \n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: true
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/82a4b754621b9fff333f8de0e5ee9bc4c50ad3949d23ced9f8bc01cf3f73caf2.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/82a4b754621b9fff333f8de0e5ee9bc4c50ad3949d23ced9f8bc01cf3f73caf2.yaml
new file mode 100644
index 00000000000..4662178c656
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/82a4b754621b9fff333f8de0e5ee9bc4c50ad3949d23ced9f8bc01cf3f73caf2.yaml
@@ -0,0 +1,55 @@
+interactions:
+- request:
+    body: 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+    litellm_input:
+      document:
+        image_url: data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAUAAAABQCAIAAADnUzvSAAABfUlEQVR4nO3dwY2DMBRAQbza/ltmK+BAhNd+YaYAcEBPPnwC4zzPA2j6Wb0A4HMChjABQ5iAIUzAECZgCBMwhAkYwgQMYQKGMAFD2O9TBxpjHDM99cz2U+vcbT1XdnvW/er3zl7nWHTfZ99fOzCECRjCBAxhAoYwAUOYgCFMwBD22Bx41bz06viz5427rWc3s+efd897Lrrvs++vHRjCBAxhAoYwAUOYgCFMwBAmYAibPgfmne7Ow2ef91vZgSFMwBAmYAgTMIQJGMIEDGEChjBzYNjof8V32YEhTMAQJmAIEzCECRjCBAxhAoYwc2BebSx6X/dTx7cDQ5iAIUzAECZgCBMwhAkYwgQMYebAvML40u8z24EhTMAQJmAIEzCECRjCBAxhAoawsdt7bq/sts7d1nNl1Zxz1XUek6/nbt9DtgNDmIAhTMAQJmAIEzCECRjCBAxhj82Bgf9nB4YwAUOYgCFMwBAmYAgTMIQJGMIEDGEChjABQ5iA4ej6A6GiUaF+b+RaAAAAAElFTkSuQmCC
+        type: image_url
+      model: vertex_ai/invalid-ocr-model-for-parity
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/a783ddd454fc97a5569ca74d7fee83d4671f6220b75c3fd3caedfc8bd318c467.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/a783ddd454fc97a5569ca74d7fee83d4671f6220b75c3fd3caedfc8bd318c467.yaml
new file mode 100644
index 00000000000..9fd233fc72d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/a783ddd454fc97a5569ca74d7fee83d4671f6220b75c3fd3caedfc8bd318c467.yaml
@@ -0,0 +1,108 @@
+interactions:
+- request:
+    body: '{"model":"mistral-ocr-2505","document":{"type":"document_url","document_url":"data:application/pdf;base64,JVBERi0xLjQKJZOMi54gUmVwb3J0TGFiIEdlbmVyYXRlZCBQREYgZG9jdW1lbnQgKG9wZW5zb3VyY2UpCjEgMCBvYmoKPDwKL0YxIDIgMCBSIC9GMiAzIDAgUgo+PgplbmRvYmoKMiAwIG9iago8PAovQmFzZUZvbnQgL0hlbHZldGljYSAvRW5jb2RpbmcgL1dpbkFuc2lFbmNvZGluZyAvTmFtZSAvRjEgL1N1YnR5cGUgL1R5cGUxIC9UeXBlIC9Gb250Cj4+CmVuZG9iagozIDAgb2JqCjw8Ci9CYXNlRm9udCAvSGVsdmV0aWNhLUJvbGQgL0VuY29kaW5nIC9XaW5BbnNpRW5jb2RpbmcgL05hbWUgL0YyIC9TdWJ0eXBlIC9UeXBlMSAvVHlwZSAvRm9udAo+PgplbmRvYmoKNCAwIG9iago8PAovQ29udGVudHMgMTggMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKNSAwIG9iago8PAovQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IgL0ZpbHRlciBbIC9BU0NJSTg1RGVjb2RlIC9GbGF0ZURlY29kZSBdIC9IZWlnaHQgMzIwIC9MZW5ndGggNTYxNSAvU3VidHlwZSAvSW1hZ2UgCiAgL1R5cGUgL1hPYmplY3QgL1dpZHRoIDMyMAo+PgpzdHJlYW0KR2IiL2w2I3BIcSVSZE1bNDNaKzdadVpbLUFpNUtMMzIvY0tJbkxtaixYPmxxXEVxWFItTGs6PWw+I1lObGclcFhybTBwMGRhSFMvXHBpPC5cPyFyU1Y1PGpoNFMhcj5xc1hSVXAtN18zVjItWWksZChNMkNrWk5yLz9aTUFIV0FwJUthNz8nWS4zRzs6WW4zZlZ0TVtFXERkPkY3b2FlZjgrbkw6XERhWFhyMjpMN25AWUAzJ2ZWWktaMTh0aDtXMiVJTV5yWylmQk08RyhULVx0VCNERidTRWktKCM4YTApUiVEODMyazdNQGksOjU1aT5GZTouckk9amVcNE9rW19gLG0oMEI6MW1ZNXE4RURtVWRdazs/KCVIbS1zcFAsMDhuQzlbWy5yST1qZ1U2ZTIsX2JeUz1eNXNhXEwzXGtqQ1RmZkMhWWRyKXBVVj1iSk9janByOG9FJ2ZWWTBETy1KKlg3MTZwTV5yWykyb0kuMDJjL0pGSDU5VDtFLExuNzlBRVk1J2c3SSpERSdUUVhqSSpvI0pUSHNtb2BuOF9tcFlHVS5ddF1sQ2toOGNmMGckYzsiLWBHa0ZpUSppIjUyaWVlXSMlQD5baXJCMzg6bzpFbzkyazY/XFk5IUNiRWhwdURNXnJbKTJiQD07bzY6KD5EMG0lImdpLi8mXVFXWjFoWFBwYy8/Wk1BZ2YvUE5fVl4+PzJYRlJPRVBvPz9ubGgtaVglMlIuWmFmIkxFcmtpOFNBLl0lRFVsKSdpZURNL25saSEscmFZXWU9XjVzYVxNLzpcZzBhJSVTK0o4N1xEXlxnXVUlS1otVU5UW2A+KD4lJF5UQ2JyJih0I0QiZklKP25QYmw5Q3BiXyRDQ0I5WS4zSEcmcFooWD9cOlFOMzVcWT1RKzI/TTM5U3Q/PjpJY1M9NWo6KW09WVQ0cC8uMmxZL0NNMW8lRiJvL0ViJlY+JDteb1dpO2omWCM1PjxjOC9tPlhjXVs9LGExPkRpOkRnZk8nRFYtcWA/UXI9O1pQXT5fcmpIW1pdNWxyJTBJLm42Q2VYaS0oPTlNWiFFJnJRQWdFayI4a1lmQ1Iyb2M+LlMlUTcrazlZL0NLX1NLQ3NibzMvLS5HX1A+KlErLWdzO2RNZT80bHU9Tj9aPzxsNG5IZV5ZSHN0M3BGR1o+WSZjQT9yVWd1V209KiJwYms5O1hyKj8+J2FvLilZUihHMjdub3BrOWdBO1YvMFIlWExqbVJBOC0yL3FYQC4pIztiMjopPE9uVUJvQC4pbjxha3IwdSFWXCw0QC4qYTxha3NsaG9Cbk9wWUlNIXFQQmlBLGlLXms6PWtyL3BfYiQnLDhdPFVQPWtxPFhvLDNiLFdWKVNPLzhlWzBhRTVPMjVmbl5DTXFhR0JxY3FmI3JeS245Yj9UbDNpIiNPbWNMMTNdViFvbnM4bURAP2BvZWdwUSt1TGlwUmBzVSFTZ2UmJGhOKGhyWjdCX0knMUJrRTVVY2hiXEoka0haQjpcaz1TdFoyYWNIPV1RVTNmZ0RBN1xZL0NLX1BOND0+Q1kvRXBHOSZqMDhtRD9UOllydCRHLWVxJlFkVGlVYCEoKllqWG5cbFFpIkNAMjtSQ2U+UT9dZWhTUXBLXlY8RFhlN3UvKSJgT001KD9XIjpycWBndGNXbDs3aSp0YiFiXEwvVEZeQSs0XElvXm9LdW1QZGYqOyc6XFp1XWQscWFfK1BkYD9NYzE5SnRJU1ddNjRCJDc5bmVVQXFFVzAuYm10cClzVy5eKHFba1AhW29baXFmOkZpLC8tLz5NSVFiVkxrUSw3PllRI0krTD5sSkAlNHBrNTY8NVBjTmxaLktRMCdDOFg+JCFCNW8mMDMyRWpdUUtsMmZCcT8wKjwsPyskXycmJSY/Y0JTUjJDIz4jbEwjTER1UEY5cloqL0taP1dqO3BQM1lOUVRJU20rQlhnNmJTaWNVUidjUV8mbTsyVT1MVHItZDpfbmRhXiZoYV1McD9OOW9rUihTV21ITjNwTzlwMF9ia048Xy5hKUxfQ28sQk1YaEJkWFIncVhKYCQhNUhmbidORCs9OGUrVkdgNS09Z3NtcGU0bXJURCxrJEsmK1VaUWJXLl9kJj9XWkZINl4tU1pvW2k3KUljL3RrU3BRVTc0Ri10dGY3czlScmk8VFQpai5sdEgvSkM0Jz5HWFA/RVg7XGo9YTxjcFxybVZuIypkXl02IkdPUVJENWxJcjNkMl9xckk/bTlma2BqUnI6YEs+KnVWM3BvSy9uczpgLWRwSiM2cGM9SS5cOWpkaT9fNG9aSWs9WFldMCVTJURSVjNJSDFFVGBDTjBcZ2pBPzZYVWhCTUhQQllQYSRXP2E4TyVRcDslRWkrTV1HcGlSS1lnZjg8NUxmZTxyVltOaD1LNllhL20kRy0vPVRTRDwqP0doSkljMEN0UDInPDVLKixwW05CUGsiUzouaj88JWIlUyFWLTdqWnE9R29wQ25AR1lmVzhfdWdhRDBQTCdIO3FgalBrWF51XSZhKmc4Yi9KTUNLb2lOZSJbT25YTHNUSWZJQU5ZOXAuSFI/WCJWaEwpdVYhX3JaO29icyREXUJUZyMqcm4/P1tHNFZZY1JqJTdcYjtSSiM3JEhbQG9bZCtKWkJbcCtnYSUuZT9iJk8xMFVhOCpYTTxtPWI8P3U0RTpgLj1JLj9kP0dWaSJLRS4/K2tTNHUqcWlNT2NwcSJkKjlTLEE5QG9vXkNlWyJDanBnaF82WGJOSi1DakRXQ2BHXWtSXGRrYUpNYTYlWW4yWWU8ZCxtdGNKUjxzXD1jSTksQWhwQ2dQSmRsU2dTcmwxVz9fNHBgcmBWKzM5NnBlJCtGZVwtIXJUSCQkS0hLUUI6JEE0bGdfT2UnRUdMZlEpI2JrPHBQK0tZKyYvRVdrQEFNZVR0TkJsZk0nUzBeN0xyckpUYF5pPSM1U3FtdT1ES0Q7JFIxSHRaKTkhJT1SJUBTT3FoSHFjUkRhO1hWbmllK0ZCOl9pczY5WWpdKVkzNmRiTjQuNyI0Jyohci5XQUksOFk8WGU9SmxPX1ZEP21qaUxgakRpKT5WNGFaN1ReRyVLOWhIR0YhJDdHTjVQWlJrJGNtM25bckFFcHRAbitlOW8/MUpwUk51ZVZJZ3I+cUdnRlshYj9scmwsXT0/RyVBZSNbY2ksYEQ/U0lvb0RdYUg8VTJYTWQ5O2UmaT9vMUkzPHJROjpfR05KIlNsPlc/ZDNPIkxxLm4oWkxcLzYhNk1WIVlQTjZURVlAVDIyaFhmVVdqPV8/RVAuLkAoUURYLltjZUdAXF5ML2xpaFI8RGVObCEvLFQ6QUZOSyRiaWg0OFdlIiQ/LFpkR1M5Zls3WyluTW1dVCYwXVt1Y04pPDxGZjlwMyEjXkQ8aj03YUU2InEkVFpVakxyRTtNYzlCZG1gQ2QwNEYobDhmLixWXkNaImxxXCw+QDBIXWMndEkxP15OKE9YIWdRUkQ2LXJZaydDaSlrOUBwRkNgPW5tOkxfam85UFdFLV06by50O2o4aFdWLlNyXVIxZ0gsOTUqSXNMVGtsRUI9STRsZGw2Xz1vSTBIMUtoWFk9OEpANV5EcFBtb1RNWmpMczhTTXUzTm47cm4yP1lQZE0oSGI3JC5uVHVzcWpUWFBGcjhsJF5eZ0IyIzRdREUsXz1vSTBIMUs4TWY2MldTLFh1LDByUThLPV1PVWxJcCMhWHFQOEFWXW5zOmBtLF8nW21IT3U7MEsndWU/byZMaFJZUEFrOmI2dSRrcTkrdEdUImpEYShiQD84SWNXNFloTkBma0pcbWM5SUBtJ0NTa10zRW5DUClfXixrX1BpJnBVSW5vb3UrW10mXEddUlFkP1JISVguYWExVmYxITsiYW9lQF1DbHVaRHFmKGVSLlA0c21tNkZDLk9tLUU3Im4kJG9aN0luK1xWPDsyS3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAzLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAzLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAzLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAzLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwKL0xlbmd0aCAxNDk0Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEFwcHJvdmFsIFNpZ25hdHVyZSBhbmQgV2F0ZXJtYXJrKSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgNCBvZiA1KSBUaiBUKiBFVApxCi44Mjc0NTEgLjgyNzQ1MSAuODI3NDUxIHJnCkJUIC9GMiA1NCBUZiA2NC44IFRMIEVUCi45MDYzMDggLjQyMjYxOCAtMC40MjI2MTggLjkwNjMwOCAxMTAgMzkwIGNtCkJUIDEgMCAwIDEgMCAwIFRtIChEUkFGVCkgVGogVCogRVQKUQowIDAgMCByZwpCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVApCVCAxIDAgMCAxIDQ1IDYzNSBUbSAoQXBwcm92ZWQgYnk6IEpvcmRhbiBMZWUpIFRqIFQqIEVUCm4gNDUgNjEwIG0gMzEwIDYxMCBsIFMKbiA1NSA1OTUgbSA3NSA2MjUgMTEyIDYwMiAxNTUgNjAwIGMgUwpCVCAxIDAgMCAxIDQ1IDU4MCBUbSAoU2lnbmF0dXJlKSBUaiBUKiBFVApCVCAvRjEgMTAgVGYgMTIgVEwgRVQKQlQgMSAwIDAgMSA0NSA0NzIgVG0gKFNlY3Rpb24gNC4xOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0NDQgVG0gKFNlY3Rpb24gNC4yOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0MTYgVG0gKFNlY3Rpb24gNC4zOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzODggVG0gKFNlY3Rpb24gNC40OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzNjAgVG0gKFNlY3Rpb24gNC41OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMzIgVG0gKFNlY3Rpb24gNC42OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMDQgVG0gKFNlY3Rpb24gNC43OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAyNzYgVG0gKFNlY3Rpb24gNC44OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKIAplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8Ci9MZW5ndGggMTMyNwo+PgpzdHJlYW0KMSAwIDAgMSAwIDAgY20gIEJUIC9GMSAxMiBUZiAxNC40IFRMIEVUCjAgMCAwIHJnCkJUIC9GMSAxMSBUZiAxMy4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzcwIFRtIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIFRqIFQqIEVUCkJUIC9GMiAxNiBUZiAxOS4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzQ1IFRtIChBcHBlbmRpeCB3aXRoIFNlY3Rpb24gQm91bmRhcmllcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDUgb2YgNSkgVGogVCogRVQKQlQgL0YyIDE0IFRmIDE2LjggVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKDEuIFNjb3BlKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDY1MCBUbSAoMi4gRmluZGluZ3MpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNjAwIFRtICgzLiBSZWNvbW1lbmRhdGlvbnMpIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiA1LjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiA1LjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiA1LjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiA1LjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiA1LjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiA1LjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiA1Ljc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiA1Ljg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKeHJlZgowIDIzCjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDA2MSAwMDAwMCBuIAowMDAwMDAwMTAyIDAwMDAwIG4gCjAwMDAwMDAyMDkgMDAwMDAgbiAKMDAwMDAwMDMyMSAwMDAwMCBuIAowMDAwMDAwNTE2IDAwMDAwIG4gCjAwMDAwMDYzMjIgMDAwMDAgbiAKMDAwMDAxMjgyNCAwMDAwMCBuIAowMDAwMDE0MTQyIDAwMDAwIG4gCjAwMDAwMTQ0OTYgMDAwMDAgbiAKMDAwMDAxNDY2NCAwMDAwMCBuIAowMDAwMDE0ODUwIDAwMDAwIG4gCjAwMDAwMTUwMjggMDAwMDAgbiAKMDAwMDAxNTI1NiAwMDAwMCBuIAowMDAwMDE1NDUyIDAwMDAwIG4gCjAwMDAwMTU2NDggMDAwMDAgbiAKMDAwMDAxNTcxOCAwMDAwMCBuIAowMDAwMDE2MTI4IDAwMDAwIG4gCjAwMDAwMTYyMTUgMDAwMDAgbiAKMDAwMDAxODU1M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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n![img-1.jpeg](img-1.jpeg)\n\n![img-2.jpeg](img-2.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":193,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":1244,"top_left_y":442,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":1244,"top_left_y":657,"bottom_right_x":1473,"bottom_right_y":789,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment \n\nInvoice
+        Number: INV-2048\nPurchase Order: PO-4096\nhttps://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n![img-3.jpeg](img-3.jpeg)","images":[{"id":"img-3.jpeg","top_left_x":287,"top_left_y":1639,"bottom_right_x":715,"bottom_right_y":1856,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":3,"markdown":"#
+        Approval Signature and Watermark \n\n## Approved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":4,"markdown":"#
+        Appendix with Section Boundaries \n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/bf9f2043fc8abb7bc2ee895105dd290e4072569219917a4c1abe628ed5e7027e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/bf9f2043fc8abb7bc2ee895105dd290e4072569219917a4c1abe628ed5e7027e.yaml
new file mode 100644
index 00000000000..6ab757e39a6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/bf9f2043fc8abb7bc2ee895105dd290e4072569219917a4c1abe628ed5e7027e.yaml
@@ -0,0 +1,55 @@
+interactions:
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"},"confidence_scores_granularity":"word"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"detail":[{"type":"missing","loc":["body","ChatCompletionRequest","messages"],"msg":"Field
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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
B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+        inputs are not permitted","input":"word"},{"type":"missing","loc":["body","CompletionRequest","prompt"],"msg":"Field
+        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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 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+        inputs are not permitted","input":"word"},{"type":"missing","loc":["body","FIMCompletionRequest","prompt"],"msg":"Field
+        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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 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"}},{"type":"extra_forbidden","loc":["body","FIMCompletionRequest","confidence_scores_granularity"],"msg":"Extra
+        inputs are not permitted","input":"word"},{"type":"extra_forbidden","loc":["body","OCRRequest","confidence_scores_granularity"],"msg":"Extra
+        inputs are not permitted","input":"word"}]}'
+    headers:
+      Alt-Svc:
+      - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
+      Server:
+      - scaffolding on HTTPServer2
+      Vary:
+      - Origin
+      - X-Origin
+      - Referer
+      X-Content-Type-Options:
+      - nosniff
+      X-Frame-Options:
+      - SAMEORIGIN
+      X-XSS-Protection:
+      - '0'
+      content-type:
+      - application/json
+      date:
+      - Wed, 02 Sep 2026 22:36:28 GMT
+      x-vertex-ai-internal-prediction-backend:
+      - harpoon
+    status:
+      code: 422
+      message: ''
+recorded_at: '2026-09-02T22:36:29.310307+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      confidence_scores_granularity: word
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/d849e569bf9db7a20ccf9fc289db47ae51d84e9350fdf62ba29e3c0120c50be7.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/d849e569bf9db7a20ccf9fc289db47ae51d84e9350fdf62ba29e3c0120c50be7.yaml
new file mode 100644
index 00000000000..04655c24a1a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/d849e569bf9db7a20ccf9fc289db47ae51d84e9350fdf62ba29e3c0120c50be7.yaml
@@ -0,0 +1,92 @@
+interactions:
+- request:
+    body: 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3MnRDtrJlBcRjRZZU5qJUFkPVs7P28xSTNXVyRlVlMhbVheSyRiaWg4LEJoTERkSWhlJFYkP0BTYGZIMzRXYm5dMl4hVWRCVGckR3I6Uy8uXXRhdXU/U0lvb21qKkJHOSJvPi4kSGxkMVJPJT49SiI4QG9pNS0xb15ML2xpaEFRPWgyPmtfPC1uS2thQlRnIjFyKjlzKU9VRnVmcmRyTkNII05HJDxQPy9XZmE+bzAwVWE5VWVjJ0dXcFAsMDtZbCJbIjhiMWEobiIrRmNcVG5QKj9TSW9vbiJwIyRNdFc6JlVwMGIjVUlrJTVrak9AOypjP19MbmVbNjNhYTlTbkxONURjaTxtYjgwVWE5VT8yZ0YyamxhVzUvOllLTFAuVlYsKV48Y0UyYypyWSRWJD9AXXVBa1dRIz5RUEQjKTg8cEJsQ2NoWnJdP3FoSkRUbyZUMyxEaG1OJm8vIkhwMFVhOCpGKzddXTRtRGUzLGs7YjEtSFkjcWhmKmlPSFRqSE5xdXJpZW8hXDNNNmYuRitbbmU8Il8uXSJFNG9KKjwybCxXTVpjUVEuUk51Zj1KK01gXGw/VkVDbmVbNjNha1AodDwtXFJtPzlQNGEiZiJaW1tkbEBdaFVuRWQ6K0xoMUJUZyNWcXV0LlxoUiE3K25lWzYzYWtPYUBONF4jazQmN0pZXy5dIkUqVzFXNVMoK2UtcjoxWV8tSFRLWzAyZ1o+U2owKjZeTC9saWhIR0VGbnR1LUk8I0V1YXI4bCUpa1YkOSFtJS0/SSIxamM0NEYrIiovV2dqckYmZkM7QkFmMWpQSj9vTDxdSy9qVCQlazdeSD9mM3JtbSlnVldaWmxucz0pUz84bWZINlxBSEtkX1cmI3JFY19vaylvQ2I8VFA2LlhPY15TPlc4LmJobEEiWzhbbi4pYW4qQGNqUz86WUgqRl9pSS5nJ1tAPG5vInJkY0U8JGgxV2RdTiUrSSlqJWZzSCpkSGQtI1s1PGE8J0NxOllvJyM0XHBSTzRpOyR0bC5QLTljbGRWcFY8U3FxWWwqVilTKWdiTz9FMFQqJEhsZUpdR15dcDdeVXNHNj5qNktuczpfQlxBLT5KbSwxX2EyY1g7XmJFRm05P2lPNGRuWWhQPVZtLSpcYVcnSTRkUW1OclcwIUxFWWwqVikpcy1QUi4oOF1GT0lNckpyOGwkPmlwWGt1RzRWWW8pbTZGQ2ppTWw7bikhZ3NvVmRpalgwRE5gYWE8Nz9wPkdXOVcvcXNzWWwqVilIZkZNOWFMMV0+TztrJSNyOGwmNG1JMCM8Rm5WYnEpa3NTN2ppUC10bitpPi5wU2ExI2hRP187YWgtTU1hRXA9KU5zYEZRJUVpK01dVzskJDRlbDxBOydHXDBCREtgN0dLSl9qSCMqJC5fVksqNnJwby5DcVxwciVEO0wyXEhfJj5lVCJJZ0pBKidpO0hQXm4kSDI1WElmQWdlWl1YPCRnajAmKS9Jc0xVNm9KXS5vZzpUQGJRWW8rZ28mUDVmRGolY0BHcVw6VW1tQCRFakYtJyxUIk1JVm4pWlRLNy9sYzxyUUYodEgjKiJYYzFUa01yOGwmdGtcbW9CWzxaXVJEVldqb0gyI1oyR3JQWjc0bXJCUnI7REV1YWgtaixKQG1cSm8oUDs5LGskbzIxXC1SYmIyNS1rUC5aNm5hNWlmMFErcWdCOGIrcUBTV249OD04a0NYOGIrTTRyMmI+MmsqXWosbz0nK1NablwlXFNyTGtMbnRGSyRtZF1vSE1Dc0goXGBNa0lOU2ZCT3EpPFdoLk5dcidXYS5jNj4sU0VLS1g+Tj1vYC9hbzAzcDNKZE9lUSFkJTNsKkdjZW1TMTM3NyJcdUtENHF0WDU2R3FqVGAvXEgqISluVD1yJGNqamRwVEQpT3EmP2gsOklDPzpNWWtPSjstPGZlRDxGRCxBK0dOU1J1Oj9NcmU+N2hrRSVMak1ZZTIrWEtfVWNoanU+S1QuPW5pPmJvNy1wTWAySVgyQTIhJGZmKTxRRzRnJUluYFoiOG1FMkxVVGpbUGhGZVs3QjxLMSxFPC1FaWhuP15MMjZIIjU+U29EKEBKUk8/Ml9Mcl0+X3JqS1ZDRi1IPTgxUW8xbjYoOUBHRXUham1VWFNeNS9BJSxxYi5HVXAwZGltdW84ODQnMUZZXC8+WHM/ZnNVKF5ba11lJGZjc2wvOlRoW11fOksvLHFiLHFYMEROQCddKz5CYC5gMTUncGNWJVdpcWQ/RUZJWVdrSzddM0dKTHNAYEdOZjNxV0JuVG4qYzR1J1FIM1VuLDZNMUhNXWVkRiRhbDlFdDlXbXJlPU0uV2I2PktGJjFwbXJXXFxBWVwuc1ppLDI+XXIhZlZbcWdRTCljZVknUnEwUTNkbSFjbm9jZVhzUnE3Qm9RcmRNZyxjWCEpL3E3QkwtaVZlV3FUIj9oPW5lV0VlQEYqcmlhUyFrKVxcQXUsJFtXWmA7UWInclJKaGldPk0tOWxwTXJGZzhhQSQtaFNQbCddcGVoPDhpY2hSYkY8XmppZjwxXydhRWovM2UtXGpnO0xONyhXUStyJSppV1dyZyhXQDZnJSdIKHE0NnQ1PVMqVCRWUWpKPTVxKixoJVUoZj5UODFePl9yaktbU2xsLlxHVnVaQmtfXXJLVGYoSD1fbU4kUlYvWSk9c1UvcDwwS0V0QC5LMnVfXyVNSm0oREVcSXRxVSYucmYiMF9haCFXVVx0cG5BP05rKW1EOm0wYk5qRjchO0ZccT01cSosPD0xLDhGWyJPPkhQVF08LF04SVUpMHUxUWI+SSohXER0LEVLdTxNLiwqX2dRWS4uJi5ZZW1ZalNWUVtcWmFmIUFFS0xTNWs0S2guOF5IQ1JTJkMiMCowa2E0XmpVTUU9NTUmUjdjQkhBWCUuJFdaYWYhQUU8LUU9a004Ky5cIjpQUjJpNCQrbjZ0MWVqIy0xKz5dR3Q7Vz0jOVloKityZVQjREYnTTQ6RjRHMkFFLVtJJSslRUtkbigkTGQoPjRBPXEwYD4oPWdTIl09QGhYYjU2bW9gbjhQSVRRWVlOPzlTNWxbRnAnZlVzZ1g3MCRELi5lNjtNXnJaWDJjL0lySXJGLGpaYWYhQUVGW2w1QENZV0woMEI5OkRXJTk8IS1FLyppZWo1RE5WWSVfJ2V1QG9FUShaMypyPlEkUmolNnM0YzpoLicpMD5NMnIjWyhuKk83X0VLZG9lWTVRPmFQUD1ANmA+KD1nXTRdbkQyY1xfaEhQVF08LGpwRDJeVWAlZyVkNyYjRUtkbzVwQU5uTmpJT10pXERlaVRRUTFEN0BjU1FZWmFmIUFFVyU2YF9oSDJvV0ZwNGk6I1wzXnI4bzNiKlMuUixpWy9ZLjxvVzUzZjxgIUgtPzI4XU0zaUVzY2YwaE9gOWVvP2U9T1ZvMnNMIT5hWkkiRkVRKForSUg2c1RaYWYhQW0zX0NhbW9gbjhQUC9vcHJ0Iy1rPW0jfj5lbmRzdHJlYW0KZW5kb2JqCjYgMCBvYmoKPDwKL0JpdHNQZXJDb21wb25lbnQgOCAvQ29sb3JTcGFjZSAvRGV2aWNlUkdCIC9GaWx0ZXIgWyAvQVNDSUk4NURlY29kZSAvRmxhdGVEZWNvZGUgXSAvSGVpZ2h0IDMyMCAvTGVuZ3RoIDYzMTEgL1N1YnR5cGUgL0ltYWdlIAogIC9UeXBlIC9YT2JqZWN0IC9XaWR0aCAzNjAKPj4Kc3RyZWFtCkdiIi9sOTYpO2cmT2BoPmVYVDgrZFFNWkZQbm1RMU04ai8kJDM7ODVOYzljbTkjSVk2JWc2MnBGJS5ybT9YTmoycWQyU1I5MXFvTmxnT01pJyNVYStVUiUyXWQnPzQmOkhlYVJEZDdfWi1eNWdYXERlUXFoJiRJbEJcWzY/YEdOTktQPUQnJ10oVDkzRVNHRy5VXzBEX1FAME5NZ2JyRVwvJ3JaZG9dcmluaWpSZkxEIixdbzwoRjhZTV5yWmFZMGQ+OVxTOj9tZTdXZD9EOFdiI2kibj1CKkd0WChZLi8+WTk2XkUkUyJQY19JMjVvPipvKWA2UzNxMmRTJ3AnZy8/WkwiXDlqU0AqQi1xPD04LGomRVNHSEFZUEFFQFMzJCoqWmFmIydpTFg8RGNlS1hjPmhXaDFgR05MVV1bbXElXS9qaXJaYWYjJ2lMXHE/LE0tITtmQ2A5T0VTR0c8bV1yRExXL2VMZC8/WkwiXDZjWGhNPGJQX1U8aGhWZ09uaGhZMHUtLXA0am1eNSlVcS8pbTkocWk3USt0XidGUiJNXnJaYVkuSE5eL1Q3MEoiTUUoP01WRWspK2NVLWQpaSs7Vm1eJ0ZfW2MnW21qIVQwTWoqTV90bUJhPV5bYyw0dGojUWhRaFkmWiMvP1pMIlw9cT5xNE03cig4XGROSi5ySDtEWm5yZ09EbGRna1hqPyFhZ09nSTsoQSZYJGpmQGBwYHAnaD5palJnQzhgT2dgTDQvNS1JMjVvPjJWXnU/NFBucEttTjguS2llbEtGUmswT0heYDFVVzNuVl9aPl1KVDFhaT0rNE5xZDRFM19LNiJZLi8+WS0uNyNeXiUoMV9cIillbldUSGguYG5cSC4ncUguNSpHZmRDRElbU09idD8nOFVDTzw3JyI5QU1zIjNISGE6KFdeUl5qJz8wYzArKU9sVSlALnJjTUwmTURKV2E+cD9tZUV1RWtnckEuP2xnbCNUJTlLJTRwS1dSMFIjPkk1P11kLnJaakElamRhSCE7XGhEcjZYakdNJS9EWk90OStCOnNxUmpXNDhDYlVUbmwmYjw/PypxQVFLOmhLPFNmLCVeJCc3KDFaK0Y/Uk9gQHNGLGNOPGZjMFc7IU02TClpanMzdWY3RF1yOT4vMiY/WkYmLWs6VSRDSCI0NmxqbFwuc1xGLy8mcTNPJUs+Pz5qWmllbSdJaDNgUzhqMDQqJms6PF5GbWJHTERRVCYxJ1F1S2UhTVgvUkRTcCNDc1onZlVwKWsnaTU2TE5lbzRhQTlIWCNQTUM9NTtDZyspY0VMWS4iW2IoMEI5dWpZR0taN1dhRSRxXmVuWzVLZGk8amMvLEYoMEI7W0NATSxsRiw7aWcpTGZZMU07K0VQaipmYSlQckkiQ05eJFYpMldqai5VRzIuWFJsOmhIJW1GKFMyV2hTRFVHMi5YVGY1YCwhLXRgY21FMFIhWW4qI2xcXk1NUEI3VydFaVxvcj04WVwhLkYwLkNwOic+Tz1gLDNeLVB0IzM9a0BTWEtTLiIlVU07K0M6L1dJV1tjZk8iYzRXVUszJyI5U1NnKS41Q1REUT0sRkErWjgtI1I0MU5caCs3NSRiZzA0PWxUKSciOVNTOWNBXzJUMTdcQSojWlV1TTsrRGUuPzIzVzpHNldLQXAoSyYua1YpZGlAUUhRaFBabydUJ0g+dEZhZFk6YklMVXQtWkFicVJRQipoJkpfY29mXTNNOUpsMmooNGVncmVOZ1tObDspbWshXE9UV1NvJyk7cmlpO29xUE9qWzRcT281VTVrWDtsXDxoNlotYFhXJCV1Myo4bEBXdShPL1RRMmRPPUpSNmZYMChvWEs4Kiw5QUpfKW1lNl41PjlwWXEjM0loXDtsN2lOUFtrREFEWykqcXJkZ29vZFwvO0ZOU0FlUE47WkVidVtFTUhVUGgxOHUjKmU0LjdHYDJgRmtbamEiaSQwJEJjLGIuRU5YPmZKdXJadFBkUTZ1MDpgXk5jXFZfbD1iYVhpYVgtSV09P2ZIPkZgP2FgSCxzRFlYakRtT0leTzouKDYrclAxISw3RmB1NGBCPD1WOGIuPm1RNEtidV5Ga3U8Ij5pXiwuQ1hbVTxRSz09NEBjLzxucDVTVjlqVmk+UGU9OFYtSFlUS3FhUVhaaV1cRT1JVEtpRzFlRCJERF8uamkyUXNXOjosdFYoalJyMiM+b2cucGFnbGA0RUpQc2BsZz40VzNhaFItRV00SjNoS1ZKUWpQQj1GbjorXU4jQWReQVk0NGQ9TkBDO0FuIilJbXM4LnM/QC5QIk9tNy9VRDlbUCwyXCVPTm85OkRwSVw0X1VVbzo7VUludCgpOXBmRUhNImUxajldNlxZa2BZOy4xcFdzbEpJVi9FZ2ZYcz8lTkRsJCJWSikuKjAmQEhFZl1RJkhqc0IhU3JLXGpNOVtQLDJddD8pdGFVXUpIYy0qb1lQSyoqRT02LlVvUE42bFlgcGVjQEkyNF9aRHNtN0o8bU1SRURhJ1U4WUhLbT41PG8mTWZZITNTTFhJI2ciKjM2MjFlRCJ0RFtcbCQ+LU46YUVtTFI6NEJePUxha1REQ3BxJkddQ1xYbFFsOU5QSVAzWDxPaU5aa1NQckhqckhOUTIoaSh0Ry1IMkRTZU46SD0wIVY9R1EjaShVdSloLl9HZ0RdZkhXLW5JcURiU1AoSCkmJi1yLltPXF8iS2RfZ2NJMC05W1AsMic+LSd0T3QoVWlwPVssJ0g3aiwwZDNPIVldSjk+VSZwOyJgZnMuRVZHISYwR11FbTpfaFk9XSYwNmw4NzJzQFNMS2YzKWpSJWQxQ0FwUnReRDk7J25tQl1HU1tvX0ZSVS5PbyZIWGxpKVJIZj1pbzZEVz08bzA0PDhiMiJqQSwpVS9sQEE4Q0ZBJTY3Q2pobkw4Yi8wbGo3My0zT1cqbGZVbydeVGlsVzM9MWVIT2pEajcxJlthM10+T2JVTjJMKmsjSGxdJDo3XyJOJldONyplSGRhMDdiYklvVnVgMk5qSWNgOHA/Zy01VzxeJmlSaU1DLUgnaS9KbStMUHNYRVY2W1InaEZMLCJqOT4obiYvOVxNbUJhS2wpQzk7SVVJayU5R1tuZzhWby81XT1LPSQ6MmoyUTZIKGhsKmA7KzlOW2ExOG5rYCEwOk80Ty5HclZfYGhCYDkoIiguKGY9JjZkKFIyKEFtYCJEPDotS0RaRmptJlApKTVWPl8qX1dfMGkmX0lvQUY0bGZEcWcpWy5uJj8lPlYxJTNZNU9FdT4/OUErZzUhLEsxbnEpM3VcOktocV89Zmw7XEBkcl8tSFYyN05TdHFlRzZRYWFUWkhbbjE3QktXKCNCZEYiNXQ6KWpiPEInXUoyaj1qTHJNT19rISVsaEIlZzJuWSsvaVlJbFNZUE45RXUpdDNMLFpwISYqXTsxQTEuclMsLyxeSFRiYGMrVEUqUSVPRzBOViJVSCIyXllhYTlkQUw6YiRGU2cxJmlUIXEiWFVYOj80MEQzPihBIVZORXAzQFM7ViElOzwxN0JLV14ic1VvRDdXclk1KTJiSjRnMkxRNz9jZkdnKUlyc0lHUVlXVDsvN0FTbGFkOVUuT3E0bVokMDg1Tzk4Y2NPJiQ9Y1JXcC1kM051VkdbbjgqR008PmRGK1EsZXFPR0kqYi5FM09ha09dUG4kYCkoRitjYFQ4XSpdcF1KMmo9alIpI2ZpR08tRkgoUW1oaVNKM21AdTtWVGdXVVZTJTFndWRkY1kuVFxHJy5fUiVkMUNwQEg6Q2NgY1YpbWRrTm4mXmtYZVpiLyJdUE42VEZOVCU8ZW1PP2slakdkXCw4YCRXLCkiLCUpKk9YWGAyajJRNkdvTSo/XEc5WlhQXSZoRDg0SmcobUhvbmxybVBhO19KX08sN1BeRFhEZ1FFODkrY1QrJloiQ0JCNmUhRS1IU3A/TkZAcFlNW1VkPXBISGI+O2AlJ1AqY0RJbjZxInFUTDNvUVNOQEM7QTA5bkpORT8qRyVeSD5YO21YOkJbVkopLipDdTRxQnInUXMjKShmMidHZVNxTiFSRmooNWlEQS03WUVnXWRKdURlX2pIaFMuclVZbj5DKzFnKkhsLHNUJ29TISljSlJiPzxWN1VVTVlaQUlLTXBubzkpJjBCVGckUGhLVGpgVCVFc0VTQGczcURiU1AoSDAoI283U0RnPTpJNCp1L3BVcmEtSFJjVl1TbFNHcCQwa3Vqa1ZHNEB1O1ZULnJUZiszWGU0TlohaU9qbzU5ZiowaCU7ZVByQ21eaDVIOCZZKlFeVDc/Y2V0Mmw6bEhWMUcuXFdTJGNaVExuXnMpalxSI2RLJVUvMDZxJmItSFJjVihmUD5saiwxTGhPdUZxKlhmcCw6PSc8NTNdT2Q8c29ldUNXRio9W143NlcyYWBtNydwP2QkME43bigxMnIqJT10TkpsbC5Dcyg8KiVEQ1pvZCRFTzYycGBncWpVRmxERipmJW1bP25OXDc/Y2V0Mmw6aytlLGMlX1dTJGNaVExuXnMpa1kjb1c8NHNGQzw3RG4xZUQjIWokVjcnbjMobW9rMXFHMkB1O1ZULnJXKFlxKVMtNWNfS1VYLnNZV14tSFJjViRvOycyMDc9MFdtcmxlbDtgJSdQSCIwVmdYLlJBUUhXJ0ZTJ01YYVdmYyw5Vi5dMy5eSUtNcG5vOSkmMEJUZyQ4aEplVXNdLCYoXEghWmhVUDtmQFBQLls9QUUwU0FTMCJrMGdnQSlmMGAmcUNQVVJeKWIpdCkuIWY7UEIoZCpEQT4sTi9DPylbUDUyaE08az9yUURtYz00THIvQHU7VlQ5QkQvJzkrQF4tR3A9MiRQKmEzLlJGYDxIKlYpWlRSTnNQQzJ0QVVXTGNYVVZBMkhtN3A+LjNGa0NCMzhHcD0yJFAuLm5aJERkZC8hSTVuLTlwMnVqMnAxUz9fRF5KN0EySG03WTIwL0A3ZXBaV05GWGs7aE5tI2M/SUphOD0vZVJEODRKZyhtSDRxOjFvZ0RCWTc+aCYpLDY6J1I1XilRLi11I1wzb2w5MjFlSFAhaFFVNlZLS2ElSzZmKEAnUE47LGklSyJsXk8/VFNBNmYoQCdQTjZUPSVEK0hpcVJqMVBLS11xQFNBVkpPXTdEPE5IYjI0O0RdX3JOJ0BcMUQsYm1zJT9MPGAzSFxeMjhCUV9COGFfNmpNcE5nPzxcY01MYjwjdE8hMTdCS1dWO0JrPUJHXj9wVj0haEMxN0JLV05TWlkqQF4oOEViYSJBbmhPKCQvbm06TD1fb2k1PEI6IV9mSDAoIzdSTyU+amhKZGBOIThELjViaWg1RG1IcmFvI0dGYFtoVm50XEJkIS4xLC02LHRIIjJeWWFhOF8jQC4tcmg/SDouWDdQXkRYMD45QGJWMUlGYlRdI0IxMTdCSUFcMlBDZSFUKiJRcHNUX28pdTQwTFlMM0M9XStBOFVQTTFgPiNNTEVMPiRZLidKb2InKyguXkMqOkkzMTw4aychRlJRckhYVCcuO29Ncl9FYmF1dDZOWWYmXFNVOysoXVFKMVBdRGROPEQ+aSJRVjFlRCIlRGFbNSNcXi85IUQzO0puTiRjWilqLEYxVStTWFBxOTkjKW5QMGtQIzYraT0pJUhLXStRK15KbzdQXkRYMDdsLSdNdWhldWVNPS1saEZMLCJqPVUqcVZET0QzXU48U01hVyY/OFAuXDNaODxzSSNUPTwiQk5aXSo1VDhkTkldUzU0YFFOaEsmOldmRGwrOnFQRi9TTDxbLS9MPT5Sb0F1P1x0cVwsW1FbTDcsXkshcDsoKW43NStibkNBKiZcIVJOdWdXMmVvMT9naDJ0MkRRZ10tNz9jZldvTD9BSk9TZUJFVGhVaDNWSikuKkMjMTZzIydjYVwubyUsVWBZOy4xMm9jaltkUW02LEhVW1IzaE8oJC9uZzhTYDdpS0hzTltYWUliOFhBOjhgIi0hNVkyJ2djVSRbSUlzR09dLUhSNGklRWhbLkAsPz87N3MybGw7YCUpJitFJipuIUxVPkJmNV9qWGEsNjlkaEMuUSklJSg8PUo5ZWJJPy46JDk5W1AsMmg3WzZlOlk8PT5cYGA3PjJsOjhPXVk8NyxPIVNXIWhWOkpAYTtcJjc4Uj1vKi8uRWtAPzNdaSszb2w4TFJPIyknMmNgRVwyRDVBXDpFQiNHJ01YYkJgPl1hYCNiLjA5XTVfVFZgWTsuMXBXc2w2Y2NgUDxXT1QhQS1aO10rLF5FMXVZcTZGR11QUUIiNmUocCxkM08iSF1sPjUqakxnLk5xYmJLVDtgJSkmNGA7PDQiJCYiXmY2RXRaYFk7LjFHSmJBVGBXND1YYk0+LWtIL2ZXNlAxU00vXCojKCNhcj8rTFAuXE5jQlRROyNIL2YkJVAxUykjNG49TC1HVD9RY0dvYjlYSCtnbDwtRWpxLzkmQTJmUE42bGFJNyRHKmY/SkBuUk8lPzdEWVtEN25FWmZvOi1iJChyUDEhLDhDXTs3YEI8PVY4YjBVVVFCLmQqWG9iNlk5SmwsZCslIk07PEJbY29RKWY8MTw7MEdkbjdwSyklPk5Ic1YkWnQxOD1uIz1cWCNIUzNvcSojXS5BJE8uSVJuPCxdQU1yYjRDTDs9Uz9CbipkUi1kUC5XKmhXNkhpcTksWjotLUVlIlVQLipndEttQ1hbWEsoNFttLjgtVU5QXCYkSCZpNkFCXjFbPFU5IiF0XUE9Yy0vcmkhUk5SMC4+a2hjJmlPQlhuR1s9KkswXVJiJT9tSShXMVFbLGEqZiYiMmYpSi1FS0tcWi5fT3VNLyg3aUZDNWBAXiciTmdbUT0+PldhPWE9RC1PW3JDIVwlRUNmITdXX3NWYklMVXQtWj03W29fPW06J2MyTy1VKDJJZFYyV2k5UD8yIUdEUik9YU5Vc0ZxPW51PFpnUmFuNiVYSSo9Ti8qKkA9NXBbT1ZQdXI+ZldNKDY4cyRScltsbFo/KlYuM1ZYaEtiMlI0RTozRXRkRHBhcjs7LUVAdCgvLSNTJ0lab1s5LWVfMyhzWygtZ1k0Wj89XG8jPVJFKnNDTSxNOytVQFZbZSFpPzcvNm4zRVAycUUkTmpVRF0lZkVxOGRWJ0RMOE91M29nYENTW1RWZVkvRzInb2k2ZFtFUywsPF9zdW5eaCJGdUNGaVlMTElDP1ddTVJhQS80bm5ZNyM5UzIvcHFEWyNBWmlzZ2NaTCtBR3BCSyQjXm1JaWd0K1MvRGc+aWZYKGdhZFA/MiFVbVwpXSZOUmBKKVQ1U2dYRUxGQWxkazVSS1puX0UpYD4oPWZdL1Q/UGBhSnR1YzwiN2pLPURrYTA1anRoRnNyP2U1KVVxb1YsbGJkaEZOX3RAQHRMUmYydFpeSl9WMilkTz1JZ1xEbDVjSU49ZmhPWD8oKTUpVXJaO0FoK2tYWitbZSZUa2JITUFzTEFXMiYsZS0tUC1cL001OEU0N1swZCteLyc4VjQ3JWhlLVtjWnFndUw3Qm9iXU5EYUFIOTZjQmQhSlFtQTc1IipcKWVPbms5NF1nWE9rRV1KSWY+bjdAS1tkXXU5JjAsRktNMXFuMS5nP3JGIVleTjAlPG4kOXB1WGJCQHUnXi0jUyZeSmldWHRRM1ZkSGdPPzxEQWArY0YuVnAhaT8hKjkjJyI6JDVuOiZAPFNWSCxhP1pGJG9pYDwkJywtVSwoTXNZbzInZlVxUVUoNnExRyVuMU9ZSU5RckVWJihQcVc5WydeViVuUE1WRilaWDpFOmBwNzNIIz1eNXM5RUFRLyhRJDZyWytGUCMsZ2gsPXVGaCRMPGgndTBsYD4saigyYUpKSUdySVg8ZW45IUFEOHFROWEnbWk8bS9jb2A+XUg2UTZlL0g0cForbVFaZDdXZ2dQZClMTmtOKVxZP3RdNy8/Wk0tXDNZJSoydEVSLyJNKWs8TVZGKC9Ub1JbOS9wZFRlWmFmIVFqMTs6JC5CYU8rXlgobnNnUGtJISVTKEVDNSlVcS81SGFHc3JGcmUtcUNKZVpjKyNCTWZ0bjJFV0goWShgPixqImZCWDE1cEBpSnJqMk85QC5ySTAyaVAjNislP2VgLUkyNW8+QiYmUlhyZi5wRk5JMU9SWS4yYGRnWGdobyVAK3JgSTI1bz5CJigpQ3JsUFstN1k8bV8uckkwMkwsc2QnJztYJEtjZjBpOk8xVE4uSXJdVitkQUc3TE1WRikqMm8lQDI5Y0JUIS8/Wk0tXDQuIVZlYnIuakhoOkhHRUxVciIyVFY0U15IUlErRERTRmEkZCRoMWZrNTxERDhvIy43YjloXi5ySS1xTlxQa1M9XjVzOUVMM0trVjU6I2JwJkZdYk0jUkpsM1NKSH4+ZW5kc3RyZWFtCmVuZG9iago3IDAgb2JqCjw8Ci9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQiAvRmlsdGVyIFsgL0FTQ0lJODVEZWNvZGUgL0ZsYXRlRGVjb2RlIF0gL0hlaWdodCAxMjAgL0xlbmd0aCAxMTI3IC9TdWJ0eXBlIC9JbWFnZSAKICAvVHlwZSAvWE9iamVjdCAvV2lkdGggMTIwCj4+CnN0cmVhbQpHYiIwUzk5LE4tJi1VQFxFIXAkZ3BWMjVzMGFrMXRuNyYxL2xDZkBjJmMmSVdZbGw5QUpWaz88RT8nSVdzI003Qj9BUzlPSD9qJUZDcWg3OmhvRkArSiVYZ2xMUk9Cay5uPTJNJXNITUo7bFFaVWdRNl4xLEZvb0BIMUJEVVM6dUdyIkIsaFBRS1ojJixIMyVOJGYwKz1ARlNlV2peTi89MSI4Ikw8RTs+KiIvbEdhQ1IkTW5nIW5pSyU2Z0QpV1JTJkBEKSsmXDRSMForQXM8KnMmcDcsY08yYlpeSz1baGFkbTktKVZmKFxhKEQsXzxXSSRXbUFzX1peVz5kam1WSDJlZjZnSGhPP2BpOExnVlRBYDxON1o7STIiLm1QPFNzIVguMiYpNDJbMypjSFwyMVNKZktpQjI+QTBjNlFxdVphajE0Qi0rQTlmaUc7TDFETGVlQ2FgSDJSPm0vR2VsRkJhKi5TSD5RNSZiMz9scSxnRFdyXTBPbD1UTFcuPzkoazhEY08mPF8qWUM6RkpvXE0jZ20sMkpZRDw1RDJrbXJLcj1fOU9kYmwiKEBZO1hLQFMpUHJsVlFNKEQ7XSo8MWYjQHUlXFR1Mi9wQ2wrPScxMy0xaTwwRl5UTEgxLGUkV0A2ayM+aVY0NU1LPkhGN1BGPW84XCNBOyttIVBGLCFVJE9WYCwqaTFRMUhZKCFpYGB1LjJxXVlpYVM6MjlVNGdZIzkmXG5YPV1XM3RmLEIqNF5gclNQbihDPjEpQVNbSHJPalIlbyZJTjNNbXFsKG1aREooPylFN2pSRVRwPzUkU14jWmFAQ05RUEgsJVtQSXI9NUg2QyckOkIqZSZRZTk0OyloY2pyMSdzZD4hbTxtcUYjO2Y3cUIsZEU4cjlcO2MxTC4+WUQ5MUZIKE8sUXFYNyEzdFpRRT1GXXJYIXM9XC02JzFEWCteXW9GbE49XGNZZDFDbVc4czF1dXNBNiRjT2s4N19pRmcqWjM0Y1hmdUYzYSplPzo+Jkw7TTJJRDlOUyxgYmwvVGQtXlFFS21NcGFeVGhoaDQoaWpyIW9fNW9NZEU9UEBXdTxrNTM/PitCMjtDM19XJFhDUTM/PiJLMjorQFNWKHNwTj1dTGpjczNdbDIjTkJ0JCdQRDo1O1UuI0hyY25yIVgjVURdNDZPJCUvKlAzU3A8NzspPG4hSS9ENF0/WFdON246Zyw/LkA5UCVpTFs6KkJrTlQvNGxDQC9acSFxaSxDZT5kZGtkNExsbmUxJl9RTV9mPjtQbDdWRTFNWldKbXInamxMcW1MUSo0X2lOaHItYmNKX1xjLldIIitwNkxPMSsxJjcnVzZaMjotUUZZNTksJ1M3PnE+QUhKLDdlYE8uKSJeSCtPPiNYPitLX0VPTjA+XWAqVHVfYUhOLlVEVnIhZWFNWE8lZUZDV09TMGNcVGE8UjdIZS9kXkhiVW5OMmZcJk9HSUdWb3QsMDhmODA8K3NSSzJtXkZ+PmVuZHN0cmVhbQplbmRvYmoKOCAwIG9iago8PAovQ29udGVudHMgMTkgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXSAvWE9iamVjdCA8PAovRm9ybVhvYi4yYTg4YWM2NzEyYzljYTcyN2U0YWQ4ZjI1YmNiZGFlMiA3IDAgUiAvRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyA1IDAgUiAvRm9ybVhvYi5lNWMzMTQ3ZDE4Zjk4NjdhNGYxMDhkM2E1NWEyNDhiNCA2IDAgUgo+Pgo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKOSAwIG9iago8PAovQSA8PAovUyAvVVJJIC9UeXBlIC9BY3Rpb24gL1VSSSAoaHR0cHM6Ly9leGFtcGxlLmNvbS9pbnZvaWNlcy9JTlYtMjA0OCkKPj4gL0JvcmRlciBbIDAgMCAwIF0gL1JlY3QgWyA0NSA1NzUgMzAwIDU5MCBdIC9TdWJ0eXBlIC9MaW5rIC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTAgMCBvYmoKPDwKL0MgWyAuODMgLjg5IC45NSBdIC9Db250ZW50cyAoVG90YWwgaGlnaGxpZ2h0ZWQgZm9yIHJldmlldykgL1F1YWRQb2ludHMgWyA0MCA1NzkgNTQwIDU3OSA0MCA1NTUgNTQwIDU1NSBdIC9SZWN0IFsgNDAgNTU1IDU0MCA1NzkgXSAvU3VidHlwZSAvSGlnaGxpZ2h0IC9UeXBlIC9Bbm5vdAo+PgplbmRvYmoKMTEgMCBvYmoKPDwKL0MgWyAwIDAgMCBdIC9Db250ZW50cyAoVmVyaWZ5IHRoZSBoaWdobGlnaHRlZCB0b3RhbCkgL1F1YWRQb2ludHMgWyA1MjAgNTI1IDU0MCA1MjUgNTIwIDU0NSA1NDAgNTQ1IF0gL1JlY3QgWyA1MjAgNTI1IDU0MCA1NDUgXSAvU3VidHlwZSAvVGV4dCAvVHlwZSAvQW5ub3QKPj4KZW5kb2JqCjEyIDAgb2JqCjw8Ci9Bbm5vdHMgWyA5IDAgUiAxMCAwIFIgMTEgMCBSIF0gL0NvbnRlbnRzIDIwIDAgUiAvTWVkaWFCb3ggWyAwIDAgNjEyIDc5MiBdIC9QYXJlbnQgMTcgMCBSIC9SZXNvdXJjZXMgPDwKL0ZvbnQgMSAwIFIgL1Byb2NTZXQgWyAvUERGIC9UZXh0IC9JbWFnZUIgL0ltYWdlQyAvSW1hZ2VJIF0KPj4gL1JvdGF0ZSAwIAogIC9UcmFucyA8PAoKPj4gL1R5cGUgL1BhZ2UKPj4KZW5kb2JqCjEzIDAgb2JqCjw8Ci9Db250ZW50cyAyMSAwIFIgL01lZGlhQm94IFsgMCAwIDYxMiA3OTIgXSAvUGFyZW50IDE3IDAgUiAvUmVzb3VyY2VzIDw8Ci9Gb250IDEgMCBSIC9Qcm9jU2V0IFsgL1BERiAvVGV4dCAvSW1hZ2VCIC9JbWFnZUMgL0ltYWdlSSBdCj4+IC9Sb3RhdGUgMCAvVHJhbnMgPDwKCj4+IAogIC9UeXBlIC9QYWdlCj4+CmVuZG9iagoxNCAwIG9iago8PAovQ29udGVudHMgMjIgMCBSIC9NZWRpYUJveCBbIDAgMCA2MTIgNzkyIF0gL1BhcmVudCAxNyAwIFIgL1Jlc291cmNlcyA8PAovRm9udCAxIDAgUiAvUHJvY1NldCBbIC9QREYgL1RleHQgL0ltYWdlQiAvSW1hZ2VDIC9JbWFnZUkgXQo+PiAvUm90YXRlIDAgL1RyYW5zIDw8Cgo+PiAKICAvVHlwZSAvUGFnZQo+PgplbmRvYmoKMTUgMCBvYmoKPDwKL1BhZ2VNb2RlIC9Vc2VOb25lIC9QYWdlcyAxNyAwIFIgL1R5cGUgL0NhdGFsb2cKPj4KZW5kb2JqCjE2IDAgb2JqCjw8Ci9BdXRob3IgKExpdGVMTE0gcGFyaXR5IGZpeHR1cmUgZ2VuZXJhdG9yKSAvQ3JlYXRpb25EYXRlIChEOjIwMDAwMTAxMDAwMDAwKzAwJzAwJykgL0NyZWF0b3IgKGFub255bW91cykgL0tleXdvcmRzIChkb2N1bWVudCwgaW52b2ljZSwgdGFibGUsIGZpZ3VyZSwgYW5ub3RhdGlvbikgL01vZERhdGUgKEQ6MjAwMDAxMDEwMDAwMDArMDAnMDAnKSAvUHJvZHVjZXIgKFJlcG9ydExhYiBQREYgTGlicmFyeSAtIFwob3BlbnNvdXJjZVwpKSAKICAvU3ViamVjdCAoU2VtYW50aWMgZG9jdW1lbnQgY292ZXJhZ2UgZm9yIHRhYmxlcywgZmlndXJlcywgYW5ub3RhdGlvbnMsIGFuZCBtZXRhZGF0YSkgL1RpdGxlIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIC9UcmFwcGVkIC9GYWxzZQo+PgplbmRvYmoKMTcgMCBvYmoKPDwKL0NvdW50IDUgL0tpZHMgWyA0IDAgUiA4IDAgUiAxMiAwIFIgMTMgMCBSIDE0IDAgUiBdIC9UeXBlIC9QYWdlcwo+PgplbmRvYmoKMTggMCBvYmoKPDwKL0xlbmd0aCAyMjg1Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEludm9pY2UgU3VtbWFyeSBhbmQgTGluZSBJdGVtcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDEgb2YgNSkgVGogVCogRVQKbiA0NSA2MjUgbSA0NSA3MzAgbCBTCm4gMjQ1IDYyNSBtIDI0NSA3MzAgbCBTCm4gNDA1IDYyNSBtIDQwNSA3MzAgbCBTCm4gNTY1IDYyNSBtIDU2NSA3MzAgbCBTCm4gNDUgNzMwIG0gNTY1IDczMCBsIFMKbiA0NSA2OTUgbSA1NjUgNjk1IGwgUwpuIDQ1IDY2MCBtIDU2NSA2NjAgbCBTCm4gNDUgNjI1IG0gNTY1IDYyNSBsIFMKQlQgMSAwIDAgMSA1NSA3MDcgVG0gKEl0ZW0pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDcwNyBUbSAoUXVhbnRpdHkpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDcwNyBUbSAoQW1vdW50KSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDY3MiBUbSAoRG9jdW1lbnQgYW5hbHlzaXMpIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDY3MiBUbSAoMikgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjcyIFRtICgxMjAuMDApIFRqIFQqIEVUCkJUIDEgMCAwIDEgNTUgNjM3IFRtIChEb2N1bWVudCB2ZXJpZmljYXRpb24pIFRqIFQqIEVUCkJUIDEgMCAwIDEgMjU1IDYzNyBUbSAoMSkgVGogVCogRVQKQlQgMSAwIDAgMSA0MTUgNjM3IFRtICg4MC4wMCkgVGogVCogRVQKbiA0NSA0OTUgbSA0NSA2MDAgbCBTCm4gMjQ1IDQ5NSBtIDI0NSA2MDAgbCBTCm4gNDA1IDQ5NSBtIDQwNSA2MDAgbCBTCm4gNTY1IDQ5NSBtIDU2NSA2MDAgbCBTCm4gNDUgNjAwIG0gNTY1IDYwMCBsIFMKbiA0NSA1NjUgbSA1NjUgNTY1IGwgUwpuIDQ1IDUzMCBtIDU2NSA1MzAgbCBTCm4gNDUgNDk1IG0gNTY1IDQ5NSBsIFMKQlQgMSAwIDAgMSA1NSA1NzcgVG0gKEl0ZW0gY29udGludWVkKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1NzcgVG0gKFF1YW50aXR5KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NzcgVG0gKEFtb3VudCkgVGogVCogRVQKQlQgMSAwIDAgMSA1NSA1NDIgVG0gKEZpeHR1cmUgdmFsaWRhdGlvbikgVGogVCogRVQKQlQgMSAwIDAgMSAyNTUgNTQyIFRtICgzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQxNSA1NDIgVG0gKDQ1LjAwKSBUaiBUKiBFVApCVCAxIDAgMCAxIDU1IDUwNyBUbSAoUHJvdmlkZXIgcmV2aWV3KSBUaiBUKiBFVApCVCAxIDAgMCAxIDI1NSA1MDcgVG0gKDEpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDE1IDUwNyBUbSAoMjUuMDApIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAxLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAxLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAxLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAxLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAxLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAxLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAxLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAxLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMTkgMCBvYmoKPDwKL0xlbmd0aCAxNzIzCj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKFJldmVudWUgQ2hhcnQgYW5kIEZvcm11bGEgUmV2aWV3KSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgMiBvZiA1KSBUaiBUKiBFVAouMiAuNDUwOTggLjg1MDk4IHJnCm4gNzAgNjEwIDY1IDcwIHJlIGYqCm4gMTcwIDYxMCA2NSAxMTUgcmUgZioKbiAyNzAgNjEwIDY1IDkwIHJlIGYqCm4gMzcwIDYxMCA2NSAxMzAgcmUgZioKMCAwIDAgcmcKQlQgMSAwIDAgMSA5MCA1OTAgVG0gKFExKSBUaiBUKiBFVApCVCAxIDAgMCAxIDE5MCA1OTAgVG0gKFEyKSBUaiBUKiBFVApCVCAxIDAgMCAxIDI5MCA1OTAgVG0gKFEzKSBUaiBUKiBFVApCVCAxIDAgMCAxIDM5MCA1OTAgVG0gKFE0KSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDU1MCBUbSAoRm9ybXVsYTogZ3Jvc3MgbWFyZ2luID0gXChyZXZlbnVlIC0gY29zdFwpIC8gcmV2ZW51ZSkgVGogVCogRVQKcQo3MCAwIDAgNzAgNDU1IDY1NSBjbQovRm9ybVhvYi42YmU0MGVlYWFmMGQ4MWQxODc1MGRjMGE3ZjlkYzIxMyBEbwpRCnEKNzAgMCAwIDYyIDQ1NSA1NjUgY20KL0Zvcm1Yb2IuZTVjMzE0N2QxOGY5ODY3YTRmMTA4ZDNhNTVhMjQ4YjQgRG8KUQpxCjQ1IDAgMCA0NSA0NTUgNTAwIGNtCi9Gb3JtWG9iLjJhODhhYzY3MTJjOWNhNzI3ZTRhZDhmMjViY2JkYWUyIERvClEKQlQgL0YxIDEwIFRmIDEyIFRMIEVUCkJUIDEgMCAwIDEgNDUgNDcyIFRtIChTZWN0aW9uIDIuMTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDQ0IFRtIChTZWN0aW9uIDIuMjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNDE2IFRtIChTZWN0aW9uIDIuMzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzg4IFRtIChTZWN0aW9uIDIuNDogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzYwIFRtIChTZWN0aW9uIDIuNTogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzMyIFRtIChTZWN0aW9uIDIuNjogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMzA0IFRtIChTZWN0aW9uIDIuNzogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgMjc2IFRtIChTZWN0aW9uIDIuODogSW52b2ljZSB0b3RhbHMsIHJlZ2lvbmFsIHJldmVudWUsIGFuZCByZWNvbmNpbGlhdGlvbiBub3Rlcy4pIFRqIFQqIEVUCiAKZW5kc3RyZWFtCmVuZG9iagoyMCAwIG9iago8PAovTGVuZ3RoIDI0NjYKPj4Kc3RyZWFtCjEgMCAwIDEgMCAwIGNtICBCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVAowIDAgMCByZwpCVCAvRjEgMTEgVGYgMTMuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc3MCBUbSAoUXVhcnRlcmx5IE9wZXJhdGlvbnMgUmVwb3J0KSBUaiBUKiBFVApCVCAvRjIgMTYgVGYgMTkuMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDc0NSBUbSAoS2V5IFZhbHVlcywgTGluaywgSGlnaGxpZ2h0LCBhbmQgQ29tbWVudCkgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDMgb2YgNSkgVGogVCogRVQKQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKEludm9pY2UgTnVtYmVyOiBJTlYtMjA0OCkgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA2NzUgVG0gKFB1cmNoYXNlIE9yZGVyOiBQTy00MDk2KSBUaiBUKiBFVAouOTQ5MDIgLjkwMTk2MSAuMzUyOTQxIHJnCm4gNDAgNTU1IDUwMCAyNCByZSBmKgowIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDU2MCBUbSAoSGlnaGxpZ2h0ZWQgdG90YWwgcmVxdWlyaW5nIHJldmlldykgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA1MzAgVG0gKFJldmlld2VyIGNvbW1lbnQ6IHZlcmlmeSB0aGUgaGlnaGxpZ2h0ZWQgdG90YWwgYmVmb3JlIGFwcHJvdmFsKSBUaiBUKiBFVAoxIDAgMCByZwpCVCAxIDAgMCAxIDQ1IDQ5NSBUbSAoUmV2aXNlZCB0b3RhbDogMjQ1LjAwKSBUaiBUKiBFVApuIDQ1IDUwMSBtIDE1MCA1MDEgbCBTCjAgMCAwIHJnCkJUIDEgMCAwIDEgNDUgNTc1IFRtIChodHRwczovL2V4YW1wbGUuY29tL2ludm9pY2VzL0lOVi0yMDQ4KSBUaiBUKiBFVApxCjEgMCAwIDEgOTAgMTMwIGNtCm4gMTggMCAyLjQgNzAgcmUgZioKbiAyMS42IDAgMS4yIDcwIHJlIGYqCm4gMjUuMiAwIDMuNiA3MCByZSBmKgpuIDMxLjIgMCAzLjYgNzAgcmUgZioKbiAzOC40IDAgMi40IDcwIHJlIGYqCm4gNDIgMCAxLjIgNzAgcmUgZioKbiA0NC40IDAgMi40IDcwIHJlIGYqCm4gNDkuMiAwIDIuNCA3MCByZSBmKgpuIDUyLjggMCAyLjQgNzAgcmUgZioKbiA1Ny42IDAgMy42IDcwIHJlIGYqCm4gNjIuNCAwIDIuNCA3MCByZSBmKgpuIDY2IDAgMy42IDcwIHJlIGYqCm4gNzAuOCAwIDIuNCA3MCByZSBmKgpuIDc2LjggMCAxLjIgNzAgcmUgZioKbiA4MS42IDAgMS4yIDcwIHJlIGYqCm4gODQgMCAzLjYgNzAgcmUgZioKbiA4OC44IDAgMi40IDcwIHJlIGYqCm4gOTIuNCAwIDMuNiA3MCByZSBmKgpuIDk3LjIgMCAxLjIgNzAgcmUgZioKbiA5OS42IDAgMy42IDcwIHJlIGYqCm4gMTA0LjQgMCAyLjQgNzAgcmUgZioKbiAxMTAuNCAwIDEuMiA3MCByZSBmKgpuIDExMi44IDAgNC44IDcwIHJlIGYqCm4gMTE4LjggMCAzLjYgNzAgcmUgZioKbiAxMjMuNiAwIDMuNiA3MCByZSBmKgpuIDEyOC40IDAgMi40IDcwIHJlIGYqCm4gMTMyIDAgMy42IDcwIHJlIGYqCm4gMTM2LjggMCAyLjQgNzAgcmUgZioKbiAxNDEuNiAwIDEuMiA3MCByZSBmKgpuIDE0NS4yIDAgMy42IDcwIHJlIGYqCm4gMTUwIDAgMi40IDcwIHJlIGYqCm4gMTU2IDAgMy42IDcwIHJlIGYqCm4gMTYwLjggMCAxLjIgNzAgcmUgZioKbiAxNjMuMiAwIDIuNCA3MCByZSBmKgpRCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiAzLjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiAzLjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiAzLjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiAzLjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiAzLjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiAzLjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiAzLjc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiAzLjg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKMjEgMCBvYmoKPDwKL0xlbmd0aCAxNDk0Cj4+CnN0cmVhbQoxIDAgMCAxIDAgMCBjbSAgQlQgL0YxIDEyIFRmIDE0LjQgVEwgRVQKMCAwIDAgcmcKQlQgL0YxIDExIFRmIDEzLjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NzAgVG0gKFF1YXJ0ZXJseSBPcGVyYXRpb25zIFJlcG9ydCkgVGogVCogRVQKQlQgL0YyIDE2IFRmIDE5LjIgVEwgRVQKQlQgMSAwIDAgMSA0NSA3NDUgVG0gKEFwcHJvdmFsIFNpZ25hdHVyZSBhbmQgV2F0ZXJtYXJrKSBUaiBUKiBFVApCVCAvRjEgOSBUZiAxMC44IFRMIEVUCkJUIDEgMCAwIDEgNDUgMzAgVG0gKENvbmZpZGVudGlhbCB8IFBhZ2UgNCBvZiA1KSBUaiBUKiBFVApxCi44Mjc0NTEgLjgyNzQ1MSAuODI3NDUxIHJnCkJUIC9GMiA1NCBUZiA2NC44IFRMIEVUCi45MDYzMDggLjQyMjYxOCAtMC40MjI2MTggLjkwNjMwOCAxMTAgMzkwIGNtCkJUIDEgMCAwIDEgMCAwIFRtIChEUkFGVCkgVGogVCogRVQKUQowIDAgMCByZwpCVCAvRjEgMTIgVGYgMTQuNCBUTCBFVApCVCAxIDAgMCAxIDQ1IDYzNSBUbSAoQXBwcm92ZWQgYnk6IEpvcmRhbiBMZWUpIFRqIFQqIEVUCm4gNDUgNjEwIG0gMzEwIDYxMCBsIFMKbiA1NSA1OTUgbSA3NSA2MjUgMTEyIDYwMiAxNTUgNjAwIGMgUwpCVCAxIDAgMCAxIDQ1IDU4MCBUbSAoU2lnbmF0dXJlKSBUaiBUKiBFVApCVCAvRjEgMTAgVGYgMTIgVEwgRVQKQlQgMSAwIDAgMSA0NSA0NzIgVG0gKFNlY3Rpb24gNC4xOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0NDQgVG0gKFNlY3Rpb24gNC4yOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSA0MTYgVG0gKFNlY3Rpb24gNC4zOiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzODggVG0gKFNlY3Rpb24gNC40OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzNjAgVG0gKFNlY3Rpb24gNC41OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMzIgVG0gKFNlY3Rpb24gNC42OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAzMDQgVG0gKFNlY3Rpb24gNC43OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKQlQgMSAwIDAgMSA0NSAyNzYgVG0gKFNlY3Rpb24gNC44OiBJbnZvaWNlIHRvdGFscywgcmVnaW9uYWwgcmV2ZW51ZSwgYW5kIHJlY29uY2lsaWF0aW9uIG5vdGVzLikgVGogVCogRVQKIAplbmRzdHJlYW0KZW5kb2JqCjIyIDAgb2JqCjw8Ci9MZW5ndGggMTMyNwo+PgpzdHJlYW0KMSAwIDAgMSAwIDAgY20gIEJUIC9GMSAxMiBUZiAxNC40IFRMIEVUCjAgMCAwIHJnCkJUIC9GMSAxMSBUZiAxMy4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzcwIFRtIChRdWFydGVybHkgT3BlcmF0aW9ucyBSZXBvcnQpIFRqIFQqIEVUCkJUIC9GMiAxNiBUZiAxOS4yIFRMIEVUCkJUIDEgMCAwIDEgNDUgNzQ1IFRtIChBcHBlbmRpeCB3aXRoIFNlY3Rpb24gQm91bmRhcmllcykgVGogVCogRVQKQlQgL0YxIDkgVGYgMTAuOCBUTCBFVApCVCAxIDAgMCAxIDQ1IDMwIFRtIChDb25maWRlbnRpYWwgfCBQYWdlIDUgb2YgNSkgVGogVCogRVQKQlQgL0YyIDE0IFRmIDE2LjggVEwgRVQKQlQgMSAwIDAgMSA0NSA3MDAgVG0gKDEuIFNjb3BlKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDY1MCBUbSAoMi4gRmluZGluZ3MpIFRqIFQqIEVUCkJUIDEgMCAwIDEgNDUgNjAwIFRtICgzLiBSZWNvbW1lbmRhdGlvbnMpIFRqIFQqIEVUCkJUIC9GMSAxMCBUZiAxMiBUTCBFVApCVCAxIDAgMCAxIDQ1IDQ3MiBUbSAoU2VjdGlvbiA1LjE6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQ0NCBUbSAoU2VjdGlvbiA1LjI6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDQxNiBUbSAoU2VjdGlvbiA1LjM6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM4OCBUbSAoU2VjdGlvbiA1LjQ6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDM2MCBUbSAoU2VjdGlvbiA1LjU6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMzMiBUbSAoU2VjdGlvbiA1LjY6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDMwNCBUbSAoU2VjdGlvbiA1Ljc6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVApCVCAxIDAgMCAxIDQ1IDI3NiBUbSAoU2VjdGlvbiA1Ljg6IEludm9pY2UgdG90YWxzLCByZWdpb25hbCByZXZlbnVlLCBhbmQgcmVjb25jaWxpYXRpb24gbm90ZXMuKSBUaiBUKiBFVAogCmVuZHN0cmVhbQplbmRvYmoKeHJlZgowIDIzCjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwMDA2MSAwMDAwMCBuIAowMDAwMDAwMTAyIDAwMDAwIG4gCjAwMDAwMDAyMDkgMDAwMDAgbiAKMDAwMDAwMDMyMSAwMDAwMCBuIAowMDAwMDAwNTE2IDAwMDAwIG4gCjAwMDAwMDYzMjIgMDAwMDAgbiAKMDAwMDAxMjgyNCAwMDAwMCBuIAowMDAwMDE0MTQyIDAwMDAwIG4gCjAwMDAwMTQ0OTYgMDAwMDAgbiAKMDAwMDAxNDY2NCAwMDAwMCBuIAowMDAwMDE0ODUwIDAwMDAwIG4gCjAwMDAwMTUwMjggMDAwMDAgbiAKMDAwMDAxNTI1NiAwMDAwMCBuIAowMDAwMDE1NDUyIDAwMDAwIG4gCjAwMDAwMTU2NDggMDAwMDAgbiAKMDAwMDAxNTcxOCAwMDAwMCBuIAowMDAwMDE2MTI4IDAwMDAwIG4gCjAwMDAwMTYyMTUgMDAwMDAgbiAKMDAwMDAxODU1MiAwMDAwMCBuIAowMDAwMDIwMzI3IDAwMDAwIG4gCjAwMDAwMjI4NDUgMDAwMDAgbiAKMDAwMDAyNDM5MSAwMDAwMCBuIAp0cmFpbGVyCjw8Ci9JRCAKWzxjYjAxMWEzZWYwODhlNDZiNjM4ZThiNDVjMDFhNDcwZj48Y2IwMTFhM2VmMDg4ZTQ2YjYzOGU4YjQ1YzAxYTQ3MGY+XQolIFJlcG9ydExhYiBnZW5lcmF0ZWQgUERGIGRvY3VtZW50IC0tIGRpZ2VzdCAob3BlbnNvdXJjZSkKCi9JbmZvIDE2IDAgUgovUm9vdCAxNSAwIFIKL1NpemUgMjMKPj4Kc3RhcnR4cmVmCjI1NzcwCiUlRU9GCg=="},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+      the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}},"document_annotation_prompt":"Extract
+      the visible title"}'
+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"detail":[{"type":"missing","loc":["body","ChatCompletionRequest","messages"],"msg":"Field
+        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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF
"},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}},"document_annotation_prompt":"Extract
+        the visible title"}},{"type":"extra_forbidden","loc":["body","ChatCompletionRequest","document"],"msg":"Extra
+        inputs are not 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"}},{"type":"extra_forbidden","loc":["body","ChatCompletionRequest","document_annotation_format"],"msg":"Extra
+        inputs are not permitted","input":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}}},{"type":"extra_forbidden","loc":["body","ChatCompletionRequest","document_annotation_prompt"],"msg":"Extra
+        inputs are not permitted","input":"Extract the visible title"},{"type":"missing","loc":["body","CompletionRequest","prompt"],"msg":"Field
+        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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF
"},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}},"document_annotation_prompt":"Extract
+        the visible title"}},{"type":"extra_forbidden","loc":["body","CompletionRequest","document"],"msg":"Extra
+        inputs are not 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"}},{"type":"extra_forbidden","loc":["body","CompletionRequest","document_annotation_format"],"msg":"Extra
+        inputs are not permitted","input":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}}},{"type":"extra_forbidden","loc":["body","CompletionRequest","document_annotation_prompt"],"msg":"Extra
+        inputs are not permitted","input":"Extract the visible title"},{"type":"missing","loc":["body","FIMCompletionRequest","prompt"],"msg":"Field
+        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$oZ7In+\V<;2Ks'D;k&P\F4YeNj%Ad=[;?o1I3WW$eVS!mX^K$bih8,BhLDdIhe$V$?@S`fH34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF
"},"document_annotation_format":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}},"document_annotation_prompt":"Extract
+        the visible title"}},{"type":"extra_forbidden","loc":["body","FIMCompletionRequest","document"],"msg":"Extra
+        inputs are not 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+        inputs are not permitted","input":{"type":"json_schema","json_schema":{"name":"document_title","description":"Extract
+        the visible document fields","schema":{"type":"object","properties":{"title":{"type":"string"}},"required":["title"],"additionalProperties":false},"strict":true}}},{"type":"extra_forbidden","loc":["body","FIMCompletionRequest","document_annotation_prompt"],"msg":"Extra
+        inputs are not permitted","input":"Extract the visible title"},{"type":"extra_forbidden","loc":["body","OCRRequest","document_annotation_prompt"],"msg":"Extra
+        inputs are not permitted","input":"Extract the visible title"}]}'
+    headers:
+      Alt-Svc:
+      - h3=":443"; ma=2592000,h3-29=":443"; ma=2592000
+      Server:
+      - scaffolding on HTTPServer2
+      Vary:
+      - Origin
+      - X-Origin
+      - Referer
+      X-Content-Type-Options:
+      - nosniff
+      X-Frame-Options:
+      - SAMEORIGIN
+      X-XSS-Protection:
+      - '0'
+      content-type:
+      - application/json
+      date:
+      - Wed, 02 Sep 2026 22:36:23 GMT
+      x-vertex-ai-internal-prediction-backend:
+      - harpoon
+    status:
+      code: 422
+      message: ''
+recorded_at: '2026-09-02T22:36:25.219091+00:00'
+ttl_seconds: 0
+version: 1
+x-litellm:
+  case:
+    litellm_input:
+      document:
+        document_url: 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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      document_annotation_format:
+        json_schema:
+          description: Extract the visible document fields
+          name: document_title
+          schema:
+            additionalProperties: false
+            properties:
+              title:
+                type: string
+            required:
+            - title
+            type: object
+          strict: true
+        type: json_schema
+      document_annotation_prompt: Extract the visible title
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/dc5e8b5912b01b806d5726979bc3760bdc71b5f91711ee3625aef65e2921d07e.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/dc5e8b5912b01b806d5726979bc3760bdc71b5f91711ee3625aef65e2921d07e.yaml
new file mode 100644
index 00000000000..3025702c43d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/dc5e8b5912b01b806d5726979bc3760bdc71b5f91711ee3625aef65e2921d07e.yaml
@@ -0,0 +1,109 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n\n\n\n\nSection 2.1: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.2: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.3: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.4: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.5: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.6: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.7: Invoice
+        totals, regional revenue, and reconciliation notes.\n\nSection 2.8: Invoice
+        totals, regional revenue, and reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":193,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment \n\nInvoice
+        Number: INV-2048\nPurchase Order: PO-4096\nhttps://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n","images":[],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":3,"markdown":"#
+        Approval Signature and Watermark \n\n## Approved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":4,"markdown":"#
+        Appendix with Section Boundaries \n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      image_limit: 1
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/e5d5e7dea67f75481fdccd6128a9003109859728067db59e96a41470266b0a95.yaml b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/e5d5e7dea67f75481fdccd6128a9003109859728067db59e96a41470266b0a95.yaml
new file mode 100644
index 00000000000..e7788b06367
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/data/vertex-mistral/e5d5e7dea67f75481fdccd6128a9003109859728067db59e96a41470266b0a95.yaml
@@ -0,0 +1,109 @@
+interactions:
+- request:
+    body: 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+    headers:
+      Accept:
+      - '*/*'
+      Content-Type:
+      - application/json
+      User-Agent:
+      - litellm/1.101.0
+    method: POST
+    uri: http://parity-provider.invalid/v1/projects/useful-shell-447307-d4/locations/us-central1/publishers/mistralai/models/mistral-ocr-2505:rawPredict
+  response:
+    body:
+      string: '{"pages":[{"index":0,"markdown":"# Quarterly Operations Report \n\n##
+        Invoice Summary and Line Items\n\n| Item | Quantity | Amount |\n| :-- | :--
+        | :-- |\n| Document analysis | 2 | 120.00 |\n| Document verification | 1 |
+        80.00 |\n\n\n| Item continued | Quantity | Amount |\n| :-- | :-- | :-- |\n|
+        Fixture validation | 3 | 45.00 |\n| Provider review | 1 | 25.00 |\n\nSection
+        1.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        1.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":1,"markdown":"#
+        Quarterly Operations Report \n\n## Revenue Chart and Formula Review\n\n![img-0.jpeg](img-0.jpeg)\n\nFormula:
+        gross margin $=$ (revenue - cost) / revenue\n\n![img-1.jpeg](img-1.jpeg)\n\n![img-2.jpeg](img-2.jpeg)\n\nSection
+        2.1: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.2: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.3: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.4: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.5: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.6: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.7: Invoice totals, regional revenue, and reconciliation notes.\n\nSection
+        2.8: Invoice totals, regional revenue, and reconciliation notes.","images":[{"id":"img-0.jpeg","top_left_x":168,"top_left_y":193,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-1.jpeg","top_left_x":1247,"top_left_y":442,"bottom_right_x":1473,"bottom_right_y":616,"image_base64":null,"image_annotation":null},{"id":"img-2.jpeg","top_left_x":1247,"top_left_y":657,"bottom_right_x":1473,"bottom_right_y":787,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":2,"markdown":"Quarterly
+        Operations Report\n\n# Key Values, Link, Highlight, and Comment \n\nInvoice
+        Number: INV-2048\nPurchase Order: PO-4096\nhttps://example.com/invoices/INV-2048\nHighlighted
+        total requiring review\nReviewer comment: verify the highlighted total before
+        approval\n\n## Revised total: 245.00\n\nSection 3.1: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.2: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.3: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.4: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.5: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.6: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.7: Invoice totals, regional
+        revenue, and reconciliation notes.\nSection 3.8: Invoice totals, regional
+        revenue, and reconciliation notes.\n![img-3.jpeg](img-3.jpeg)","images":[{"id":"img-3.jpeg","top_left_x":287,"top_left_y":1643,"bottom_right_x":715,"bottom_right_y":1859,"image_base64":null,"image_annotation":null}],"tables":[],"hyperlinks":["https://example.com/invoices/INV-2048"],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":3,"markdown":"#
+        Approval Signature and Watermark \n\n## Approved by: Jordan Lee\n\nSignature\n\nSection
+        4.1: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.2: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.3: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.4: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.5: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.6: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.7: Invoice totals, regional revenue, and reconciliation notes.\nSection
+        4.8: Invoice totals, regional revenue, and reconciliation notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}},{"index":4,"markdown":"#
+        Appendix with Section Boundaries \n\n## 1. Scope\n\n## 2. Findings\n\n## 3.
+        Recommendations\n\nSection 5.1: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.2: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.3: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.4: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.5: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.6: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.7: Invoice totals, regional revenue, and reconciliation
+        notes.\nSection 5.8: Invoice totals, regional revenue, and reconciliation
+        notes.","images":[],"tables":[],"hyperlinks":[],"header":null,"footer":null,"dimensions":{"dpi":200,"height":2200,"width":1700}}],"model":"mistral-ocr-2505","document_annotation":null,"usage_info":{"pages_processed":5,"doc_size_bytes":26446}}'
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34Wbn]2^!UdBTg$Gr:S/.]tauu?SIoomj*BG9"o>.$Hld1RO%>=J"8@oi5-1o^L/lihAQ=h2>k_<-nKkaBTg"1r*9s)OUFufrdrNCH#NG$<P?/Wfa>o00Ua9Uec'GWpP,0;Yl"["8b1a(n"+Fc\TnP*?SIoon"p#$MtW:&Up0b#UIk%5kjO@;*c?_Lne[63aa9SnLN5Dci<mb80Ua9U?2gF2jlaW5/:YKLP.VV,)^<cE2c*rY$V$?@]uAkWQ#>QPD#)8<pBlCchZr]?qhJDTo&T3,DhmN&o/"Hp0Ua8*F+7]]4mDe3,k;b1-HY#qhf*iOHTjHNqurieo!\3M6f.F+[ne<"_.]"E4oJ*<2l,WMZcQQ.RNuf=J+M`\l?VECne[63akP(t<-\Rm?9P4a"f"Z[[dl@]hUnEd:+Lh1BTg#Vqut.\hR!7+ne[63akOa@N4^#k4&7JY_.]"E*W1W5S(+e-r:1Y_-HTK[02gZ>Sj0*6^L/lihHGEFntu-I<#Euar8l%)kV$9!m%-?I"1jc44F+"*/WgjrF&fC;BAf1jPJ?oL<]K/jT$%k7^H?f3rmm)gVWZZlns=)S?8mfH6\AHKd_W&#rEc_ok)oCb<TP6.XOc^S>W8.bhlA"[8[n.)an*@cjS?:YH*F_iI.g'[@<no"rdcE<$h1Wd]N%+I)j%fsH*dHd-#[5<a<'Cq:Yo'#4\pRO4i;$tl.P-9cldVpV<SqqYl*V)S)gbO?E0T*$HleJ]G^]p7^UsG6>j6Kns:_B\A->Jm,1_a2cX;^bEFm9?iO4dnYhP=Vm-*\aW'I4dQmNrW0!LEYl*V))s-PR.(8]FOIMrJr8l$>ipXkuG4VYo)m6FCjiMl;n)!gsoVdijX0DN`aa<7?p>GW9W/qssYl*V)HfFM9aL1]>O;k%#r8l&4mI0#<FnVbq)ksS7jiP-tn+i>.pSa1#hQ?_;ah-MMaEp=)Ns`FQ%Ei+M]W;$$4el<A;'G\0BDK`7GKJ_jH#*$._VK*6rpo.Cq\pr%D;L2\H_&>eT"IgJA*'i;HP^n$H25XIfAgeZ]X<$gj0&)/IsLU6oJ].og:T@bQYo+go&P5fDj%c@Gq\:Umm@$EjF-',T"MIVn)ZTK7/lc<rQF(tH#*"Xc1TkMr8l&tk\moB[<Z]RDVWjoH2#Z2GrPZ74mrBRr;DEuah-j,J@m\Jo(P;9,k$o21\-Rbb25-kP.Z6na5if0Q+qgB8b+q@SWn=8=8kCX8b+M4r2b>2k*]j,o='+SZn\%\SrLkLntFK$md]oHMCsH(\`MkINSfBOq)<Wh.N]r'Wa.c6>,SEKKX>N=o`/ao03p3JdOeQ!d%3l*GcemS1377"\uKD4qtX56GqjT`/\H*!)nT=r$cjjdpTD)Oq&?h,:IC?:MYkOJ;-<feD<FD,A+GNSRu:?Mre>7hkE%LjMYe2+XK_Uchju>KT.=ni>bo7-pM`2IX2A2!$ff)<QG4g%In`Z"8mE2LUTj[PhFe[7B<K1,E<-Eihn?^L26H"5>SoD(@JRO?2_Lr]>_rjKVCF-H=81Qo1n6(9@GEu!jmUXS^5/A%,qb.GUp0dimuo884'1FY\/>Xs?fsU(^[k]e$fcsl/:Th[]_:K/,qb,qX0DN@']+>B`.`15'pcV%Wiqd?EFIYWkK7]3GJLs@`GNf3qWBnTn*c4u'QH3Un,6M1HM]edF$al9Et9Wmre=M.Wb6>KF&1pmrW\\AY\.sZi,2>]r!fV[qgQL)ceY'Rq0Q3dm!cnoceXsRq7BoQrdMg,cX!)/q7BL-iVeWqT"?h=neWEe@F*riaS!k)\\Au,$[WZ`;Qb'rRJhi]>M-9lpMrFg8aA$-hSPl']peh<8ichRbF<^jif<1_'aEj/3e-\jg;LN7(WQ+r%*iWWrg(W@6g%'H(q46t5=S*T$VQjJ=5q*,h%U(f>T81^>_rjK[Sll.\GVuZBk_]rKTf(H=_mN$RV/Y)=sU/p<0KEt@.K2u__%MJm(DE\ItqU&.rf"0_ah!WU\tpnA?Nk)mD:m0bNjF7!;F\q=5q*,<=1,8F["O>HPT]<,]8IU)0u1Qb>I*!\Dt,EKu<M.,*_gQY..&.YemYjSVQ[\Zaf!AEKLS5k4Kh.8^HCRS&C"0*0ka4^jUME=55&R7cBHAX%.$WZaf!AE<-E=kM8+.\":PR2i4$+n6t1ej#-1+>]Gt;W=#9Yh*+reT#DF'M4:F4G2AE-[I%+%EKdn($Ld(>4A=q0`>(=gS"]=@hXb56mo`n8PITQYYN?9S5l[Fp'fUsgX70$D..e6;M^rZX2c/IrIrF,jZaf!AEF[l5@CYWL(0B9:DW%9<!-E/*iej5DNVY%_'eu@oEQ(Z3*r>Q$Rj%6s4c:h.')0>M2r#[(n*O7_EKdoeY5Q>aPP=@6`>(=g]4]nD2c\_hHPT]<,jpD2^U`%g%d7&#EKdo5pANnNjIO])\DeiTQQ1D7@cSQYZaf!AEW%6`_hH2oWFp4i:#\3^r8o3b*S.R,i[/Y.<oW53f<`!H-?28]M3iEscf0hO`9eo?e=OVo2sL!>aZI"FEQ(Z+IH6sTZaf!Am3_Camo`n8PP/oprt#-k=m#~>endstream
endobj
6 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 320 /Length 6311 /Subtype /Image 
  /Type /XObject /Width 360
>>
stream
Gb"/l96);g&O`h>eXT8+dQMZFPnmQ1M8j/$$3;85Nc9cm9#IY6%g62pF%.rm?XNj2qd2SR91qoNlgOMi'#Ua+UR%2]d'?4&:HeaRDd7_Z-^5gX\DeQqh&$IlB\[6?`GNNKP=D''](T93ESGG.U_0D_Q@0NMgbrE\/'rZdo]rinijRfLD",]o<(F8YM^rZaY0d>9\S:?me7Wd?D8Wb#i"n=B*GtX(Y./>Y96^E$S"Pc_I25o>*o)`6S3q2dS'p'g/?ZL"\9jS@*B-q<=8,j&ESGHAYPAE@S3$**Zaf#'iLX<DceKXc>hWh1`GNLU][mq%]/jirZaf#'iL\q?,M-!;fC`9OESGG<m]rDLW/eLd/?ZL"\6cXhM<bP_U<hhVgOnhhY0u--p4jm^5)Uq/)m9(qi7Q+t^'FR"M^rZaY.HN^/T70J"ME(?MVEk)+cU-d)i+;Vm^'F_[c'[mj!T0Mj*M_tmBa=^[c,4tj#QhQhY&Z#/?ZL"\=q>q4M7r(8\dNJ.rH;DZnrgODldgkXj?!agOgI;(A&X$jf@`p`p'h>ijRgC8`Og`L4/5-I25o>2V^u?4PnpKmN8.KielKFRk0OH^`1UW3nV_Z>]JT1ai=+4Nqd4E3_K6"Y./>Y-.7#^^%(1_\")enWTHh.`n\H.'qH.5*GfdCDI[SObt?'8UCO<7'"9AMs"3HHa:(W^R^j'?0c0+)OlU)@.rcML&MDJWa>p?meEuEkgrA.?lgl#T%9K%4pKWR0R#>I5?]d.rZjA%jdaH!;\hDr6XjGM%/DZOt9+B:sqRjW48CbUTnl&b<??*qAQK:hK<Sf,%^$'7(1Z+F?RO`@sF,cN<fc0W;!M6L)ijs3uf7D]r9>/2&?ZF&-k:U$CH"46ljl\.s\F//&q3O%K>?>jZiem'Ih3`S8j04*&k:<^FmbGLDQT&1'QuKe!MX/RDSp#CsZ'fUp)k'i56LNeo4aA9HX#PMC=5;Cg+)cELY."[b(0B9ujYGKZ7WaE$q^en[5Kdi<jc/,F(0B;[C@M,lF,;ig)LfY1M;+EPj*fa)PrI"CN^$V)2Wjj.UG2.XRl:hH%mF(S2WhSDUG2.XTf5`,!-t`cmE0R!Yn*#l\^MMPB7W'Ei\or=8Y\!.F0.Cp:'>O=`,3^-Pt#3=k@SXKS."%UM;+C:/WIW[cfO"c4WUK3'"9SSg).5CTDQ=,FA+Z8-#R41N\h+75$bg04=lT)'"9SS9cA_2T17\A*#ZUuM;+De.?23W:G6WKAp(K&.kV)di@QHQhPZo'T'H>tFadY:bILUt-ZAbqRQB*h&J_cof]3M9Jl2j(4egreNg[Nl;)mk!\OTWSo');rii;oqPOj[4\Oo5U5kX;l\<h6Z-`XW$%u3*8l@Wu(O/TQ2dO=JR6fX0(oXK8*,9AJ_)me6^5>9pYq#3Ih\;l7iNP[kDAD[)*qrdgood\/;FNSAePN;ZEbu[EMHUPh18u#*e4.7G`2`Fk[ja"i$0$Bc,b.ENX>fJurZtPdQ6u0:`^Nc\V_l=baXiaX-I]=?fH>F`?a`H,sDYXjDmOI^O:.(6+rP1!,7F`u4`B<=V8b.>mQ4Kbu^Fku<">i^,.CX[U<QK==4@c/<np5SV9jVi>Pe=8V-HYTKqaQXZi]\E=ITKiG1eD"DD_.ji2QsW::,tV(jRr2#>og.pagl`4EJPs`lg>4W3ahR-E]4J3hKVJQjPB=Fn:+]N#Ad^AY44d=N@C;An")Ims8.s?@.P"Om7/UD9[P,2\%ONo9:DpI\4_UUo:;UInt()9pfEHM"e1j9]6\Yk`Y;.1pWslJIV/EgfXs?%NDl$"VJ).*0&@HEf]Q&HjsB!SrK\jM9[P,2]t?)taU]JHc-*oYPK**E=6.UoPN6lY`pec@I24_ZDsm7J<mMREDa'U8YHKm>5<o&MfY!3SLXI#g"*3621eD"tD[\l$>-N:aEmLR:4B^=LakTDCpq&G]C\XlQl9NPIP3X<OiNZkSPrHjrHNQ2(i(tG-H2DSeN:H=0!V=GQ#i(Uu)h._GgD]fHW-nIqDbSP(H)&&-r.[O\_"Kd_gcI0-9[P,2'>-'tOt(Uip=[,'H7j,0d3O!Y]J9>U&p;"`fs.EVG!&0G]Em:_hY=]&06l872s@SLKf3)jR%d1CApRt^D9;'nmB]GS[o_FRU.Oo&HXli)RHf=io6DW=<o04<8b2"jA,)U/l@A8CFA%67CjhnL8b/0lj73-3OW*lfUo'^TilW3=1eHOjDj71&[a3]>ObUN2L*k#Hl]$:7_"N&WN7*eHda07bbIoVu`2NjIc`8p?g-5W<^&iRiMC-H'i/Jm+LPsXEV6[R'hFL,"j9>(n&/9\MmBaKl)C9;IUIk%9G[ng8Vo/5]=K=$:2j2Q6H(hl*`;+9N[a18nk`!0:O4O.GrV_`hB`9("(.(f=&6d(R2(Am`"D<:-KDZFjm&P))5V>_*_W_0i&_IoAF4lfDqg)[.n&?%>V1%3Y5OEu>?9A+g5!,K1nq)3u\:Khq_=fl;\@dr_-HV27NStqeG6QaaTZH[n17BKW(#BdF"5t:)jb<B']J2j=jLrMO_k!%lhB%g2nY+/iYIlSYPN9Eu)t3L,Zp!&*];1A1.rS,/,^HTb`c+TE*Q%OG0NV"UH"2^Yaa9dAL:b$FSg1&iT!q"XUX:?40D3>(A!VNEp3@S;V!%;<17BKW^"sUoD7WrY5)2bJ4g2LQ7?cfGg)IrsIGQYWT;/7ASlad9U.Oq4mZ$085O98ccO&$=cRWp-d3NuVG[n8*GM<>dF+Q,eqOGI*b.E3OakO]Pn$`)(F+c`T8]*]p]J2j=jR)#fiGO-FH(QmhiSJ3m@u;VTgWUVS%1guddcY.T\G'._R%d1Cp@H:Cc`cV)mdkNn&^kXeZb/"]PN6TFNT%<emO?k%jGd\,8`$W,)",%)*OXX`2j2Q6GoM*?\G9ZXP]&hD84Jg(mHonlrmPa;_J_O,7P^DXDgQE89+cT+&Z"CBB6e!E-HSp?NF@pYM[Ud=pHHb>;`%'P*cDIn6q"qTL3oQSN@C;A09nJNE?*G%^H>X;mX:B[VJ).*Cu4qBr'Qs#)(f2'GeSqN!RFj(5iDA-7YEg]dJuDe_jHhS.rUYn>C+1g*Hl,sT'oS!)cJRb?<V7UUMYZAIKMpno9)&0BTg$PhKTj`T%EsES@g3qDbSP(H0(#o7SDg=:I4*u/pUra-HRcV]SlSGp$0kujkVG4@u;VT.rTf+3Xe4NZ!iOjo59f*0h%;ePrCm^h5H8&Y*Q^T7?cet2l:lHV1G.\WS$cZTLn^s)j\R#dK%U/06q&b-HRcV(fP>lj,1LhOuFq*Xfp,:='<53]Od<soeuCWF*=[^76W2a`m7'p?d$0N7n(12r*%=tNJll.Cs(<*%DCZod$EO62p`gqjUFlDF*f%m[?nN\7?cet2l:k+e,c%_WS$cZTLn^s)kY#oW<4sFC<7Dn1eD#!j$V7'n3(mok1qG2@u;VT.rW(Yq)S-5c_KUX.sYW^-HRcV$o;'207=0Wmrlel;`%'PH"0VgX.RAQHW'FS'MXaWfc,9V.]3.^IKMpno9)&0BTg$8hJeUs],&(\H!ZhUP;f@PP.[=AE0SAS0"k0ggA)f0`&qCPUR^)b)t).!f;PB(d*DA>,N/C?)[P52hM<k?rQDmc=4Lr/@u;VT9BD/'9+@^-Gp=2$P*a3.RF`<H*V)ZTRNsPC2tAUWLcXUVA2Hm7p>.3FkCB38Gp=2$P..nZ$Ddd/!I5n-9p2uj2p1S?_D^J7A2Hm7Y20/@7epZWNFXk;hNm#c?IJa8=/eRD84Jg(mH4q:1ogDBY7>h&),6:'R5^)Q.-u#\3ol921eHP!hQU6VKKa%K6f(@'PN;,i%K"l^O?TSA6f(@'PN6T=%D+HiqRj1PKK]q@SAVJO]7D<NHb24;D]_rN'@\1D,bms%?L<`3H\^28BQ_B8a_6jMpNg?<\cMLb<#tO!17BKWV;Bk=BG^?pV=!hC17BKWNSZY*@^(8Eba"AnhO($/nm:L=_oi5<B:!_fH0(#7RO%>jhJd`N!8D.5bih5DmHrao#GF`[hVnt\Bd!.1,-6,tH"2^Yaa8_#@.-rh?H:.X7P^DX0>9@bV1IFbT]#B117BIA\2PCe!T*"QpsT_o)u40LYL3C=]+A8UPM1`>#MLEL>$Y.'Job'+(.^C*:I31<8k'!FRQrHXT'.;oMr_Ebaut6NYf&\SU;+(]QJ1P]DdN<D>i"QV1eD"%Da[5#\^/9!D3;JnN$cZ)j,F1U+SXPq99#)nP0kP#6+i=)%HK]+Q+^Jo7P^DX07l-'MuheueM=-lhFL,"j=U*qVDOD3]N<SMaW&?8P.\3Z8<sI#T=<"BNZ]*5T8dNI]S54`QNhK&:WfDl+:qPF/SL<[-/L=>RoAu?\tq\,[Q[L7,^K!p;()n75+bnCA*&\!RNugW2eo1?gh2t2DQg]-7?cfWoL?AJOSeBEThUh3VJ).*C#16s#'ca\.o%,U`Y;.12ocj[dQm6,HU[R3hO($/ng8S`7iKHsN[XYIb8XA:8`"-!5Y2'gcU$[IIsGO]-HR4i%Eh[.@,??;7s2ll;`%)&+E&*n!LU>Bf5_jXa,69dhC.Q)%%(<=J9ebI?.:$99[P,2h7[6e:Y<=>\``7>2l:8O]Y<7,O!SW!hV:J@a;\&78R=o*/.Ek@?3]i+3ol8LRO#)'2c`E\2D5A\:EB#G'MXbB`>]a`#b.09]5_TV`Y;.1pWsl6cc`P<WOT!A-Z;]+,^E1uYq6FG]PQB"6e(p,d3O"H]l>5*jLg.NqbbKT;`%)&4`;<4"$&"^f6EtZ`Y;.1GJbAT`W4=XbM>-kH/fW6P1SM/\*#(#ar?+LP.\NcBTQ;#H/f$%P1S)#4n=L-GT?QcGob9XH+gl<-Ejq/9&A2fPN6laI7$G*f?J@nRO%?7DY[D7nEZfo:-b$(rP1!,8C];7`B<=V8b0UUQB.d*Xob6Y9Jl,d+%"M;<B[coQ)f<1<;0Gdn7pK)%>NHsV$Zt18=n#=\X#HS3oq*#].A$O.IRn<,]AMrb4CL;=S?Bn*dR-dP.W*hW6Hiq9,Z:--Ee"UP.*gtKmCX[XK(4[m.8-UNP\&$H&i6AB^1[<U9"!t]A=c-/ri!RNR0.>khc&iOBXnG[=*K0]Rb%?mI(W1Q[,a*f&"2f)J-EKK\Z._OuM/(7iFC5`@^'"Ng[Q=>>Wa=a=D-O[rC!\%ECf!7W_sVbILUt-Z=7[o_=m:'c2O-U(2IdV2Wi9P?2!GDR)=aNUsFq=nu<ZgRan6%XI*=N/**@=5p[OVPur>fWM(68s$Rr[llZ?*V.3VXhKb2R4E:3EtdDpar;;-E@t(/-#S'IZo[9-e_3(s[(-gY4Z?=\o#=RE*sCM,M;+U@V[e!i?7/6n3EP2qE$NjUD]%fEq8dV'DL8Ou3og`CS[TVeY/G2'oi6d[ES,,<_sun^h"FuCFiYLLIC?W]MRaA/4nnY7#9S2/pqD[#AZisgcZL+AGpBK$#^mIigt+S/Dg>ifX(gadP?2!Um\)]&NR`J)T5SgXELFAldk5RKZn_E)`>(=f]/T?P`aJtuc<"7jK=Dka05jthFsr?e5)UqoV,lbdhFN_t@@tLRf2tZ^J_V2)dO=Ig\Dl5cIN=fhOX?()5)UrZ;Ah+kXZ+[e&TkbHMAsLAW2&,e--P-\/M58E47[0d+^/'8V47%he-[cZqguL7Bob]NDaAH96cBd!JQmA75"*\)eOnk94]gXOkE]JIf>n7@K[d]u9&0,FKM1qn1.g?rF!Y^N0%<n$9puXbB@u'^-#S&^Ji]XtQ3VdHgO?<DA`+cF.Vp!i?!*9#'":$5n:&@<SVH,a?ZF$oi`<$',-U,(MsYo2'fUqQU(6q1G%n1OYINQrEV&(PqW9['^V%nPMVF)ZX:E:`p73H#=^5s9EAQ/(Q$6r[+FP#,gh,=uFh$L<h'u0l`>,j(2aJJIGrIX<en9!AD8qQ9a'mi<m/co`>]H6Q6e/H4pZ+mQZd7WggPd)LNkN)\Y?t]7/?ZM-\3Y%*2tER/"M)k<MVF(/ToR[9/pdTeZaf!Qj1;:$.BaO+^X(nsgPkI!%S(EC5)Uq/5HaGsrFre-qCJeZc+#BMftn2EWH(Y(`>,j"fBX15p@iJrj2O9@.rI02iP#6+%?e`-I25o>B&&RXrf.pFNI1ORY.2`dgXgho%@+r`I25o>B&()CrlP[-7Y<m_.rI02L,sd'';X$Kcf0i:O1TN.Ir]V+dAG7LMVF)*2o%@29cBT!/?ZM-\4.!Vebr.jHh:HGELUr"2TV4S^HRQ+DDSFa$d$h1fk5<DD8o#.7b9h^.rI-qN\PkS=^5s9EL3KkV5:#bp&F]bM#RJl3SJH~>endstream
endobj
7 0 obj
<<
/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 120 /Length 1127 /Subtype /Image 
  /Type /XObject /Width 120
>>
stream
Gb"0S99,N-&-U@\E!p$gpV25s0ak1tn7&1/lCf@c&c&IWYll9AJVk?<E?'IWs#M7B?AS9OH?j%FCqh7:hoF@+J%XglLROBk.n=2M%sHMJ;lQZUgQ6^1,Foo@H1BDUS:uGr"B,hPQKZ#&,H3%N$f0+=@FSeWj^N/=1"8"L<E;>*"/lGaCR$Mng!niK%6gD)WRS&@D)+&\4R0Z+As<*s&p7,cO2bZ^K=[hadm9-)Vf(\a(D,_<WI$WmAs_Z^W>djmVH2ef6gHhO?`i8LgVTA`<N7Z;I2".mP<Ss!X.2&)42[3*cH\21SJfKiB2>A0c6QquZaj14B-+A9fiG;L1DLeeCa`H2R>m/GelFBa*.SH>Q5&b3?lq,gDWr]0Ol=TLW.?9(k8DcO&<_*YC:FJo\M#gm,2JYD<5D2kmrKr=_9Odbl"(@Y;XK@S)PrlVQM(D;]*<1f#@u%\Tu2/pCl+='13-1i<0F^TLH1,e$W@6k#>iV45MK>HF7PF=o8\#A;+m!PF,!U$OV`,*i1Q1HY(!i``u.2q]YiaS:29U4gY#9&\nX=]W3tf,B*4^`rSPn(C>1)AS[HrOjR%o&IN3Mmql(mZDJ(?)E7jRETp?5$S^#Za@CNQPH,%[PIr=5H6C'$:B*e&Qe94;)hcjr1'sd>!m<mqF#;f7qB,dE8r9\;c1L.>YD91FH(O,QqX7!3tZQE=F]rX!s=\-6'1DX+^]oFlN=\cYd1CmW8s1uusA6$cOk87_iFg*Z34cXfuF3a*e?:>&L;M2ID9NS,`bl/Td-^QEKmMpa^Thhh4(ijr!o_5oMdE=P@Wu<k53?>+B2;C3_W$XCQ3?>"K2:+@SV(spN=]Ljcs3]l2#NBt$'PD:5;U.#Hrcnr!X#UD]46O$%/*P3Sp<7;)<n!I/D4]?XWN7n:g,?.@9P%iL[:*BkNT/4lC@/Zq!qi,Ce>ddkd4Llne1&_QM_f>;Pl7VE1MZWJmr'jlLqmLQ*4_iNhr-bcJ_\c.WH"+p6LO1+1&7'W6Z2:-QFY59,'S7>q>AHJ,7e`O.)"^H+O>#X>+K_EON0>]`*Tu_aHN.UDVr!eaMXO%eFCWOS0c\Ta<R7He/d^HbUnN2f\&OGIGVot,08f80<+sRK2m^F~>endstream
endobj
8 0 obj
<<
/Contents 19 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject <<
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 7 0 R /FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 5 0 R /FormXob.e5c3147d18f9867a4f108d3a55a248b4 6 0 R
>>
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
9 0 obj
<<
/A <<
/S /URI /Type /Action /URI (https://example.com/invoices/INV-2048)
>> /Border [ 0 0 0 ] /Rect [ 45 575 300 590 ] /Subtype /Link /Type /Annot
>>
endobj
10 0 obj
<<
/C [ .83 .89 .95 ] /Contents (Total highlighted for review) /QuadPoints [ 40 579 540 579 40 555 540 555 ] /Rect [ 40 555 540 579 ] /Subtype /Highlight /Type /Annot
>>
endobj
11 0 obj
<<
/C [ 0 0 0 ] /Contents (Verify the highlighted total) /QuadPoints [ 520 525 540 525 520 545 540 545 ] /Rect [ 520 525 540 545 ] /Subtype /Text /Type /Annot
>>
endobj
12 0 obj
<<
/Annots [ 9 0 R 10 0 R 11 0 R ] /Contents 20 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 
  /Trans <<

>> /Type /Page
>>
endobj
13 0 obj
<<
/Contents 21 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
14 0 obj
<<
/Contents 22 0 R /MediaBox [ 0 0 612 792 ] /Parent 17 0 R /Resources <<
/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ]
>> /Rotate 0 /Trans <<

>> 
  /Type /Page
>>
endobj
15 0 obj
<<
/PageMode /UseNone /Pages 17 0 R /Type /Catalog
>>
endobj
16 0 obj
<<
/Author (LiteLLM parity fixture generator) /CreationDate (D:20000101000000+00'00') /Creator (anonymous) /Keywords (document, invoice, table, figure, annotation) /ModDate (D:20000101000000+00'00') /Producer (ReportLab PDF Library - \(opensource\)) 
  /Subject (Semantic document coverage for tables, figures, annotations, and metadata) /Title (Quarterly Operations Report) /Trapped /False
>>
endobj
17 0 obj
<<
/Count 5 /Kids [ 4 0 R 8 0 R 12 0 R 13 0 R 14 0 R ] /Type /Pages
>>
endobj
18 0 obj
<<
/Length 2285
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Invoice Summary and Line Items) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 1 of 5) Tj T* ET
n 45 625 m 45 730 l S
n 245 625 m 245 730 l S
n 405 625 m 405 730 l S
n 565 625 m 565 730 l S
n 45 730 m 565 730 l S
n 45 695 m 565 695 l S
n 45 660 m 565 660 l S
n 45 625 m 565 625 l S
BT 1 0 0 1 55 707 Tm (Item) Tj T* ET
BT 1 0 0 1 255 707 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 707 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 672 Tm (Document analysis) Tj T* ET
BT 1 0 0 1 255 672 Tm (2) Tj T* ET
BT 1 0 0 1 415 672 Tm (120.00) Tj T* ET
BT 1 0 0 1 55 637 Tm (Document verification) Tj T* ET
BT 1 0 0 1 255 637 Tm (1) Tj T* ET
BT 1 0 0 1 415 637 Tm (80.00) Tj T* ET
n 45 495 m 45 600 l S
n 245 495 m 245 600 l S
n 405 495 m 405 600 l S
n 565 495 m 565 600 l S
n 45 600 m 565 600 l S
n 45 565 m 565 565 l S
n 45 530 m 565 530 l S
n 45 495 m 565 495 l S
BT 1 0 0 1 55 577 Tm (Item continued) Tj T* ET
BT 1 0 0 1 255 577 Tm (Quantity) Tj T* ET
BT 1 0 0 1 415 577 Tm (Amount) Tj T* ET
BT 1 0 0 1 55 542 Tm (Fixture validation) Tj T* ET
BT 1 0 0 1 255 542 Tm (3) Tj T* ET
BT 1 0 0 1 415 542 Tm (45.00) Tj T* ET
BT 1 0 0 1 55 507 Tm (Provider review) Tj T* ET
BT 1 0 0 1 255 507 Tm (1) Tj T* ET
BT 1 0 0 1 415 507 Tm (25.00) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 1.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 1.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 1.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 1.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 1.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 1.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 1.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 1.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
19 0 obj
<<
/Length 1723
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Revenue Chart and Formula Review) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 2 of 5) Tj T* ET
.2 .45098 .85098 rg
n 70 610 65 70 re f*
n 170 610 65 115 re f*
n 270 610 65 90 re f*
n 370 610 65 130 re f*
0 0 0 rg
BT 1 0 0 1 90 590 Tm (Q1) Tj T* ET
BT 1 0 0 1 190 590 Tm (Q2) Tj T* ET
BT 1 0 0 1 290 590 Tm (Q3) Tj T* ET
BT 1 0 0 1 390 590 Tm (Q4) Tj T* ET
BT 1 0 0 1 45 550 Tm (Formula: gross margin = \(revenue - cost\) / revenue) Tj T* ET
q
70 0 0 70 455 655 cm
/FormXob.6be40eeaaf0d81d18750dc0a7f9dc213 Do
Q
q
70 0 0 62 455 565 cm
/FormXob.e5c3147d18f9867a4f108d3a55a248b4 Do
Q
q
45 0 0 45 455 500 cm
/FormXob.2a88ac6712c9ca727e4ad8f25bcbdae2 Do
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 2.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 2.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 2.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 2.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 2.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 2.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 2.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 2.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
20 0 obj
<<
/Length 2466
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Key Values, Link, Highlight, and Comment) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 3 of 5) Tj T* ET
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 700 Tm (Invoice Number: INV-2048) Tj T* ET
BT 1 0 0 1 45 675 Tm (Purchase Order: PO-4096) Tj T* ET
.94902 .901961 .352941 rg
n 40 555 500 24 re f*
0 0 0 rg
BT 1 0 0 1 45 560 Tm (Highlighted total requiring review) Tj T* ET
BT 1 0 0 1 45 530 Tm (Reviewer comment: verify the highlighted total before approval) Tj T* ET
1 0 0 rg
BT 1 0 0 1 45 495 Tm (Revised total: 245.00) Tj T* ET
n 45 501 m 150 501 l S
0 0 0 rg
BT 1 0 0 1 45 575 Tm (https://example.com/invoices/INV-2048) Tj T* ET
q
1 0 0 1 90 130 cm
n 18 0 2.4 70 re f*
n 21.6 0 1.2 70 re f*
n 25.2 0 3.6 70 re f*
n 31.2 0 3.6 70 re f*
n 38.4 0 2.4 70 re f*
n 42 0 1.2 70 re f*
n 44.4 0 2.4 70 re f*
n 49.2 0 2.4 70 re f*
n 52.8 0 2.4 70 re f*
n 57.6 0 3.6 70 re f*
n 62.4 0 2.4 70 re f*
n 66 0 3.6 70 re f*
n 70.8 0 2.4 70 re f*
n 76.8 0 1.2 70 re f*
n 81.6 0 1.2 70 re f*
n 84 0 3.6 70 re f*
n 88.8 0 2.4 70 re f*
n 92.4 0 3.6 70 re f*
n 97.2 0 1.2 70 re f*
n 99.6 0 3.6 70 re f*
n 104.4 0 2.4 70 re f*
n 110.4 0 1.2 70 re f*
n 112.8 0 4.8 70 re f*
n 118.8 0 3.6 70 re f*
n 123.6 0 3.6 70 re f*
n 128.4 0 2.4 70 re f*
n 132 0 3.6 70 re f*
n 136.8 0 2.4 70 re f*
n 141.6 0 1.2 70 re f*
n 145.2 0 3.6 70 re f*
n 150 0 2.4 70 re f*
n 156 0 3.6 70 re f*
n 160.8 0 1.2 70 re f*
n 163.2 0 2.4 70 re f*
Q
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 3.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 3.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 3.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 3.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 3.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 3.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 3.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 3.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
21 0 obj
<<
/Length 1494
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Approval Signature and Watermark) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 4 of 5) Tj T* ET
q
.827451 .827451 .827451 rg
BT /F2 54 Tf 64.8 TL ET
.906308 .422618 -0.422618 .906308 110 390 cm
BT 1 0 0 1 0 0 Tm (DRAFT) Tj T* ET
Q
0 0 0 rg
BT /F1 12 Tf 14.4 TL ET
BT 1 0 0 1 45 635 Tm (Approved by: Jordan Lee) Tj T* ET
n 45 610 m 310 610 l S
n 55 595 m 75 625 112 602 155 600 c S
BT 1 0 0 1 45 580 Tm (Signature) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 4.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 4.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 4.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 4.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 4.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 4.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 4.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 4.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
22 0 obj
<<
/Length 1327
>>
stream
1 0 0 1 0 0 cm  BT /F1 12 Tf 14.4 TL ET
0 0 0 rg
BT /F1 11 Tf 13.2 TL ET
BT 1 0 0 1 45 770 Tm (Quarterly Operations Report) Tj T* ET
BT /F2 16 Tf 19.2 TL ET
BT 1 0 0 1 45 745 Tm (Appendix with Section Boundaries) Tj T* ET
BT /F1 9 Tf 10.8 TL ET
BT 1 0 0 1 45 30 Tm (Confidential | Page 5 of 5) Tj T* ET
BT /F2 14 Tf 16.8 TL ET
BT 1 0 0 1 45 700 Tm (1. Scope) Tj T* ET
BT 1 0 0 1 45 650 Tm (2. Findings) Tj T* ET
BT 1 0 0 1 45 600 Tm (3. Recommendations) Tj T* ET
BT /F1 10 Tf 12 TL ET
BT 1 0 0 1 45 472 Tm (Section 5.1: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 444 Tm (Section 5.2: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 416 Tm (Section 5.3: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 388 Tm (Section 5.4: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 360 Tm (Section 5.5: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 332 Tm (Section 5.6: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 304 Tm (Section 5.7: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
BT 1 0 0 1 45 276 Tm (Section 5.8: Invoice totals, regional revenue, and reconciliation notes.) Tj T* ET
 
endstream
endobj
xref
0 23
0000000000 65535 f 
0000000061 00000 n 
0000000102 00000 n 
0000000209 00000 n 
0000000321 00000 n 
0000000516 00000 n 
0000006322 00000 n 
0000012824 00000 n 
0000014142 00000 n 
0000014496 00000 n 
0000014664 00000 n 
0000014850 00000 n 
0000015028 00000 n 
0000015256 00000 n 
0000015452 00000 n 
0000015648 00000 n 
0000015718 00000 n 
0000016128 00000 n 
0000016215 00000 n 
0000018552 00000 n 
0000020327 00000 n 
0000022845 00000 n 
0000024391 00000 n 
trailer
<<
/ID 
[<cb011a3ef088e46b638e8b45c01a470f><cb011a3ef088e46b638e8b45c01a470f>]
% ReportLab generated PDF document -- digest (opensource)

/Info 16 0 R
/Root 15 0 R
/Size 23
>>
startxref
25770
%%EOF

+        type: document_url
+      include_image_base64: false
+      model: vertex_ai/mistral-ocr-2505
+      vertex_location: us-central1
+      vertex_project: useful-shell-447307-d4
+  request_source: recorded
+  schema_version: 1
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py
new file mode 100644
index 00000000000..c0e32123872
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/migrate.py
@@ -0,0 +1,64 @@
+from __future__ import annotations
+
+import argparse
+from pathlib import Path
+from typing import Final, cast
+
+import litellm
+from litellm.rust_bridge.ocr import rust, set_rust_ocr
+from ......shared.parity.fixtures.recording import (
+    RecordedInteraction,
+    UpstreamEndpoint,
+    record_upstream_interactions,
+)
+from ......shared.parity.fixtures.store import FixtureEnvelope, read_fixture, save_fixture
+from ......shared.parity.replay import replay_server
+from .common import OcrSdkCall
+from .config import configured_fixture_directory
+from .models import OcrParityCase, OcrSdkInput
+
+
+def _invoke(provider_url: str, case_input: OcrSdkInput) -> object:
+    sdk_call: Final = cast(OcrSdkCall, litellm.ocr)
+    return sdk_call(api_base=provider_url, api_key="test-key", **case_input.as_sdk_kwargs())
+
+
+def migrate_fixture(path: Path) -> Path:
+    case: Final = read_fixture(path, OcrParityCase)
+    envelope: Final = FixtureEnvelope.model_validate_json(path.read_text(encoding="utf-8"))
+    with replay_server() as provider:
+        for response in case.provider_responses:
+            provider.enqueue_response(response)
+        captured: Final = record_upstream_interactions(UpstreamEndpoint(provider.url), case.litellm_input, _invoke)
+        provider.take_requests(len(case.provider_responses))
+    interactions: Final = tuple(
+        RecordedInteraction(item.request, response)
+        for item, response in zip(captured, case.provider_responses, strict=True)
+    )
+    destination: Final = save_fixture(
+        path.parent,
+        case.litellm_input,
+        case,
+        interactions,
+        recorded_at=envelope.recorded_at,
+        request_source="python_replay",
+    )
+    read_fixture(destination, OcrParityCase)
+    path.unlink()
+    return destination
+
+
+def main() -> None:
+    parser: Final = argparse.ArgumentParser()
+    parser.add_argument("--fixture-dir", type=Path, default=configured_fixture_directory())
+    args: Final = parser.parse_args()
+    directory: Final = cast(Path, args.fixture_dir)
+    rust(False)
+    set_rust_ocr(ocr=None, aocr=None)
+    paths: Final = tuple(sorted(directory.rglob("*.json")))
+    for path in paths:
+        print(f"Migrated {path.name} to {migrate_fixture(path).name}")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py
new file mode 100644
index 00000000000..0bdf18b3f76
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/mistral.py
@@ -0,0 +1,259 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import model_validator
+from typing_extensions import Self
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import (
+    JsonSchemaResponseFormat,
+    OcrDocument,
+    OcrSdkInputBase,
+)
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    annotation_format,
+    document_transport_strategy,
+    invoke_with_api_key,
+    pdf_document,
+)
+
+MistralModel = Literal[
+    "mistral/mistral-ocr-3",
+    "mistral/mistral-ocr-3-0",
+    "mistral/mistral-ocr-2512",
+    "mistral/mistral-ocr-4-0",
+    "mistral/mistral-ocr-4-1",
+    "mistral/mistral-ocr-4",
+    "mistral/mistral-ocr-latest",
+    "mistral-ocr-3",
+    "mistral-ocr-3-0",
+    "mistral-ocr-2512",
+    "mistral-ocr-4-0",
+    "mistral-ocr-4-1",
+    "mistral-ocr-4",
+    "mistral-ocr-latest",
+]
+MistralFixtureModel = MistralModel | Literal["mistral/invalid-ocr-model-for-parity"]
+
+MISTRAL_MODELS: Final[tuple[MistralModel, ...]] = (
+    "mistral/mistral-ocr-3",
+    "mistral/mistral-ocr-3-0",
+    "mistral/mistral-ocr-2512",
+    "mistral/mistral-ocr-4",
+    "mistral/mistral-ocr-4-0",
+    "mistral/mistral-ocr-4-1",
+    "mistral/mistral-ocr-latest",
+)
+
+
+class MistralCompatibleOcrSdkInput(OcrSdkInputBase):
+    document: OcrDocument
+    pages: str | list[int] | None = None
+    include_image_base64: bool | None = None
+    image_limit: int | None = None
+    image_min_size: int | None = None
+    bbox_annotation_format: JsonSchemaResponseFormat | None = None
+    document_annotation_format: JsonSchemaResponseFormat | None = None
+    document_annotation_prompt: str | None = None
+    extract_header: bool = False
+    extract_footer: bool = False
+    table_format: Literal["markdown", "html"] | None = None
+    confidence_scores_granularity: Literal["page", "word", "block"] | None = None
+    include_blocks: bool = True
+    id: str | None = None
+
+    @model_validator(mode="after")
+    def validate_annotation_prompt(self) -> Self:
+        if self.document_annotation_prompt is not None and self.document_annotation_format is None:
+            raise ValueError("document_annotation_prompt requires document_annotation_format")
+        return self
+
+
+class MistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["mistral"] = "mistral"
+    model: MistralFixtureModel
+    custom_llm_provider: Literal["mistral"] | None = None
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if not self.model.startswith("mistral/") and self.custom_llm_provider != "mistral":
+            raise ValueError("unqualified Mistral models require custom_llm_provider='mistral'")
+        return self
+
+
+MISTRAL_MODEL: Final[MistralModel] = "mistral/mistral-ocr-latest"
+MISTRAL_PROVIDER_REJECTED_INPUTS: Final[tuple[MistralOcrSdkInput, ...]] = (
+    MistralOcrSdkInput(
+        model="mistral/invalid-ocr-model-for-parity",
+        document=pdf_document(),
+    ),
+)
+MistralFeatureLevel = Literal["2505", "2512", "4"]
+_MISTRAL_4_MODELS: Final = frozenset(
+    {
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_2512_MODELS: Final = frozenset(
+    {*_MISTRAL_4_MODELS, "mistral/mistral-ocr-2512", "mistral/mistral-ocr-3", "mistral/mistral-ocr-3-0"}
+)
+
+
+def _feature_level(model: str) -> MistralFeatureLevel:
+    if model in _MISTRAL_4_MODELS:
+        return "4"
+    if model in _MISTRAL_2512_MODELS:
+        return "2512"
+    return "2505"
+
+
+def _optional_param_strategies(
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> tuple[
+    tuple[SearchStrategy[dict[str, object]], ...],
+    tuple[SearchStrategy[dict[str, object]], ...],
+    tuple[SearchStrategy[dict[str, object]], ...],
+]:
+    annotation: Final = annotation_format("document_title")
+    common: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.sampled_from(((0,), (0, 1))).map(list).map(lambda value: {"pages": value}),
+        st.sampled_from((False, True)).map(lambda value: {"include_image_base64": value}),
+        st.just({"image_limit": 1}),
+        st.just({"image_min_size": 300}),
+        st.just({"bbox_annotation_format": annotation_format("bounding_boxes")}),
+        st.just({"document_annotation_format": annotation}),
+        *(
+            (
+                st.just(
+                    {
+                        "document_annotation_format": annotation,
+                        "document_annotation_prompt": "Extract the visible title",
+                    }
+                ),
+            )
+            if include_document_annotation_prompt
+            else ()
+        ),
+        st.sampled_from(("page", "word")).map(lambda value: {"confidence_scores_granularity": value}),
+    )
+    feature_2512: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.sampled_from((False, True)).map(lambda value: {"extract_header": value}),
+        st.sampled_from((False, True)).map(lambda value: {"extract_footer": value}),
+        st.sampled_from(("markdown", "html")).map(lambda value: {"table_format": value}),
+    )
+    feature_4: Final[tuple[SearchStrategy[dict[str, object]], ...]] = (
+        st.just({"pages": "0-2"}),
+        st.sampled_from((False, True)).map(lambda value: {"include_blocks": value}),
+        st.just({"include_blocks": True, "confidence_scores_granularity": "block"}),
+    )
+    return common, feature_2512, feature_4
+
+
+def mistral_optional_params_strategy(
+    feature_level: MistralFeatureLevel,
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> SearchStrategy[dict[str, object]]:
+    common, feature_2512, feature_4 = _optional_param_strategies(
+        include_document_annotation_prompt=include_document_annotation_prompt
+    )
+    return st.one_of(
+        *common,
+        *(feature_2512 if feature_level in {"2512", "4"} else ()),
+        *(feature_4 if feature_level == "4" else ()),
+    )
+
+
+def _mistral_input_values(
+    document: OcrDocument,
+    optional_params: dict[str, object] | None = None,
+) -> dict[str, object]:
+    return {"document": document, **(optional_params or {})}
+
+
+def _mistral_input(
+    model: str,
+    document: OcrDocument,
+    optional_params: dict[str, object] | None = None,
+) -> MistralOcrSdkInput:
+    return MistralOcrSdkInput.model_validate({"model": model, **_mistral_input_values(document, optional_params)})
+
+
+def mistral_input_values_strategy(
+    feature_level: MistralFeatureLevel,
+    inline_image_data_uri: str,
+    *,
+    include_document_annotation_prompt: bool = True,
+) -> SearchStrategy[dict[str, object]]:
+    option_document: Final = pdf_document()
+    return st.one_of(
+        document_transport_strategy(inline_image_data_uri).map(_mistral_input_values),
+        mistral_optional_params_strategy(
+            feature_level,
+            include_document_annotation_prompt=include_document_annotation_prompt,
+        ).map(lambda optional_params: _mistral_input_values(option_document, optional_params)),
+    )
+
+
+def mistral_input_strategy(
+    model: str,
+    inline_image_data_uri: str,
+    feature_level: MistralFeatureLevel | None = None,
+) -> SearchStrategy[MistralOcrSdkInput]:
+    return mistral_input_values_strategy(feature_level or _feature_level(model), inline_image_data_uri).map(
+        lambda values: MistralOcrSdkInput.model_validate({"model": model, **values})
+    )
+
+
+def _mistral_recording_strategy(inline_image_data_uri: str) -> SearchStrategy[MistralOcrSdkInput]:
+    document: Final = pdf_document()
+    baseline_models: Final = tuple(model for model in MISTRAL_MODELS if model != MISTRAL_MODEL)
+    common, feature_2512, feature_4 = _optional_param_strategies()
+    common_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*common)
+    feature_2512_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*feature_2512)
+    feature_4_options: Final[SearchStrategy[dict[str, object]]] = st.one_of(*feature_4)
+    return st.one_of(
+        st.sampled_from(baseline_models).map(lambda model: _mistral_input(model, document)),
+        document_transport_strategy(inline_image_data_uri).map(
+            lambda selected_document: _mistral_input(MISTRAL_MODEL, selected_document)
+        ),
+        common_options.map(lambda optional_params: _mistral_input(MISTRAL_MODEL, document, optional_params)),
+        feature_2512_options.map(
+            lambda optional_params: _mistral_input("mistral/mistral-ocr-2512", document, optional_params)
+        ),
+        feature_4_options.map(
+            lambda optional_params: _mistral_input("mistral/mistral-ocr-4-1", document, optional_params)
+        ),
+    )
+
+
+def mistral_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("MISTRAL_API_KEY")
+    if not api_key:
+        return ()
+    configured: Final = environ.get("MISTRAL_API_BASE", "https://api.mistral.ai").rstrip("/")
+    base_url: Final = configured.removesuffix("/v1")
+    return (
+        OcrRecordingTarget(
+            name="mistral-ocr",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                _mistral_recording_strategy(inline_image_data_uri),
+            ),
+            invocation=invoke_with_api_key(client, api_key),
+            required_inputs=MISTRAL_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py
new file mode 100644
index 00000000000..bd0e9736245
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/models.py
@@ -0,0 +1,71 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Annotated, Final, cast
+
+from pydantic import Field, model_validator
+
+from ......shared.parity.fixture_models import ParityCase
+from .azure import (
+    AzureDocumentIntelligenceOcrSdkInput,
+    AzureMistralOcrSdkInput,
+)
+from .mistral import MistralOcrSdkInput
+from .reducto import ReductoParseLegacySdkInput, ReductoParseV3SdkInput
+from .vertex import VertexDeepSeekOcrSdkInput, VertexMistralOcrSdkInput
+
+__all__ = ("OcrParityCase", "OcrSdkInput")
+
+
+OcrSdkInput = Annotated[
+    MistralOcrSdkInput
+    | AzureMistralOcrSdkInput
+    | VertexMistralOcrSdkInput
+    | AzureDocumentIntelligenceOcrSdkInput
+    | VertexDeepSeekOcrSdkInput
+    | ReductoParseV3SdkInput
+    | ReductoParseLegacySdkInput,
+    Field(discriminator="contract"),
+]
+
+
+class OcrParityCase(ParityCase[OcrSdkInput]):
+    @model_validator(mode="before")
+    @classmethod
+    def load_legacy_contract(cls, value: object) -> object:
+        if not isinstance(value, Mapping):
+            return value
+        fixture: Final = cast(Mapping[str, object], value)
+        litellm_input: Final = fixture.get("litellm_input")
+        if not isinstance(litellm_input, Mapping) or "contract" in litellm_input:
+            return fixture
+        legacy_input: Final = cast(Mapping[str, object], litellm_input)
+        legacy_contract: Final = legacy_input.get("boundary")
+        if isinstance(legacy_contract, str):
+            return {
+                **fixture,
+                "litellm_input": {
+                    "contract": legacy_contract,
+                    **{key: item for key, item in legacy_input.items() if key != "boundary"},
+                },
+            }
+        model: Final = legacy_input.get("model")
+        if not isinstance(model, str):
+            return fixture
+        return {**fixture, "litellm_input": {"contract": _legacy_contract(model), **legacy_input}}
+
+
+def _legacy_contract(model: str) -> str:
+    if model.startswith("azure_ai/doc-intelligence/"):
+        return "azure_document_intelligence"
+    if model.startswith("azure_ai/"):
+        return "azure_mistral"
+    if model.startswith("vertex_ai/deepseek"):
+        return "vertex_deepseek"
+    if model.startswith("vertex_ai/"):
+        return "vertex_mistral"
+    if model.endswith("parse-v3"):
+        return "reducto_v3"
+    if model.endswith("parse-legacy"):
+        return "reducto_legacy"
+    return "mistral"
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py
new file mode 100644
index 00000000000..19022324aa0
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/record.py
@@ -0,0 +1,77 @@
+from __future__ import annotations
+
+import logging
+import os
+from collections.abc import Mapping
+from typing import Final, cast
+
+from dotenv import load_dotenv
+
+import litellm
+from litellm.rust_bridge.ocr import rust, set_rust_ocr
+from ......shared.parity.fixtures.cli import parse_recording_args
+from ......shared.parity.fixtures.media import structured_image_data_uri
+from ......shared.parity.fixtures.pipeline import record_fixtures
+from ......shared.parity.fixtures.store import fixture_directory
+from .azure import (
+    azure_document_intelligence_recording_targets,
+    azure_mistral_recording_targets,
+)
+from .base import OcrSdkInputBase
+from .common import OcrFixtureClient, OcrRecordingTarget, OcrSdkCall
+from .config import DEFAULT_FIXTURE_DIRECTORY, FIXTURE_DIR_ENV, recording_environment
+from .mistral import mistral_recording_targets
+from .models import OcrParityCase
+from .reducto import reducto_recording_targets
+from .vertex import vertex_recording_targets
+
+
+class LiteLLMOcrFixtureClient:
+    def __init__(self, sdk_call: OcrSdkCall) -> None:
+        self.sdk_call: Final = sdk_call
+
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        self.sdk_call(api_base=api_base, api_key=api_key, **case_input.as_sdk_kwargs())
+
+
+def discover_targets(
+    environ: Mapping[str, str],
+    client: OcrFixtureClient,
+    inline_image_data_uri: str,
+) -> tuple[OcrRecordingTarget, ...]:
+    return (
+        *mistral_recording_targets(environ, client, inline_image_data_uri),
+        *azure_mistral_recording_targets(environ, client, inline_image_data_uri),
+        *azure_document_intelligence_recording_targets(environ, client),
+        *vertex_recording_targets(environ, client, inline_image_data_uri),
+        *reducto_recording_targets(environ, client, inline_image_data_uri),
+    )
+
+
+def require_targets(targets: tuple[OcrRecordingTarget, ...]) -> tuple[OcrRecordingTarget, ...]:
+    if targets:
+        return targets
+    raise SystemExit("No OCR fixture providers are configured. Set a supported provider API key and endpoint")
+
+
+def main() -> int:
+    logging.basicConfig(level=logging.INFO, format="%(message)s")
+    load_dotenv()
+    args: Final = parse_recording_args()
+    client: Final = LiteLLMOcrFixtureClient(cast(OcrSdkCall, litellm.ocr))
+    inline_image_data_uri: Final = structured_image_data_uri()
+    environ: Final = recording_environment(os.environ)
+    targets: Final = require_targets(discover_targets(environ, client, inline_image_data_uri))
+    root: Final = fixture_directory(
+        args.fixture_dir,
+        os.environ.get(FIXTURE_DIR_ENV),
+        DEFAULT_FIXTURE_DIRECTORY,
+    )
+    rust(False)
+    set_rust_ocr(ocr=None, aocr=None)
+    summary: Final = record_fixtures(targets, root, args.examples, args.concurrency, OcrParityCase)
+    return summary.exit_code
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py
new file mode 100644
index 00000000000..bcca8ac6d42
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/reducto.py
@@ -0,0 +1,439 @@
+from __future__ import annotations
+
+import base64
+import binascii
+from collections.abc import Mapping
+from typing import Annotated, Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import SearchStrategy
+from pydantic import Field, field_validator, model_validator
+from typing_extensions import Self
+
+from ......shared.parity.fixture_models import FixtureModel, JsonObject
+from ......shared.parity.fixtures.media import structured_pdf_data_uri
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_data_document,
+    invoke_with_api_key,
+)
+
+
+def _validate_reducto_source(source: str) -> str:
+    if source.startswith("reducto://"):
+        return source
+    if not source.startswith("data:"):
+        raise ValueError("Reducto documents require a reducto:// id or base64 data URI")
+    try:
+        header, encoded = source.split(",", 1)
+    except ValueError as error:
+        raise ValueError("invalid Reducto data URI") from error
+    if ";base64" not in header:
+        raise ValueError("Reducto data URIs must be base64 encoded")
+    try:
+        base64.b64decode(encoded, validate=True)
+    except (binascii.Error, ValueError) as error:
+        raise ValueError("invalid Reducto base64 payload") from error
+    return source
+
+
+class ReductoImageUrlDocument(FixtureModel):
+    type: Literal["image_url"]
+    image_url: str
+
+    @field_validator("image_url")
+    @classmethod
+    def validate_image_url(cls, value: str) -> str:
+        return _validate_reducto_source(value)
+
+
+class ReductoDocumentUrlDocument(FixtureModel):
+    type: Literal["document_url"]
+    document_url: str
+
+    @field_validator("document_url")
+    @classmethod
+    def validate_document_url(cls, value: str) -> str:
+        return _validate_reducto_source(value)
+
+
+ReductoDocument = Annotated[
+    ReductoImageUrlDocument | ReductoDocumentUrlDocument,
+    Field(discriminator="type"),
+]
+
+ReductoTableOutputFormat = Literal["html", "json", "md", "jsonbbox", "dynamic", "csv"]
+ReductoReturnImage = Literal["figure", "table", "page"]
+ReductoFormattingInclude = Literal[
+    "change_tracking",
+    "highlight",
+    "comments",
+    "hyperlinks",
+    "signatures",
+    "ignore_watermarks",
+]
+ReductoBlockType = Literal[
+    "Header",
+    "Footer",
+    "Title",
+    "Section Header",
+    "Page Number",
+    "List Item",
+    "Figure",
+    "Table",
+    "Key Value",
+    "Text",
+    "Comment",
+    "Signature",
+]
+REDUCTO_FORMATTING_INCLUDE_GROUPS: Final[tuple[tuple[ReductoFormattingInclude, ...], ...]] = (
+    (),
+    ("hyperlinks",),
+    ("change_tracking", "highlight", "comments"),
+    ("signatures", "ignore_watermarks"),
+)
+REDUCTO_FILTER_BLOCK_GROUPS: Final[tuple[tuple[ReductoBlockType, ...], ...]] = (
+    (),
+    ("Header",),
+    ("Header", "Footer", "Page Number"),
+    ("Figure", "Table", "Key Value"),
+)
+REDUCTO_RETURN_IMAGE_GROUPS: Final[tuple[tuple[ReductoReturnImage, ...], ...]] = (
+    (),
+    ("figure",),
+    ("table",),
+    ("page",),
+    ("figure", "table"),
+)
+
+
+class ReductoFormatting(FixtureModel):
+    add_page_markers: bool = False
+    table_output_format: ReductoTableOutputFormat = "dynamic"
+    merge_tables: bool = False
+    include: list[ReductoFormattingInclude] = Field(default_factory=list)
+
+    @field_validator("include")
+    @classmethod
+    def validate_unique_include(cls, value: list[ReductoFormattingInclude]) -> list[ReductoFormattingInclude]:
+        if len(value) != len(set(value)):
+            raise ValueError("formatting.include entries must be unique")
+        return value
+
+
+class ReductoChunking(FixtureModel):
+    chunk_mode: Literal["variable", "section", "page", "disabled", "block", "page_sections"] = "disabled"
+    chunk_size: int | None = None
+    chunk_overlap: int = Field(default=0, ge=0)
+
+    @model_validator(mode="after")
+    def validate_chunking(self) -> Self:
+        if self.chunk_size is not None and self.chunk_size <= 0:
+            raise ValueError("chunk_size must be positive")
+        if self.chunk_size is not None and self.chunk_overlap >= self.chunk_size:
+            raise ValueError("chunk_overlap must be less than chunk_size")
+        return self
+
+
+class ReductoRetrieval(FixtureModel):
+    chunking: ReductoChunking = Field(default_factory=ReductoChunking)
+    filter_blocks: list[ReductoBlockType] = Field(default_factory=list)
+    embedding_optimized: bool = False
+
+    @field_validator("filter_blocks")
+    @classmethod
+    def validate_unique_blocks(cls, value: list[ReductoBlockType]) -> list[ReductoBlockType]:
+        if len(value) != len(set(value)):
+            raise ValueError("retrieval.filter_blocks entries must be unique")
+        return value
+
+
+class ReductoPageRange(FixtureModel):
+    start: int | None = Field(default=None, ge=1)
+    end: int | None = Field(default=None, ge=1)
+
+    @model_validator(mode="after")
+    def validate_range(self) -> Self:
+        if self.start is not None and self.end is not None and self.end < self.start:
+            raise ValueError("page range end must be greater than or equal to start")
+        return self
+
+
+class ReductoTenantThrottling(FixtureModel):
+    tenant_id: str = Field(min_length=1, max_length=256)
+    max_share: float = Field(default=0.5, gt=0, le=1)
+
+
+class ReductoHybridVpcSettings(FixtureModel):
+    environment: str | None = None
+
+
+ReductoPageSelection = ReductoPageRange | list[ReductoPageRange] | list[int] | list[str]
+ReductoV3Model = Literal["reducto/parse-v3", "parse-v3"]
+ReductoLegacyModel = Literal["reducto/parse-legacy", "parse-legacy"]
+_ReductoV3Route = Literal["qualified", "image", "unqualified"]
+_ReductoLegacyRoute = Literal["qualified", "unqualified"]
+
+REDUCTO_V3_MODELS: Final[tuple[Literal["reducto/parse-v3"], ...]] = ("reducto/parse-v3",)
+REDUCTO_LEGACY_MODELS: Final[tuple[Literal["reducto/parse-legacy"], ...]] = ("reducto/parse-legacy",)
+
+
+class ReductoSettings(FixtureModel):
+    model: Literal["r-1"] | None = None
+    ocr_system: Literal["standard", "legacy"] = "standard"
+    extraction_mode: Literal["ocr", "hybrid", "metadata"] = "hybrid"
+    force_url_result: bool = False
+    force_file_extension: str | None = None
+    return_ocr_data: bool = False
+    return_images: list[ReductoReturnImage] = Field(default_factory=list)
+    embed_pdf_metadata: bool = False
+    embed_pdf_metadata_dpi: int = Field(default=100, ge=50, le=250)
+    persist_results: bool = False
+    tenant_throttling: ReductoTenantThrottling | None = None
+    timeout: float | None = Field(default=None, gt=0)
+    page_range: ReductoPageSelection | None = None
+    document_password: str | None = None
+    hybrid_vpc: ReductoHybridVpcSettings = Field(default_factory=ReductoHybridVpcSettings)
+
+    @field_validator("return_images")
+    @classmethod
+    def validate_unique_images(cls, value: list[ReductoReturnImage]) -> list[ReductoReturnImage]:
+        if len(value) != len(set(value)):
+            raise ValueError("settings.return_images entries must be unique")
+        return value
+
+
+class ReductoParseV3SdkInput(OcrSdkInputBase):
+    contract: Literal["reducto_v3"] = "reducto_v3"
+    model: ReductoV3Model
+    document: ReductoDocument
+    custom_llm_provider: Literal["reducto"] | None = None
+    formatting: ReductoFormatting = Field(default_factory=ReductoFormatting)
+    retrieval: ReductoRetrieval = Field(default_factory=ReductoRetrieval)
+    settings: ReductoSettings = Field(default_factory=ReductoSettings)
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if self.model == "parse-v3" and self.custom_llm_provider != "reducto":
+            raise ValueError("unqualified Reducto models require custom_llm_provider='reducto'")
+        return self
+
+
+class ReductoParseLegacySdkInput(OcrSdkInputBase):
+    contract: Literal["reducto_legacy"] = "reducto_legacy"
+    model: ReductoLegacyModel
+    document: ReductoDocument
+    custom_llm_provider: Literal["reducto"] | None = None
+    enhance: JsonObject | None = None
+
+    @model_validator(mode="after")
+    def validate_provider_routing(self) -> Self:
+        if self.model == "parse-legacy" and self.custom_llm_provider != "reducto":
+            raise ValueError("unqualified Reducto models require custom_llm_provider='reducto'")
+        return self
+
+
+_REDUCTO_PROVIDER_REJECTED_DOCUMENT: Final = ReductoDocumentUrlDocument(
+    type="document_url",
+    document_url="reducto://invalid-document-for-parity",
+)
+REDUCTO_V3_PROVIDER_REJECTED_INPUTS: Final[tuple[ReductoParseV3SdkInput, ...]] = (
+    ReductoParseV3SdkInput(
+        model="reducto/parse-v3",
+        document=_REDUCTO_PROVIDER_REJECTED_DOCUMENT,
+    ),
+)
+REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS: Final[tuple[ReductoParseLegacySdkInput, ...]] = (
+    ReductoParseLegacySdkInput(
+        model="reducto/parse-legacy",
+        document=_REDUCTO_PROVIDER_REJECTED_DOCUMENT,
+    ),
+)
+
+
+_REDUCTO_API_BASE: Final = "https://platform.reducto.ai"
+
+
+def _formatting_strategy() -> SearchStrategy[ReductoFormatting]:
+    values: Final = st.one_of(
+        st.sampled_from(("dynamic", "html", "md", "json", "csv", "jsonbbox")).map(
+            lambda value: {"table_output_format": value}
+        ),
+        st.sampled_from((False, True)).map(lambda value: {"add_page_markers": value}),
+        st.sampled_from((False, True)).map(lambda value: {"merge_tables": value}),
+        st.sampled_from(REDUCTO_FORMATTING_INCLUDE_GROUPS)
+        .map(list)
+        .map(lambda value: {"include": value}),
+    )
+    return values.map(ReductoFormatting.model_validate)
+
+
+def _chunking_strategy() -> SearchStrategy[ReductoChunking]:
+    return st.one_of(
+        st.sampled_from(("disabled", "section", "page", "block", "page_sections")).map(
+            lambda mode: ReductoChunking(chunk_mode=mode)
+        ),
+        st.just(ReductoChunking(chunk_mode="variable")),
+        st.sampled_from((250, 1000, 1500)).map(lambda size: ReductoChunking(chunk_mode="variable", chunk_size=size)),
+        st.sampled_from((32, 128)).map(
+            lambda overlap: ReductoChunking(chunk_mode="variable", chunk_size=1000, chunk_overlap=overlap)
+        ),
+    )
+
+
+def _retrieval_strategy() -> SearchStrategy[ReductoRetrieval]:
+    filter_blocks: Final = cast(
+        SearchStrategy[list[ReductoBlockType]],
+        st.sampled_from(REDUCTO_FILTER_BLOCK_GROUPS).map(list),
+    )
+    return st.one_of(
+        _chunking_strategy().map(lambda chunking: ReductoRetrieval(chunking=chunking)),
+        filter_blocks.map(lambda selected_blocks: ReductoRetrieval(filter_blocks=selected_blocks)),
+        st.sampled_from((False, True)).map(
+            lambda optimized: ReductoRetrieval(
+                chunking=ReductoChunking(chunk_mode="variable"),
+                embedding_optimized=optimized,
+            )
+        ),
+    )
+
+
+def _settings_strategy() -> SearchStrategy[ReductoSettings]:
+    # force_url_result stays model-compatible but is not recorded until the
+    # response transform follows and downloads result.url.
+    return_images: Final[SearchStrategy[list[ReductoReturnImage]]] = st.sampled_from(REDUCTO_RETURN_IMAGE_GROUPS).map(
+        list
+    )
+    page_ranges: Final = st.one_of(
+        st.just(ReductoPageRange(start=1, end=1)),
+        st.just(ReductoPageRange(start=1, end=3)),
+        st.sampled_from(
+            (
+                (
+                    ReductoPageRange(start=1, end=2),
+                    ReductoPageRange(start=4, end=5),
+                ),
+            )
+        ).map(list),
+    )
+    return st.one_of(
+        st.just(ReductoSettings(model="r-1")),
+        st.sampled_from(("standard", "legacy")).map(lambda value: ReductoSettings(ocr_system=value)),
+        st.sampled_from(("hybrid", "ocr", "metadata")).map(lambda value: ReductoSettings(extraction_mode=value)),
+        st.just(ReductoSettings(return_ocr_data=True)),
+        return_images.map(lambda selected_images: ReductoSettings(return_images=selected_images)),
+        st.just(ReductoSettings(embed_pdf_metadata=True)),
+        st.sampled_from((50, 100, 250)).map(
+            lambda dpi: ReductoSettings(embed_pdf_metadata=True, embed_pdf_metadata_dpi=dpi)
+        ),
+        st.just(ReductoSettings(timeout=300.0)),
+        page_ranges.map(lambda page_range: ReductoSettings(page_range=page_range)),
+    )
+
+
+def _reducto_v3_baseline(
+    route: _ReductoV3Route,
+    document: ReductoDocument,
+    inline_image_data_uri: str,
+) -> ReductoParseV3SdkInput:
+    if route == "image":
+        inline_image: Final = ReductoImageUrlDocument.model_validate(
+            image_data_document(inline_image_data_uri).model_dump(mode="json")
+        )
+        return ReductoParseV3SdkInput(model="reducto/parse-v3", document=inline_image)
+    if route == "unqualified":
+        return ReductoParseV3SdkInput(
+            model="parse-v3",
+            custom_llm_provider="reducto",
+            document=document,
+        )
+    return ReductoParseV3SdkInput(model="reducto/parse-v3", document=document)
+
+
+def reducto_v3_input_strategy(
+    inline_image_data_uri: str,
+    document: ReductoDocument | None = None,
+) -> SearchStrategy[ReductoParseV3SdkInput]:
+    selected_document: Final = document or ReductoDocumentUrlDocument(
+        type="document_url", document_url="reducto://fixture-document.pdf"
+    )
+    baseline_routes: Final[tuple[_ReductoV3Route, ...]] = ("qualified", "image", "unqualified")
+    return st.one_of(
+        st.sampled_from(baseline_routes).map(
+            lambda route: _reducto_v3_baseline(route, selected_document, inline_image_data_uri)
+        ),
+        _formatting_strategy().map(
+            lambda formatting: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                formatting=formatting,
+            )
+        ),
+        _retrieval_strategy().map(
+            lambda retrieval: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                retrieval=retrieval,
+            )
+        ),
+        _settings_strategy().map(
+            lambda settings: ReductoParseV3SdkInput(
+                model="reducto/parse-v3",
+                document=selected_document,
+                settings=settings,
+            )
+        ),
+    )
+
+
+def _reducto_legacy_input(
+    route: _ReductoLegacyRoute,
+    document: ReductoDocument,
+) -> ReductoParseLegacySdkInput:
+    if route == "unqualified":
+        return ReductoParseLegacySdkInput(
+            model="parse-legacy",
+            custom_llm_provider="reducto",
+            document=document,
+        )
+    return ReductoParseLegacySdkInput(model="reducto/parse-legacy", document=document)
+
+
+def reducto_legacy_input_strategy(
+    document: ReductoDocument | None = None,
+) -> SearchStrategy[ReductoParseLegacySdkInput]:
+    selected_document: Final = document or ReductoDocumentUrlDocument(
+        type="document_url", document_url="reducto://fixture-document.pdf"
+    )
+    routes: Final[tuple[_ReductoLegacyRoute, ...]] = ("qualified", "unqualified")
+    return st.sampled_from(routes).map(lambda route: _reducto_legacy_input(route, selected_document))
+
+
+def reducto_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("REDUCTO_API_KEY")
+    if not api_key:
+        return ()
+    base_url: Final = environ.get("REDUCTO_API_BASE", _REDUCTO_API_BASE).rstrip("/")
+    document: Final = ReductoDocumentUrlDocument(type="document_url", document_url=structured_pdf_data_uri())
+    invocation: Final = invoke_with_api_key(client, api_key)
+    return (
+        OcrRecordingTarget(
+            name="reducto-v3",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], reducto_v3_input_strategy(inline_image_data_uri, document)),
+            invocation=invocation,
+            required_inputs=REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+        ),
+        OcrRecordingTarget(
+            name="reducto-legacy",
+            upstream=UpstreamEndpoint(base_url=base_url),
+            strategy=cast(SearchStrategy[OcrSdkInputBase], reducto_legacy_input_strategy(document)),
+            invocation=invocation,
+            required_inputs=REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py
new file mode 100644
index 00000000000..d489b7a950b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/fixtures/vertex.py
@@ -0,0 +1,150 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from typing import Final, Literal, cast
+
+from hypothesis import strategies as st
+from hypothesis.strategies import DrawFn, SearchStrategy
+
+from ......shared.parity.fixtures.recording import UpstreamEndpoint
+from .base import OcrDocument, OcrSdkInputBase
+from .common import (
+    OcrFixtureClient,
+    OcrRecordingTarget,
+    image_data_document,
+    invoke_with_api_key,
+)
+from .mistral import (
+    MistralCompatibleOcrSdkInput,
+    mistral_input_values_strategy,
+)
+
+VertexMistralModel = Literal["vertex_ai/mistral-ocr-2505"]
+VertexDeepSeekModel = Literal["vertex_ai/deepseek-ai/deepseek-ocr-maas"]
+VertexMistralFixtureModel = VertexMistralModel | Literal["vertex_ai/invalid-ocr-model-for-parity"]
+VertexDeepSeekFixtureModel = VertexDeepSeekModel | Literal["vertex_ai/deepseek-ai/invalid-ocr-model-for-parity"]
+
+VERTEX_MISTRAL_MODELS: Final[tuple[VertexMistralModel, ...]] = ("vertex_ai/mistral-ocr-2505",)
+VERTEX_DEEPSEEK_MODELS: Final[tuple[VertexDeepSeekModel, ...]] = ("vertex_ai/deepseek-ai/deepseek-ocr-maas",)
+
+
+class VertexMistralOcrSdkInput(MistralCompatibleOcrSdkInput):
+    contract: Literal["vertex_mistral"] = "vertex_mistral"
+    model: VertexMistralFixtureModel = "vertex_ai/mistral-ocr-2505"
+    custom_llm_provider: Literal["vertex_ai"] | None = None
+    vertex_project: str
+    vertex_location: str = "us-central1"
+
+
+class VertexDeepSeekOcrSdkInput(OcrSdkInputBase):
+    contract: Literal["vertex_deepseek"] = "vertex_deepseek"
+    model: VertexDeepSeekFixtureModel = "vertex_ai/deepseek-ai/deepseek-ocr-maas"
+    document: OcrDocument
+    custom_llm_provider: Literal["vertex_ai"] | None = None
+    vertex_project: str
+    vertex_location: str = "global"
+
+
+def vertex_mistral_provider_rejected_inputs(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> tuple[VertexMistralOcrSdkInput, ...]:
+    return (
+        VertexMistralOcrSdkInput(
+            model="vertex_ai/invalid-ocr-model-for-parity",
+            document=image_data_document(inline_image_data_uri),
+            vertex_project=project,
+            vertex_location=location,
+        ),
+    )
+
+
+def vertex_deepseek_provider_rejected_inputs(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> tuple[VertexDeepSeekOcrSdkInput, ...]:
+    return (
+        VertexDeepSeekOcrSdkInput(
+            model="vertex_ai/deepseek-ai/invalid-ocr-model-for-parity",
+            document=image_data_document(inline_image_data_uri),
+            vertex_project=project,
+            vertex_location=location,
+        ),
+    )
+
+
+def _as_vertex_mistral(
+    values: dict[str, object],
+    project: str,
+    location: str,
+    model: VertexMistralModel,
+) -> VertexMistralOcrSdkInput:
+    return VertexMistralOcrSdkInput.model_validate(
+        {**values, "model": model, "vertex_project": project, "vertex_location": location}
+    )
+
+
+def vertex_mistral_input_strategy(
+    project: str,
+    location: str,
+    inline_image_data_uri: str,
+) -> SearchStrategy[VertexMistralOcrSdkInput]:
+    return st.builds(
+        _as_vertex_mistral,
+        project=st.just(project),
+        location=st.just(location),
+        model=st.sampled_from(VERTEX_MISTRAL_MODELS),
+        values=mistral_input_values_strategy("2505", inline_image_data_uri),
+    )
+
+
+@st.composite
+def vertex_deepseek_input_strategy(
+    draw: DrawFn, project: str, location: str, inline_image_data_uri: str
+) -> VertexDeepSeekOcrSdkInput:
+    return VertexDeepSeekOcrSdkInput.model_validate(
+        {
+            "model": draw(st.sampled_from(VERTEX_DEEPSEEK_MODELS)),
+            "document": image_data_document(inline_image_data_uri),
+            "vertex_project": project,
+            "vertex_location": location,
+        }
+    )
+
+
+def vertex_recording_targets(
+    environ: Mapping[str, str], client: OcrFixtureClient, inline_image_data_uri: str
+) -> tuple[OcrRecordingTarget, ...]:
+    api_key: Final = environ.get("VERTEX_AI_API_KEY")
+    project: Final = environ.get("VERTEXAI_PROJECT") or environ.get("VERTEX_PROJECT")
+    location: Final = environ.get("VERTEXAI_LOCATION") or environ.get("VERTEX_LOCATION") or "us-central1"
+    if not api_key or not project:
+        return ()
+    base_url: Final = environ.get("VERTEX_AI_API_BASE") or f"https://{location}-aiplatform.googleapis.com"
+    deepseek_location: Final = environ.get("VERTEX_DEEPSEEK_LOCATION") or "global"
+    deepseek_base_url: Final = environ.get("VERTEX_DEEPSEEK_API_BASE") or "https://aiplatform.googleapis.com"
+    invocation: Final = invoke_with_api_key(client, api_key)
+    return (
+        OcrRecordingTarget(
+            name="vertex-mistral",
+            upstream=UpstreamEndpoint(base_url=base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                vertex_mistral_input_strategy(project, location, inline_image_data_uri),
+            ),
+            invocation=invocation,
+            required_inputs=vertex_mistral_provider_rejected_inputs(project, location, inline_image_data_uri),
+        ),
+        OcrRecordingTarget(
+            name="vertex-deepseek",
+            upstream=UpstreamEndpoint(base_url=deepseek_base_url.rstrip("/")),
+            strategy=cast(
+                SearchStrategy[OcrSdkInputBase],
+                vertex_deepseek_input_strategy(project, deepseek_location, inline_image_data_uri),
+            ),
+            invocation=invocation,
+            required_inputs=vertex_deepseek_provider_rejected_inputs(project, deepseek_location, inline_image_data_uri),
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py
new file mode 100644
index 00000000000..80b830369e6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_models.py
@@ -0,0 +1,1376 @@
+from __future__ import annotations
+
+import base64
+from collections.abc import Callable
+from datetime import date
+from pathlib import Path
+from typing import Final, cast
+from unittest.mock import patch
+from urllib.parse import parse_qs, urlparse
+
+import httpx
+import pytest
+import respx
+from hypothesis import given, settings
+from hypothesis import strategies as st
+from hypothesis.strategies import DataObject
+from pydantic import BaseModel, ConfigDict, JsonValue, TypeAdapter, ValidationError
+
+from litellm.llms.azure_ai.ocr.document_intelligence.transformation import AzureDocumentIntelligenceOCRConfig
+from litellm.llms.azure_ai.ocr.transformation import AzureAIOCRConfig
+from litellm.llms.base_llm.ocr.transformation import (
+    BaseOCRConfig,
+    DocumentType,
+    OCRRequestData,
+)
+from litellm.llms.mistral.ocr.transformation import MistralOCRConfig
+from litellm.llms.reducto.ocr.transformation import ReductoParseLegacyConfig, ReductoParseV3Config
+from litellm.llms.vertex_ai.ocr.deepseek_transformation import VertexAIDeepSeekOCRConfig
+from litellm.llms.vertex_ai.ocr.transformation import VertexAIOCRConfig
+
+from .....shared.parity.fixtures.media import structured_pdf_data_uri
+from .conftest import ocr_fixture_marks
+from .fixtures.azure import (
+    AZURE_DOCUMENT_INTELLIGENCE_MODELS,
+    AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+    AZURE_MISTRAL_MODELS,
+    AzureDocumentIntelligenceOcrSdkInput,
+    AzureMistralOcrSdkInput,
+    azure_document_intelligence_input_strategy,
+    azure_mistral_input_strategy,
+)
+from .fixtures.base import (
+    DocumentUrlDocument,
+    ImageUrlDocument,
+    ImageUrlValue,
+    JsonSchemaDefinition,
+    JsonSchemaResponseFormat,
+    OcrSdkInputBase,
+)
+from .fixtures.mistral import MISTRAL_MODELS, MistralOcrSdkInput, mistral_input_strategy
+from .fixtures.models import OcrParityCase, OcrSdkInput
+from .fixtures.reducto import (
+    REDUCTO_FILTER_BLOCK_GROUPS,
+    REDUCTO_FORMATTING_INCLUDE_GROUPS,
+    REDUCTO_LEGACY_MODELS,
+    REDUCTO_RETURN_IMAGE_GROUPS,
+    REDUCTO_V3_MODELS,
+    ReductoChunking,
+    ReductoDocumentUrlDocument,
+    ReductoFormatting,
+    ReductoImageUrlDocument,
+    ReductoPageRange,
+    ReductoParseLegacySdkInput,
+    ReductoParseV3SdkInput,
+    ReductoRetrieval,
+    ReductoSettings,
+    reducto_legacy_input_strategy,
+    reducto_v3_input_strategy,
+)
+from .fixtures.vertex import (
+    VERTEX_DEEPSEEK_MODELS,
+    VERTEX_MISTRAL_MODELS,
+    VertexDeepSeekOcrSdkInput,
+    VertexMistralOcrSdkInput,
+    vertex_deepseek_input_strategy,
+    vertex_mistral_input_strategy,
+)
+from .test_support import find_fixture as _find_fixture
+
+COMMON_FIELDS: Final = frozenset(
+    {"contract", "model", "document", "custom_llm_provider", "vertex_project", "vertex_location"}
+)
+SUPPORTED_OCR_PROVIDERS: Final = frozenset({"mistral", "azure_ai", "reducto", "vertex_ai"})
+ACTIVE_OCR_MODELS: Final = frozenset(
+    (
+        *MISTRAL_MODELS,
+        *AZURE_MISTRAL_MODELS,
+        *AZURE_DOCUMENT_INTELLIGENCE_MODELS,
+        *VERTEX_MISTRAL_MODELS,
+        *VERTEX_DEEPSEEK_MODELS,
+        *REDUCTO_V3_MODELS,
+        *REDUCTO_LEGACY_MODELS,
+    )
+)
+_MISTRAL_2512_OR_NEWER: Final = frozenset(
+    {
+        "mistral/mistral-ocr-2512",
+        "mistral/mistral-ocr-3",
+        "mistral/mistral-ocr-3-0",
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_4_OR_NEWER: Final = frozenset(
+    {
+        "mistral/mistral-ocr-4",
+        "mistral/mistral-ocr-4-0",
+        "mistral/mistral-ocr-4-1",
+        "mistral/mistral-ocr-latest",
+    }
+)
+_MISTRAL_OPTION_GROUPS: Final = frozenset(
+    {
+        frozenset[str](),
+        *(
+            frozenset({field})
+            for field in (
+                "pages",
+                "include_image_base64",
+                "image_limit",
+                "image_min_size",
+                "bbox_annotation_format",
+                "document_annotation_format",
+                "extract_header",
+                "extract_footer",
+                "table_format",
+                "confidence_scores_granularity",
+                "include_blocks",
+            )
+        ),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+        frozenset({"include_blocks", "confidence_scores_granularity"}),
+    }
+)
+_MISTRAL_2505_OPTION_GROUPS: Final = frozenset(
+    {
+        frozenset[str](),
+        *(
+            frozenset({field})
+            for field in (
+                "pages",
+                "include_image_base64",
+                "image_limit",
+                "image_min_size",
+                "bbox_annotation_format",
+                "document_annotation_format",
+                "confidence_scores_granularity",
+            )
+        ),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+    }
+)
+_AZURE_MISTRAL_OPTION_GROUPS: Final = _MISTRAL_2505_OPTION_GROUPS - {
+    frozenset({"document_annotation_format", "document_annotation_prompt"})
+}
+INLINE_IMAGE_DATA_URI: Final = "data:image/png;base64,dGVzdA=="
+_MapOcrParams = Callable[[dict[str, object], dict[str, object], str], dict[str, object]]
+_TransformOcrRequest = Callable[
+    [str, DocumentType, dict[str, object], dict[str, object]],
+    OCRRequestData,
+]
+_GetCompleteUrl = Callable[[str | None, str, dict[str, object]], str]
+
+
+def _transform_with_stubbed_download(
+    transform_request: _TransformOcrRequest,
+    model: str,
+    document: DocumentType,
+    mapped: dict[str, object],
+) -> OCRRequestData:
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    if source.startswith("data:"):
+        return transform_request(model, document, mapped, {})
+    media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+    with respx.mock(assert_all_called=False) as router:
+        router.route(method="GET").mock(
+            return_value=httpx.Response(200, content=b"\x00", headers={"content-type": media_type})
+        )
+        return transform_request(model, document, mapped, {})
+
+
+def _document_transport(document: ImageUrlDocument | DocumentUrlDocument) -> tuple[str, str]:
+    if isinstance(document, ImageUrlDocument):
+        source: Final = document.image_url.url if isinstance(document.image_url, ImageUrlValue) else document.image_url
+        return document.type, "data" if source.startswith("data:") else "remote"
+    return document.type, "data" if document.document_url.startswith("data:") else "remote"
+
+
+def _normalized_azure_pages(pages: object) -> str:
+    if isinstance(pages, str):
+        return pages.replace(" ", "")
+    assert isinstance(pages, list)
+    raw_pages: Final = cast(list[object], pages)
+    if all(isinstance(page, int) for page in raw_pages):
+        integer_pages: Final = cast(list[int], raw_pages)
+        return ",".join(str(page + 1) for page in sorted(set(integer_pages)))
+    string_pages: Final = cast(list[str], raw_pages)
+    return ",".join(page.strip() for page in string_pages)
+
+
+def test_structured_pdf_exercises_semantic_ocr_features() -> None:
+    encoded: Final = structured_pdf_data_uri().partition(",")[2]
+    pdf: Final = base64.b64decode(encoded, validate=True)
+
+    assert pdf.startswith(b"%PDF-1.")
+    assert b"/Count 5" in pdf
+    assert pdf.count(b"/Subtype /Image") == 3
+    assert all(
+        marker in pdf
+        for marker in (
+            b"/Width 120",
+            b"/Width 320",
+            b"/Width 360",
+            b"/Subtype /Highlight",
+            b"/Subtype /Link",
+            b"/Subtype /Text",
+            b"/Title (Quarterly Operations Report)",
+        )
+    )
+    assert b"Invoice Number: INV-2048" in pdf
+    assert b"Formula: gross margin" in pdf
+    assert b"Approved by: Jordan Lee" in pdf
+
+
+class _ModelRegistryEntry(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="ignore")
+
+    mode: str | None = None
+    litellm_provider: str | None = None
+    deprecation_date: date | None = None
+
+
+MODEL_REGISTRY: Final = TypeAdapter(dict[str, dict[str, JsonValue]])
+
+
+def _provider_fields(model: type[OcrSdkInputBase]) -> set[str]:
+    return set(model.model_fields) - COMMON_FIELDS
+
+
+def _supported_params(config: BaseOCRConfig, model: str) -> set[str]:
+    get_supported_params: Final = cast(Callable[[str], list[str]], config.get_supported_ocr_params)
+    return set(get_supported_params(model))
+
+
+def _mistral_input(**params: object) -> MistralOcrSdkInput:
+    return MistralOcrSdkInput.model_validate(
+        {
+            "model": "mistral/mistral-ocr-latest",
+            "document": {"type": "image_url", "image_url": "https://example.com/image.png"},
+            **params,
+        }
+    )
+
+
+def _reducto_document() -> ReductoDocumentUrlDocument:
+    return ReductoDocumentUrlDocument(
+        type="document_url",
+        document_url="reducto://fixture-document.pdf",
+    )
+
+
+def test_fixture_catalogs_match_active_registered_ocr_models() -> None:
+    registry_path: Final = Path(__file__).resolve().parents[6] / "model_prices_and_context_window.json"
+    registry: Final = MODEL_REGISTRY.validate_json(registry_path.read_text(encoding="utf-8"))
+    active_registered: Final = frozenset(
+        model
+        for model, raw_metadata in registry.items()
+        if raw_metadata.get("mode") == "ocr" and raw_metadata.get("litellm_provider") in SUPPORTED_OCR_PROVIDERS
+        for metadata in (_ModelRegistryEntry.model_validate(raw_metadata),)
+        if metadata.deprecation_date is None or metadata.deprecation_date > date.today()
+    )
+
+    assert ACTIVE_OCR_MODELS == active_registered
+
+
+@pytest.mark.parametrize(
+    ("fixture_model", "provider_config", "model"),
+    (
+        (MistralOcrSdkInput, MistralOCRConfig(), "mistral-ocr-latest"),
+        (AzureMistralOcrSdkInput, AzureAIOCRConfig(), "mistral-document-ai-2512"),
+        (
+            AzureDocumentIntelligenceOcrSdkInput,
+            AzureDocumentIntelligenceOCRConfig(),
+            "doc-intelligence/prebuilt-layout",
+        ),
+        (VertexMistralOcrSdkInput, VertexAIOCRConfig(), "mistral-ocr-2505"),
+        (VertexDeepSeekOcrSdkInput, VertexAIDeepSeekOCRConfig(), "deepseek-ai/deepseek-ocr-maas"),
+        (ReductoParseV3SdkInput, ReductoParseV3Config(), "parse-v3"),
+        (ReductoParseLegacySdkInput, ReductoParseLegacyConfig(), "parse-legacy"),
+    ),
+)
+def test_fixture_fields_match_provider_config(
+    fixture_model: type[OcrSdkInputBase], provider_config: BaseOCRConfig, model: str
+) -> None:
+    assert _provider_fields(fixture_model) == _supported_params(provider_config, model)
+
+
+@pytest.mark.parametrize("model", ("deepseek-ocr-maas", "deepseek-ai/deepseek-ocr-maas"))
+def test_vertex_deepseek_request_has_one_publisher_prefix(model: str) -> None:
+    request: Final = VertexAIDeepSeekOCRConfig().transform_ocr_request(
+        model=model,
+        document={"type": "image_url", "image_url": "data:image/png;base64,AA=="},
+        optional_params={},
+        headers={},
+    )
+    assert request.data["model"] == "deepseek-ai/deepseek-ocr-maas"
+
+
+@pytest.mark.parametrize(
+    "sdk_input",
+    (
+        AzureMistralOcrSdkInput(
+            model="azure_ai/mistral-document-ai-2512",
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+        ),
+        VertexMistralOcrSdkInput(
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+            vertex_project="project-1",
+        ),
+        AzureDocumentIntelligenceOcrSdkInput(
+            model="azure_ai/doc-intelligence/prebuilt-layout",
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+        ),
+        VertexDeepSeekOcrSdkInput(
+            document=ImageUrlDocument(type="image_url", image_url="data:image/png;base64,AA=="),
+            vertex_project="project-1",
+        ),
+    ),
+)
+def test_provider_contract_is_explicit_but_not_forwarded(sdk_input: OcrSdkInput) -> None:
+    assert sdk_input.canonical_input()["contract"] == sdk_input.contract
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+
+
+@pytest.mark.parametrize("legacy_key", ("boundary", None))
+def test_ocr_parity_case_migrates_legacy_contract_metadata(legacy_key: str | None) -> None:
+    litellm_input: Final[dict[str, object]] = {
+        "model": "mistral/mistral-ocr-latest",
+        "document": {"type": "document_url", "document_url": "https://example.com/document.pdf"},
+    }
+    if legacy_key is not None:
+        litellm_input[legacy_key] = "mistral"
+
+    fixture: Final = OcrParityCase.model_validate({"litellm_input": litellm_input, "provider_responses": ()})
+
+    assert fixture.litellm_input.contract == "mistral"
+
+
+def test_mistral_input_preserves_omission_and_explicit_boolean_values() -> None:
+    omitted: Final = _mistral_input().as_sdk_kwargs()
+    explicit: Final = _mistral_input(extract_header=False, include_blocks=True).as_sdk_kwargs()
+
+    assert "extract_header" not in omitted
+    assert "include_blocks" not in omitted
+    assert explicit["extract_header"] is False
+    assert explicit["include_blocks"] is True
+
+
+def test_mistral_input_supports_document_and_page_variants() -> None:
+    nested_image: Final = MistralOcrSdkInput(
+        model="mistral/mistral-ocr-4-1",
+        document=ImageUrlDocument(
+            type="image_url",
+            image_url=ImageUrlValue(url="https://example.com/image.png", detail="high"),
+        ),
+        pages="0,2-4",
+    )
+    named_document: Final = MistralOcrSdkInput(
+        model="mistral/mistral-ocr-2512",
+        document=DocumentUrlDocument(
+            type="document_url",
+            document_url="https://example.com/document.pdf",
+            document_name="invoice.pdf",
+        ),
+    )
+
+    assert nested_image.canonical_input()["document"] == {
+        "type": "image_url",
+        "image_url": {"url": "https://example.com/image.png", "detail": "high"},
+    }
+    assert nested_image.as_sdk_kwargs()["pages"] == "0,2-4"
+    assert named_document.canonical_input()["document"] == {
+        "type": "document_url",
+        "document_url": "https://example.com/document.pdf",
+        "document_name": "invoice.pdf",
+    }
+
+
+def test_mistral_annotation_schema_serializes_provider_alias() -> None:
+    annotation: Final = JsonSchemaResponseFormat(
+        type="json_schema",
+        json_schema=JsonSchemaDefinition(
+            name="invoice",
+            schema={"type": "object"},
+        ),
+    )
+    sdk_input: Final = _mistral_input(
+        document_annotation_format=annotation,
+        document_annotation_prompt="Extract invoice fields",
+    )
+
+    assert sdk_input.canonical_input()["document_annotation_format"] == {
+        "type": "json_schema",
+        "json_schema": {
+            "name": "invoice",
+            "schema": {"type": "object"},
+        },
+    }
+
+
+def test_mistral_annotation_prompt_requires_format() -> None:
+    with pytest.raises(ValidationError, match="requires document_annotation_format"):
+        _mistral_input(document_annotation_prompt="Extract invoice fields")
+
+
+@pytest.mark.parametrize("field", ("extract_header", "extract_footer", "include_blocks"))
+def test_mistral_nonnullable_booleans_reject_null(field: str) -> None:
+    with pytest.raises(ValidationError):
+        _mistral_input(**{field: None})
+
+
+def test_unqualified_models_require_explicit_provider() -> None:
+    with pytest.raises(ValidationError, match="custom_llm_provider='mistral'"):
+        MistralOcrSdkInput(
+            model="mistral-ocr-latest",
+            document=ImageUrlDocument(type="image_url", image_url="https://example.com/image.png"),
+        )
+    with pytest.raises(ValidationError, match="custom_llm_provider='reducto'"):
+        ReductoParseV3SdkInput(model="parse-v3", document=_reducto_document())
+
+
+@pytest.mark.parametrize("model", tuple(model.removeprefix("mistral/") for model in MISTRAL_MODELS))
+def test_unqualified_mistral_models_accept_explicit_provider(model: str) -> None:
+    sdk_input: Final = MistralOcrSdkInput.model_validate(
+        {
+            "model": model,
+            "custom_llm_provider": "mistral",
+            "document": ImageUrlDocument(type="image_url", image_url="https://example.com/image.png"),
+        }
+    )
+
+    assert sdk_input.model == model
+
+
+@pytest.mark.parametrize(
+    ("model", "model_type"),
+    (("parse-v3", ReductoParseV3SdkInput), ("parse-legacy", ReductoParseLegacySdkInput)),
+)
+def test_unqualified_reducto_models_accept_explicit_provider(
+    model: str, model_type: type[ReductoParseV3SdkInput] | type[ReductoParseLegacySdkInput]
+) -> None:
+    sdk_input: Final = model_type.model_validate(
+        {"model": model, "custom_llm_provider": "reducto", "document": _reducto_document()}
+    )
+
+    assert sdk_input.model == model
+
+
+@pytest.mark.parametrize(
+    "document",
+    (
+        {"type": "image_url", "image_url": "data:image/png;base64,AA=="},
+        {"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+    ),
+)
+def test_vertex_deepseek_request_maps_both_document_types_to_image_content(
+    document: DocumentType,
+) -> None:
+    request: Final = VertexAIDeepSeekOCRConfig().transform_ocr_request(  # pyright: ignore[reportUnknownMemberType]
+        model="deepseek-ai/deepseek-ocr-maas",
+        document=document,
+        optional_params={},
+        headers={},
+    )
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    data: Final = cast(dict[str, object], request.data)
+    messages: Final = cast(list[dict[str, object]], data["messages"])
+    content: Final = cast(list[dict[str, object]], messages[0]["content"])
+    assert content == [{"type": "image_url", "image_url": document[source_key]}]
+
+
+@pytest.mark.parametrize(
+    "sdk_input",
+    (
+        ReductoParseV3SdkInput(model="reducto/parse-v3", document=_reducto_document()),
+        ReductoParseLegacySdkInput(model="reducto/parse-legacy", document=_reducto_document()),
+    ),
+)
+def test_reducto_parity_cases_are_non_strict_xfails(
+    sdk_input: ReductoParseV3SdkInput | ReductoParseLegacySdkInput,
+) -> None:
+    marks: Final = ocr_fixture_marks(OcrParityCase(litellm_input=sdk_input, provider_responses=()))
+
+    assert len(marks) == 1
+    assert marks[0].mark.name == "xfail"
+    assert marks[0].mark.kwargs["strict"] is False
+
+
+def test_supported_parity_cases_have_no_marks() -> None:
+    sdk_input: Final = _mistral_input()
+
+    assert ocr_fixture_marks(OcrParityCase(litellm_input=sdk_input, provider_responses=())) == ()
+
+
+def test_reducto_v3_preserves_nested_provider_params() -> None:
+    sdk_input: Final = ReductoParseV3SdkInput(
+        model="reducto/parse-v3",
+        document=_reducto_document(),
+        formatting=ReductoFormatting(table_output_format="html", include=["hyperlinks"]),
+        retrieval=ReductoRetrieval(chunking=ReductoChunking(chunk_mode="variable", chunk_size=250, chunk_overlap=32)),
+        settings=ReductoSettings(embed_pdf_metadata=True, embed_pdf_metadata_dpi=250, page_range=[1, 3]),
+    )
+
+    assert sdk_input.as_sdk_kwargs()["formatting"] == {
+        "table_output_format": "html",
+        "include": ["hyperlinks"],
+    }
+    assert sdk_input.as_sdk_kwargs()["retrieval"] == {
+        "chunking": {"chunk_mode": "variable", "chunk_size": 250, "chunk_overlap": 32}
+    }
+    assert sdk_input.as_sdk_kwargs()["settings"] == {
+        "embed_pdf_metadata": True,
+        "embed_pdf_metadata_dpi": 250,
+        "page_range": [1, 3],
+    }
+
+
+def test_reducto_optional_objects_reject_explicit_null() -> None:
+    with pytest.raises(ValidationError):
+        ReductoParseV3SdkInput.model_validate(
+            {
+                "model": "reducto/parse-v3",
+                "document": _reducto_document(),
+                "formatting": None,
+            }
+        )
+
+
+@pytest.mark.parametrize(
+    "source",
+    (
+        "https://example.com/document.pdf",
+        "not-a-document",
+        "data:application/pdf,not-base64",
+        "data:application/pdf;base64,not!base64",
+    ),
+)
+def test_reducto_document_rejects_unsupported_sources(source: str) -> None:
+    with pytest.raises(ValidationError):
+        ReductoDocumentUrlDocument(type="document_url", document_url=source)
+
+
+def test_reducto_nested_constraints() -> None:
+    with pytest.raises(ValidationError, match="less than chunk_size"):
+        ReductoChunking(chunk_mode="variable", chunk_size=100, chunk_overlap=100)
+    with pytest.raises(ValidationError, match="greater than or equal to start"):
+        ReductoPageRange(start=3, end=2)
+    with pytest.raises(ValidationError):
+        ReductoSettings(embed_pdf_metadata_dpi=49)
+    with pytest.raises(ValidationError, match="must be unique"):
+        ReductoFormatting(include=["hyperlinks", "hyperlinks"])
+
+
+@settings(max_examples=100, deadline=None)
+@given(model=st.sampled_from(MISTRAL_MODELS), data=st.data())
+def test_mistral_strategy_only_generates_bounded_valid_sdk_inputs(model: str, data: DataObject) -> None:
+    sdk_input: Final = data.draw(mistral_input_strategy(model, INLINE_IMAGE_DATA_URI))
+    assert MistralOcrSdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+    assert optional_fields in _MISTRAL_OPTION_GROUPS
+    if sdk_input.pages is not None:
+        assert sdk_input.pages in ([0], [0, 1], "0-2")
+    if sdk_input.image_limit is not None:
+        assert sdk_input.image_limit == 1
+    if sdk_input.image_min_size is not None:
+        assert sdk_input.image_min_size == 300
+    if sdk_input.table_format is not None:
+        assert sdk_input.table_format in {"markdown", "html"}
+    if sdk_input.confidence_scores_granularity is not None:
+        assert sdk_input.confidence_scores_granularity in {"page", "word", "block"}
+    if sdk_input.confidence_scores_granularity == "block":
+        assert sdk_input.include_blocks is True
+    if model not in _MISTRAL_2512_OR_NEWER:
+        assert optional_fields.isdisjoint({"extract_header", "extract_footer", "table_format"})
+    if model not in _MISTRAL_4_OR_NEWER:
+        assert "include_blocks" not in optional_fields
+        assert not isinstance(sdk_input.pages, str)
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    "transport",
+    (
+        ("image_url", "remote"),
+        ("image_url", "data"),
+        ("document_url", "remote"),
+        ("document_url", "data"),
+    ),
+)
+def test_mistral_strategy_reaches_every_document_transform_branch(transport: tuple[str, str]) -> None:
+    sdk_input: Final = _find_fixture(
+        mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: _document_transport(candidate.document) == transport,
+    )
+
+    assert _document_transport(sdk_input.document) == transport
+
+
+@settings(max_examples=100, deadline=None)
+@given(sdk_input=mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI))
+def test_mistral_strategy_values_survive_the_request_transform(sdk_input: MistralOcrSdkInput) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = MistralOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+    request: Final = transform_request(model, document, mapped, {})
+    request_data: Final = cast(dict[str, object], request.data)
+
+    assert mapped == optional_params
+    assert request_data == {"model": model, "document": document, **optional_params}
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("pages", "0-2"),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("extract_header", False),
+        ("extract_header", True),
+        ("extract_footer", False),
+        ("extract_footer", True),
+        ("table_format", "markdown"),
+        ("table_format", "html"),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+        ("confidence_scores_granularity", "block"),
+        ("include_blocks", False),
+        ("include_blocks", True),
+    ),
+)
+def test_mistral_strategy_reaches_every_finite_scalar_value(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        mistral_input_strategy("mistral/mistral-ocr-4-1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_reducto_v3_strategy_only_generates_bounded_valid_sdk_inputs(sdk_input: ReductoParseV3SdkInput) -> None:
+    assert ReductoParseV3SdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    option_groups: Final = frozenset(sdk_input.model_fields_set) & {"formatting", "retrieval", "settings"}
+    assert len(option_groups) <= 1
+    if "formatting" in option_groups:
+        formatting_fields: Final = frozenset(sdk_input.formatting.model_fields_set)
+        assert len(formatting_fields) == 1
+        if "table_output_format" in formatting_fields:
+            assert sdk_input.formatting.table_output_format in {"dynamic", "html", "md", "json", "csv", "jsonbbox"}
+        if "add_page_markers" in formatting_fields:
+            assert sdk_input.formatting.add_page_markers in {False, True}
+        if "merge_tables" in formatting_fields:
+            assert sdk_input.formatting.merge_tables in {False, True}
+        if "include" in formatting_fields:
+            assert tuple(sdk_input.formatting.include) in REDUCTO_FORMATTING_INCLUDE_GROUPS
+    if "retrieval" in option_groups:
+        retrieval_fields: Final = frozenset(sdk_input.retrieval.model_fields_set)
+        assert retrieval_fields in {
+            frozenset({"chunking"}),
+            frozenset({"filter_blocks"}),
+            frozenset({"chunking", "embedding_optimized"}),
+        }
+        chunking: Final = sdk_input.retrieval.chunking
+        if "chunking" in retrieval_fields:
+            assert chunking.chunk_mode in {"variable", "section", "page", "disabled", "block", "page_sections"}
+            assert chunking.chunk_size in {None, 250, 1000, 1500}
+            assert chunking.chunk_overlap in {0, 32, 128}
+        if chunking.chunk_size is not None or chunking.chunk_overlap:
+            assert chunking.chunk_mode == "variable"
+        if chunking.chunk_overlap:
+            assert chunking.chunk_size == 1000
+        if "filter_blocks" in retrieval_fields:
+            assert tuple(sdk_input.retrieval.filter_blocks) in REDUCTO_FILTER_BLOCK_GROUPS
+        if "embedding_optimized" in retrieval_fields:
+            assert chunking.chunk_mode == "variable"
+            assert chunking.chunk_size is None
+            assert chunking.chunk_overlap == 0
+            assert sdk_input.retrieval.embedding_optimized in {False, True}
+    if "settings" in option_groups:
+        settings_fields: Final = frozenset(sdk_input.settings.model_fields_set)
+        assert settings_fields in {
+            frozenset({"model"}),
+            frozenset({"ocr_system"}),
+            frozenset({"extraction_mode"}),
+            frozenset({"return_ocr_data"}),
+            frozenset({"return_images"}),
+            frozenset({"embed_pdf_metadata"}),
+            frozenset({"embed_pdf_metadata", "embed_pdf_metadata_dpi"}),
+            frozenset({"timeout"}),
+            frozenset({"page_range"}),
+        }
+        assert settings_fields.isdisjoint(
+            {
+                "force_url_result",
+                "force_file_extension",
+                "persist_results",
+                "tenant_throttling",
+                "document_password",
+                "hybrid_vpc",
+            }
+        )
+        if "model" in settings_fields:
+            assert sdk_input.settings.model == "r-1"
+        if "ocr_system" in settings_fields:
+            assert sdk_input.settings.ocr_system in {"standard", "legacy"}
+        if "extraction_mode" in settings_fields:
+            assert sdk_input.settings.extraction_mode in {"hybrid", "ocr", "metadata"}
+        if "return_ocr_data" in settings_fields:
+            assert sdk_input.settings.return_ocr_data is True
+        if "return_images" in settings_fields:
+            assert tuple(sdk_input.settings.return_images) in REDUCTO_RETURN_IMAGE_GROUPS
+        if "embed_pdf_metadata_dpi" in settings_fields:
+            assert sdk_input.settings.embed_pdf_metadata is True
+            assert sdk_input.settings.embed_pdf_metadata_dpi in {50, 100, 250}
+        if "timeout" in settings_fields:
+            assert sdk_input.settings.timeout == 300.0
+        if sdk_input.settings.page_range is not None:
+            dumped_range: Final = cast(
+                dict[str, object], sdk_input.settings.model_dump(mode="json", exclude_unset=True)
+            )["page_range"]
+            assert dumped_range in (
+                {"start": 1, "end": 1},
+                {"start": 1, "end": 3},
+                [{"start": 1, "end": 2}, {"start": 4, "end": 5}],
+            )
+
+
+@settings(max_examples=60, deadline=None)
+@given(sdk_input=reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_reducto_v3_strategy_values_survive_the_request_transform(sdk_input: ReductoParseV3SdkInput) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {
+        name: value for name, value in sdk_kwargs.items() if name not in {"model", "document", "custom_llm_provider"}
+    }
+    config: Final = ReductoParseV3Config()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    with patch.object(config, "_ensure_file_id_sync", return_value="reducto://fixture-document.pdf"):
+        request: Final = transform_request(model, document, mapped, {})
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "input": "reducto://fixture-document.pdf",
+        **optional_params,
+    }
+
+
+def test_reducto_v3_strategy_reaches_image_upload_branch_without_options() -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: isinstance(candidate.document, ReductoImageUrlDocument),
+    )
+
+    assert isinstance(sdk_input.document, ReductoImageUrlDocument)
+    assert sdk_input.document.image_url.startswith("data:image/")
+    assert sdk_input.model_fields_set == {"model", "document"}
+
+
+@pytest.mark.parametrize(
+    ("model", "provider"),
+    (("reducto/parse-v3", None), ("parse-v3", "reducto")),
+)
+def test_reducto_v3_strategy_reaches_every_routing_form(model: str, provider: str | None) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.model == model and candidate.custom_llm_provider == provider,
+    )
+
+    assert sdk_input.model == model
+    assert sdk_input.custom_llm_provider == provider
+
+
+@pytest.mark.parametrize("table_format", ("dynamic", "html", "md", "json", "csv", "jsonbbox"))
+def test_reducto_v3_strategy_reaches_every_table_format(table_format: str) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and "table_output_format" in candidate.formatting.model_fields_set
+            and candidate.formatting.table_output_format == table_format
+        ),
+    )
+
+    assert sdk_input.formatting.table_output_format == table_format
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("add_page_markers", False),
+        ("add_page_markers", True),
+        ("merge_tables", False),
+        ("merge_tables", True),
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_formatting_boolean(field: str, value: bool) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and field in candidate.formatting.model_fields_set
+            and getattr(candidate.formatting, field) is value
+        ),
+    )
+
+    assert getattr(sdk_input.formatting, field) is value
+
+
+@pytest.mark.parametrize("include", REDUCTO_FORMATTING_INCLUDE_GROUPS)
+def test_reducto_v3_strategy_reaches_every_formatting_include(include: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "formatting" in candidate.model_fields_set
+            and "include" in candidate.formatting.model_fields_set
+            and tuple(candidate.formatting.include) == include
+        ),
+    )
+
+    assert tuple(sdk_input.formatting.include) == include
+
+
+@pytest.mark.parametrize("chunk_mode", ("variable", "section", "page", "disabled", "block", "page_sections"))
+def test_reducto_v3_strategy_reaches_every_chunk_mode(chunk_mode: str) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "chunking" in candidate.retrieval.model_fields_set
+            and candidate.retrieval.chunking.chunk_mode == chunk_mode
+        ),
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == chunk_mode
+
+
+@pytest.mark.parametrize("chunk_size", (250, 1000, 1500))
+def test_reducto_v3_strategy_reaches_every_chunk_size(chunk_size: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.retrieval.chunking.chunk_size == chunk_size,
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.chunking.chunk_size == chunk_size
+
+
+@pytest.mark.parametrize("chunk_overlap", (32, 128))
+def test_reducto_v3_strategy_reaches_every_chunk_overlap(chunk_overlap: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: candidate.retrieval.chunking.chunk_overlap == chunk_overlap,
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.chunking.chunk_size == 1000
+    assert sdk_input.retrieval.chunking.chunk_overlap == chunk_overlap
+
+
+@pytest.mark.parametrize("filter_blocks", REDUCTO_FILTER_BLOCK_GROUPS)
+def test_reducto_v3_strategy_reaches_every_filter_block_group(filter_blocks: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "filter_blocks" in candidate.retrieval.model_fields_set
+            and tuple(candidate.retrieval.filter_blocks) == filter_blocks
+        ),
+    )
+
+    assert tuple(sdk_input.retrieval.filter_blocks) == filter_blocks
+
+
+@pytest.mark.parametrize("embedding_optimized", (False, True))
+def test_reducto_v3_strategy_reaches_every_embedding_setting(embedding_optimized: bool) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "retrieval" in candidate.model_fields_set
+            and "embedding_optimized" in candidate.retrieval.model_fields_set
+            and candidate.retrieval.embedding_optimized is embedding_optimized
+        ),
+    )
+
+    assert sdk_input.retrieval.chunking.chunk_mode == "variable"
+    assert sdk_input.retrieval.embedding_optimized is embedding_optimized
+
+
+@pytest.mark.parametrize("dpi", (50, 100, 250))
+def test_reducto_v3_strategy_reaches_every_metadata_dpi(dpi: int) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and "embed_pdf_metadata_dpi" in candidate.settings.model_fields_set
+            and candidate.settings.embed_pdf_metadata_dpi == dpi
+        ),
+    )
+
+    assert sdk_input.settings.embed_pdf_metadata is True
+    assert sdk_input.settings.embed_pdf_metadata_dpi == dpi
+
+
+def test_reducto_v3_strategy_reaches_metadata_with_default_dpi_omitted() -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set and candidate.settings.model_fields_set == {"embed_pdf_metadata"}
+        ),
+    )
+
+    assert sdk_input.settings.embed_pdf_metadata is True
+    assert "embed_pdf_metadata_dpi" not in sdk_input.settings.model_fields_set
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("model", "r-1"),
+        ("ocr_system", "standard"),
+        ("ocr_system", "legacy"),
+        ("extraction_mode", "hybrid"),
+        ("extraction_mode", "ocr"),
+        ("extraction_mode", "metadata"),
+        ("return_ocr_data", True),
+        ("timeout", 300.0),
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_scalar_setting(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and field in candidate.settings.model_fields_set
+            and getattr(candidate.settings, field) == value
+        ),
+    )
+
+    assert getattr(sdk_input.settings, field) == value
+
+
+@pytest.mark.parametrize("return_images", REDUCTO_RETURN_IMAGE_GROUPS)
+def test_reducto_v3_strategy_reaches_every_return_image_group(return_images: tuple[str, ...]) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            "settings" in candidate.model_fields_set
+            and "return_images" in candidate.settings.model_fields_set
+            and tuple(candidate.settings.return_images) == return_images
+        ),
+    )
+
+    assert tuple(sdk_input.settings.return_images) == return_images
+
+
+@pytest.mark.parametrize(
+    "page_range",
+    (
+        {"start": 1, "end": 1},
+        {"start": 1, "end": 3},
+        [{"start": 1, "end": 2}, {"start": 4, "end": 5}],
+    ),
+)
+def test_reducto_v3_strategy_reaches_every_page_range_shape(page_range: object) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_v3_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            cast(
+                dict[str, object],
+                candidate.settings.model_dump(mode="json", exclude_unset=True),
+            ).get("page_range")
+            == page_range
+        ),
+    )
+
+    assert sdk_input.settings.model_dump(mode="json", exclude_unset=True)["page_range"] == page_range
+
+
+@settings(max_examples=10, deadline=None)
+@given(sdk_input=reducto_legacy_input_strategy())
+def test_reducto_legacy_strategy_generates_valid_litellm_inputs(sdk_input: ReductoParseLegacySdkInput) -> None:
+    assert ReductoParseLegacySdkInput.model_validate(sdk_input.canonical_input()) == sdk_input
+    assert "enhance" not in sdk_input.model_fields_set
+
+
+@settings(max_examples=10, deadline=None)
+@given(sdk_input=reducto_legacy_input_strategy())
+def test_reducto_legacy_strategy_values_survive_the_request_transform(
+    sdk_input: ReductoParseLegacySdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    config: Final = ReductoParseLegacyConfig()
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+
+    with patch.object(config, "_ensure_file_id_sync", return_value="reducto://fixture-document.pdf"):
+        request: Final = transform_request(model, document, {}, {})
+
+    assert cast(dict[str, object], request.data) == {
+        "document_url": "reducto://fixture-document.pdf",
+    }
+
+
+@pytest.mark.parametrize(
+    ("model", "provider"),
+    (("reducto/parse-legacy", None), ("parse-legacy", "reducto")),
+)
+def test_reducto_legacy_strategy_reaches_every_routing_form(model: str, provider: str | None) -> None:
+    sdk_input: Final = _find_fixture(
+        reducto_legacy_input_strategy(),
+        lambda candidate: candidate.model == model and candidate.custom_llm_provider == provider,
+    )
+
+    assert sdk_input.model == model
+    assert sdk_input.custom_llm_provider == provider
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_azure_mistral_strategy_is_contained_to_gateway_capabilities(
+    sdk_input: AzureMistralOcrSdkInput,
+) -> None:
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+
+    assert optional_fields in _AZURE_MISTRAL_OPTION_GROUPS
+    assert optional_fields.isdisjoint(
+        {
+            "document_annotation_prompt",
+            "extract_header",
+            "extract_footer",
+            "table_format",
+            "include_blocks",
+            "id",
+        }
+    )
+    assert not isinstance(sdk_input.pages, str)
+    assert sdk_input.confidence_scores_granularity in {None, "page", "word"}
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+    ),
+)
+def test_azure_mistral_strategy_reaches_every_gateway_scalar(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@pytest.mark.parametrize("field", ("bbox_annotation_format", "document_annotation_format"))
+def test_azure_mistral_strategy_reaches_every_gateway_schema(field: str) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI),
+        lambda candidate: frozenset(candidate.model_fields_set) - {"model", "document"} == frozenset({field}),
+    )
+
+    assert frozenset(sdk_input.model_fields_set) - {"model", "document"} == {field}
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_mistral_input_strategy(INLINE_IMAGE_DATA_URI))
+def test_azure_mistral_strategy_exercises_url_conversion_and_inline_bypass(
+    sdk_input: AzureMistralOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = AzureAIOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    request: Final = _transform_with_stubbed_download(transform_request, model, document, mapped)
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    expected_document: Final = dict(document)
+    if not source.startswith("data:"):
+        media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+        expected_document[source_key] = f"data:{media_type};base64,AA=="
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "model": model,
+        "document": expected_document,
+        **optional_params,
+    }
+
+
+@settings(max_examples=30, deadline=None)
+@given(sdk_input=azure_document_intelligence_input_strategy())
+def test_azure_document_intelligence_strategy_only_generates_litellm_inputs(
+    sdk_input: AzureDocumentIntelligenceOcrSdkInput,
+) -> None:
+    assert sdk_input.req_format == "litellm"
+    assert sdk_input.model in AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {"model", "document"}
+    assert optional_fields in {
+        frozenset[str](),
+        frozenset({"pages"}),
+        frozenset({"features"}),
+        frozenset({"pages", "features"}),
+        frozenset({"req_format"}),
+    }
+    if sdk_input.pages is not None:
+        assert sdk_input.pages in ([0], [2, 0, 0, 1], ["1", "2-4"], "1-4, 5", [0, 1])
+    if isinstance(sdk_input.features, list):
+        assert tuple(sdk_input.features) in {
+            ("languages",),
+            ("ocrHighResolution",),
+            ("barcodes",),
+            ("formulas",),
+            ("styleFont",),
+            ("keyValuePairs",),
+            ("languages", "styleFont"),
+        }
+    if isinstance(sdk_input.features, str):
+        assert sdk_input.features == "languages, styleFont"
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=azure_document_intelligence_input_strategy())
+def test_azure_document_intelligence_strategy_exercises_request_transform(
+    sdk_input: AzureDocumentIntelligenceOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {name: value for name, value in sdk_kwargs.items() if name not in {"model", "document"}}
+    config: Final = AzureDocumentIntelligenceOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    get_complete_url: Final = cast(_GetCompleteUrl, config.get_complete_url)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+    url: Final = get_complete_url("https://document.example", model, mapped)
+    query: Final = parse_qs(urlparse(url).query)
+    request: Final = transform_request(model, document, mapped, {})
+
+    if sdk_input.pages is None:
+        assert "pages" not in mapped
+        assert "pages" not in query
+    else:
+        expected_pages: Final = _normalized_azure_pages(sdk_input.pages)
+        assert mapped["pages"] == expected_pages
+        assert query["pages"] == [expected_pages]
+    if sdk_input.features is None:
+        assert "features" not in mapped
+        assert "features" not in query
+    else:
+        raw_features: Final = (
+            sdk_input.features.split(",") if isinstance(sdk_input.features, str) else sdk_input.features
+        )
+        expected_features: Final = ",".join(feature.strip() for feature in raw_features)
+        assert mapped["features"] == expected_features
+        assert query["features"] == [expected_features]
+
+    source: Final = document["document_url"] if document["type"] == "document_url" else document["image_url"]
+    assert isinstance(source, str)
+    expected_body: Final = (
+        {"base64Source": source.partition(",")[2]} if source.startswith("data:") else {"urlSource": source}
+    )
+    assert cast(dict[str, object], request.data) == expected_body
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [2, 0, 0, 1]),
+        ("pages", ["1", "2-4"]),
+        ("pages", "1-4, 5"),
+        ("features", ["languages"]),
+        ("features", ["ocrHighResolution"]),
+        ("features", ["barcodes"]),
+        ("features", ["formulas"]),
+        ("features", ["styleFont"]),
+        ("features", ["keyValuePairs"]),
+        ("features", "languages, styleFont"),
+    ),
+)
+def test_azure_document_intelligence_strategy_reaches_every_finite_value(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+def test_azure_document_intelligence_strategy_reaches_combined_query_branch() -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: {"pages", "features"}.issubset(candidate.model_fields_set),
+    )
+
+    assert sdk_input.pages == [0, 1]
+    assert sdk_input.features == ["languages", "styleFont"]
+
+
+@pytest.mark.parametrize(
+    "transport",
+    (("document_url", "data"), ("image_url", "remote")),
+)
+def test_azure_document_intelligence_strategy_reaches_body_source_branches(
+    transport: tuple[str, str],
+) -> None:
+    sdk_input: Final = _find_fixture(
+        azure_document_intelligence_input_strategy(),
+        lambda candidate: _document_transport(candidate.document) == transport,
+    )
+
+    assert _document_transport(sdk_input.document) == transport
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_mistral_strategy_is_contained_to_2505_capabilities(
+    sdk_input: VertexMistralOcrSdkInput,
+) -> None:
+    optional_fields: Final = frozenset(sdk_input.model_fields_set) - {
+        "model",
+        "document",
+        "vertex_project",
+        "vertex_location",
+    }
+
+    assert optional_fields in _MISTRAL_2505_OPTION_GROUPS
+    assert optional_fields.isdisjoint({"extract_header", "extract_footer", "table_format", "include_blocks", "id"})
+    assert not isinstance(sdk_input.pages, str)
+    assert sdk_input.confidence_scores_granularity in {None, "page", "word"}
+    if optional_fields:
+        assert isinstance(sdk_input.document, DocumentUrlDocument)
+        assert sdk_input.document.document_url == structured_pdf_data_uri()
+
+
+@pytest.mark.parametrize(
+    ("field", "value"),
+    (
+        ("pages", [0]),
+        ("pages", [0, 1]),
+        ("include_image_base64", False),
+        ("include_image_base64", True),
+        ("image_limit", 1),
+        ("image_min_size", 300),
+        ("confidence_scores_granularity", "page"),
+        ("confidence_scores_granularity", "word"),
+    ),
+)
+def test_vertex_mistral_strategy_reaches_every_2505_scalar(field: str, value: object) -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: field in candidate.model_fields_set and getattr(candidate, field) == value,
+    )
+
+    assert getattr(sdk_input, field) == value
+
+
+@pytest.mark.parametrize(
+    "fields",
+    (
+        frozenset({"bbox_annotation_format"}),
+        frozenset({"document_annotation_format"}),
+        frozenset({"document_annotation_format", "document_annotation_prompt"}),
+    ),
+)
+def test_vertex_mistral_strategy_reaches_every_2505_schema_group(fields: frozenset[str]) -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: (
+            frozenset(candidate.model_fields_set) - {"model", "document", "vertex_project", "vertex_location"} == fields
+        ),
+    )
+
+    assert frozenset(sdk_input.model_fields_set) - {"model", "document", "vertex_project", "vertex_location"} == fields
+
+
+@settings(max_examples=50, deadline=None)
+@given(sdk_input=vertex_mistral_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_mistral_strategy_exercises_url_conversion_and_inline_bypass(
+    sdk_input: VertexMistralOcrSdkInput,
+) -> None:
+    sdk_kwargs: Final = sdk_input.as_sdk_kwargs()
+    model: Final = cast(str, sdk_kwargs["model"])
+    document: Final = cast(DocumentType, sdk_kwargs["document"])
+    optional_params: Final = {
+        name: value
+        for name, value in sdk_kwargs.items()
+        if name not in {"model", "document", "vertex_project", "vertex_location"}
+    }
+    config: Final = VertexAIOCRConfig()
+    map_params: Final = cast(_MapOcrParams, config.map_ocr_params)
+    transform_request: Final = cast(_TransformOcrRequest, config.transform_ocr_request)
+    mapped: Final = map_params(optional_params, {}, model)
+
+    request: Final = _transform_with_stubbed_download(transform_request, model, document, mapped)
+
+    source_key: Final = "image_url" if document["type"] == "image_url" else "document_url"
+    source: Final = document[source_key]
+    expected_document: Final = dict(document)
+    if not source.startswith("data:"):
+        media_type: Final = "image/png" if document["type"] == "image_url" else "application/pdf"
+        expected_document[source_key] = f"data:{media_type};base64,AA=="
+
+    assert mapped == optional_params
+    assert cast(dict[str, object], request.data) == {
+        "model": model,
+        "document": expected_document,
+        **optional_params,
+    }
+
+
+@settings(max_examples=30, deadline=None)
+@given(sdk_input=vertex_deepseek_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI))
+def test_vertex_deepseek_strategy_only_generates_litellm_inputs(
+    sdk_input: VertexDeepSeekOcrSdkInput,
+) -> None:
+    assert sdk_input.vertex_project == "project-1"
+    assert "contract" not in sdk_input.as_sdk_kwargs()
+    assert _document_transport(sdk_input.document) == ("image_url", "data")
+
+
+def test_vertex_deepseek_strategy_reaches_documented_image_branch() -> None:
+    sdk_input: Final = _find_fixture(
+        vertex_deepseek_input_strategy("project-1", "us-central1", INLINE_IMAGE_DATA_URI),
+        lambda candidate: _document_transport(candidate.document) == ("image_url", "data"),
+    )
+
+    assert _document_transport(sdk_input.document) == ("image_url", "data")
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py
new file mode 100644
index 00000000000..2d907f4f3b8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_fixture_store.py
@@ -0,0 +1,85 @@
+from __future__ import annotations
+
+from dataclasses import dataclass
+from datetime import datetime, timezone
+from pathlib import Path
+from queue import Queue
+from typing import Final, Protocol, cast
+
+import pytest
+
+from .....shared.parity.fixtures.cassette import deserialize_cassette
+from .....shared.parity.fixtures.pytest_support import parametrize_recorded_fixtures
+from .....shared.parity.fixtures.store import FixtureEnvelope, read_fixture, recorded_fixtures
+from .conftest import ocr_fixture_id, ocr_fixture_marks
+from .fixtures.migrate import migrate_fixture
+from .fixtures.models import OcrParityCase
+
+
+class _Parameter(Protocol):
+    values: tuple[OcrParityCase, ...]
+    marks: tuple[pytest.Mark, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class _MetafuncSpy:
+    fixturenames: tuple[str, ...]
+    calls: Queue[tuple[object, ...]]
+
+    def parametrize(self, *args: object, **_kwargs: object) -> None:
+        self.calls.put(args)
+
+
+def test_recorded_fixture_parametrization_applies_case_specific_marks() -> None:
+    calls: Final[Queue[tuple[object, ...]]] = Queue()
+    metafunc: Final = _MetafuncSpy(fixturenames=("ocr_fixture",), calls=calls)
+
+    parametrize_recorded_fixtures(
+        cast(pytest.Metafunc, metafunc),
+        fixture_name="ocr_fixture",
+        case_type=OcrParityCase,
+        env_var="UNCONFIGURED_OCR_FIXTURE_TEST_DIRECTORY",
+        default_directory=Path(__file__).with_name("fixtures") / "data",
+        regeneration_command="unused",
+        id_builder=ocr_fixture_id,
+        marks_builder=ocr_fixture_marks,
+    )
+
+    parameters: Final = cast(tuple[_Parameter, ...], calls.get_nowait()[1])
+    reducto_parameters: Final = tuple(
+        parameter
+        for parameter in parameters
+        if parameter.values[0].litellm_input.contract in {"reducto_v3", "reducto_legacy"}
+    )
+    supported_parameters: Final = tuple(parameter for parameter in parameters if parameter not in reducto_parameters)
+
+    assert reducto_parameters
+    assert supported_parameters
+    assert all(len(parameter.marks) == 1 for parameter in reducto_parameters)
+    assert all(parameter.marks[0].name == "xfail" for parameter in reducto_parameters)
+    assert all(parameter.marks[0].kwargs["strict"] is False for parameter in reducto_parameters)
+    assert all(parameter.marks == () for parameter in supported_parameters)
+
+
+def test_legacy_fixture_migration_preserves_responses_and_labels_reconstructed_requests(tmp_path: Path) -> None:
+    case: Final = recorded_fixtures(Path(__file__).with_name("fixtures") / "data" / "mistral-ocr", OcrParityCase)[0]
+    timestamp: Final = datetime(2020, 1, 1, tzinfo=timezone.utc)
+    envelope: Final = FixtureEnvelope(
+        schema_version=1,
+        recorded_at=timestamp,
+        case=case.model_dump(mode="json", exclude_unset=True),
+    )
+    legacy_path: Final = tmp_path / "legacy.json"
+    legacy_path.write_text(envelope.model_dump_json())
+
+    destination: Final = migrate_fixture(legacy_path)
+
+    assert not legacy_path.exists()
+    assert read_fixture(destination, OcrParityCase) == case
+    cassette: Final = deserialize_cassette(destination.read_text())
+    assert cassette.recorded_at == timestamp
+    assert cassette.parity.request_source == "python_replay"
+    assert len(cassette.interactions) == len(case.provider_responses)
+    assert cassette.interactions[0].request.method == "POST"
+    assert cassette.interactions[0].request.uri == "http://parity-provider.invalid/v1/ocr"
+    assert "authorization" not in cassette.interactions[0].request.headers
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py
new file mode 100644
index 00000000000..bc770131d85
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_record_fixtures.py
@@ -0,0 +1,424 @@
+from __future__ import annotations
+
+import queue
+from collections.abc import Callable, Mapping
+from dataclasses import dataclass
+from pathlib import Path
+from typing import Final, cast
+
+import pytest
+from hypothesis.strategies import SearchStrategy
+
+from .....shared.parity.fixtures.cli import parse_recording_args
+from .....shared.parity.fixtures.inputs import generate_case_inputs
+from .....shared.parity.fixtures.media import structured_pdf_data_uri
+from .fixtures.azure import (
+    AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+    AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+    AZURE_MISTRAL_MODELS,
+    AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+)
+from .fixtures.base import OcrSdkInputBase
+from .fixtures.common import OcrFixtureClient, OcrRecordingTarget
+from .fixtures.config import recording_environment
+from .fixtures.mistral import MISTRAL_MODELS, MISTRAL_PROVIDER_REJECTED_INPUTS
+from .fixtures.record import (
+    discover_targets as discover_targets_with_media,
+)
+from .fixtures.record import (
+    require_targets,
+)
+from .fixtures.reducto import (
+    REDUCTO_LEGACY_MODELS,
+    REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+    REDUCTO_V3_MODELS,
+    REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+)
+from .fixtures.vertex import (
+    VERTEX_DEEPSEEK_MODELS,
+    VERTEX_MISTRAL_MODELS,
+    vertex_deepseek_provider_rejected_inputs,
+    vertex_mistral_provider_rejected_inputs,
+)
+from .test_support import find_fixture
+
+
+class _UnusedOcrClient:
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        raise AssertionError(f"unexpected SDK call to {api_base} with {api_key!r} and {case_input!r}")
+
+
+@dataclass(frozen=True, slots=True)
+class _RecordingOcrClient:
+    calls: queue.SimpleQueue[dict[str, object]]
+
+    def execute(self, api_base: str, api_key: str, case_input: OcrSdkInputBase) -> None:
+        self.calls.put({"api_base": api_base, "api_key": api_key, **case_input.as_sdk_kwargs()})
+
+
+_UNUSED_OCR_CLIENT: Final = _UnusedOcrClient()
+_MISTRAL_PARAMS: Final = frozenset(
+    {
+        "pages",
+        "include_image_base64",
+        "image_limit",
+        "image_min_size",
+        "bbox_annotation_format",
+        "document_annotation_format",
+        "document_annotation_prompt",
+        "extract_header",
+        "extract_footer",
+        "table_format",
+        "confidence_scores_granularity",
+        "include_blocks",
+    }
+)
+_MISTRAL_2512_PARAMS: Final = _MISTRAL_PARAMS - {"include_blocks"}
+_MISTRAL_2505_PARAMS: Final = _MISTRAL_2512_PARAMS - {"extract_header", "extract_footer", "table_format"}
+_AZURE_MISTRAL_PARAMS: Final = _MISTRAL_2505_PARAMS - {"document_annotation_prompt"}
+_INLINE_IMAGE_DATA_URI: Final = "data:image/png;base64,dGVzdA=="
+
+
+def discover_targets(environ: Mapping[str, str], client: OcrFixtureClient) -> tuple[OcrRecordingTarget, ...]:
+    return discover_targets_with_media(environ, client, _INLINE_IMAGE_DATA_URI)
+
+
+def _model(case_input: OcrSdkInputBase) -> str:
+    model: Final = case_input.canonical_input().get("model")
+    assert isinstance(model, str)
+    return model
+
+
+def _find_input(
+    strategy: SearchStrategy[OcrSdkInputBase],
+    predicate: Callable[[OcrSdkInputBase], bool],
+) -> OcrSdkInputBase:
+    return find_fixture(strategy, predicate)
+
+
+def _document_transport(case_input: OcrSdkInputBase) -> tuple[str, str]:
+    document: Final = cast(dict[str, object], case_input.canonical_input()["document"])
+    document_type: Final = cast(str, document["type"])
+    source: Final = document["image_url"] if document_type == "image_url" else document["document_url"]
+    assert isinstance(source, str)
+    return document_type, "data" if source.startswith("data:") else "remote"
+
+
+def test_parse_args_has_no_model_selection() -> None:
+    assert parse_recording_args([]).concurrency == 2
+    args: Final = parse_recording_args(["--examples", "2", "--concurrency", "3", "--fixture-dir", "/tmp/ocr"])
+
+    assert args.examples == 2
+    assert args.concurrency == 3
+    assert args.fixture_dir == Path("/tmp/ocr")
+    with pytest.raises(SystemExit):
+        parse_recording_args(["--model", "mistral/mistral-ocr-latest"])
+
+
+@pytest.mark.parametrize(
+    "environ",
+    (
+        {},
+        {"MISTRAL_API_KEY": ""},
+        {"LITELLM_API_KEY": "generic-key"},
+    ),
+)
+def test_discovery_requires_provider_specific_key(environ: dict[str, str]) -> None:
+    assert discover_targets(environ, _UNUSED_OCR_CLIENT) == ()
+
+
+def test_no_discovered_targets_has_actionable_error() -> None:
+    with pytest.raises(SystemExit, match="supported provider API key"):
+        require_targets(())
+
+
+def test_discovery_is_explicit_per_available_provider_boundary() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    assert tuple(target.name for target in targets) == (
+        "mistral-ocr",
+        "azure-mistral",
+        "azure-document-intelligence",
+        "vertex-mistral",
+        "vertex-deepseek",
+        "reducto-v3",
+        "reducto-legacy",
+    )
+    assert all("secret" not in repr(target) for target in targets)
+
+
+def test_azure_mistral_discovery_enumerates_registered_models() -> None:
+    environ: Final = {
+        "AZURE_AI_API_KEY": "azure-secret",
+        "AZURE_AI_API_BASE": "https://azure.example",
+    }
+    target: Final = discover_targets(environ, _UNUSED_OCR_CLIENT)[0]
+
+    for model in AZURE_MISTRAL_MODELS:
+        assert (
+            _model(
+                _find_input(
+                    target.strategy,
+                    lambda case_input, expected_model=model: _model(case_input) == expected_model,
+                )
+            )
+            == model
+        )
+
+
+@pytest.mark.parametrize(
+    ("configured", "expected"),
+    (
+        (None, "https://api.mistral.ai"),
+        ("https://mistral.example/v1", "https://mistral.example"),
+        ("https://mistral.example/", "https://mistral.example"),
+    ),
+)
+def test_mistral_target_uses_canonical_model_and_normalized_base(
+    configured: str | None,
+    expected: str,
+) -> None:
+    environ: Final = {
+        "MISTRAL_API_KEY": "mistral-secret",
+        **({"MISTRAL_API_BASE": configured} if configured is not None else {}),
+    }
+    targets: Final = discover_targets(environ, _UNUSED_OCR_CLIENT)
+
+    assert len(targets) == 1
+    target: Final = targets[0]
+    assert target.name == "mistral-ocr"
+    assert target.upstream.base_url == expected
+    assert "mistral-secret" not in repr(target)
+    case_inputs: Final = generate_case_inputs(target.strategy, examples=1)
+    assert len(case_inputs) == 1
+    assert case_inputs[0].canonical_input()["model"] in MISTRAL_MODELS
+
+
+def test_mistral_target_invocation_forwards_discovered_credentials() -> None:
+    calls: Final[queue.SimpleQueue[dict[str, object]]] = queue.SimpleQueue()
+
+    client: Final = _RecordingOcrClient(calls)
+    target: Final = discover_targets({"MISTRAL_API_KEY": "mistral-secret"}, client)[0]
+    case_input: Final = generate_case_inputs(target.strategy, examples=1)[0]
+
+    target.invocation.execute("http://127.0.0.1:1234", case_input)
+
+    kwargs: Final = calls.get_nowait()
+    assert kwargs["api_base"] == "http://127.0.0.1:1234"
+    assert kwargs["api_key"] == "mistral-secret"
+    assert kwargs["model"] in MISTRAL_MODELS
+
+
+def test_every_target_strategy_reaches_every_recording_model_and_coverage_param() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    expected: Final[dict[str, tuple[tuple[str, ...], frozenset[str]]]] = {
+        "mistral-ocr": (MISTRAL_MODELS, _MISTRAL_PARAMS),
+        "azure-mistral": (AZURE_MISTRAL_MODELS, _AZURE_MISTRAL_PARAMS),
+        "azure-document-intelligence": (
+            AZURE_DOCUMENT_INTELLIGENCE_RECORDING_MODELS,
+            frozenset({"pages", "features", "req_format"}),
+        ),
+        "vertex-mistral": (VERTEX_MISTRAL_MODELS, _MISTRAL_2505_PARAMS),
+        "vertex-deepseek": (VERTEX_DEEPSEEK_MODELS, frozenset[str]()),
+        "reducto-v3": (REDUCTO_V3_MODELS, frozenset({"formatting", "retrieval", "settings"})),
+        "reducto-legacy": (REDUCTO_LEGACY_MODELS, frozenset[str]()),
+    }
+
+    for target in targets:
+        expected_models, expected_params = expected[target.name]
+        for model in expected_models:
+            assert (
+                _model(
+                    _find_input(
+                        target.strategy,
+                        lambda case_input, expected_model=model: _model(case_input) == expected_model,
+                    )
+                )
+                == model
+            )
+        for param in expected_params:
+            reached = _find_input(
+                target.strategy,
+                lambda case_input, expected_param=param: expected_param in case_input.as_sdk_kwargs(),
+            )
+            assert param in reached.as_sdk_kwargs()
+            document = cast(dict[str, object], reached.canonical_input()["document"])
+            assert document == {"type": "document_url", "document_url": structured_pdf_data_uri()}
+
+
+@pytest.mark.parametrize("target_name", ("mistral-ocr", "azure-mistral", "vertex-mistral"))
+def test_mistral_recording_targets_reach_every_transport_branch(target_name: str) -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    target: Final = next(candidate for candidate in targets if candidate.name == target_name)
+
+    for transport in (
+        ("image_url", "remote"),
+        ("image_url", "data"),
+        ("document_url", "remote"),
+        ("document_url", "data"),
+    ):
+        reached = _find_input(
+            target.strategy,
+            lambda case_input, expected=transport: _document_transport(case_input) == expected,
+        )
+        assert _document_transport(reached) == transport
+
+
+def test_vertex_deepseek_recording_reaches_documented_image_branch() -> None:
+    targets: Final = discover_targets(
+        {
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    target: Final = next(candidate for candidate in targets if candidate.name == "vertex-deepseek")
+    case_input: Final = _find_input(
+        target.strategy,
+        lambda candidate: _document_transport(candidate) == ("image_url", "data"),
+    )
+
+    assert _document_transport(case_input) == ("image_url", "data")
+
+
+def test_only_intentional_provider_failures_are_fixed_inputs() -> None:
+    targets: Final = discover_targets(
+        {
+            "MISTRAL_API_KEY": "mistral-secret",
+            "REDUCTO_API_KEY": "reducto-secret",
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "AZURE_DOCUMENT_INTELLIGENCE_API_KEY": "document-secret",
+            "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT": "https://document.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    expected: Final[dict[str, tuple[OcrSdkInputBase, ...]]] = {
+        "mistral-ocr": MISTRAL_PROVIDER_REJECTED_INPUTS,
+        "azure-mistral": AZURE_MISTRAL_PROVIDER_REJECTED_INPUTS,
+        "azure-document-intelligence": AZURE_DOCUMENT_INTELLIGENCE_PROVIDER_REJECTED_INPUTS,
+        "vertex-mistral": vertex_mistral_provider_rejected_inputs("project-1", "us-central1", _INLINE_IMAGE_DATA_URI),
+        "vertex-deepseek": vertex_deepseek_provider_rejected_inputs("project-1", "global", _INLINE_IMAGE_DATA_URI),
+        "reducto-v3": REDUCTO_V3_PROVIDER_REJECTED_INPUTS,
+        "reducto-legacy": REDUCTO_LEGACY_PROVIDER_REJECTED_INPUTS,
+    }
+
+    assert {target.name for target in targets} == expected.keys()
+    for target in targets:
+        assert target.required_inputs == expected[target.name]
+        generated: Final = generate_case_inputs(target.strategy, examples=20)
+        assert all(case_input not in target.required_inputs for case_input in generated)
+
+
+def test_mistral_adapters_preserve_omitted_optional_params() -> None:
+    targets: Final = discover_targets(
+        {
+            "AZURE_AI_API_KEY": "azure-secret",
+            "AZURE_AI_API_BASE": "https://azure.example",
+            "VERTEX_AI_API_KEY": "vertex-secret",
+            "VERTEXAI_PROJECT": "project-1",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+
+    baselines: Final = tuple(
+        _find_input(
+            target.strategy,
+            lambda case_input: _MISTRAL_PARAMS.isdisjoint(case_input.as_sdk_kwargs()),
+        )
+        for target in targets
+    )
+    assert all(_MISTRAL_PARAMS.isdisjoint(baseline.as_sdk_kwargs()) for baseline in baselines)
+
+
+def test_recording_environment_uses_gcloud_project_and_oauth_token() -> None:
+    commands: Final[queue.SimpleQueue[tuple[str, ...]]] = queue.SimpleQueue()
+
+    def read_command(arguments: tuple[str, ...]) -> str:
+        commands.put(arguments)
+        return "project-1" if arguments == ("config", "get-value", "project") else "oauth-token"
+
+    environ: Final = recording_environment({"VERTEXT_API_KEY": "express-key"}, read_command)
+    calls: Final[queue.SimpleQueue[dict[str, object]]] = queue.SimpleQueue()
+    targets: Final = discover_targets(environ, _RecordingOcrClient(calls))
+    assert commands.get_nowait() == ("config", "get-value", "project")
+    assert commands.get_nowait() == ("auth", "print-access-token")
+    assert commands.empty()
+    assert tuple(target.name for target in targets) == ("vertex-mistral", "vertex-deepseek")
+    for target in targets:
+        target.invocation.execute("http://localhost:1234", generate_case_inputs(target.strategy, 1)[0])
+        kwargs: Final = calls.get_nowait()
+        assert kwargs["api_key"] == "oauth-token"
+        assert kwargs["vertex_project"] == "project-1"
+        if target.name == "vertex-deepseek":
+            assert kwargs["vertex_location"] == "global"
+            assert target.upstream.base_url == "https://aiplatform.googleapis.com"
+
+
+def test_explicit_vertex_credentials_do_not_invoke_gcloud() -> None:
+    def unexpected_command(arguments: tuple[str, ...]) -> str:
+        raise AssertionError(f"Unexpected gcloud call: {arguments}")
+
+    environ: Final = recording_environment(
+        {"VERTEX_PROJECT": "configured-project", "VERTEX_AI_ACCESS_TOKEN": "configured-token"}, unexpected_command
+    )
+    assert environ["VERTEXAI_PROJECT"] == "configured-project"
+    assert environ["VERTEX_AI_API_KEY"] == "configured-token"
+
+
+def test_vertex_oauth_failure_is_actionable_without_exposing_credentials() -> None:
+    with pytest.raises(SystemExit, match="gcloud auth login"):
+        recording_environment({"VERTEXAI_PROJECT": "project-1", "VERTEXT_API_KEY": "express-key"}, lambda _: "")
+    assert recording_environment({}, lambda _: "") == {}
+
+
+def test_azure_aliases_select_configured_deployment_and_document_intelligence() -> None:
+    targets: Final = discover_targets(
+        {
+            "AZURE_KEY": "azure-secret",
+            "AZURE_ENDPOINT": "https://azure.example",
+            "AZURE_DEPLOYMENT_NAME": "mistral-ocr-4-0",
+        },
+        _UNUSED_OCR_CLIENT,
+    )
+    assert tuple(target.name for target in targets) == ("azure-mistral", "azure-document-intelligence")
+    assert all(target.upstream.base_url == "https://azure.example" for target in targets)
+    assert all(
+        _model(case_input) == "azure_ai/mistral-ocr-4-0" for case_input in generate_case_inputs(targets[0].strategy, 20)
+    )
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py
new file mode 100644
index 00000000000..e72980752f2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_sdk_parity.py
@@ -0,0 +1,343 @@
+from __future__ import annotations
+
+import asyncio
+import sys
+import tempfile
+import traceback
+from collections.abc import Callable, Coroutine, Generator
+from contextlib import contextmanager
+from enum import Enum
+from functools import partial
+from pathlib import Path
+from typing import Annotated, Final, Literal, cast
+
+from pydantic import BaseModel, ConfigDict, Field, JsonValue, TypeAdapter
+
+from litellm.llms.base_llm.ocr.transformation import OCRResponse
+
+from .....shared.parity.compare import assert_parity
+from .....shared.parity.fixtures.store import fixture_id, recorded_fixtures
+from .....shared.parity.models import (
+    SDKCommand,
+    SDKError,
+    SDKReport,
+    SDKSuccess,
+    WorkerFailure,
+    WorkerResult,
+    WorkerSuccess,
+    sdk_error_report,
+)
+from .....shared.parity.runner import (
+    ExecutionVariant,
+    SubprocessRunner,
+    SubprocessWorker,
+    execution_worker_pair,
+    parity_worker_main,
+)
+from ...runner import E2ECheck
+from .fixtures.config import configured_fixture_directory
+from .fixtures.models import OcrParityCase, OcrSdkInput
+
+API_KEY: Final = "test-key"
+PYTHON_HTTP_SENTINEL: Final = "python-ocr-parity-fallback"
+PYTHON_VARIANT: Final = ExecutionVariant(name="Python", environment=(("LITELLM_RUST", "0"),))
+RUST_VARIANT: Final = ExecutionVariant(name="Rust", environment=(("LITELLM_RUST", "1"),))
+
+
+class SDKRoute(str, Enum):
+    OCR = "ocr"
+    AOCR = "aocr"
+
+
+class InvalidOcrCase(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    name: str
+    model: str
+    document: JsonValue
+    expected_exception_type: str
+    expected_status_code: int
+    expected_message: str
+    extra_kwargs: tuple[tuple[str, JsonValue], ...] = ()
+
+
+class RecordedOcrWorkerCase(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["recorded"] = "recorded"
+    case: OcrParityCase
+
+
+class InvalidOcrWorkerCase(BaseModel):
+    model_config = ConfigDict(frozen=True)
+
+    kind: Literal["invalid"] = "invalid"
+    case: InvalidOcrCase
+
+
+OcrWorkerCase = Annotated[RecordedOcrWorkerCase | InvalidOcrWorkerCase, Field(discriminator="kind")]
+OCR_WORKER_CASE_ADAPTER: Final[TypeAdapter[OcrWorkerCase]] = TypeAdapter(OcrWorkerCase)
+
+
+INVALID_OCR_CASES: Final = (
+    InvalidOcrCase(
+        name="unsupported_provider",
+        model="openai/gpt-4o",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="OCR is not supported for provider: openai",
+    ),
+    InvalidOcrCase(
+        name="unsupported_reducto_model",
+        model="reducto/parse-v4",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="OCR is not supported for provider: reducto",
+    ),
+    InvalidOcrCase(
+        name="unknown_provider_prefix",
+        model="not_a_provider/model",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.BadRequestError",
+        expected_status_code=400,
+        expected_message="LLM Provider NOT provided",
+    ),
+    InvalidOcrCase(
+        name="non_object_document",
+        model="mistral/mistral-ocr-latest",
+        document=[],
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="document must be a dict",
+    ),
+    InvalidOcrCase(
+        name="missing_document_type",
+        model="mistral/mistral-ocr-latest",
+        document={},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid document type: None",
+    ),
+    InvalidOcrCase(
+        name="unsupported_document_type",
+        model="mistral/mistral-ocr-latest",
+        document={"type": "text", "text": "not a document"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid document type: text",
+    ),
+    InvalidOcrCase(
+        name="missing_document_url",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Document URL is required",
+    ),
+    InvalidOcrCase(
+        name="missing_image_url",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "image_url"},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Document URL is required",
+    ),
+    InvalidOcrCase(
+        name="invalid_request_format",
+        model="mistral/mistral-ocr-latest",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.UnsupportedParamsError",
+        expected_status_code=400,
+        expected_message="Invalid `req_format`: 'bogus'",
+        extra_kwargs=(("req_format", "bogus"),),
+    ),
+    InvalidOcrCase(
+        name="invalid_document_intelligence_pages",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="`pages` integers must be >= 0",
+        extra_kwargs=(("pages", [-1]),),
+    ),
+    InvalidOcrCase(
+        name="invalid_document_intelligence_features",
+        model="azure_ai/doc-intelligence/prebuilt-read",
+        document={"type": "document_url", "document_url": "data:application/pdf;base64,AA=="},
+        expected_exception_type="litellm.exceptions.APIConnectionError",
+        expected_status_code=500,
+        expected_message="Invalid `features` for Azure Document Intelligence",
+        extra_kwargs=(("features", [1]),),
+    ),
+)
+
+
+def _call_kwargs(sdk_input: OcrSdkInput, mock_url: str, route: SDKRoute) -> dict[str, object]:
+    return {
+        **sdk_input.as_sdk_kwargs(),
+        "api_base": mock_url,
+        "api_key": API_KEY,
+        "extra_headers": {"x-litellm-parity-route": route.value},
+    }
+
+
+def _execute_sdk_call(
+    call_kwargs: dict[str, object],
+    route: SDKRoute,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    import litellm
+
+    try:
+        if route is SDKRoute.OCR:
+            sync_route: Final = cast(Callable[..., OCRResponse], litellm.ocr)
+            response: Final = sync_route(**call_kwargs)
+            return SDKSuccess(response=response.model_dump(mode="json"))
+        async_route: Final = cast(Callable[..., Coroutine[object, object, OCRResponse]], litellm.aocr)
+        async_response: Final = event_loop.run_until_complete(async_route(**call_kwargs))
+        return SDKSuccess(response=async_response.model_dump(mode="json"))
+    except Exception as error:
+        return sdk_error_report(error)
+
+
+def _execute_sdk_case(
+    sdk_input: OcrSdkInput,
+    route: SDKRoute,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    call_kwargs: Final = _call_kwargs(sdk_input, mock_url, route)
+    return _execute_sdk_call(call_kwargs, route, event_loop)
+
+
+def _execute_invalid_sdk_case(
+    case: InvalidOcrCase,
+    route: SDKRoute,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> SDKReport:
+    call_kwargs: Final[dict[str, object]] = {
+        "model": case.model,
+        "document": case.document,
+        "api_base": mock_url,
+        "api_key": API_KEY,
+        "extra_headers": {"x-litellm-parity-route": route.value},
+        **dict(case.extra_kwargs),
+    }
+    return _execute_sdk_call(call_kwargs, route, event_loop)
+
+
+def _check_recorded_ocr_sdk_parity(
+    ocr_fixture: OcrParityCase,
+    route: SDKRoute,
+    case_file: Path,
+    sdk_workers: tuple[SubprocessWorker, SubprocessWorker],
+) -> None:
+    python_worker, rust_worker = sdk_workers
+    python: Final = python_worker.execute(case_file, route.value, ocr_fixture.provider_responses)
+    rust: Final = rust_worker.execute(case_file, route.value, ocr_fixture.provider_responses)
+
+    assert_parity(python, rust, PYTHON_HTTP_SENTINEL)
+    if any(response.status_code >= 400 for response in ocr_fixture.provider_responses):
+        assert isinstance(python.report, SDKError)
+
+
+def _check_invalid_ocr_sdk_parity(
+    case: InvalidOcrCase,
+    route: SDKRoute,
+    case_file: Path,
+    sdk_workers: tuple[SubprocessWorker, SubprocessWorker],
+) -> None:
+    python_worker, rust_worker = sdk_workers
+    python: Final = python_worker.execute(case_file, route.value, ())
+    rust: Final = rust_worker.execute(case_file, route.value, ())
+
+    assert_parity(python, rust, PYTHON_HTTP_SENTINEL)
+    assert python.requests == ()
+    assert rust.requests == ()
+    assert isinstance(python.report, SDKError)
+    assert python.report.exception_type == case.expected_exception_type
+    assert python.report.status_code == case.expected_status_code
+    assert case.expected_message in python.report.message
+
+
+def _recorded_check_name(fixture: OcrParityCase, route: SDKRoute) -> str:
+    case_input: Final = fixture.litellm_input
+    provider: Final = case_input.custom_llm_provider
+    prefix: Final = f"{provider}/{case_input.model}" if provider else case_input.model
+    return f"recorded:{route.value}:{fixture_id(case_input, prefix)}"
+
+
+def _write_worker_case(directory: Path, index: int, case: OcrWorkerCase) -> Path:
+    case_file: Final = directory / f"case-{index}.json"
+    case_file.write_text(OCR_WORKER_CASE_ADAPTER.dump_json(case).decode("utf-8"), encoding="utf-8")
+    return case_file
+
+
+@contextmanager
+def parity_checks() -> Generator[tuple[E2ECheck, ...]]:
+    fixtures: Final = tuple(
+        fixture
+        for fixture in recorded_fixtures(configured_fixture_directory(), OcrParityCase)
+        if fixture.litellm_input.contract not in {"reducto_v3", "reducto_legacy"}
+    )
+    runner: Final = SubprocessRunner(
+        entrypoint=Path(__file__),
+        baseline_user_agent=PYTHON_HTTP_SENTINEL,
+        route_label="OCR",
+    )
+    with tempfile.TemporaryDirectory(prefix="litellm-ocr-parity-") as raw_directory:
+        directory: Final = Path(raw_directory)
+        recorded_files: Final = tuple(
+            _write_worker_case(directory, index, RecordedOcrWorkerCase(case=fixture))
+            for index, fixture in enumerate(fixtures)
+        )
+        invalid_files: Final = tuple(
+            _write_worker_case(directory, len(recorded_files) + index, InvalidOcrWorkerCase(case=case))
+            for index, case in enumerate(INVALID_OCR_CASES)
+        )
+        with execution_worker_pair(runner, PYTHON_VARIANT, RUST_VARIANT) as workers:
+            recorded: Final = tuple(
+                E2ECheck(
+                    _recorded_check_name(fixture, route),
+                    partial(_check_recorded_ocr_sdk_parity, fixture, route, case_file, workers),
+                )
+                for fixture, case_file in zip(fixtures, recorded_files, strict=True)
+                for route in SDKRoute
+            )
+            invalid: Final = tuple(
+                E2ECheck(
+                    f"invalid:{route.value}:{case.name}",
+                    partial(_check_invalid_ocr_sdk_parity, case, route, case_file, workers),
+                )
+                for case, case_file in zip(INVALID_OCR_CASES, invalid_files, strict=True)
+                for route in SDKRoute
+            )
+            yield (*recorded, *invalid)
+
+
+def _execute_worker_command(
+    command_json: str,
+    mock_url: str,
+    event_loop: asyncio.AbstractEventLoop,
+) -> WorkerResult:
+    try:
+        command: Final = SDKCommand.model_validate_json(command_json)
+        case_file: Final = Path(command.case_file)
+        route: Final = SDKRoute(command.route)
+        worker_case: Final = OCR_WORKER_CASE_ADAPTER.validate_json(case_file.read_bytes())
+        match worker_case:
+            case RecordedOcrWorkerCase(case=recorded):
+                return WorkerSuccess(report=_execute_sdk_case(recorded.litellm_input, route, mock_url, event_loop))
+            case InvalidOcrWorkerCase(case=invalid):
+                return WorkerSuccess(report=_execute_invalid_sdk_case(invalid, route, mock_url, event_loop))
+    except Exception:
+        return WorkerFailure(error=traceback.format_exc())
+
+
+if __name__ == "__main__":
+    if len(sys.argv) != 3 or sys.argv[1] != "--parity-worker":
+        raise SystemExit("usage: test_sdk_parity.py --parity-worker MOCK_URL")
+    parity_worker_main(_execute_worker_command, sys.argv[2])
diff --git a/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_support.py b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_support.py
new file mode 100644
index 00000000000..b6526fb12f5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/sdk/ocr/test_support.py
@@ -0,0 +1,17 @@
+from __future__ import annotations
+
+from collections.abc import Callable
+from typing import TypeVar
+
+from hypothesis import find, settings
+from hypothesis.strategies import SearchStrategy
+
+FixtureT = TypeVar("FixtureT")
+FIND_SETTINGS = settings(max_examples=2_000, deadline=None, derandomize=True, database=None)
+
+
+def find_fixture(
+    strategy: SearchStrategy[FixtureT],
+    predicate: Callable[[FixtureT], bool],
+) -> FixtureT:
+    return find(strategy, predicate, settings=FIND_SETTINGS)
diff --git a/tests/rust-python-harness/strategies/e2e_parity/test_runner.py b/tests/rust-python-harness/strategies/e2e_parity/test_runner.py
new file mode 100644
index 00000000000..31ef907465a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/e2e_parity/test_runner.py
@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+from collections.abc import Generator
+from contextlib import contextmanager
+from functools import partial
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Final
+from unittest.mock import Mock, call
+
+from pytest import MonkeyPatch
+
+from ...shared.reporting.models import Coverage, HarnessCase, RunStatus
+from ...shared.reporting.strategy import ModuleCaseSpec
+from . import runner as e2e_runner
+from .runner import E2ECheck, run_e2e_cases
+
+
+def test_runs_checks_inside_suite_context(monkeypatch: MonkeyPatch, tmp_path: Path) -> None:
+    lifecycle: Final = Mock()
+
+    @contextmanager
+    def parity_checks() -> Generator[tuple[E2ECheck, ...]]:
+        lifecycle("entered")
+        try:
+            yield (E2ECheck("check", partial(lifecycle, "checked")),)
+        finally:
+            lifecycle("exited")
+
+    module: Final = SimpleNamespace(parity_checks=parity_checks)
+
+    def import_module(_name: str, _package: str | None = None) -> SimpleNamespace:
+        return module
+
+    monkeypatch.setattr(e2e_runner.importlib, "import_module", import_module)
+    case: Final = HarnessCase(
+        strategy_id="e2e_parity",
+        strategy_label="End-to-end parity",
+        sdk_function="ocr",
+        spec=ModuleCaseSpec(coverage=Coverage.PARTIAL, module="example"),
+        surface="sdk",
+    )
+
+    code, run = run_e2e_cases((case,), tmp_path, lambda _: None)
+
+    assert code == 0, run.failures
+    assert run.results[case.key].status is RunStatus.PASSED
+    assert lifecycle.call_args_list == [call("entered"), call("checked"), call("exited")]
diff --git a/tests/rust-python-harness/strategies/trace_parity/AGENTS.md b/tests/rust-python-harness/strategies/trace_parity/AGENTS.md
new file mode 100644
index 00000000000..bb7cb8c91d8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/AGENTS.md
@@ -0,0 +1 @@
+Maps Python profiler frames onto feature-gated Rust span names via an explicit per-case mapping (Rust span name is the identity) and compares steps, order, and nesting of both live traces against a replayed provider response.
diff --git a/tests/rust-python-harness/strategies/trace_parity/__init__.py b/tests/rust-python-harness/strategies/trace_parity/__init__.py
new file mode 100644
index 00000000000..ec88b0169fa
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/__init__.py
@@ -0,0 +1,115 @@
+from pathlib import Path
+from typing import Final
+
+from ...shared.reporting.models import SURFACES, Coverage
+from ...shared.reporting.strategy import (
+    CaseDefinition,
+    ModuleCaseSpec,
+    NotImplementedCaseSpec,
+    RunnerArgumentDefinition,
+    StrategyDefinition,
+)
+from .reporting import render_trace_results
+from .runner import run_trace_cases
+
+CASES: Final[tuple[CaseDefinition, ...]] = (
+    CaseDefinition(
+        "ocr",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.trace_parity.sdk.ocr.case",
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "messages",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.trace_parity.sdk.messages.case",
+            note="Async only until anthropic_messages_handler supports sync calls.",
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "responses",
+        NotImplementedCaseSpec(reason="No Responses trace-parity case is registered."),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "count_tokens",
+        NotImplementedCaseSpec(reason="No token-count trace-parity case is registered."),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "chat_completions",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.trace_parity.sdk.chat_completions.case",
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "transcription",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.trace_parity.sdk.transcription.case",
+            note=(
+                "The Python SDK delegates this provider to the Rust pipeline, so only dispatch is visible "
+                "to the Python profiler."
+            ),
+        ),
+        surface="sdk",
+    ),
+    CaseDefinition(
+        "ocr",
+        NotImplementedCaseSpec(reason="No gateway OCR trace-parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "messages",
+        ModuleCaseSpec(
+            coverage=Coverage.PARTIAL,
+            module="tests.rust-python-harness.strategies.trace_parity.gateway.messages.case",
+            note="Non-streaming success paths only.",
+        ),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "responses",
+        NotImplementedCaseSpec(reason="No gateway Responses trace-parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "count_tokens",
+        NotImplementedCaseSpec(reason="No gateway token-count trace-parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "chat_completions",
+        NotImplementedCaseSpec(reason="No gateway chat trace-parity case is registered."),
+        surface="gateway",
+    ),
+    CaseDefinition(
+        "transcription",
+        NotImplementedCaseSpec(reason="No gateway transcription trace-parity case is registered."),
+        surface="gateway",
+    ),
+)
+
+STRATEGY: Final = StrategyDefinition(
+    id="trace_parity",
+    order=20,
+    label="Trace parity",
+    description="Compare pipeline steps, order, and nesting between Python profiler frames and Rust spans via an explicit mapping.",
+    directory=Path(__file__).parent,
+    runnable_spec=ModuleCaseSpec,
+    cases=CASES,
+    run=run_trace_cases,
+    render=render_trace_results,
+    surfaces=SURFACES,
+    runner_argument=RunnerArgumentDefinition(
+        option="--scenario",
+        metavar="NAME",
+        help="run only this named trace scenario; repeat to select more than one",
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/__init__.py b/tests/rust-python-harness/strategies/trace_parity/gateway/__init__.py
new file mode 100644
index 00000000000..f999dfecfc6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/gateway/__init__.py
@@ -0,0 +1 @@
+"""In-process gateway trace adapters."""
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py b/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py
new file mode 100644
index 00000000000..2bd3a50f39f
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/gateway/execution.py
@@ -0,0 +1,160 @@
+from __future__ import annotations
+
+import asyncio
+from collections.abc import Awaitable, Callable
+from pathlib import Path
+from typing import Final, Protocol, cast
+
+import httpx
+from pydantic import BaseModel, ConfigDict
+
+from ....shared.parity.replay import replay_server
+from ....shared.tracing.native import TraceResponsePayload, native_trace_events
+from ....shared.tracing.profiler import FunctionTraceEvent, profile_python
+from ....shared.tracing.steps import Engine, PipelineProjection, pipeline_projection
+from ..models import GatewayRouteSpec, RouteFixture, TraceExecutionFailure, TraceMode, TraceScenario
+from ..reporting import TraceComparisonArtifact
+
+
+class _GatewayResponsePayload(BaseModel):
+    model_config = ConfigDict(strict=True, extra="forbid")
+
+    status: int
+    body: object
+
+
+class _GatewayClient(Protocol):
+    def post(self, url: str, *, json: object, headers: dict[str, str]) -> httpx.Response: ...
+
+
+def _collect_python(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
+    import litellm
+    from fastapi.testclient import TestClient
+
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.anthropic_endpoints.endpoints import user_api_key_auth
+    from litellm.proxy import proxy_server
+
+    provider_model: Final = cast(str, fixture.kwargs["provider_model"])
+    model_alias: Final = cast(str, fixture.kwargs["model_alias"])
+    old_router: Final = proxy_server.llm_router
+    old_override: Final = proxy_server.app.dependency_overrides.get(user_api_key_auth)
+
+    async def authorize() -> UserAPIKeyAuth:
+        return UserAPIKeyAuth(api_key="trace-key")
+
+    proxy_server.llm_router = litellm.Router(
+        model_list=[
+            {
+                "model_name": model_alias,
+                "litellm_params": {
+                    "model": provider_model,
+                    "api_key": "trace-provider-key",
+                    "api_base": fixture.kwargs["api_base"],
+                },
+            }
+        ]
+    )
+    proxy_server.app.dependency_overrides[user_api_key_auth] = authorize
+    try:
+        with profile_python(Path(litellm.__file__).parent, threads=True) as profiler:
+            client: Final = cast(_GatewayClient, TestClient(proxy_server.app))
+            response: Final = client.post(
+                "/v1/messages",
+                json=fixture.kwargs["body"],
+                headers={"authorization": "Bearer trace-key"},
+            )
+        if response.status_code != 200:
+            raise RuntimeError(f"Python gateway returned {response.status_code}: {response.text}")
+        return tuple(profiler.events)
+    finally:
+        proxy_server.llm_router = old_router
+        if old_override is None:
+            proxy_server.app.dependency_overrides.pop(user_api_key_auth, None)
+        else:
+            proxy_server.app.dependency_overrides[user_api_key_auth] = old_override
+
+
+def _collect_rust(fixture: RouteFixture) -> tuple[FunctionTraceEvent, ...]:
+    from litellm.rust_bridge import get_native_bridge
+
+    bridge: Final[object | None] = get_native_bridge()
+    trace: Final[object | None] = getattr(bridge, "_trace", None) if bridge is not None else None
+    gateway_messages: Final[object | None] = getattr(trace, "gateway_messages", None)
+    if gateway_messages is None or not callable(gateway_messages):
+        raise RuntimeError("native Rust trace bridge does not expose gateway_messages")
+    invoke_gateway: Final = cast(Callable[[str, str, str, object], Awaitable[object]], gateway_messages)
+
+    async def invoke() -> object:
+        return await invoke_gateway(
+            cast(str, fixture.kwargs["model_alias"]),
+            cast(str, fixture.kwargs["provider_model"]),
+            cast(str, fixture.kwargs["api_base"]),
+            fixture.kwargs["body"],
+        )
+
+    result: Final = asyncio.run(invoke())
+    payload: Final = TraceResponsePayload.model_validate(result)
+    response: Final = _GatewayResponsePayload.model_validate(payload.response)
+    if response.status != 200:
+        raise RuntimeError(f"Rust gateway returned {response.status}: {response.body}")
+    return native_trace_events(payload)
+
+
+def _collect(scenario: TraceScenario, engine: Engine) -> tuple[FunctionTraceEvent, ...] | TraceExecutionFailure:
+    try:
+        with replay_server() as provider:
+            base_fixture: Final = scenario.fixture(engine, provider.url)
+            fixture: Final = RouteFixture(
+                kwargs={**base_fixture.kwargs, "api_base": provider.url},
+                provider_responses=base_fixture.provider_responses,
+            )
+            for response in fixture.provider_responses:
+                provider.enqueue_response(response)
+            events: Final = _collect_python(fixture) if engine == "python" else _collect_rust(fixture)
+            provider.take_requests(len(fixture.provider_responses))
+        return events
+    except Exception as error:
+        return TraceExecutionFailure(engine, f"{type(error).__name__}: {error}")
+
+
+def _projections(
+    python_events: tuple[FunctionTraceEvent, ...],
+    rust_events: tuple[FunctionTraceEvent, ...],
+    scenario: TraceScenario,
+    mode: TraceMode,
+) -> tuple[PipelineProjection, PipelineProjection, str | None]:
+    mappings: Final = scenario.mappings_for(mode)
+    try:
+        return (
+            pipeline_projection("python", python_events, mappings),
+            pipeline_projection("rust", rust_events, mappings),
+            None,
+        )
+    except ValueError as error:
+        return PipelineProjection(), PipelineProjection(), f"harness: {error}"
+
+
+def execute_gateway_trace(route: GatewayRouteSpec, scenario: TraceScenario, mode: TraceMode) -> TraceComparisonArtifact:
+    mappings: Final = scenario.mappings_for(mode)
+    python_trace: Final = _collect(scenario, "python")
+    rust_trace: Final = _collect(scenario, "rust")
+    collection_python_error: Final = None if isinstance(python_trace, tuple) else f"python: {python_trace.message}"
+    rust_error: Final = None if isinstance(rust_trace, tuple) else f"rust: {rust_trace.message}"
+    python_events: Final = python_trace if isinstance(python_trace, tuple) else ()
+    rust_events: Final = rust_trace if isinstance(rust_trace, tuple) else ()
+    python, rust, projection_error = _projections(python_events, rust_events, scenario, mode)
+    python_error: Final = projection_error or collection_python_error
+    return TraceComparisonArtifact.from_traces(
+        surface="gateway",
+        sdk_function=route.route,
+        scenario=scenario.name,
+        mode=mode,
+        mappings=mappings,
+        contract=scenario.contract,
+        python=python.steps,
+        rust=rust.steps,
+        python_unmatched=python.unmatched,
+        python_error=python_error,
+        rust_error=rust_error,
+    )
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/messages/__init__.py b/tests/rust-python-harness/strategies/trace_parity/gateway/messages/__init__.py
new file mode 100644
index 00000000000..bd9195b7c22
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/gateway/messages/__init__.py
@@ -0,0 +1 @@
+"""Messages gateway trace cases."""
diff --git a/tests/rust-python-harness/strategies/trace_parity/gateway/messages/case.py b/tests/rust-python-harness/strategies/trace_parity/gateway/messages/case.py
new file mode 100644
index 00000000000..30f51cee353
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/gateway/messages/case.py
@@ -0,0 +1,106 @@
+from __future__ import annotations
+
+import json
+from typing import Final
+
+from .....shared.parity.recorded_http import HttpHeader, RecordedHttpResponse
+from .....shared.tracing.steps import Engine, mapping
+from ...models import GatewayRouteSpec, RouteFixture, TraceScenario, TraceSuite
+
+
+GATEWAY_MAPPINGS: Final = (
+    mapping(
+        span="python_messages_gateway_route",
+        python_frame=r"anthropic_endpoints/endpoints\.py:\d+ anthropic_response$",
+    ),
+    mapping(rust_span="messages_gateway_route"),
+    mapping(
+        span="python_messages_gateway_service",
+        python_frame=r"ProxyBaseLLMRequestProcessing\.base_process_llm_request$",
+    ),
+    mapping(rust_span="messages_gateway_service"),
+    mapping(rust_span="messages"),
+    mapping(
+        span="python_messages_provider_config",
+        python_frame=r"ProviderConfigManager\.get_provider_anthropic_messages_config$",
+    ),
+    mapping(rust_span="messages_provider_config"),
+    mapping(rust_span="validate_environment", python_frame=r"validate_anthropic_messages_environment$"),
+    mapping(rust_span="complete_url", python_frame=r"get_complete_url$"),
+    mapping(span="python_messages_entry_handler", python_frame=r"messages/handler\.py:\d+ anthropic_messages_handler$"),
+    mapping(span="python_messages_handler_wrapper", python_frame=r"BaseLLMHTTPHandler\.anthropic_messages_handler$"),
+    mapping(
+        rust_span="execute_messages_provider_call",
+        python_frame=r"BaseLLMHTTPHandler\.async_anthropic_messages_handler$",
+    ),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(rust_span="transform_response", python_frame=r"(?<!async_)transform_anthropic_messages_response$"),
+)
+
+
+def _fixture(_engine: Engine, provider: str) -> RouteFixture:
+    return RouteFixture(
+        kwargs={
+            "model_alias": "trace-model",
+            "provider_model": f"{provider}/claude-sonnet-5",
+            "body": {
+                "model": "trace-model",
+                "messages": [{"role": "user", "content": "hello"}],
+                "max_tokens": 16,
+            },
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200,
+                (HttpHeader(name="content-type", value="application/json"),),
+                json.dumps(
+                    {
+                        "id": "msg_trace",
+                        "type": "message",
+                        "role": "assistant",
+                        "model": "claude-sonnet-5",
+                        "content": [{"type": "text", "text": "hello"}],
+                        "stop_reason": "end_turn",
+                        "stop_sequence": None,
+                        "usage": {"input_tokens": 2, "output_tokens": 3},
+                    }
+                ).encode(),
+            ),
+        ),
+    )
+
+
+def _anthropic_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(engine, "anthropic")
+
+
+def _azure_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(engine, "azure_ai")
+
+
+ANTHROPIC_MAPPINGS: Final = (
+    *GATEWAY_MAPPINGS,
+    mapping(
+        rust_span="transform_request",
+        python_frame=r"(?<!Azure)AnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+)
+AZURE_MAPPINGS: Final = (
+    *GATEWAY_MAPPINGS,
+    mapping(
+        rust_span="transform_request",
+        python_frame=r"AzureAnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+    mapping(
+        span="python_anthropic_transform_request",
+        python_frame=r"(?<!Azure)AnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+)
+
+TRACE_SUITE: Final = TraceSuite(
+    route=GatewayRouteSpec("messages"),
+    scenarios=(
+        TraceScenario(name="anthropic", fixture=_anthropic_fixture, mappings=ANTHROPIC_MAPPINGS, modes=("async",)),
+        TraceScenario(name="azure-ai", fixture=_azure_fixture, mappings=AZURE_MAPPINGS, modes=("async",)),
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/models.py b/tests/rust-python-harness/strategies/trace_parity/models.py
new file mode 100644
index 00000000000..da560f99730
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/models.py
@@ -0,0 +1,61 @@
+from __future__ import annotations
+
+from collections.abc import Callable
+from dataclasses import dataclass
+from typing import Final, Literal, TypeAlias
+
+from ...shared.parity.recorded_http import RecordedHttpResponse
+from ...shared.reporting.models import SdkFunction
+from ...shared.tracing.steps import Engine, TraceContract, TraceMapping
+
+TraceMode = Literal["sync", "async"]
+TraceFailureSource = Literal["python", "rust", "harness"]
+
+
+@dataclass(frozen=True, slots=True)
+class RouteFixture:
+    kwargs: dict[str, object]
+    provider_responses: tuple[RecordedHttpResponse, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class RouteSpec:
+    route: SdkFunction
+    python_entrypoints: tuple[str, str]
+    rust_entrypoints: tuple[str, str]
+    fixture: Callable[[Engine, str], RouteFixture]
+
+
+@dataclass(frozen=True, slots=True)
+class GatewayRouteSpec:
+    route: SdkFunction
+
+
+TraceRouteSpec: TypeAlias = RouteSpec | GatewayRouteSpec
+
+
+@dataclass(frozen=True, slots=True)
+class TraceScenario:
+    name: str
+    fixture: Callable[[Engine, str], RouteFixture]
+    mappings: tuple[TraceMapping, ...]
+    modes: tuple[TraceMode, ...] = ("sync", "async")
+    contract: TraceContract = TraceContract()
+    sync_mappings: tuple[TraceMapping, ...] | None = None
+    async_mappings: tuple[TraceMapping, ...] | None = None
+
+    def mappings_for(self, mode: TraceMode) -> tuple[TraceMapping, ...]:
+        selected: Final = self.async_mappings if mode == "async" else self.sync_mappings
+        return self.mappings if selected is None else selected
+
+
+@dataclass(frozen=True, slots=True)
+class TraceSuite:
+    route: TraceRouteSpec
+    scenarios: tuple[TraceScenario, ...]
+
+
+@dataclass(frozen=True, slots=True)
+class TraceExecutionFailure:
+    engine: TraceFailureSource
+    message: str
diff --git a/tests/rust-python-harness/strategies/trace_parity/reporting.py b/tests/rust-python-harness/strategies/trace_parity/reporting.py
new file mode 100644
index 00000000000..9c5bf9e88cd
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/reporting.py
@@ -0,0 +1,367 @@
+from __future__ import annotations
+
+import os
+import re
+import sys
+from collections.abc import Sequence
+from typing import Final, Literal
+
+from pydantic import BaseModel, ConfigDict, ValidationError
+
+from ...shared.reporting.models import SURFACES, CaseResult, RunStatus, SdkFunction, Surface
+from ...shared.reporting.rendering import ReportSection
+from ...shared.reporting.strategy import NotImplementedCaseSpec, SkippedCaseSpec
+from ...shared.tracing.steps import (
+    PipelineStep,
+    TraceContract,
+    TraceDiff,
+    TraceMapping,
+    trace_depths,
+    trace_diff,
+)
+
+TRACE_COMPARISON_ARTIFACT: Final = "trace_comparison"
+TRACE_PARITY_HINT: Final = (
+    "rebuild the native bridge with the trace-parity feature, e.g. `uvx maturin develop --features trace-parity`"
+)
+
+_COLORS: Final[dict[str, str]] = {"green": "32", "yellow": "33", "red": "31", "cyan": "36"}
+_RESET: Final = "\033[0m"
+
+
+def _paint(text: str, color: str) -> str:
+    if not sys.stdout.isatty() or os.environ.get("NO_COLOR"):
+        return text
+    return f"\033[{_COLORS[color]}m{text}{_RESET}"
+
+
+class TraceEventArtifact(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    id: int
+    parent_id: int | None
+    span: str
+    raw: str
+
+    def step(self) -> PipelineStep:
+        return PipelineStep(self.id, self.parent_id, self.span, self.raw)
+
+
+class TraceMappingArtifact(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    span: str
+    python: str | None
+    rust: str | None
+
+
+class TraceComparisonArtifact(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    surface: Surface
+    sdk_function: SdkFunction
+    scenario: str
+    mode: Literal["sync", "async"]
+    mappings: tuple[TraceMappingArtifact, ...]
+    python: tuple[TraceEventArtifact, ...]
+    rust: tuple[TraceEventArtifact, ...]
+    python_unmatched: int
+    unordered_children_of: frozenset[str]
+    python_error: str | None = None
+    rust_error: str | None = None
+
+    @classmethod
+    def from_traces(
+        cls,
+        *,
+        surface: Surface,
+        sdk_function: SdkFunction,
+        scenario: str,
+        mode: Literal["sync", "async"],
+        mappings: Sequence[TraceMapping],
+        contract: TraceContract,
+        python: Sequence[PipelineStep],
+        rust: Sequence[PipelineStep],
+        python_unmatched: int,
+        python_error: str | None = None,
+        rust_error: str | None = None,
+    ) -> TraceComparisonArtifact:
+        return cls(
+            surface=surface,
+            sdk_function=sdk_function,
+            scenario=scenario,
+            mode=mode,
+            mappings=tuple(
+                TraceMappingArtifact(
+                    span=item.span,
+                    python=item.python.pattern if item.python else None,
+                    rust=item.rust,
+                )
+                for item in mappings
+            ),
+            python=tuple(
+                TraceEventArtifact(id=step.id, parent_id=step.parent_id, span=step.span, raw=step.raw)
+                for step in python
+            ),
+            rust=tuple(
+                TraceEventArtifact(id=step.id, parent_id=step.parent_id, span=step.span, raw=step.raw)
+                for step in rust
+            ),
+            python_unmatched=python_unmatched,
+            unordered_children_of=contract.unordered_children_of,
+            python_error=python_error,
+            rust_error=rust_error,
+        )
+
+    def python_steps(self) -> tuple[PipelineStep, ...]:
+        return tuple(event.step() for event in self.python)
+
+    def rust_steps(self) -> tuple[PipelineStep, ...]:
+        return tuple(event.step() for event in self.rust)
+
+    def diff(self) -> TraceDiff:
+        return trace_diff(
+            self.python_steps(),
+            self.rust_steps(),
+            tuple(
+                TraceMapping(
+                    item.span,
+                    re.compile(item.python) if item.python is not None else None,
+                    item.rust,
+                )
+                for item in self.mappings
+            ),
+            TraceContract(self.unordered_children_of),
+        )
+
+    def exact_match(self) -> bool:
+        return self.diff().matches
+
+    def has_errors(self) -> bool:
+        return self.python_error is not None or self.rust_error is not None
+
+    def contract_matches(self) -> bool:
+        if self.has_errors():
+            return False
+        return self.diff().matches
+
+
+def _split_raw(raw: str) -> tuple[str, str]:
+    location, separator, name = raw.partition(" ")
+    if separator:
+        return name, location
+    return raw, ""
+
+
+def _python_line(index: int, step: PipelineStep, depth: int, exclusive: frozenset[str]) -> str:
+    name: Final = _split_raw(step.raw)[0]
+    location: Final = _split_raw(step.raw)[1]
+    suffix: Final = f"  ({location})" if location else ""
+    marker: Final = "  [python only]" if step.span in exclusive else ""
+    return _paint(f"{index} {'  ' * depth}{name}{suffix}{marker}", "cyan")
+
+
+def _python_lines(steps: tuple[PipelineStep, ...], exclusive: frozenset[str]) -> str:
+    depths: Final = trace_depths(steps)
+    lines: Final = tuple(
+        _python_line(index, step, depths[step.id], exclusive) for index, step in enumerate(steps, start=1)
+    )
+    return f"{_paint('PYTHON', 'cyan')} ({len(steps)} steps)\n" + ("\n".join(lines) if lines else "(empty)")
+
+
+def _python_references(steps: tuple[PipelineStep, ...]) -> dict[tuple[str, int], str]:
+    references: dict[tuple[str, int], str] = {}
+    occurrences: dict[str, int] = {}
+    for index, step in enumerate(steps, start=1):
+        name = _split_raw(step.raw)[0]
+        occurrence = occurrences.get(step.span, 0) + 1
+        occurrences[step.span] = occurrence
+        references[(step.span, occurrence)] = f"{index} {name}"
+    return references
+
+
+def _rust_line(
+    step: PipelineStep,
+    depth: int,
+    occurrence: int,
+    references: dict[tuple[str, int], str],
+) -> str:
+    span: Final = _paint(step.span, "yellow")
+    key: Final = (step.span, occurrence)
+    reference: Final = (
+        _paint(references[key], "cyan") if key in references else _paint("[rust only]", "yellow")
+    )
+    suffix: Final = f"#{occurrence}" if occurrence > 1 else ""
+    return f"{'  ' * depth}{span}{suffix}  ->  {reference}"
+
+
+def _rust_lines(steps: tuple[PipelineStep, ...], references: dict[tuple[str, int], str]) -> str:
+    depths: Final = trace_depths(steps)
+    occurrences: dict[str, int] = {}
+    lines: list[str] = []
+    for step in steps:
+        occurrence = occurrences.get(step.span, 0) + 1
+        occurrences[step.span] = occurrence
+        lines.append(_rust_line(step, depths[step.id], occurrence, references))
+    return f"{_paint('RUST', 'yellow')} ({len(steps)} steps)\n" + ("\n".join(lines) if lines else "(empty)")
+
+
+def _state_text(state: str, *, good: bool) -> str:
+    return _paint(state, "green" if good else "red")
+
+
+def _contract_line(artifact: TraceComparisonArtifact) -> str:
+    matches: Final = artifact.contract_matches()
+    status: Final = _state_text("PASS" if matches else "FAIL", good=matches)
+    if artifact.python_error or artifact.rust_error:
+        return f"Contract: {status}"
+    return f"Contract: {status}"
+
+
+def _error_lines(artifact: TraceComparisonArtifact) -> tuple[str, ...]:
+    lines: list[str] = []
+    for engine, error in (("Python", artifact.python_error), ("Rust", artifact.rust_error)):
+        if error is None:
+            continue
+        lines.append(_paint(f"{engine} error: {error}", "red"))
+        if "trace-parity feature" in error:
+            lines.append(f"hint: {TRACE_PARITY_HINT}")
+    return tuple(lines)
+
+
+def _unseen_mappings(
+    artifact: TraceComparisonArtifact,
+    python: tuple[PipelineStep, ...],
+    rust: tuple[PipelineStep, ...],
+) -> tuple[str, ...]:
+    return artifact.diff().missing_mappings
+
+
+def _comparison_status_lines(
+    artifact: TraceComparisonArtifact,
+    python: tuple[PipelineStep, ...],
+    rust: tuple[PipelineStep, ...],
+) -> tuple[str, ...]:
+    diff: Final = artifact.diff()
+    exact_match: Final = artifact.exact_match()
+    if artifact.has_errors():
+        return (*_error_lines(artifact), _contract_line(artifact))
+    unseen: Final = _unseen_mappings(artifact, python, rust)
+    unseen_line: Final[tuple[str, ...]] = (f"Unseen mappings: {', '.join(unseen)}",) if unseen else ()
+    drift_lines: Final[tuple[str, ...]] = (
+        (_state_text("Same steps, order, and nesting", good=True),)
+        if exact_match
+        else (
+            _paint(f"Python only: {', '.join(diff.python_only) or 'none'}", "cyan"),
+            _paint(f"Rust only: {', '.join(diff.rust_only) or 'none'}", "yellow"),
+            f"First difference: {diff.first_difference or 'none'}",
+            f"Python frames outside mapping: {artifact.python_unmatched}",
+        )
+    )
+    return (
+        f"Trace: {_state_text('MATCH' if exact_match else 'DRIFT', good=exact_match)}",
+        *drift_lines,
+        *unseen_line,
+        _contract_line(artifact),
+    )
+
+
+def _render_comparison(artifact: TraceComparisonArtifact) -> str:
+    python: Final = artifact.python_steps()
+    rust: Final = artifact.rust_steps()
+    diff: Final = artifact.diff()
+    python_exclusive: Final = frozenset(item.span for item in artifact.mappings if item.rust is None)
+    status_lines: Final = _comparison_status_lines(artifact, python, rust)
+    return "\n\n".join(
+        (
+            _python_lines(python, python_exclusive | frozenset(diff.python_only)),
+            _rust_lines(rust, _python_references(python)),
+            "\n".join(status_lines),
+        )
+    )
+
+
+def _mode(nodeid: str) -> str:
+    if "[" in nodeid:
+        return nodeid.rsplit("[", 1)[-1].removesuffix("]")
+    head, _, tail = nodeid.rpartition(":")
+    return tail if head else "unknown mode"
+
+
+def _scenario(nodeid: str) -> str:
+    parts: Final = nodeid.split(":")
+    return parts[-2] if len(parts) >= 5 else "default"
+
+
+def _unavailable(status: RunStatus) -> str:
+    return f"Trace: NOT AVAILABLE\nTest outcome: {status.value}"
+
+
+def _render_artifact(body: str) -> str:
+    try:
+        artifact: Final = TraceComparisonArtifact.model_validate_json(body)
+    except ValidationError as error:
+        return f"Trace comparison artifact is invalid: {error}"
+    return _render_comparison(artifact)
+
+
+def _mode_section(result: CaseResult, nodeid: str, status: RunStatus) -> str:
+    artifacts: Final = tuple(
+        artifact for artifact in result.artifacts.get(nodeid, ()) if artifact.kind == TRACE_COMPARISON_ARTIFACT
+    )
+    body: Final = (
+        "\n\n".join(_render_artifact(artifact.body) for artifact in artifacts) if artifacts else _unavailable(status)
+    )
+    label: Final = f"Scenario: {_scenario(nodeid)} / Mode: {_mode(nodeid)}"
+    return f"{label}\n{'-' * len(label)}\n\n{body}"
+
+
+def _case_block(result: CaseResult) -> str:
+    header: Final = f"Case: {result.case.sdk_function}"
+    outcomes: Final = tuple(result.outcomes.items()) or (
+        (nodeid, RunStatus.NOT_RUN) for nodeid in sorted(result.collected)
+    )
+    sections: Final = tuple(_mode_section(result, nodeid, status) for nodeid, status in outcomes)
+    return "\n\n".join((f"{header}\n{'=' * len(header)}", *sections))
+
+
+def _unavailable_block(title: str, lines: tuple[str, ...]) -> str | None:
+    if not lines:
+        return None
+    return f"{title}\n{'-' * len(title)}\n" + "\n".join(lines)
+
+
+def _surface_section(surface: Surface, results: Sequence[CaseResult]) -> ReportSection | None:
+    selected: Final = tuple(result for result in results if result.case.surface == surface)
+    if not selected:
+        return None
+    outcome_blocks: Final = tuple(_case_block(result) for result in selected if result.outcomes)
+    not_implemented: Final = _unavailable_block(
+        "Not implemented",
+        tuple(
+            f"- {result.case.sdk_function}: {spec.reason}"
+            for result in selected
+            if isinstance((spec := result.case.spec), NotImplementedCaseSpec)
+        ),
+    )
+    skipped: Final = _unavailable_block(
+        "Skipped",
+        tuple(
+            f"- {result.case.sdk_function}: {spec.reason}"
+            for result in selected
+            if isinstance((spec := result.case.spec), SkippedCaseSpec)
+        ),
+    )
+    blocks: Final = (
+        *outcome_blocks,
+        *((not_implemented,) if not_implemented else ()),
+        *((skipped,) if skipped else ()),
+    )
+    return ReportSection(f"{surface.upper()} trace comparisons", blocks or ("No runnable trace comparisons",))
+
+
+def render_trace_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    sections: Final = tuple(
+        section for surface in SURFACES if (section := _surface_section(surface, results)) is not None
+    )
+    return sections or (ReportSection("Trace comparisons", ("No trace comparisons selected",)),)
diff --git a/tests/rust-python-harness/strategies/trace_parity/runner.py b/tests/rust-python-harness/strategies/trace_parity/runner.py
new file mode 100644
index 00000000000..b78a3c7da3f
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/runner.py
@@ -0,0 +1,183 @@
+from __future__ import annotations
+
+import importlib
+from collections.abc import Sequence
+from pathlib import Path
+from time import monotonic
+from typing import Final
+
+from ...shared.reporting.models import CaseResult, HarnessCase, HarnessRun, ResultArtifact, RunStatus, Surface
+from ...shared.reporting.strategy import ModuleCaseSpec, UpdateCallback
+from ...shared.native_build import ensure_trace_bridge
+from .models import GatewayRouteSpec, RouteSpec, TraceExecutionFailure, TraceMode, TraceScenario, TraceSuite
+from .reporting import TRACE_COMPARISON_ARTIFACT, TraceComparisonArtifact
+from .sdk.execution import execute_trace
+
+
+def _load_case(reference: str, harness_case: HarnessCase) -> TraceSuite | TraceExecutionFailure:
+    try:
+        module: Final = importlib.import_module(reference)
+    except Exception as error:
+        return TraceExecutionFailure("harness", f"cannot import {reference}: {type(error).__name__}: {error}")
+    suite: Final = getattr(module, "TRACE_SUITE", None)
+    if not isinstance(suite, TraceSuite):
+        return TraceExecutionFailure("harness", f"{reference} must export TRACE_SUITE: TraceSuite")
+    validation_error: Final = validate_trace_suite(suite, harness_case)
+    if validation_error is not None:
+        return TraceExecutionFailure("harness", f"{reference} {validation_error}")
+    return suite
+
+
+def validate_trace_suite(suite: TraceSuite, harness_case: HarnessCase) -> str | None:
+    names: Final = tuple(scenario.name for scenario in suite.scenarios)
+    if not names or len(names) != len(set(names)) or any(not name or ":" in name for name in names):
+        return "scenario names must be non-empty, unique, and colon-free"
+    invalid_modes: Final = tuple(
+        scenario.name
+        for scenario in suite.scenarios
+        if not scenario.modes
+        or len(scenario.modes) != len(set(scenario.modes))
+        or any(mode not in {"sync", "async"} for mode in scenario.modes)
+    )
+    if invalid_modes:
+        return f"scenarios must use non-empty, unique sync/async modes: {', '.join(invalid_modes)}"
+    surface: Final = harness_case.surface
+    if surface == "sdk" and not isinstance(suite.route, RouteSpec):
+        return "must use RouteSpec for the sdk surface"
+    if surface == "gateway" and not isinstance(suite.route, GatewayRouteSpec):
+        return "must use GatewayRouteSpec for the gateway surface"
+    if surface is None:
+        return "requires an sdk or gateway surface"
+    if suite.route.route != harness_case.sdk_function:
+        return f"route {suite.route.route} does not match case function {harness_case.sdk_function}"
+    return None
+
+
+def scenario_nodeids(
+    trace_suite: TraceSuite,
+    harness_case: HarnessCase,
+    selected_scenarios: frozenset[str] = frozenset(),
+) -> tuple[tuple[TraceScenario, TraceMode, str], ...]:
+    surface: Final = harness_case.surface
+    if surface is None:
+        return ()
+    return tuple(
+        (scenario, mode, f"trace:{surface}:{harness_case.sdk_function}:{scenario.name}:{mode}")
+        for scenario in trace_suite.scenarios
+        if not selected_scenarios or scenario.name in selected_scenarios
+        for mode in scenario.modes
+    )
+
+
+def _record_setup_failure(run: HarnessRun, case: HarnessCase, message: str, stage: str) -> None:
+    result: Final = run.results[case.key]
+    nodeid: Final = f"trace:{case.surface}:{case.sdk_function}:{stage}"
+    result.collected.add(nodeid)
+    result.record(nodeid, RunStatus.ERROR)
+    run.failures.append((nodeid, message))
+
+
+def run_trace_mode(
+    run: HarnessRun,
+    result: CaseResult,
+    trace_suite: TraceSuite,
+    scenario: TraceScenario,
+    mode: TraceMode,
+    surface: Surface,
+    nodeid: str,
+    on_update: UpdateCallback,
+) -> None:
+    started_at: Final = monotonic()
+    comparison: Final = _execute_mode(trace_suite, scenario, mode, surface)
+    duration: Final = monotonic() - started_at
+    if isinstance(comparison, TraceExecutionFailure):
+        result.record(nodeid, RunStatus.ERROR, duration)
+        run.failures.append((nodeid, comparison.message))
+        on_update(run)
+        return
+    artifact: Final = ResultArtifact(TRACE_COMPARISON_ARTIFACT, comparison.model_dump_json())
+    if comparison.has_errors():
+        result.record(nodeid, RunStatus.ERROR, duration, (artifact,))
+        run.failures.append(
+            (nodeid, "\n".join(error for error in (comparison.python_error, comparison.rust_error) if error))
+        )
+    else:
+        status: Final = RunStatus.PASSED if comparison.contract_matches() else RunStatus.FAILED
+        result.record(nodeid, status, duration, (artifact,))
+        if status is RunStatus.FAILED:
+            run.failures.append((nodeid, "trace contract mismatch; see the rendered comparison"))
+    on_update(run)
+
+
+def _execute_mode(
+    trace_suite: TraceSuite,
+    scenario: TraceScenario,
+    mode: TraceMode,
+    surface: Surface,
+) -> TraceComparisonArtifact | TraceExecutionFailure:
+    route: Final = trace_suite.route
+    if isinstance(route, GatewayRouteSpec):
+        if surface != "gateway":
+            return TraceExecutionFailure("harness", "gateway route cannot run on the sdk surface")
+        from .gateway.execution import execute_gateway_trace
+
+        return execute_gateway_trace(route, scenario, mode)
+    if surface != "sdk":
+        return TraceExecutionFailure("harness", "sdk route cannot run on the gateway surface")
+    return execute_trace(route, scenario, mode, surface)
+
+
+def _run_case(
+    run: HarnessRun,
+    harness_case: HarnessCase,
+    selected_scenarios: frozenset[str],
+    on_update: UpdateCallback,
+) -> None:
+    result: Final = run.results[harness_case.key]
+    spec: Final = harness_case.spec
+    if not isinstance(spec, ModuleCaseSpec):
+        return
+    surface: Final = harness_case.surface
+    if surface is None:
+        return
+    trace_suite: Final = _load_case(spec.module, harness_case)
+    if isinstance(trace_suite, TraceExecutionFailure):
+        _record_setup_failure(run, harness_case, trace_suite.message, "load")
+        on_update(run)
+        return
+    nodeids: Final = scenario_nodeids(trace_suite, harness_case, selected_scenarios)
+    result.collected.update(nodeid for _, _, nodeid in nodeids)
+    if not nodeids:
+        result.status = RunStatus.SKIPPED
+        on_update(run)
+        return
+    result.status = RunStatus.RUNNING
+    on_update(run)
+    for scenario, mode, nodeid in nodeids:
+        run_trace_mode(run, result, trace_suite, scenario, mode, surface, nodeid, on_update)
+
+
+def run_trace_cases(
+    cases: Sequence[HarnessCase],
+    repo_root: Path,
+    on_update: UpdateCallback,
+    runner_args: Sequence[str] = (),
+) -> tuple[int, HarnessRun]:
+    selected_scenarios: Final = frozenset(runner_args)
+    run: Final = HarnessRun.from_cases(cases)
+    runnable_cases: Final = tuple(case for case in cases if isinstance(case.spec, ModuleCaseSpec))
+    bridge_error: Final = ensure_trace_bridge(repo_root) if runnable_cases else None
+    if bridge_error is not None:
+        for harness_case in runnable_cases:
+            _record_setup_failure(run, harness_case, bridge_error, "bridge")
+        run.finished_at = monotonic()
+        on_update(run)
+        return 1, run
+    for harness_case in cases:
+        _run_case(run, harness_case, selected_scenarios, on_update)
+    run.finished_at = monotonic()
+    on_update(run)
+    failed: Final = any(
+        result.status in {RunStatus.ERROR, RunStatus.FAILED, RunStatus.MISSING} for result in run.results.values()
+    )
+    return int(failed), run
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/chat_completions/case.py b/tests/rust-python-harness/strategies/trace_parity/sdk/chat_completions/case.py
new file mode 100644
index 00000000000..6be5afd60d6
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/sdk/chat_completions/case.py
@@ -0,0 +1,149 @@
+from __future__ import annotations
+
+import json
+from typing import Final
+
+from .....shared.parity.recorded_http import HttpHeader, RecordedHttpResponse
+from .....shared.tracing.steps import Engine, mapping
+from ...models import RouteFixture, RouteSpec, TraceScenario, TraceSuite
+
+COMMON_MAPPINGS: Final = (
+    mapping(span="python_provider_config", python_frame=r"ProviderConfigManager\.get_provider_chat_config$"),
+    mapping(rust_span="chat_completions_provider_config"),
+    mapping(
+        span="python_supported_openai_params",
+        python_frame=r"litellm_core_utils/get_supported_openai_params\.py:\d+ get_supported_openai_params$",
+    ),
+    mapping(
+        span="python_provider_supported_openai_params",
+        python_frame=r"AnthropicConfig\.get_supported_openai_params$",
+    ),
+    mapping(rust_span="supported_openai_params"),
+    mapping(rust_span="validate_environment", python_frame=r"(?<!_)validate_environment$"),
+    mapping(rust_span="transform_request", python_frame=r"(?<!async_)transform_request$"),
+    mapping(rust_span="execute_chat_completions_provider_call"),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(rust_span="transform_response", python_frame=r"(?<!async_)transform_response$"),
+)
+
+SYNC_MAPPINGS: Final = (
+    mapping(span="python_chat_completions", python_frame=r"main\.py:\d+ completion$"),
+    mapping(rust_span="chat_completions"),
+    mapping(span="python_completion_handler", python_frame=r"ChatCompletion\.completion$"),
+    *COMMON_MAPPINGS,
+)
+
+ASYNC_MAPPINGS: Final = (
+    mapping(span="python_chat_completions", python_frame=r"main\.py:\d+ acompletion$"),
+    mapping(rust_span="chat_completions"),
+    mapping(span="python_completion_wrapper", python_frame=r"main\.py:\d+ completion$"),
+    mapping(span="python_completion_handler", python_frame=r"ChatCompletion\.completion$"),
+    mapping(span="python_async_completion_handler", python_frame=r"acompletion_function$"),
+    *COMMON_MAPPINGS,
+)
+
+
+def _anthropic_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    response: Final = json.dumps(
+        {
+            "id": "msg_trace",
+            "type": "message",
+            "role": "assistant",
+            "model": "claude-sonnet-5",
+            "content": [{"type": "text", "text": "hello"}],
+            "stop_reason": "end_turn",
+            "stop_sequence": None,
+            "usage": {"input_tokens": 2, "output_tokens": 3},
+        }
+    ).encode()
+    return RouteFixture(
+        kwargs={
+            "model": "anthropic/claude-sonnet-5",
+            "messages": [{"role": "user", "content": "hello"}],
+            **({"optional_params": {"max_tokens": 16}} if engine == "rust" else {"max_tokens": 16}),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200, (HttpHeader(name="content-type", value="application/json"),), response
+            ),
+        ),
+    )
+
+
+def _bedrock_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    response: Final = json.dumps(
+        {
+            "output": {"message": {"role": "assistant", "content": [{"text": "hello"}]}},
+            "stopReason": "end_turn",
+            "usage": {"inputTokens": 2, "outputTokens": 3, "totalTokens": 5},
+            "metrics": {"latencyMs": 1},
+        }
+    ).encode()
+    credentials: Final = {
+        "aws_access_key_id": "test-access",
+        "aws_secret_access_key": "test-secret",
+        "aws_region_name": "us-east-1",
+    }
+    return RouteFixture(
+        kwargs={
+            "model": "bedrock/us-east-1/anthropic.claude-v2",
+            "messages": [{"role": "user", "content": "hello"}],
+            **(
+                {"optional_params": {**credentials, "maxTokens": 16}}
+                if engine == "rust"
+                else {**credentials, "max_tokens": 16}
+            ),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200, (HttpHeader(name="content-type", value="application/json"),), response
+            ),
+        ),
+    )
+
+
+SPEC: Final = RouteSpec(
+    "chat_completions",
+    ("completion", "acompletion"),
+    ("chat_completions", "achat_completions"),
+    _anthropic_fixture,
+)
+BEDROCK_COMMON_MAPPINGS: Final = (
+    mapping(rust_span="chat_completions_provider_config"),
+    mapping(rust_span="supported_openai_params"),
+    mapping(rust_span="execute_chat_completions_provider_call"),
+    mapping(rust_span="validate_environment"),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(span="python_transform_response", python_frame=r"AmazonConverseConfig\._transform_response$"),
+)
+BEDROCK_SYNC_MAPPINGS: Final = (
+    mapping(span="python_chat_completions", python_frame=r"main\.py:\d+ completion$"),
+    mapping(rust_span="chat_completions"),
+    mapping(span="python_transform_request", python_frame=r"AmazonConverseConfig\._transform_request$"),
+    *BEDROCK_COMMON_MAPPINGS,
+)
+BEDROCK_ASYNC_MAPPINGS: Final = (
+    mapping(span="python_chat_completions", python_frame=r"main\.py:\d+ acompletion$"),
+    mapping(span="python_completion_wrapper", python_frame=r"main\.py:\d+ completion$"),
+    mapping(rust_span="chat_completions"),
+    *BEDROCK_COMMON_MAPPINGS,
+)
+TRACE_SUITE: Final = TraceSuite(
+    route=SPEC,
+    scenarios=(
+        TraceScenario(
+            name="anthropic",
+            fixture=_anthropic_fixture,
+            mappings=COMMON_MAPPINGS,
+            sync_mappings=SYNC_MAPPINGS,
+            async_mappings=ASYNC_MAPPINGS,
+        ),
+        TraceScenario(
+            name="bedrock",
+            fixture=_bedrock_fixture,
+            mappings=BEDROCK_COMMON_MAPPINGS,
+            sync_mappings=BEDROCK_SYNC_MAPPINGS,
+            async_mappings=BEDROCK_ASYNC_MAPPINGS,
+        ),
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/execution.py b/tests/rust-python-harness/strategies/trace_parity/sdk/execution.py
new file mode 100644
index 00000000000..f8d7c55d4e2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/sdk/execution.py
@@ -0,0 +1,140 @@
+from __future__ import annotations
+
+import asyncio
+from collections.abc import Awaitable
+from pathlib import Path
+from typing import Final, Protocol, cast
+
+from ....shared.parity.replay import replay_server
+from ....shared.reporting.models import Surface
+from ....shared.tracing.native import native_trace_events
+from ....shared.tracing.profiler import FunctionTraceEvent, profile_python
+from ....shared.tracing.steps import Engine, pipeline_projection
+from ..models import RouteSpec, TraceExecutionFailure, TraceMode, TraceScenario
+from ..reporting import TraceComparisonArtifact
+
+
+class SdkCall(Protocol):
+    def __call__(self, **kwargs: object) -> object: ...
+
+
+def _invoke(function: SdkCall, kwargs: dict[str, object], *, asynchronous: bool) -> object:
+    async def invoke_async() -> object:
+        return await cast(Awaitable[object], function(**kwargs))
+
+    if asynchronous:
+        return asyncio.run(invoke_async())
+    return function(**kwargs)
+
+
+def _entrypoint(spec: RouteSpec, engine: Engine, *, asynchronous: bool) -> SdkCall | TraceExecutionFailure:
+    import litellm
+    from litellm.anthropic_interface import messages as sdk_messages
+    from litellm.rust_bridge import get_native_bridge
+
+    if engine == "rust":
+        bridge: Final = cast(object | None, get_native_bridge())
+        if bridge is None:
+            return TraceExecutionFailure("rust", "native Rust bridge is required for trace parity")
+        trace_bridge: Final[object | None] = getattr(bridge, "_trace", None)
+        if trace_bridge is None:
+            return TraceExecutionFailure("rust", "native Rust bridge must include the trace-parity feature")
+        entrypoint: Final = spec.rust_entrypoints[int(asynchronous)]
+        function: Final[object | None] = getattr(trace_bridge, entrypoint, None)
+        if function is None:
+            return TraceExecutionFailure("rust", f"native Rust trace bridge does not expose {entrypoint}")
+        return cast(SdkCall, function)
+    owner: Final = sdk_messages if spec.route == "messages" else litellm
+    return cast(SdkCall, getattr(owner, spec.python_entrypoints[int(asynchronous)]))
+
+
+def _collect(
+    function: SdkCall, kwargs: dict[str, object], engine: Engine, *, asynchronous: bool
+) -> tuple[FunctionTraceEvent, ...]:
+    if engine == "rust":
+        return native_trace_events(_invoke(function, kwargs, asynchronous=asynchronous))
+    import litellm
+
+    with profile_python(Path(litellm.__file__).parent, threads=True) as profiler:
+        _invoke(function, kwargs, asynchronous=asynchronous)
+    return tuple(profiler.events)
+
+
+def collect_trace(
+    spec: RouteSpec, engine: Engine, *, asynchronous: bool
+) -> tuple[FunctionTraceEvent, ...] | TraceExecutionFailure:
+    function: Final = _entrypoint(spec, engine, asynchronous=asynchronous)
+    if isinstance(function, TraceExecutionFailure):
+        return function
+    try:
+        with replay_server() as provider:
+            fixture: Final = spec.fixture(engine, provider.url)
+            for response in fixture.provider_responses:
+                provider.enqueue_response(response)
+            kwargs: Final = {
+                **fixture.kwargs,
+                "api_key": "test-key",
+                "api_base": provider.url,
+                **({"timeout_seconds": 5} if engine == "rust" else {"timeout": 5}),
+            }
+            events: Final = _collect(function, kwargs, engine, asynchronous=asynchronous)
+            provider.take_requests(len(fixture.provider_responses))
+    except Exception as error:
+        return TraceExecutionFailure(engine, f"{type(error).__name__}: {error}")
+    if not events:
+        return TraceExecutionFailure(engine, "trace is empty")
+    return events
+
+
+def _failure_message(result: tuple[FunctionTraceEvent, ...] | TraceExecutionFailure) -> str | None:
+    if isinstance(result, tuple):
+        return None
+    return f"{result.engine}: {result.message}"
+
+
+def execute_trace(
+    route: RouteSpec, scenario: TraceScenario, mode: TraceMode, surface: Surface
+) -> TraceComparisonArtifact:
+    asynchronous: Final = mode == "async"
+    mappings: Final = scenario.mappings_for(mode)
+    scenario_route: Final = RouteSpec(
+        route=route.route,
+        python_entrypoints=route.python_entrypoints,
+        rust_entrypoints=route.rust_entrypoints,
+        fixture=scenario.fixture,
+    )
+    python_trace: Final = collect_trace(scenario_route, "python", asynchronous=asynchronous)
+    rust_trace: Final = collect_trace(scenario_route, "rust", asynchronous=asynchronous)
+    python_error: Final = _failure_message(python_trace)
+    rust_error: Final = _failure_message(rust_trace)
+    python_events: Final = python_trace if isinstance(python_trace, tuple) else ()
+    rust_events: Final = rust_trace if isinstance(rust_trace, tuple) else ()
+    try:
+        python: Final = pipeline_projection("python", python_events, mappings)
+        rust: Final = pipeline_projection("rust", rust_events, mappings)
+    except ValueError as error:
+        return TraceComparisonArtifact.from_traces(
+            surface=surface,
+            sdk_function=route.route,
+            scenario=scenario.name,
+            mode=mode,
+            mappings=mappings,
+            contract=scenario.contract,
+            python=(),
+            rust=(),
+            python_unmatched=0,
+            python_error=f"harness: {error}",
+        )
+    return TraceComparisonArtifact.from_traces(
+        surface=surface,
+        sdk_function=route.route,
+        scenario=scenario.name,
+        mode=mode,
+        mappings=mappings,
+        contract=scenario.contract,
+        python=python.steps,
+        rust=rust.steps,
+        python_unmatched=python.unmatched,
+        python_error=python_error,
+        rust_error=rust_error,
+    )
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/messages/case.py b/tests/rust-python-harness/strategies/trace_parity/sdk/messages/case.py
new file mode 100644
index 00000000000..27079c28cd8
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/sdk/messages/case.py
@@ -0,0 +1,98 @@
+from __future__ import annotations
+
+import json
+from typing import Final
+
+from .....shared.parity.recorded_http import HttpHeader, RecordedHttpResponse
+from .....shared.tracing.steps import Engine, mapping
+from ...models import RouteFixture, RouteSpec, TraceScenario, TraceSuite
+
+COMMON_MAPPINGS: Final = (
+    mapping(rust_span="messages", python_frame=r"anthropic_interface/messages/__init__\.py:\d+ a?create$"),
+    mapping(
+        span="python_messages_provider_config",
+        python_frame=r"ProviderConfigManager\.get_provider_anthropic_messages_config$",
+    ),
+    mapping(rust_span="messages_provider_config"),
+    mapping(rust_span="validate_environment", python_frame=r"validate_anthropic_messages_environment$"),
+    mapping(rust_span="complete_url", python_frame=r"get_complete_url$"),
+    mapping(
+        span="python_messages_entry_handler",
+        python_frame=r"messages/handler\.py:\d+ anthropic_messages_handler$",
+    ),
+    mapping(
+        span="python_messages_handler_wrapper",
+        python_frame=r"BaseLLMHTTPHandler\.anthropic_messages_handler$",
+    ),
+    mapping(
+        rust_span="execute_messages_provider_call",
+        python_frame=r"BaseLLMHTTPHandler\.async_anthropic_messages_handler$",
+    ),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(rust_span="transform_response", python_frame=r"(?<!async_)transform_anthropic_messages_response$"),
+)
+
+ANTHROPIC_MAPPINGS: Final = (
+    *COMMON_MAPPINGS,
+    mapping(
+        rust_span="transform_request",
+        python_frame=r"(?<!Azure)AnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+)
+
+AZURE_MAPPINGS: Final = (
+    *COMMON_MAPPINGS,
+    mapping(
+        rust_span="transform_request",
+        python_frame=r"AzureAnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+    mapping(
+        span="python_anthropic_transform_request",
+        python_frame=r"(?<!Azure)AnthropicMessagesConfig\.transform_anthropic_messages_request$",
+    ),
+)
+
+
+def _fixture(engine: Engine, provider: str) -> RouteFixture:
+    conversation: Final = {"messages": [{"role": "user", "content": "hello"}], "max_tokens": 16}
+    response: Final = json.dumps(
+        {
+            "id": "msg_trace",
+            "type": "message",
+            "role": "assistant",
+            "model": "claude-sonnet-5",
+            "content": [{"type": "text", "text": "hello"}],
+            "stop_reason": "end_turn",
+            "stop_sequence": None,
+            "usage": {"input_tokens": 2, "output_tokens": 3},
+        }
+    ).encode()
+    return RouteFixture(
+        kwargs={
+            "model": f"{provider}/claude-sonnet-5",
+            **({"body": {**conversation, "model": "claude-sonnet-5"}} if engine == "rust" else conversation),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200, (HttpHeader(name="content-type", value="application/json"),), response
+            ),
+        ),
+    )
+
+
+def _anthropic_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(engine, "anthropic")
+
+
+def _azure_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(engine, "azure_ai")
+
+
+SPEC: Final = RouteSpec("messages", ("create", "acreate"), ("messages", "amessages"), _anthropic_fixture)
+TRACE_SUITE: Final = TraceSuite(
+    route=SPEC,
+    scenarios=(
+        TraceScenario(name="anthropic", fixture=_anthropic_fixture, mappings=ANTHROPIC_MAPPINGS, modes=("async",)),
+        TraceScenario(name="azure-ai", fixture=_azure_fixture, mappings=AZURE_MAPPINGS, modes=("async",)),
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/ocr/case.py b/tests/rust-python-harness/strategies/trace_parity/sdk/ocr/case.py
new file mode 100644
index 00000000000..fe214f45339
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/sdk/ocr/case.py
@@ -0,0 +1,339 @@
+from __future__ import annotations
+
+import json
+from typing import Final, cast
+
+from .....shared.parity.recorded_http import HttpHeader, RecordedHttpResponse
+from .....shared.tracing.steps import Engine, mapping
+from ...models import RouteFixture, RouteSpec, TraceScenario, TraceSuite
+
+COMMON_MAPPINGS: Final = (
+    mapping(rust_span="ocr", python_frame=r"ocr/main\.py:\d+ a?ocr$"),
+    mapping(rust_span="prepare_ocr_call", python_frame=r"ocr/main\.py:\d+ _prepare_ocr_request$"),
+    mapping(rust_span="ocr_provider_config", python_frame=r"ProviderConfigManager\.get_provider_ocr_config$"),
+    mapping(rust_span="supported_ocr_params", python_frame=r"get_supported_ocr_params$"),
+    mapping(rust_span="map_ocr_params", python_frame=r"(?<!async_)map_ocr_params$"),
+    mapping(rust_span="validate_environment", python_frame=r"(?<!_)validate_environment$"),
+    mapping(rust_span="complete_url", python_frame=r"get_complete_url$"),
+    mapping(rust_span="transform_ocr_request", python_frame=r"(?<!async_)transform_ocr_request$"),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+)
+
+SYNC_MAPPINGS: Final = (
+    *COMMON_MAPPINGS,
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(span="python_transform_ocr_response_wrapper", python_frame=r"BaseLLMHTTPHandler\._transform_ocr_response$"),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"MistralOCRConfig\.transform_ocr_response$",
+    ),
+)
+
+ASYNC_MAPPINGS: Final = (
+    *COMMON_MAPPINGS,
+    mapping(span="python_ocr_wrapper", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.async_ocr$"),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"MistralOCRConfig\.transform_ocr_response$",
+    ),
+)
+
+AZURE_COMMON_MAPPINGS: Final = (
+    *COMMON_MAPPINGS[:7],
+    mapping(
+        rust_span="transform_ocr_request",
+        python_frame=(
+            r"AzureAIOCRConfig\.(?:async_)?transform_ocr_request$"
+            r"|MistralOCRConfig\.transform_ocr_request$"
+        ),
+    ),
+    COMMON_MAPPINGS[-1],
+)
+AZURE_SYNC_MAPPINGS: Final = (
+    *AZURE_COMMON_MAPPINGS,
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(
+        span="python_transform_ocr_response_wrapper",
+        python_frame=r"BaseLLMHTTPHandler\._transform_ocr_response$",
+    ),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"MistralOCRConfig\.transform_ocr_response$",
+    ),
+)
+AZURE_ASYNC_MAPPINGS: Final = (
+    *AZURE_COMMON_MAPPINGS,
+    mapping(span="python_ocr_wrapper", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.async_ocr$"),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"MistralOCRConfig\.transform_ocr_response$",
+    ),
+)
+
+
+def _fixture(engine: Engine, model: str, document: dict[str, str] | None = None) -> RouteFixture:
+    response: Final = json.dumps(
+        {
+            "pages": [{"index": 0, "markdown": "hello"}],
+            "model": "mistral-ocr-latest",
+            "usage_info": {"pages_processed": 1},
+        }
+    ).encode()
+    return RouteFixture(
+        kwargs={
+            "model": model,
+            "document": document or {"type": "document_url", "document_url": "https://example.com/document.pdf"},
+            **({"optional_params": {"pages": [0]}} if engine == "rust" else {"pages": [0]}),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200, (HttpHeader(name="content-type", value="application/json"),), response
+            ),
+        ),
+    )
+
+
+def _mistral_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(engine, "mistral/mistral-ocr-latest")
+
+
+def _azure_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    return _fixture(
+        engine,
+        "azure_ai/pixtral-12b-2409",
+        {"type": "image_url", "image_url": "data:image/png;base64,aGVsbG8="},
+    )
+
+
+def _vertex_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    fixture: Final = _fixture(
+        engine,
+        "vertex_ai/mistral-ocr-maas",
+        {"type": "image_url", "image_url": "data:image/png;base64,aGVsbG8="},
+    )
+    vertex: Final = {"vertex_project": "trace-project", "vertex_location": "us-central1"}
+    optional_params: Final = cast(dict[str, object], fixture.kwargs.get("optional_params", {}))
+    return RouteFixture(
+        kwargs={
+            **fixture.kwargs,
+            **({"optional_params": {**optional_params, **vertex}} if engine == "rust" else vertex),
+        },
+        provider_responses=fixture.provider_responses,
+    )
+
+
+def _vertex_deepseek_fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    vertex: Final = {"vertex_project": "trace-project", "vertex_location": "us-central1"}
+    return RouteFixture(
+        kwargs={
+            "model": "vertex_ai/deepseek-ocr-maas",
+            "document": {"type": "image_url", "image_url": "data:image/png;base64,aGVsbG8="},
+            **({"optional_params": vertex} if engine == "rust" else vertex),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200,
+                (HttpHeader(name="content-type", value="application/json"),),
+                json.dumps(
+                    {
+                        "choices": [{"message": {"role": "assistant", "content": "hello"}}],
+                        "usage": {"prompt_tokens": 1, "completion_tokens": 1},
+                    }
+                ).encode(),
+            ),
+        ),
+    )
+
+
+def _azure_document_intelligence_fixture(engine: Engine, base_url: str) -> RouteFixture:
+    completed: Final = json.dumps(
+        {
+            "status": "succeeded",
+            "analyzeResult": {
+                "content": "hello",
+                "pages": [
+                    {
+                        "pageNumber": 1,
+                        "width": 8.5,
+                        "height": 11,
+                        "unit": "inch",
+                        "lines": [{"content": "hello"}],
+                    }
+                ],
+            },
+        }
+    ).encode()
+    return RouteFixture(
+        kwargs={
+            "model": "azure_ai/doc-intelligence/prebuilt-read",
+            "document": {
+                "type": "document_url",
+                "document_url": "data:application/pdf;base64,aGVsbG8=",
+            },
+            **({"optional_params": {"pages": [0]}} if engine == "rust" else {"pages": [0]}),
+        },
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                202,
+                (
+                    HttpHeader(name="content-type", value="application/json"),
+                    HttpHeader(name="operation-location", value=f"{base_url}/operations/trace"),
+                ),
+                b"{}",
+            ),
+            RecordedHttpResponse.from_bytes(
+                200,
+                (HttpHeader(name="content-type", value="application/json"),),
+                completed,
+            ),
+        ),
+    )
+
+
+VERTEX_COMMON_MAPPINGS: Final = (
+    *COMMON_MAPPINGS[:7],
+    mapping(
+        rust_span="transform_ocr_request",
+        python_frame=(
+            r"VertexAIOCRConfig\.(?:async_)?transform_ocr_request$"
+            r"|MistralOCRConfig\.transform_ocr_request$"
+        ),
+    ),
+    COMMON_MAPPINGS[-1],
+)
+VERTEX_SYNC_MAPPINGS: Final = (
+    *VERTEX_COMMON_MAPPINGS,
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(span="python_transform_ocr_response_wrapper", python_frame=r"BaseLLMHTTPHandler\._transform_ocr_response$"),
+    mapping(rust_span="transform_ocr_response", python_frame=r"MistralOCRConfig\.transform_ocr_response$"),
+)
+VERTEX_ASYNC_MAPPINGS: Final = (
+    *VERTEX_COMMON_MAPPINGS,
+    mapping(span="python_ocr_wrapper", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.async_ocr$"),
+    mapping(rust_span="transform_ocr_response", python_frame=r"MistralOCRConfig\.transform_ocr_response$"),
+)
+
+DEEPSEEK_COMMON_MAPPINGS: Final = (
+    mapping(rust_span="ocr", python_frame=r"ocr/main\.py:\d+ a?ocr$"),
+    mapping(rust_span="prepare_ocr_call", python_frame=r"ocr/main\.py:\d+ _prepare_ocr_request$"),
+    mapping(rust_span="ocr_provider_config", python_frame=r"ProviderConfigManager\.get_provider_ocr_config$"),
+    mapping(rust_span="supported_ocr_params", python_frame=r"get_supported_ocr_params$"),
+    mapping(rust_span="map_ocr_params", python_frame=r"(?<!async_)map_ocr_params$"),
+    mapping(rust_span="validate_environment", python_frame=r"(?<!_)validate_environment$"),
+    mapping(rust_span="complete_url", python_frame=r"get_complete_url$"),
+    mapping(
+        rust_span="transform_ocr_request",
+        python_frame=r"VertexAIDeepSeekOCRConfig\.transform_ocr_request$",
+    ),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"VertexAIDeepSeekOCRConfig\.transform_ocr_response$",
+    ),
+)
+DEEPSEEK_SYNC_MAPPINGS: Final = (
+    *DEEPSEEK_COMMON_MAPPINGS,
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(span="python_transform_ocr_response_wrapper", python_frame=r"BaseLLMHTTPHandler\._transform_ocr_response$"),
+)
+DEEPSEEK_ASYNC_MAPPINGS: Final = (
+    *DEEPSEEK_COMMON_MAPPINGS,
+    mapping(span="python_ocr_wrapper", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(
+        span="python_async_transform_ocr_request",
+        python_frame=r"VertexAIDeepSeekOCRConfig\.async_transform_ocr_request$",
+    ),
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.async_ocr$"),
+)
+
+DOCUMENT_INTELLIGENCE_COMMON_MAPPINGS: Final = (
+    mapping(rust_span="ocr", python_frame=r"ocr/main\.py:\d+ a?ocr$"),
+    mapping(rust_span="prepare_ocr_call", python_frame=r"ocr/main\.py:\d+ _prepare_ocr_request$"),
+    mapping(rust_span="ocr_provider_config", python_frame=r"ProviderConfigManager\.get_provider_ocr_config$"),
+    mapping(
+        rust_span="supported_ocr_params", python_frame=r"AzureDocumentIntelligenceOCRConfig\.get_supported_ocr_params$"
+    ),
+    mapping(rust_span="map_ocr_params", python_frame=r"AzureDocumentIntelligenceOCRConfig\.map_ocr_params$"),
+    mapping(
+        rust_span="validate_environment", python_frame=r"AzureDocumentIntelligenceOCRConfig\.validate_environment$"
+    ),
+    mapping(rust_span="complete_url", python_frame=r"AzureDocumentIntelligenceOCRConfig\.get_complete_url$"),
+    mapping(
+        rust_span="transform_ocr_request", python_frame=r"AzureDocumentIntelligenceOCRConfig\.transform_ocr_request$"
+    ),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$|HTTPHandler\.post$"),
+    mapping(
+        rust_span="poll_document_intelligence",
+        python_frame=r"AzureDocumentIntelligenceOCRConfig\._poll_operation_(?:sync|async)$",
+    ),
+    mapping(
+        rust_span="transform_ocr_response",
+        python_frame=r"AzureDocumentIntelligenceOCRConfig\._transform_completed_response$",
+    ),
+)
+DOCUMENT_INTELLIGENCE_SYNC_MAPPINGS: Final = (
+    *DOCUMENT_INTELLIGENCE_COMMON_MAPPINGS,
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(span="python_transform_ocr_response_wrapper", python_frame=r"BaseLLMHTTPHandler\._transform_ocr_response$"),
+    mapping(
+        span="python_provider_transform_response",
+        python_frame=r"AzureDocumentIntelligenceOCRConfig\.transform_ocr_response$",
+    ),
+    mapping(span="python_poll_http_request", python_frame=r"HTTPHandler\.get$"),
+)
+DOCUMENT_INTELLIGENCE_ASYNC_MAPPINGS: Final = (
+    *DOCUMENT_INTELLIGENCE_COMMON_MAPPINGS,
+    mapping(span="python_ocr_wrapper", python_frame=r"BaseLLMHTTPHandler\.ocr$"),
+    mapping(rust_span="execute_ocr_provider_call", python_frame=r"BaseLLMHTTPHandler\.async_ocr$"),
+    mapping(
+        span="python_provider_transform_response",
+        python_frame=r"AzureDocumentIntelligenceOCRConfig\.async_transform_ocr_response$",
+    ),
+    mapping(span="python_poll_http_request", python_frame=r"AsyncHTTPHandler\.get$"),
+)
+
+
+SPEC: Final = RouteSpec("ocr", ("ocr", "aocr"), ("ocr", "aocr"), _mistral_fixture)
+TRACE_SUITE: Final = TraceSuite(
+    route=SPEC,
+    scenarios=(
+        TraceScenario(
+            name="mistral",
+            fixture=_mistral_fixture,
+            mappings=COMMON_MAPPINGS,
+            sync_mappings=SYNC_MAPPINGS,
+            async_mappings=ASYNC_MAPPINGS,
+        ),
+        TraceScenario(
+            name="azure-ai",
+            fixture=_azure_fixture,
+            mappings=AZURE_COMMON_MAPPINGS,
+            sync_mappings=AZURE_SYNC_MAPPINGS,
+            async_mappings=AZURE_ASYNC_MAPPINGS,
+        ),
+        TraceScenario(
+            name="azure-document-intelligence",
+            fixture=_azure_document_intelligence_fixture,
+            mappings=DOCUMENT_INTELLIGENCE_COMMON_MAPPINGS,
+            sync_mappings=DOCUMENT_INTELLIGENCE_SYNC_MAPPINGS,
+            async_mappings=DOCUMENT_INTELLIGENCE_ASYNC_MAPPINGS,
+        ),
+        TraceScenario(
+            name="vertex-ai",
+            fixture=_vertex_fixture,
+            mappings=VERTEX_COMMON_MAPPINGS,
+            sync_mappings=VERTEX_SYNC_MAPPINGS,
+            async_mappings=VERTEX_ASYNC_MAPPINGS,
+        ),
+        TraceScenario(
+            name="vertex-deepseek",
+            fixture=_vertex_deepseek_fixture,
+            mappings=DEEPSEEK_COMMON_MAPPINGS,
+            sync_mappings=DEEPSEEK_SYNC_MAPPINGS,
+            async_mappings=DEEPSEEK_ASYNC_MAPPINGS,
+        ),
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/sdk/transcription/case.py b/tests/rust-python-harness/strategies/trace_parity/sdk/transcription/case.py
new file mode 100644
index 00000000000..2fb1054d10a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/sdk/transcription/case.py
@@ -0,0 +1,102 @@
+from __future__ import annotations
+
+import base64
+import io
+import json
+import wave
+from typing import Final
+
+from .....shared.parity.recorded_http import HttpHeader, RecordedHttpResponse
+from .....shared.tracing.steps import Engine, mapping
+from ...models import RouteFixture, RouteSpec, TraceScenario, TraceSuite
+
+MAPPINGS: Final = (
+    mapping(rust_span="prepare_audio_transcription_provider_call"),
+    mapping(span="get_non_default_params", python_frame=r"get_non_default_transcription_params$"),
+    mapping(rust_span="map_transcription_params", python_frame=r"get_optional_params_transcription$"),
+    mapping(
+        span="python_provider_config",
+        python_frame=r"ProviderConfigManager\.get_provider_audio_transcription_config$",
+    ),
+    mapping(rust_span="provider_config"),
+    mapping(rust_span="supported_transcription_params"),
+    mapping(rust_span="transform_transcription_request"),
+    mapping(
+        rust_span="execute_audio_transcription_provider_call",
+        python_frame=r"BedrockAudioTranscriptionRustDispatch\.(?:async_)?audio_transcriptions$",
+    ),
+    mapping(rust_span="transform_transcription_response"),
+    mapping(rust_span="http_request"),
+)
+
+SYNC_MAPPINGS: Final = (
+    mapping(rust_span="audio_transcription", python_frame=r"main\.py:\d+ transcription$"),
+    *MAPPINGS,
+)
+ASYNC_MAPPINGS: Final = (
+    mapping(rust_span="audio_transcription", python_frame=r"main\.py:\d+ atranscription$"),
+    mapping(span="python_transcription_wrapper", python_frame=r"main\.py:\d+ transcription$"),
+    *MAPPINGS[:2],
+    mapping(span="python_map_transcription_params", python_frame=r"get_optional_params_transcription$"),
+    mapping(rust_span="map_transcription_params"),
+    *MAPPINGS[3:],
+)
+
+
+def _audio_bytes() -> bytes:
+    with io.BytesIO() as buffer:
+        with wave.open(buffer, "wb") as audio:
+            audio.setnchannels(1)
+            audio.setsampwidth(2)
+            audio.setframerate(16000)
+            audio.writeframes(b"\x00\x00" * 1600)
+        return buffer.getvalue()
+
+
+def _fixture(engine: Engine, _base_url: str) -> RouteFixture:
+    credentials: Final = {
+        "aws_access_key_id": "test-access",
+        "aws_secret_access_key": "test-secret",
+        "aws_region_name": "us-east-1",
+    }
+    audio: Final = _audio_bytes()
+    payload: Final = (
+        {"audio": {"data": base64.b64encode(audio).decode(), "format": "wav"}, "optional_params": credentials}
+        if engine == "rust"
+        else {"file": ("sample.wav", audio, "audio/wav"), **credentials}
+    )
+    response: Final = json.dumps(
+        {
+            "output": {"message": {"role": "assistant", "content": [{"text": "hello"}]}},
+            "stopReason": "end_turn",
+            "usage": {"inputTokens": 2, "outputTokens": 3, "totalTokens": 5},
+        }
+    ).encode()
+    return RouteFixture(
+        kwargs={"model": "bedrock/mistral.voxtral-mini-3b-2507", **payload},
+        provider_responses=(
+            RecordedHttpResponse.from_bytes(
+                200, (HttpHeader(name="content-type", value="application/json"),), response
+            ),
+        ),
+    )
+
+
+SPEC: Final = RouteSpec(
+    "transcription",
+    ("transcription", "atranscription"),
+    ("transcription", "atranscription"),
+    _fixture,
+)
+TRACE_SUITE: Final = TraceSuite(
+    route=SPEC,
+    scenarios=(
+        TraceScenario(
+            name="bedrock",
+            fixture=_fixture,
+            mappings=MAPPINGS,
+            sync_mappings=SYNC_MAPPINGS,
+            async_mappings=ASYNC_MAPPINGS,
+        ),
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/trace_parity/test_reporting.py b/tests/rust-python-harness/strategies/trace_parity/test_reporting.py
new file mode 100644
index 00000000000..68264064c92
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/test_reporting.py
@@ -0,0 +1,251 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import Final, Literal
+
+import pytest
+
+from ...shared.reporting.models import CaseResult, Coverage, HarnessCase, ResultArtifact, RunStatus
+from ...shared.reporting.strategy import ModuleCaseSpec, NotImplementedCaseSpec
+from ...shared.tracing.steps import PipelineStep, TraceContract, TraceMapping, mapping
+from . import reporting
+from .reporting import TRACE_COMPARISON_ARTIFACT, TraceComparisonArtifact, render_trace_results
+
+MAPPINGS: Final = (
+    mapping(rust_span="ocr", python_frame=r"ocr/main\.py:\d+ a?ocr$"),
+    mapping(rust_span="http_request", python_frame=r"AsyncHTTPHandler\.post$"),
+)
+
+
+def _result(comparison: TraceComparisonArtifact) -> CaseResult:
+    case: Final = HarnessCase(
+        strategy_id="trace_parity",
+        strategy_label="Trace parity",
+        sdk_function=comparison.sdk_function,
+        spec=ModuleCaseSpec(coverage=Coverage.PARTIAL, module="example"),
+        surface=comparison.surface,
+    )
+    result: Final = CaseResult(case=case)
+    nodeid: Final = f"trace:sdk:{comparison.sdk_function}:{comparison.scenario}:{comparison.mode}"
+    result.collected.add(nodeid)
+    result.record(
+        nodeid,
+        RunStatus.PASSED,
+        artifacts=(ResultArtifact(TRACE_COMPARISON_ARTIFACT, comparison.model_dump_json()),),
+    )
+    return result
+
+
+def _comparison(
+    python: tuple[PipelineStep, ...],
+    rust: tuple[PipelineStep, ...],
+    *,
+    mappings: Sequence[TraceMapping] = MAPPINGS,
+    rust_error: str | None = None,
+) -> TraceComparisonArtifact:
+    return TraceComparisonArtifact.from_traces(
+        surface="sdk",
+        sdk_function="ocr",
+        scenario="default",
+        mode="sync",
+        mappings=mappings,
+        contract=TraceContract(),
+        python=python,
+        rust=rust,
+        python_unmatched=796,
+        rust_error=rust_error,
+    )
+
+
+def _events(*items: tuple[str, int, str | None]) -> tuple[PipelineStep, ...]:
+    parents: dict[int, int] = {}
+    steps: list[PipelineStep] = []
+    for event_id, (span, depth, raw) in enumerate(items):
+        parent_id = parents.get(depth - 1) if depth else None
+        steps.append(PipelineStep(event_id, parent_id, span, raw if raw is not None else span))
+        parents[depth] = event_id
+    return tuple(steps)
+
+
+def test_renderer_shows_matching_python_and_rust_paths() -> None:
+    rust: Final = _events(("ocr", 0, None), ("http_request", 1, None))
+    python: Final = _events(
+        ("ocr", 0, "ocr/main.py:88 aocr"),
+        ("http_request", 1, "http_handler.py:673 AsyncHTTPHandler.post"),
+    )
+
+    section: Final = render_trace_results((_result(_comparison(python, rust)),))[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert section.title == "SDK trace comparisons"
+    assert "Case: ocr" in report
+    assert "PYTHON (2 steps)\n1 aocr  (ocr/main.py:88)\n2   AsyncHTTPHandler.post  (http_handler.py:673)" in report
+    assert "RUST (2 steps)\nocr  ->  1 aocr\n  http_request  ->  2 AsyncHTTPHandler.post" in report
+    assert "Mapping (identifier -> span)" not in report
+    assert "Trace: MATCH" in report
+    assert "Same steps, order, and nesting" in report
+    assert "Unseen mappings:" not in report
+
+
+def test_renderer_reports_mappings_that_matched_nothing() -> None:
+    events: Final = _events(("ocr", 0, None))
+
+    section: Final = render_trace_results((_result(_comparison(events, events)),))[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert "Unseen mappings: http_request" in report
+    assert "Contract: FAIL" in report
+
+
+def test_renderer_numbers_repeated_span_occurrences() -> None:
+    mappings: Final = (MAPPINGS[0], MAPPINGS[1])
+    rust: Final = _events(("ocr", 0, None), ("http_request", 1, None), ("http_request", 1, None))
+    python: Final = _events(
+        ("ocr", 0, "ocr/main.py:88 aocr"),
+        ("http_request", 1, "http_handler.py:673 AsyncHTTPHandler.post"),
+        ("http_request", 1, "http_handler.py:673 AsyncHTTPHandler.post"),
+    )
+
+    report: Final = "\n\n".join(render_trace_results((_result(_comparison(python, rust, mappings=mappings)),))[0].blocks)
+
+    assert "http_request#2" in report
+
+
+def test_renderer_accepts_declared_engine_specific_steps() -> None:
+    mappings: Final = (
+        *MAPPINGS[:1],
+        mapping(span="python_prepare", python_frame=r"python_prepare$"),
+        mapping(rust_span="rust_prepare"),
+    )
+    python: Final = _events(("ocr", 0, None), ("python_prepare", 1, "prep.py:1 python_prepare"))
+    rust: Final = _events(("ocr", 0, None), ("rust_prepare", 1, None))
+
+    section: Final = render_trace_results((_result(_comparison(python, rust, mappings=mappings)),))[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert "2   python_prepare  (prep.py:1)  [python only]" in report
+    assert "rust_prepare  ->  [rust only]" in report
+    assert "Trace: MATCH" in report
+    assert "Contract: PASS" in report
+
+
+def test_unavailable_check_reports_mode_from_nodeid() -> None:
+    case: Final = HarnessCase(
+        strategy_id="trace_parity",
+        strategy_label="Trace parity",
+        sdk_function="ocr",
+        spec=ModuleCaseSpec(coverage=Coverage.PARTIAL, module="example"),
+        surface="sdk",
+    )
+    result: Final = CaseResult(case=case)
+    result.collected.add("trace:sdk:ocr:default:sync")
+    result.record("trace:sdk:ocr:default:sync", RunStatus.ERROR)
+
+    section: Final = render_trace_results((result,))[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert "Case: ocr" in report
+    assert "Scenario: default / Mode: sync" in report
+    assert "Trace: NOT AVAILABLE\nTest outcome: error" in report
+    assert "unknown mode" not in report
+
+
+def test_renderer_keeps_collected_trace_when_one_engine_errors() -> None:
+    python: Final = _events(
+        ("ocr", 0, "ocr/main.py:88 aocr"),
+        ("http_request", 1, "http_handler.py:673 AsyncHTTPHandler.post"),
+    )
+
+    section: Final = render_trace_results(
+        (_result(_comparison(python, (), rust_error="rust: native Rust bridge must include the trace-parity feature")),)
+    )[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert "PYTHON (2 steps)\n1 aocr  (ocr/main.py:88)  [python only]" in report
+    assert "Rust error: rust: native Rust bridge must include the trace-parity feature" in report
+    assert "hint: rebuild the native bridge with the trace-parity feature" in report
+    assert "Contract: FAIL" in report
+
+
+def test_renderer_groups_all_modes_under_one_case_header() -> None:
+    case: Final = HarnessCase(
+        strategy_id="trace_parity",
+        strategy_label="Trace parity",
+        sdk_function="ocr",
+        spec=ModuleCaseSpec(coverage=Coverage.PARTIAL, module="example"),
+        surface="sdk",
+    )
+    result: Final = CaseResult(case=case)
+    events: Final = _events(("ocr", 0, None))
+    modes: Final[tuple[Literal["sync", "async"], ...]] = ("sync", "async")
+    for mode in modes:
+        nodeid = f"trace:sdk:ocr:default:{mode}"
+        result.collected.add(nodeid)
+        comparison = TraceComparisonArtifact.from_traces(
+            surface="sdk",
+            sdk_function="ocr",
+            scenario="default",
+            mode=mode,
+            mappings=MAPPINGS,
+            contract=TraceContract(),
+            python=events,
+            rust=events,
+            python_unmatched=0,
+        )
+        result.record(
+            nodeid,
+            RunStatus.PASSED,
+            artifacts=(ResultArtifact(TRACE_COMPARISON_ARTIFACT, comparison.model_dump_json()),),
+        )
+
+    section: Final = render_trace_results((result,))[0]
+
+    assert len(section.blocks) == 1
+    report: Final = section.blocks[0]
+    assert report.count("Case: ocr") == 1
+    assert "Scenario: default / Mode: sync" in report
+    assert "Scenario: default / Mode: async" in report
+
+
+def test_renderer_colors_every_trace_line_in_a_terminal(monkeypatch: pytest.MonkeyPatch) -> None:
+    rust: Final = _events(("ocr", 0, None), ("http_request", 1, None))
+    python: Final = _events(
+        ("ocr", 0, "ocr/main.py:88 aocr"),
+        ("http_request", 1, "http_handler.py:673 AsyncHTTPHandler.post"),
+    )
+    monkeypatch.setattr(reporting.sys.stdout, "isatty", lambda: True)
+    monkeypatch.delenv("NO_COLOR", raising=False)
+
+    section: Final = render_trace_results((_result(_comparison(python, rust)),))[0]
+    report: Final = "\n\n".join(section.blocks)
+
+    assert "\033[36mPYTHON\033[0m (2 steps)" in report
+    assert "\033[36m1 aocr  (ocr/main.py:88)\033[0m" in report
+    assert "\033[33mRUST\033[0m (2 steps)" in report
+    assert "\033[33mocr\033[0m  ->  \033[36m1 aocr\033[0m" in report
+    assert "\033[33mhttp_request\033[0m  ->  \033[36m2 AsyncHTTPHandler.post\033[0m" in report
+
+
+def test_renderer_groups_cases_and_unavailable_entries_by_surface() -> None:
+    events: Final = _events(("ocr", 0, None))
+    gateway_results: Final = tuple(
+        CaseResult(
+            case=HarnessCase(
+                strategy_id="trace_parity",
+                strategy_label="Trace parity",
+                sdk_function=sdk_function,
+                spec=NotImplementedCaseSpec(reason=f"No {sdk_function} case is registered."),
+                surface="gateway",
+            ),
+            status=RunStatus.NOT_IMPLEMENTED,
+        )
+        for sdk_function in ("ocr", "messages")
+    )
+
+    sections: Final = render_trace_results((_result(_comparison(events, events)), *gateway_results))
+
+    assert tuple(section.title for section in sections) == ("SDK trace comparisons", "GATEWAY trace comparisons")
+    gateway_report: Final = "\n\n".join(sections[1].blocks)
+    assert gateway_report.count("Not implemented") == 1
+    assert "- ocr: No ocr case is registered." in gateway_report
+    assert "- messages: No messages case is registered." in gateway_report
diff --git a/tests/rust-python-harness/strategies/trace_parity/test_runner.py b/tests/rust-python-harness/strategies/trace_parity/test_runner.py
new file mode 100644
index 00000000000..0fcc5860ff2
--- /dev/null
+++ b/tests/rust-python-harness/strategies/trace_parity/test_runner.py
@@ -0,0 +1,87 @@
+from __future__ import annotations
+
+from typing import Final
+
+from ...shared.reporting.models import Coverage, HarnessCase, HarnessRun, RunStatus, SdkFunction, Surface
+from ...shared.reporting.strategy import ModuleCaseSpec
+from ...shared.tracing.steps import Engine
+from .models import GatewayRouteSpec, RouteFixture, RouteSpec, TraceScenario, TraceSuite
+from .runner import run_trace_mode, scenario_nodeids, validate_trace_suite
+
+
+def _fixture(_engine: Engine, _base_url: str) -> RouteFixture:
+    return RouteFixture(kwargs={}, provider_responses=())
+
+
+def _case(*, surface: Surface = "sdk", function: SdkFunction = "ocr") -> HarnessCase:
+    return HarnessCase(
+        strategy_id="trace_parity",
+        strategy_label="Trace parity",
+        sdk_function=function,
+        spec=ModuleCaseSpec(coverage=Coverage.PARTIAL, module="example"),
+        surface=surface,
+    )
+
+
+def test_scenario_filtering_and_occurrence_node_ids() -> None:
+    suite: Final = TraceSuite(
+        route=RouteSpec("ocr", ("ocr", "aocr"), ("ocr", "aocr"), _fixture),
+        scenarios=(
+            TraceScenario("one", _fixture, (), modes=("sync", "async")),
+            TraceScenario("two", _fixture, (), modes=("async",)),
+        ),
+    )
+    case: Final = _case()
+
+    nodes: Final = scenario_nodeids(suite, case, frozenset({"two"}))
+
+    assert tuple(nodeid for _, _, nodeid in nodes) == ("trace:sdk:ocr:two:async",)
+
+
+def test_scenario_validation_rejects_duplicate_and_unsafe_names() -> None:
+    route: Final = RouteSpec("ocr", ("ocr", "aocr"), ("ocr", "aocr"), _fixture)
+    duplicate: Final = TraceSuite(
+        route=route,
+        scenarios=(TraceScenario("same", _fixture, ()), TraceScenario("same", _fixture, ())),
+    )
+    unsafe: Final = TraceSuite(route=route, scenarios=(TraceScenario("bad:name", _fixture, ()),))
+    case: Final = _case()
+
+    assert validate_trace_suite(duplicate, case) is not None
+    assert validate_trace_suite(unsafe, case) is not None
+
+
+def test_scenario_validation_rejects_invalid_modes_and_route_registration() -> None:
+    invalid_modes: Final = TraceSuite(
+        route=RouteSpec("ocr", ("ocr", "aocr"), ("ocr", "aocr"), _fixture),
+        scenarios=(TraceScenario("invalid", _fixture, (), modes=("sync", "sync")),),
+    )
+    wrong_function: Final = TraceSuite(
+        route=RouteSpec("messages", ("create", "acreate"), ("messages", "amessages"), _fixture),
+        scenarios=(TraceScenario("one", _fixture, ()),),
+    )
+    wrong_surface: Final = TraceSuite(
+        route=GatewayRouteSpec("ocr"),
+        scenarios=(TraceScenario("one", _fixture, ()),),
+    )
+    case: Final = _case()
+
+    assert "unique sync/async modes" in (validate_trace_suite(invalid_modes, case) or "")
+    assert "does not match case function" in (validate_trace_suite(wrong_function, case) or "")
+    assert "must use RouteSpec" in (validate_trace_suite(wrong_surface, case) or "")
+
+
+def test_invalid_route_dispatch_records_harness_error() -> None:
+    case: Final = _case()
+    run: Final = HarnessRun.from_cases((case,))
+    result: Final = run.results[case.key]
+    suite: Final = TraceSuite(
+        route=GatewayRouteSpec("ocr"),
+        scenarios=(TraceScenario("one", _fixture, (), modes=("sync",)),),
+    )
+    nodeid: Final = "trace:sdk:ocr:one:sync"
+
+    run_trace_mode(run, result, suite, suite.scenarios[0], "sync", "sdk", nodeid, lambda _: None)
+
+    assert result.outcomes[nodeid] is RunStatus.ERROR
+    assert run.failures == [(nodeid, "gateway route cannot run on the sdk surface")]
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/AGENTS.md b/tests/rust-python-harness/strategies/unit_tests_mapping/AGENTS.md
new file mode 100644
index 00000000000..379d1443f33
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/AGENTS.md
@@ -0,0 +1,13 @@
+# What this is
+
+Validates that unit tests covering traced Python behavior have semantic counterparts among colocated Rust unit tests
+
+# How it works
+
+Trace parity runs representative public API scenarios and records the Python and Rust functions reached, including their source files and lines. The OCR contract selects the behavior-level trace spans that require parity and excludes shared infrastructure such as generic HTTP transport
+
+For Python, those traced functions define the denominator. Static references and explicit includes create a safe pytest discovery universe, then a pytest profiler keeps only tests that actually execute at least one selected function. Static matches do not count by themselves. Parametrized pytest cases are collapsed to one logical test function in the mapping report. Explicit includes and exclusions cover dynamic callers or intentional harness behavior that static discovery cannot express reliably
+
+For Rust, each traced function identifies its source file and module. If that source file has a colocated `#[cfg(test)] mod tests`, the harness inventories that module for the configured Rust target. Rust test names are therefore derived from traced implementation files, not from a hand-maintained list of OCR test modules
+
+The Python-to-Rust mappings remain explicit because equivalent behavior often has different test boundaries and names in each SDK. Host-only exclusions require a reason. The report validates both against the live inventories, then shows mapped, excluded, and unmapped Python tests plus Rust-only tests
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/__init__.py b/tests/rust-python-harness/strategies/unit_tests_mapping/__init__.py
new file mode 100644
index 00000000000..4d857c01ed0
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/__init__.py
@@ -0,0 +1,48 @@
+from __future__ import annotations
+
+from functools import partial
+from pathlib import Path
+from typing import Final
+
+from ...shared.reporting.models import SDK_FUNCTIONS, Coverage
+from ...shared.reporting.strategy import (
+    CaseDefinition,
+    NotImplementedCaseSpec,
+    RunnerArgumentDefinition,
+    StrategyDefinition,
+    SuiteCaseSpec,
+)
+from ...shared.unit_runners.suite_runner import run_suites
+from .mappings import UNIT_TEST_CONTRACTS
+from .reporting import render_mapping_results
+from .runner import run_suite
+
+
+CASES: Final[tuple[CaseDefinition, ...]] = (
+    *(
+        CaseDefinition(
+            sdk_function,
+            SuiteCaseSpec(coverage=Coverage.COMPLETE, suite=sdk_function)
+            if sdk_function in UNIT_TEST_CONTRACTS
+            else NotImplementedCaseSpec(reason=f"No {sdk_function} unit-test mapping is registered."),
+        )
+        for sdk_function in SDK_FUNCTIONS
+    ),
+)
+
+STRATEGY: Final = StrategyDefinition(
+    id="unit_tests_mapping",
+    order=30,
+    label="Unit test mapping",
+    description="Validate Python/Rust unit-test mappings against collected test inventories.",
+    directory=Path(__file__).parent,
+    runnable_spec=SuiteCaseSpec,
+    cases=CASES,
+    run=partial(run_suites, suites=UNIT_TEST_CONTRACTS, execute=run_suite),
+    render=render_mapping_results,
+    runner_argument=RunnerArgumentDefinition(
+        option="--detail",
+        metavar="MODE",
+        help="show individual test names; any value enables full detail",
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/cases/__init__.py b/tests/rust-python-harness/strategies/unit_tests_mapping/cases/__init__.py
new file mode 100644
index 00000000000..8b137891791
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/cases/__init__.py
@@ -0,0 +1 @@
+
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/cases/ocr.py b/tests/rust-python-harness/strategies/unit_tests_mapping/cases/ocr.py
new file mode 100644
index 00000000000..3e6c4060134
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/cases/ocr.py
@@ -0,0 +1,418 @@
+from __future__ import annotations
+
+from typing import Final
+
+from ....shared.unit_runners.rust_runner import RustTarget, RustTestIdentity
+from ..contracts import (
+    MappingExclusionSpec,
+    MappingSpec,
+    PythonFunctionDiscoverySpec,
+    RustTestFamily,
+    RustUnitSpec,
+    TestMapping,
+    UnitParityExclusionSpec,
+    UnitParitySpec,
+    UnitTestContract,
+)
+
+_CORE_TARGET: Final = RustTarget(package="litellm-core", name="litellm_core", kind="lib")
+_GATEWAY_TARGET: Final = RustTarget(
+    package="litellm-ai-gateway",
+    name="litellm_ai_gateway",
+    kind="lib",
+)
+_AZURE_OCR_TESTS: Final = "providers::azure_ai::ocr::transformation::tests"
+_MISTRAL_OCR_TESTS: Final = "providers::mistral::ocr::transformation::tests"
+_VERTEX_OCR_TESTS: Final = "providers::vertex_ai::ocr::transformation::tests"
+_REDUCTO_OCR_TESTS: Final = "providers::reducto::ocr::tests"
+_GATEWAY_OCR_TESTS: Final = "ocr::tests"
+_GATEWAY_PREPARE_OCR_TESTS: Final = "ocr::prepare::tests"
+
+
+def _rust_test(target: RustTarget, module: str, test: str) -> RustTestIdentity:
+    return RustTestIdentity(target=target, name=f"{module}::{test}")
+
+
+def _rust_family(target: RustTarget, module: str, test: str) -> RustTestFamily:
+    return RustTestFamily(target=target, name=f"{module}::{test}")
+
+
+def _test_mappings(target: RustTarget, module: str, pairs: tuple[tuple[str, str], ...]) -> tuple[TestMapping, ...]:
+    return tuple(TestMapping(python=python, rust=_rust_test(target, module, test)) for python, test in pairs)
+
+
+_AZURE_TRANSFORM_FILE: Final = "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py"
+_AZURE_PAGES_FILE: Final = "tests/ocr_tests/test_ocr_azure_document_intelligence.py"
+_AZURE_BASE_FILE: Final = "tests/test_litellm/ocr/test_ocr_azure_document_intelligence_api_base.py"
+_RUST_BRIDGE_FILE: Final = "tests/test_litellm/ocr/test_rust_bridge.py"
+
+_AZURE_PORT_MAPPINGS: Final = _test_mappings(
+    _CORE_TARGET,
+    _AZURE_OCR_TESTS,
+    (
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_should_encode_azure_document_intelligence_model_id",
+            "azure_document_intelligence_model_id_is_encoded",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_should_reject_dot_segment_azure_document_intelligence_model_id",
+            "azure_document_intelligence_dot_segment_model_id_is_rejected",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_async_transform_ocr_response_preserves_azure_native_fields",
+            "document_intelligence_async_response_preserves_normalized_fields",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_transform_ocr_response_tolerates_missing_native_fields",
+            "document_intelligence_response_tolerates_missing_native_fields",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_transform_ocr_response_non_succeeded_status_raises",
+            "document_intelligence_non_succeeded_status_is_rejected",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_get_supported_ocr_params_includes_features",
+            "document_intelligence_supported_params_include_features",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_transform_ocr_response_native_format_carries_raw_operation",
+            "document_intelligence_native_format_carries_raw_operation",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_async_transform_ocr_response_native_format_carries_raw_operation",
+            "document_intelligence_async_native_format_carries_raw_operation",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_map_ocr_params_rejects_unknown_req_format_as_bad_request",
+            "document_intelligence_rejects_unknown_req_format",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_get_complete_url_omits_req_format_query_param",
+            "document_intelligence_url_omits_req_format",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_validate_environment_uses_subscription_key",
+            "document_intelligence_validate_environment_uses_subscription_key",
+        ),
+        (
+            f"{_AZURE_TRANSFORM_FILE}::test_validate_environment_falls_back_to_entra_token",
+            "document_intelligence_validate_environment_falls_back_to_entra_token",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_get_supported_ocr_params_includes_pages_and_features",
+            "document_intelligence_supported_params_include_pages_features_and_req_format",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_mistral_zero_based_int_list",
+            "document_intelligence_maps_zero_based_page_list",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_dedupes_and_sorts",
+            "document_intelligence_page_mapping_dedupes_and_sorts",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_empty_list_omits_pages",
+            "document_intelligence_page_mapping_omits_empty_list",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_azure_native_string_range",
+            "document_intelligence_page_mapping_accepts_native_range",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_azure_native_string_with_spaces_stripped",
+            "document_intelligence_page_mapping_strips_spaces",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_list_of_string_tokens",
+            "document_intelligence_page_mapping_accepts_string_tokens",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_invalid_string_raises",
+            "document_intelligence_page_mapping_rejects_invalid_string",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_negative_index_raises",
+            "document_intelligence_page_mapping_rejects_negative_index",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_bool_list_raises",
+            "document_intelligence_page_mapping_rejects_bool_list",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_map_ocr_params_unsupported_type_raises",
+            "document_intelligence_page_mapping_rejects_unsupported_type",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_get_complete_url_appends_pages_query",
+            "document_intelligence_url_appends_pages_query",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_get_complete_url_no_pages_when_optional_params_empty",
+            "document_intelligence_url_has_no_pages_when_params_are_empty",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_transform_ocr_request_does_not_put_pages_in_body",
+            "document_intelligence_request_keeps_pages_out_of_body",
+        ),
+        (
+            f"{_AZURE_PAGES_FILE}::TestAzureDocumentIntelligencePagesParam::test_end_to_end_mistral_shape_to_azure_query",
+            "document_intelligence_mistral_pages_flow_to_query_only",
+        ),
+        (
+            "tests/test_litellm/llms/azure_ai/test_azure_ai_entra_auth.py::test_ocr_authenticates_with_entra_token",
+            "azure_ai_ocr_authenticates_with_entra_token",
+        ),
+        (
+            f"{_AZURE_BASE_FILE}::TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_does_not_hijack_doc_intelligence",
+            "document_intelligence_endpoint_ignores_generic_azure_ai_base",
+        ),
+        (
+            f"{_AZURE_BASE_FILE}::TestDocIntelligenceApiBaseResolution::test_explicit_api_base_is_honoured_for_doc_intelligence",
+            "document_intelligence_endpoint_honors_explicit_api_base",
+        ),
+        (
+            f"{_AZURE_BASE_FILE}::TestDocIntelligenceApiBaseResolution::test_generic_azure_ai_base_still_applies_to_mistral_ocr",
+            "azure_ai_mistral_ocr_uses_generic_api_base",
+        ),
+    ),
+)
+
+_REDUCTO_PORT_MAPPINGS: Final = _test_mappings(
+    _CORE_TARGET,
+    _REDUCTO_OCR_TESTS,
+    (
+        (
+            "tests/test_litellm/llms/reducto/test_parse_v3.py::test_parse_v3_reducto_id_passthrough_skips_upload",
+            "test_parse_v3_reducto_id_passthrough_skips_upload",
+        ),
+        (
+            "tests/test_litellm/llms/reducto/test_parse_legacy.py::test_parse_legacy_wraps_enhance_under_options",
+            "test_parse_legacy_wraps_enhance_under_options",
+        ),
+        (
+            "tests/test_litellm/llms/reducto/test_upload.py::test_parse_v3_image_data_uri_upload_uses_image_mime",
+            "test_parse_v3_image_data_uri_upload_uses_image_mime",
+        ),
+        (
+            "tests/test_litellm/llms/reducto/test_upload.py::test_parse_v3_uses_programmatic_api_key_over_env",
+            "test_parse_v3_uses_programmatic_api_key_over_env",
+        ),
+    ),
+)
+
+_REDUCTO_GATEWAY_MAPPING: Final = TestMapping(
+    python="tests/test_litellm/llms/reducto/test_parse_v3.py::test_parse_v3_file_upload_and_response_mapping",
+    rust=_rust_test(_GATEWAY_TARGET, _GATEWAY_OCR_TESTS, "reducto_file_upload_then_parse_maps_response"),
+)
+
+_GATEWAY_PORT_MAPPINGS: Final = _test_mappings(
+    _GATEWAY_TARGET,
+    _GATEWAY_PREPARE_OCR_TESTS,
+    (
+        (
+            "tests/test_litellm/ocr/test_ocr_native_format.py::test_native_format_rejected_for_provider_without_support_as_bad_request",
+            "native_format_rejected_for_provider_without_support_as_bad_request",
+        ),
+        (
+            "tests/test_litellm/ocr/test_ocr_native_format.py::test_unknown_format_rejected_for_provider_without_support_as_bad_request",
+            "unknown_format_rejected_for_provider_without_support_as_bad_request",
+        ),
+    ),
+)
+
+_HOST_ONLY_BRIDGE_EXCLUSIONS: Final = tuple(
+    MappingExclusionSpec(nodeid=f"{_RUST_BRIDGE_FILE}::{test}", reason=reason)
+    for test, reason in (
+        ("test_ocr_routes_to_rust_when_enabled", "Python selects and invokes the native bridge."),
+        ("test_ocr_routes_azure_ai_to_rust_when_enabled", "Python resolves provider arguments before the bridge."),
+        ("test_ocr_rust_path_converts_file_document_before_bridge", "Python converts file inputs before the bridge."),
+        (
+            "test_ocr_exception_type_uses_resolved_provider_context",
+            "Python wraps bridge exceptions into public errors.",
+        ),
+        ("test_aocr_routes_to_async_rust_when_enabled", "Python selects and invokes the async native bridge."),
+        ("test_aocr_exception_type_uses_resolved_provider_context", "Python wraps async bridge exceptions."),
+        ("test_ocr_forwards_timeout_to_rust", "Python converts and forwards explicit timeouts."),
+        ("test_ocr_passes_default_request_timeout_to_rust", "Python supplies its process-level default timeout."),
+        ("test_ocr_falls_back_to_python_when_bridge_unavailable", "Python owns fallback when the extension is absent."),
+    )
+)
+
+_FAMILY_PORT_MAPPINGS: Final = (
+    TestMapping(
+        python=f"{_AZURE_TRANSFORM_FILE}::test_transform_ocr_response_default_format_omits_raw_operation",
+        rust=_rust_family(
+            _CORE_TARGET,
+            _AZURE_OCR_TESTS,
+            "document_intelligence_default_format_omits_raw_operation",
+        ),
+    ),
+    TestMapping(
+        python=f"{_AZURE_TRANSFORM_FILE}::test_map_ocr_params_passes_through_req_format",
+        rust=_rust_family(_CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_maps_req_format"),
+    ),
+    TestMapping(
+        python="tests/ocr_tests/test_ocr_vertex_ai.py::test_deepseek_request_uses_single_provider_namespace",
+        rust=_rust_family(
+            _CORE_TARGET,
+            _VERTEX_OCR_TESTS,
+            "vertex_deepseek_request_uses_single_provider_namespace",
+        ),
+    ),
+    TestMapping(
+        python="tests/test_litellm/llms/reducto/test_upload.py::test_parse_v3_rejects_plain_http_urls",
+        rust=_rust_family(_CORE_TARGET, _REDUCTO_OCR_TESTS, "test_parse_v3_rejects_plain_http_urls"),
+    ),
+)
+
+
+OCR_CONTRACT: Final = UnitTestContract(
+    mapping=MappingSpec(
+        python_functions=PythonFunctionDiscoverySpec(
+            trace_module="tests.rust-python-harness.strategies.trace_parity.sdk.ocr.case",
+            trace_spans=(
+                "ocr",
+                "prepare_ocr_call",
+                "ocr_provider_config",
+                "supported_ocr_params",
+                "map_ocr_params",
+                "validate_environment",
+                "complete_url",
+                "transform_ocr_request",
+                "execute_ocr_provider_call",
+                "transform_ocr_response",
+                "poll_document_intelligence",
+            ),
+            search_roots=("tests",),
+            exclude_roots=(
+                "tests/e2e",
+                "tests/ocr_tests/test_ocr_mistral.py",
+                "tests/rust-python-harness",
+            ),
+            includes=(
+                "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
+                "tests/test_litellm/llms/mistral/ocr",
+                "tests/test_litellm/llms/ocr",
+                "tests/test_litellm/ocr",
+                "tests/test_litellm/proxy/ocr_endpoints",
+            ),
+            exclusions=(
+                "tests/ocr_tests/test_ocr_azure_document_intelligence.py::TestAzureDocumentIntelligenceOCR",
+                "tests/ocr_tests/test_ocr_vertex_ai.py::TestVertexAIMistralOCR",
+                "tests/ocr_tests/test_ocr_vertex_ai.py::TestVertexAIDeepSeekOCR",
+            ),
+        ),
+        rust_targets=(_CORE_TARGET, _GATEWAY_TARGET),
+        mappings=(
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_transform_ocr_response_preserves_azure_native_fields",
+                rust=_rust_test(_CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_response_normalizes_pages"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_map_ocr_params_features",
+                rust=_rust_family(_CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_maps_features"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_map_ocr_params_empty_features_list_omitted",
+                rust=_rust_test(_CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_url_omits_empty_feature_list"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_map_ocr_params_invalid_features_raises",
+                rust=_rust_family(
+                    _CORE_TARGET,
+                    _AZURE_OCR_TESTS,
+                    "document_intelligence_mapping_rejects_invalid_features",
+                ),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_get_complete_url_appends_features_query",
+                rust=_rust_test(_CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_url_normalizes_features"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py::test_get_complete_url_combines_pages_and_features",
+                rust=_rust_test(
+                    _CORE_TARGET, _AZURE_OCR_TESTS, "document_intelligence_url_combines_pages_and_feature_list"
+                ),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestGetSupportedOcrParams::test_extract_header_in_supported_params",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "extract_header_is_a_supported_ocr_param"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestGetSupportedOcrParams::test_extract_footer_in_supported_params",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "extract_footer_is_a_supported_ocr_param"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestGetSupportedOcrParams::test_existing_params_still_present",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "existing_ocr_params_remain_supported"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestMapOcrParams::test_extract_header_passed_through",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "map_ocr_params_forwards_extract_header"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestMapOcrParams::test_extract_footer_passed_through",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "map_ocr_params_forwards_extract_footer"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestMapOcrParams::test_extract_header_and_footer_together",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "map_ocr_params_forwards_extract_header_and_footer"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestMapOcrParams::test_unknown_param_is_dropped",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "map_ocr_params_drops_unknown_params"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestNewSupportedParams::test_new_param_in_supported_list",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "new_ocr_params_are_supported"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestNewParamsMapOcr::test_new_param_passed_through",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "map_ocr_params_forwards_new_ocr_params"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestTransformOcrRequest::test_param_included_in_request_body",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "transform_ocr_request_includes_each_optional_param"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestTransformOcrRequest::test_multiple_new_params_together",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "transform_ocr_request_includes_multiple_new_params"),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestTransformOcrResponseOcr4Fields::test_blocks_and_confidence_scores_preserved",
+                rust=_rust_test(
+                    _CORE_TARGET, _MISTRAL_OCR_TESTS, "transform_ocr_response_preserves_blocks_and_confidence_scores"
+                ),
+            ),
+            TestMapping(
+                python="tests/test_litellm/llms/mistral/ocr/test_mistral_ocr_transformation.py::TestTransformOcrResponseOcr4Fields::test_ocr4_fields_survive_model_dump",
+                rust=_rust_test(_CORE_TARGET, _MISTRAL_OCR_TESTS, "transform_ocr_response_preserves_ocr4_page_fields"),
+            ),
+            *_AZURE_PORT_MAPPINGS,
+            *_REDUCTO_PORT_MAPPINGS,
+            _REDUCTO_GATEWAY_MAPPING,
+            *_GATEWAY_PORT_MAPPINGS,
+            *_FAMILY_PORT_MAPPINGS,
+        ),
+        exclusions=_HOST_ONLY_BRIDGE_EXCLUSIONS,
+        require_complete=True,
+    ),
+    unit_parity=UnitParitySpec(
+        python_selectors=(
+            "tests/test_litellm/llms/azure_ai/test_azure_document_intelligence_ocr_transformation.py",
+            "tests/test_litellm/llms/mistral/ocr",
+            "tests/test_litellm/llms/ocr",
+            "tests/test_litellm/ocr",
+        ),
+        exclusions=(
+            UnitParityExclusionSpec(
+                nodeid="tests/test_litellm/ocr/test_rust_bridge.py::test_rust_toggles_flag",
+                reason="This test asserts the process-level backend flag selected by the parity runner.",
+            ),
+        ),
+    ),
+    rust=RustUnitSpec(
+        cargo_manifest="litellm-rust/Cargo.toml",
+        cargo_filter="ocr",
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/contracts.py b/tests/rust-python-harness/strategies/unit_tests_mapping/contracts.py
new file mode 100644
index 00000000000..a8f309cc8f3
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/contracts.py
@@ -0,0 +1,220 @@
+from __future__ import annotations
+
+from collections import Counter
+from typing import Final, Literal
+
+from pydantic import BaseModel, ConfigDict, field_validator, model_validator
+from typing_extensions import Self
+
+from ...shared.tracing.pytest_usage import PythonFunctionReference
+from ...shared.unit_runners.rust_runner import RustTarget, RustTestIdentity, RustTestScope
+
+
+class _ContractModel(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+
+def _clean_unique(values: tuple[str, ...], field: str) -> tuple[str, ...]:
+    cleaned: Final = tuple(value.strip().rstrip("/") for value in values)
+    if not cleaned or any(not value for value in cleaned):
+        raise ValueError(f"{field} must contain non-empty paths")
+    duplicates: Final = tuple(value for value, count in Counter(cleaned).items() if count > 1)
+    if duplicates:
+        raise ValueError(f"{field} contains duplicates: {sorted(duplicates)}")
+    return cleaned
+
+
+def _selector_contains(parent: str, child: str) -> bool:
+    return child == parent or child.startswith(f"{parent}/")
+
+
+class RustTestFamily(_ContractModel):
+    kind: Literal["family"] = "family"
+    target: RustTarget
+    name: str
+
+    @field_validator("name")
+    @classmethod
+    def validate_name(cls, value: str) -> str:
+        stripped: Final = value.strip()
+        if not stripped or stripped.endswith("::"):
+            raise ValueError("must be a non-empty Rust test base name")
+        return stripped
+
+    @property
+    def key(self) -> str:
+        return f"{self.target.key}::{self.name}::case_*"
+
+    def contains(self, identity: RustTestIdentity) -> bool:
+        return identity.target == self.target and identity.name.startswith(f"{self.name}::case_")
+
+
+class TestMapping(_ContractModel):
+    python: str
+    rust: RustTestIdentity | RustTestFamily
+
+    @field_validator("python")
+    @classmethod
+    def validate_python_nodeid(cls, value: str) -> str:
+        stripped: Final = value.strip()
+        if "::" not in stripped:
+            raise ValueError("must be a source path and test name separated by '::'")
+        return stripped
+
+
+class PythonFunctionDiscoverySpec(_ContractModel):
+    functions: tuple[PythonFunctionReference, ...] = ()
+    trace_module: str | None = None
+    trace_spans: tuple[str, ...] = ()
+    search_roots: tuple[str, ...]
+    exclude_roots: tuple[str, ...] = ()
+    includes: tuple[str, ...] = ()
+    exclusions: tuple[str, ...] = ()
+
+    @field_validator("search_roots")
+    @classmethod
+    def validate_search_roots(cls, value: tuple[str, ...]) -> tuple[str, ...]:
+        return _clean_unique(value, "python function search_roots")
+
+    @field_validator("exclude_roots")
+    @classmethod
+    def validate_exclude_roots(cls, value: tuple[str, ...]) -> tuple[str, ...]:
+        if not value:
+            return ()
+        return _clean_unique(value, "python function exclude_roots")
+
+    @model_validator(mode="after")
+    def validate_functions(self) -> Self:
+        if bool(self.functions) == bool(self.trace_module):
+            raise ValueError("python function discovery needs exactly one function list or trace module")
+        if self.trace_module is not None and not self.trace_spans:
+            raise ValueError("trace-derived Python function discovery needs trace_spans")
+        if not self.functions:
+            return self
+        keys: Final = tuple(f"{function.module}:{function.qualname}" for function in self.functions)
+        duplicates: Final = tuple(key for key, count in Counter(keys).items() if count > 1)
+        if duplicates:
+            raise ValueError(f"python function discovery contains duplicates: {sorted(duplicates)}")
+        return self
+
+
+class UnitParityExclusionSpec(_ContractModel):
+    nodeid: str
+    reason: str
+
+    @field_validator("nodeid", "reason")
+    @classmethod
+    def validate_fields(cls, value: str) -> str:
+        stripped: Final = value.strip()
+        if not stripped:
+            raise ValueError("must be a non-empty string")
+        return stripped
+
+
+class MappingExclusionSpec(_ContractModel):
+    nodeid: str
+    reason: str
+
+    @field_validator("nodeid", "reason")
+    @classmethod
+    def validate_fields(cls, value: str) -> str:
+        stripped: Final = value.strip()
+        if not stripped:
+            raise ValueError("must be a non-empty string")
+        return stripped
+
+
+class MappingSpec(_ContractModel):
+    python_selectors: tuple[str, ...] = ()
+    python_functions: PythonFunctionDiscoverySpec | None = None
+    rust_scope: tuple[RustTestScope, ...] = ()
+    rust_targets: tuple[RustTarget, ...] = ()
+    mappings: tuple[TestMapping, ...]
+    exclusions: tuple[MappingExclusionSpec, ...] = ()
+    require_complete: bool = False
+
+    @field_validator("python_selectors")
+    @classmethod
+    def validate_python_selectors(cls, value: tuple[str, ...]) -> tuple[str, ...]:
+        if not value:
+            return ()
+        return _clean_unique(value, "python_selectors")
+
+    @model_validator(mode="after")
+    def validate_rust_scope(self) -> Self:
+        if bool(self.python_selectors) == bool(self.python_functions):
+            raise ValueError("mapping needs exactly one Python selector or function-discovery scope")
+        targets: Final = tuple(scope.target.key for scope in self.rust_scope)
+        duplicates: Final = tuple(target for target, count in Counter(targets).items() if count > 1)
+        if duplicates:
+            raise ValueError(f"rust_scope contains duplicate targets: {sorted(duplicates)}")
+        target_names: Final = tuple(target.name for target in self.rust_targets)
+        duplicate_names: Final = tuple(name for name, count in Counter(target_names).items() if count > 1)
+        if duplicate_names:
+            raise ValueError(f"rust_targets contains duplicate names: {sorted(duplicate_names)}")
+        exclusion_nodeids: Final = tuple(exclusion.nodeid for exclusion in self.exclusions)
+        duplicate_exclusions: Final = tuple(nodeid for nodeid, count in Counter(exclusion_nodeids).items() if count > 1)
+        if duplicate_exclusions:
+            raise ValueError(f"mapping exclusions contain duplicate nodeids: {sorted(duplicate_exclusions)}")
+        return self
+
+
+class UnitParitySpec(_ContractModel):
+    python_selectors: tuple[str, ...]
+    exclusions: tuple[UnitParityExclusionSpec, ...] = ()
+
+    @field_validator("python_selectors")
+    @classmethod
+    def validate_python_selectors(cls, value: tuple[str, ...]) -> tuple[str, ...]:
+        return _clean_unique(value, "unit parity python_selectors")
+
+    @model_validator(mode="after")
+    def validate_exclusions(self) -> Self:
+        nodeids: Final = tuple(exclusion.nodeid for exclusion in self.exclusions)
+        duplicates: Final = tuple(nodeid for nodeid, count in Counter(nodeids).items() if count > 1)
+        if duplicates:
+            raise ValueError(f"unit parity exclusions contain duplicate nodeids: {sorted(duplicates)}")
+        return self
+
+
+class RustUnitSpec(_ContractModel):
+    cargo_manifest: str
+    cargo_filter: str
+    cargo_package: str | None = None
+
+    @field_validator("cargo_manifest", "cargo_filter")
+    @classmethod
+    def validate_required_fields(cls, value: str) -> str:
+        stripped: Final = value.strip()
+        if not stripped:
+            raise ValueError("must be a non-empty string")
+        return stripped
+
+    @field_validator("cargo_package")
+    @classmethod
+    def validate_package(cls, value: str | None) -> str | None:
+        if value is None:
+            return None
+        stripped: Final = value.strip()
+        if not stripped:
+            raise ValueError("must be a non-empty string when provided")
+        return stripped
+
+
+class UnitTestContract(_ContractModel):
+    mapping: MappingSpec
+    unit_parity: UnitParitySpec
+    rust: RustUnitSpec
+
+    @model_validator(mode="after")
+    def validate_unit_parity_scope(self) -> Self:
+        if not self.mapping.python_selectors:
+            return self
+        unknown: Final = tuple(
+            selector
+            for selector in self.unit_parity.python_selectors
+            if not any(_selector_contains(parent, selector) for parent in self.mapping.python_selectors)
+        )
+        if unknown:
+            raise ValueError(f"unit parity selectors must be contained in mapping selectors: {sorted(unknown)}")
+        return self
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_report.py b/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_report.py
new file mode 100644
index 00000000000..a5fd92e449d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_report.py
@@ -0,0 +1,109 @@
+from __future__ import annotations
+
+from collections import Counter
+from collections.abc import Callable, Sequence
+from typing import Final
+
+from pydantic import BaseModel, ConfigDict
+
+from .mapping_validator import MappingReport
+
+
+class MappingReportArtifact(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    report: MappingReport
+    detailed: bool = False
+
+
+def _group_counts(nodeids: Sequence[str], owner: Callable[[str], str]) -> tuple[str, ...]:
+    counts: Final = Counter(owner(nodeid) for nodeid in nodeids)
+    width: Final = max((len(str(count)) for count in counts.values()), default=1)
+    return tuple(
+        f"  {count:>{width}}  {name}" for name, count in sorted(counts.items(), key=lambda item: (-item[1], item[0]))
+    )
+
+
+def _python_file(nodeid: str) -> str:
+    return nodeid.partition("::")[0]
+
+
+def _rust_module(nodeid: str) -> str:
+    return nodeid.rpartition("::")[0]
+
+
+def _details(nodeids: Sequence[str], owner: Callable[[str], str]) -> tuple[str, ...]:
+    owners: Final = tuple(sorted(frozenset(owner(nodeid) for nodeid in nodeids)))
+    return tuple(
+        line
+        for name in owners
+        for line in (
+            f"  {name}",
+            *(f"    {nodeid.removeprefix(f'{name}::')}" for nodeid in nodeids if owner(nodeid) == name),
+        )
+    )
+
+
+def _contract_errors(report: MappingReport) -> tuple[str, ...]:
+    return (
+        *(f"  Missing Python test: {nodeid}" for nodeid in report.missing_python_tests),
+        *(f"  Missing Rust test: {nodeid}" for nodeid in report.missing_rust_tests),
+        *(f"  Python test mapped more than once: {nodeid}" for nodeid in report.duplicate_python_mappings),
+        *(f"  Rust test mapped more than once: {nodeid}" for nodeid in report.duplicate_rust_mappings),
+        *(f"  Missing mapping exclusion: {nodeid}" for nodeid in report.invalid_mapping_exclusions),
+        *(f"  Python test is both mapped and excluded: {nodeid}" for nodeid in report.mapped_and_excluded_python_tests),
+        *(f"  Missing unit-parity exclusion: {nodeid}" for nodeid in report.invalid_unit_parity_exclusions),
+    )
+
+
+def mapping_report_lines(report: MappingReport, *, detailed: bool = False) -> tuple[str, ...]:
+    unmapped_count: Final = len(report.unmapped_python_tests)
+    excluded_count: Final = len(report.excluded_python_tests)
+    excluded_percentage: Final = (
+        0.0 if not report.total_count else round(100.0 * excluded_count / report.total_count, 1)
+    )
+    unmapped_percentage: Final = (
+        0.0 if not report.total_count else round(100.0 * unmapped_count / report.total_count, 1)
+    )
+    rust_total: Final = len(report.rust_tests)
+    rust_only_count: Final = len(report.rust_only_tests)
+    rust_mapped_count: Final = rust_total - rust_only_count
+    contract_errors: Final = _contract_errors(report)
+    detail_lines: Final = (
+        (
+            "",
+            "Unmapped Python test details",
+            *_details(report.unmapped_python_tests, _python_file),
+            "",
+            "Excluded Python test details",
+            *_details(report.excluded_python_tests, _python_file),
+            "",
+            "Rust-only test details",
+            *_details(report.rust_only_tests, _rust_module),
+        )
+        if detailed
+        else ()
+    )
+    return (
+        f"Contract: {'PASS' if report.is_valid else 'FAIL'}",
+        "",
+        "Python coverage",
+        f"  Mapped     {report.mapped_count:>3} / {report.total_count} ({report.percentage}%)",
+        f"  Excluded   {excluded_count:>3} / {report.total_count} ({excluded_percentage}%)",
+        f"  Unmapped   {unmapped_count:>3} / {report.total_count} ({unmapped_percentage}%)",
+        "",
+        "Rust inventory",
+        f"  Mapped     {rust_mapped_count:>3} / {rust_total}",
+        f"  Rust-only  {rust_only_count:>3} / {rust_total}",
+        "",
+        f"Unmapped Python tests by file ({unmapped_count})",
+        *_group_counts(report.unmapped_python_tests, _python_file),
+        "",
+        f"Excluded Python tests by file ({excluded_count})",
+        *_group_counts(report.excluded_python_tests, _python_file),
+        "",
+        f"Rust-only tests by module ({rust_only_count})",
+        *_group_counts(report.rust_only_tests, _rust_module),
+        *(("", "Contract errors", *contract_errors) if contract_errors else ()),
+        *detail_lines,
+    )
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_validator.py b/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_validator.py
new file mode 100644
index 00000000000..98ea0b02e68
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/mapping_validator.py
@@ -0,0 +1,298 @@
+from __future__ import annotations
+
+import importlib
+from collections import Counter, defaultdict
+from collections.abc import Callable, Sequence
+from pathlib import Path
+from typing import Final, TypeAlias
+
+from pydantic import BaseModel, ConfigDict
+
+from ...shared.tracing.pytest_usage import (
+    PythonFunctionIdentity,
+    RustFunctionIdentity,
+    candidate_test_files,
+    collect_python_function_tests,
+)
+from ...shared.tracing.steps import pipeline_projection
+from ...shared.unit_runners.python_runner import collect_python_tests, contract_nodeid
+from ...shared.unit_runners.rust_runner import RustTarget, RustTestIdentity, RustTestScope, enumerate_rust_tests
+from .contracts import PythonFunctionDiscoverySpec, RustTestFamily, TestMapping, UnitTestContract
+
+PythonInventory: TypeAlias = Callable[[Sequence[str], Path], frozenset[str]]
+RustInventory: TypeAlias = Callable[[Path, tuple[RustTestScope, ...]], frozenset[RustTestIdentity]]
+
+
+def _trace_functions(
+    spec: PythonFunctionDiscoverySpec,
+) -> tuple[tuple[PythonFunctionIdentity, ...], tuple[RustFunctionIdentity, ...]]:
+    from ..trace_parity.models import RouteSpec, TraceExecutionFailure, TraceSuite
+    from ..trace_parity.sdk.execution import collect_trace
+
+    if spec.trace_module is None:
+        return ()
+    module: Final = importlib.import_module(spec.trace_module)
+    suite: Final = getattr(module, "TRACE_SUITE", None)
+    if not isinstance(suite, TraceSuite) or not isinstance(suite.route, RouteSpec):
+        raise ValueError(f"{spec.trace_module} must export an SDK TRACE_SUITE")
+    python_functions: Final[dict[str, PythonFunctionIdentity]] = {}
+    rust_functions: Final[dict[str, RustFunctionIdentity]] = {}
+    for scenario in suite.scenarios:
+        for mode in scenario.modes:
+            route: Final = RouteSpec(
+                route=suite.route.route,
+                python_entrypoints=suite.route.python_entrypoints,
+                rust_entrypoints=suite.route.rust_entrypoints,
+                fixture=scenario.fixture,
+            )
+            python_trace: Final = collect_trace(route, "python", asynchronous=mode == "async")
+            rust_trace: Final = collect_trace(route, "rust", asynchronous=mode == "async")
+            if isinstance(python_trace, TraceExecutionFailure):
+                raise ValueError(f"Python trace discovery failed for {scenario.name}/{mode}: {python_trace.message}")
+            if isinstance(rust_trace, TraceExecutionFailure):
+                raise ValueError(f"Rust trace discovery failed for {scenario.name}/{mode}: {rust_trace.message}")
+            mappings: Final = scenario.mappings_for(mode)
+            python_projection: Final = pipeline_projection("python", python_trace, mappings)
+            rust_projection: Final = pipeline_projection("rust", rust_trace, mappings)
+            for step in python_projection.steps:
+                if step.span in spec.trace_spans:
+                    function: Final = PythonFunctionIdentity.from_trace(step.raw)
+                    python_functions[function.raw] = function
+            for step in rust_projection.steps:
+                if step.span in spec.trace_spans:
+                    function: Final = RustFunctionIdentity.from_trace(step.raw)
+                    rust_functions[step.raw] = function
+    if not python_functions or not rust_functions:
+        raise ValueError(f"Python trace discovery found no functions for spans: {', '.join(spec.trace_spans)}")
+    return (
+        tuple(python_functions[key] for key in sorted(python_functions)),
+        tuple(rust_functions[key] for key in sorted(rust_functions)),
+    )
+
+
+def collect_python_function_inventory(
+    spec: PythonFunctionDiscoverySpec,
+    repo_root: Path,
+    traced_functions: Sequence[PythonFunctionIdentity] = (),
+) -> frozenset[str]:
+    source_root: Final = repo_root / "litellm"
+    functions: Final = (
+        tuple(reference.resolve(source_root) for reference in spec.functions)
+        if spec.functions
+        else tuple(traced_functions)
+    )
+    discovered: Final = candidate_test_files(
+        functions,
+        spec.search_roots,
+        repo_root,
+        exclude_roots=spec.exclude_roots,
+    )
+    selectors: Final = tuple(dict.fromkeys((*discovered, *spec.includes)))
+    if not selectors:
+        raise ValueError("Python function discovery found no candidate test files")
+    report: Final = collect_python_function_tests(
+        functions,
+        selectors,
+        repo_root,
+        source_root=source_root,
+        exclusions=spec.exclusions,
+    )
+    if report.exit_code or report.problems:
+        details: Final = "\n".join(report.problems) or f"pytest exited with code {report.exit_code}"
+        raise ValueError(f"Python function test discovery failed:\n{details}")
+    return frozenset(contract_nodeid(nodeid) for usage in report.usages for nodeid in usage.tests)
+
+
+def _colocated_rust_scope(mappings: Sequence[TestMapping]) -> tuple[RustTestScope, ...]:
+    modules_by_target: Final[dict[str, set[str]]] = defaultdict(set)
+    targets: Final[dict[str, RustTarget]] = {}
+    for item in mappings:
+        module, separator, _ = item.rust.name.partition("::tests::")
+        if not separator:
+            raise ValueError(f"Rust unit test is not colocated in a tests module: {item.rust.key}")
+        target_key: Final = item.rust.target.key
+        targets[target_key] = item.rust.target
+        modules_by_target[target_key].add(f"{module}::tests")
+    return tuple(
+        RustTestScope(
+            target=targets[target_key],
+            modules=tuple(sorted(modules_by_target[target_key])),
+        )
+        for target_key in sorted(targets)
+    )
+
+
+def _traced_rust_scope(
+    functions: Sequence[RustFunctionIdentity],
+    targets: Sequence[RustTarget],
+    repo_root: Path,
+) -> tuple[RustTestScope, ...]:
+    targets_by_name: Final = {target.name: target for target in targets}
+    modules_by_target: Final[dict[str, set[str]]] = defaultdict(set)
+    for function in functions:
+        crate: Final = function.module_path.partition("::")[0]
+        target: Final = targets_by_name.get(crate)
+        if target is None:
+            continue
+        source_candidates: Final = (
+            repo_root / "litellm-rust" / function.file,
+            repo_root / function.file,
+        )
+        source: Final = next((path for path in source_candidates if path.is_file()), None)
+        if source is None:
+            raise ValueError(f"Traced Rust source does not exist: {function.file}")
+        contents: Final = source.read_text()
+        if "mod tests" in contents and "#[cfg(test)]" in contents:
+            modules_by_target[target.key].add(function.test_module)
+    selected_targets: Final = {target.key: target for target in targets}
+    scopes: Final = tuple(
+        RustTestScope(target=selected_targets[key], modules=tuple(sorted(modules)))
+        for key, modules in sorted(modules_by_target.items())
+        if modules
+    )
+    if not scopes:
+        raise ValueError("Traced Rust functions have no colocated test modules")
+    return scopes
+
+
+def _merge_rust_scopes(scopes: Sequence[RustTestScope]) -> tuple[RustTestScope, ...]:
+    targets: Final = {scope.target.key: scope.target for scope in scopes}
+    modules: Final[dict[str, set[str]]] = defaultdict(set)
+    features: Final[dict[str, set[str]]] = defaultdict(set)
+    default_features: Final[dict[str, bool]] = {}
+    for scope in scopes:
+        modules[scope.target.key].update(scope.modules)
+        features[scope.target.key].update(scope.features)
+        default_features[scope.target.key] = default_features.get(scope.target.key, True) and scope.default_features
+    return tuple(
+        RustTestScope(
+            target=targets[key],
+            modules=tuple(
+                sorted(
+                    module
+                    for module in modules[key]
+                    if not any(module.startswith(f"{parent}::") for parent in modules[key])
+                )
+            ),
+            features=tuple(sorted(features[key])),
+            default_features=default_features[key],
+        )
+        for key in sorted(targets)
+    )
+
+
+def _owned_rust_tests(
+    rust: RustTestIdentity | RustTestFamily,
+    inventory: frozenset[RustTestIdentity],
+) -> frozenset[RustTestIdentity]:
+    if isinstance(rust, RustTestFamily):
+        return frozenset(identity for identity in inventory if rust.contains(identity))
+    return frozenset((rust,)) if rust in inventory else frozenset()
+
+
+class MappingReport(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    python_tests: tuple[str, ...]
+    rust_tests: tuple[str, ...]
+    mapped_python_tests: tuple[str, ...]
+    excluded_python_tests: tuple[str, ...]
+    unmapped_python_tests: tuple[str, ...]
+    rust_only_tests: tuple[str, ...]
+    missing_python_tests: tuple[str, ...]
+    missing_rust_tests: tuple[str, ...]
+    duplicate_python_mappings: tuple[str, ...]
+    duplicate_rust_mappings: tuple[str, ...]
+    invalid_mapping_exclusions: tuple[str, ...]
+    mapped_and_excluded_python_tests: tuple[str, ...]
+    invalid_unit_parity_exclusions: tuple[str, ...]
+
+    @property
+    def mapped_count(self) -> int:
+        return len(self.mapped_python_tests)
+
+    @property
+    def total_count(self) -> int:
+        return len(self.python_tests)
+
+    @property
+    def percentage(self) -> float:
+        return 0.0 if not self.total_count else round(100.0 * self.mapped_count / self.total_count, 1)
+
+    @property
+    def is_valid(self) -> bool:
+        return not (
+            self.missing_python_tests
+            or self.missing_rust_tests
+            or self.duplicate_python_mappings
+            or self.duplicate_rust_mappings
+            or self.invalid_mapping_exclusions
+            or self.mapped_and_excluded_python_tests
+            or self.invalid_unit_parity_exclusions
+        )
+
+
+def audit_mapping(
+    contract: UnitTestContract,
+    repo_root: Path,
+    *,
+    python_inventory: PythonInventory = collect_python_tests,
+    rust_inventory: RustInventory = enumerate_rust_tests,
+) -> MappingReport:
+    mapping: Final = contract.mapping
+    traced_python: tuple[PythonFunctionIdentity, ...] = ()
+    traced_rust: tuple[RustFunctionIdentity, ...] = ()
+    if mapping.python_functions is not None and mapping.python_functions.trace_module is not None:
+        traced_python, traced_rust = _trace_functions(mapping.python_functions)
+    python_tests: Final = (
+        collect_python_function_inventory(mapping.python_functions, repo_root, traced_python)
+        if mapping.python_functions is not None
+        else python_inventory(mapping.python_selectors, repo_root)
+    )
+    unit_parity_tests: Final = python_inventory(contract.unit_parity.python_selectors, repo_root)
+    traced_scope: Final = _traced_rust_scope(traced_rust, mapping.rust_targets, repo_root) if traced_rust else ()
+    rust_scope: Final = _merge_rust_scopes(
+        (*mapping.rust_scope, *traced_scope, *_colocated_rust_scope(mapping.mappings))
+    )
+    rust_tests: Final = rust_inventory(repo_root, rust_scope)
+    mapped_python: Final = frozenset(item.python for item in mapping.mappings)
+    excluded_python: Final = frozenset(exclusion.nodeid for exclusion in mapping.exclusions)
+    rust_ownership: Final = tuple((item.rust, _owned_rust_tests(item.rust, rust_tests)) for item in mapping.mappings)
+    mapped_rust: Final = frozenset(identity for _, identities in rust_ownership for identity in identities)
+    duplicate_python: Final = tuple(
+        sorted(nodeid for nodeid, count in Counter(item.python for item in mapping.mappings).items() if count > 1)
+    )
+    duplicate_exact_rust: Final = frozenset(
+        identity.key
+        for identity, count in Counter(
+            item.rust for item in mapping.mappings if isinstance(item.rust, RustTestIdentity)
+        ).items()
+        if count > 1
+    )
+    duplicate_owned_rust: Final = frozenset(
+        identity.key
+        for identity, count in Counter(identity for _, identities in rust_ownership for identity in identities).items()
+        if count > 1
+    )
+    duplicate_rust: Final = tuple(sorted(duplicate_exact_rust | duplicate_owned_rust))
+    return MappingReport(
+        python_tests=tuple(sorted(python_tests)),
+        rust_tests=tuple(sorted(identity.key for identity in rust_tests)),
+        mapped_python_tests=tuple(sorted(python_tests & mapped_python)),
+        excluded_python_tests=tuple(sorted((python_tests & excluded_python) - mapped_python)),
+        unmapped_python_tests=tuple(sorted(python_tests - mapped_python - excluded_python)),
+        rust_only_tests=tuple(sorted(identity.key for identity in rust_tests - mapped_rust)),
+        missing_python_tests=tuple(sorted(mapped_python - python_tests)),
+        missing_rust_tests=tuple(sorted(rust.key for rust, identities in rust_ownership if not identities)),
+        duplicate_python_mappings=duplicate_python,
+        duplicate_rust_mappings=duplicate_rust,
+        invalid_mapping_exclusions=tuple(sorted(excluded_python - python_tests)),
+        mapped_and_excluded_python_tests=tuple(sorted(mapped_python & excluded_python)),
+        invalid_unit_parity_exclusions=tuple(
+            sorted(
+                exclusion.nodeid
+                for exclusion in contract.unit_parity.exclusions
+                if exclusion.nodeid not in unit_parity_tests
+            )
+        ),
+    )
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/mappings.py b/tests/rust-python-harness/strategies/unit_tests_mapping/mappings.py
new file mode 100644
index 00000000000..efb5b2a644a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/mappings.py
@@ -0,0 +1,11 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from types import MappingProxyType
+from typing import Final
+
+from ...shared.reporting.models import SdkFunction
+from .cases.ocr import OCR_CONTRACT
+from .contracts import UnitTestContract
+
+UNIT_TEST_CONTRACTS: Final[Mapping[SdkFunction, UnitTestContract]] = MappingProxyType({"ocr": OCR_CONTRACT})
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/reporting.py b/tests/rust-python-harness/strategies/unit_tests_mapping/reporting.py
new file mode 100644
index 00000000000..d4bce7bc768
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/reporting.py
@@ -0,0 +1,36 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import Final
+
+from pydantic import ValidationError
+
+from ...shared.reporting.models import CaseResult
+from ...shared.reporting.rendering import ReportSection, render_case_outcome
+from .mapping_report import MappingReportArtifact, mapping_report_lines
+from .runner import MAPPING_REPORT_ARTIFACT
+
+
+def _render_artifact(body: str) -> str:
+    try:
+        artifact: Final = MappingReportArtifact.model_validate_json(body)
+    except ValidationError as error:
+        return f"Mapping report artifact is invalid: {error}"
+    return "\n".join(mapping_report_lines(artifact.report, detailed=artifact.detailed))
+
+
+def _render_result(result: CaseResult) -> str:
+    reports: Final = tuple(
+        _render_artifact(artifact.body)
+        for artifacts in result.artifacts.values()
+        for artifact in artifacts
+        if artifact.kind == MAPPING_REPORT_ARTIFACT
+    )
+    if reports:
+        return "\n".join((f"Case: {result.case.display_name}", *reports))
+    return render_case_outcome(result)
+
+
+def render_mapping_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    blocks: Final = tuple(_render_result(result) for result in results)
+    return (ReportSection("Python/Rust unit-test mappings", blocks or ("No mapping cases selected",)),)
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/runner.py b/tests/rust-python-harness/strategies/unit_tests_mapping/runner.py
new file mode 100644
index 00000000000..540edca9385
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/runner.py
@@ -0,0 +1,61 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+from typing import Final
+
+from ...shared.native_build import ensure_trace_bridge
+from ...shared.reporting.models import ResultArtifact
+from ...shared.unit_runners.python_runner import collect_python_tests
+from ...shared.unit_runners.rust_runner import enumerate_rust_tests
+from ...shared.unit_runners.suite_runner import SuiteExecution
+from .contracts import UnitTestContract
+from .mapping_report import MappingReportArtifact
+from .mapping_validator import PythonInventory, RustInventory, audit_mapping
+
+MAPPING_REPORT_ARTIFACT: Final = "mapping_report"
+
+
+def _audit_problems(artifact: MappingReportArtifact) -> tuple[str, ...]:
+    report: Final = artifact.report
+    return (
+        *(f"mapped Python test does not exist: {nodeid}" for nodeid in report.missing_python_tests),
+        *(f"mapped Rust test does not exist: {nodeid}" for nodeid in report.missing_rust_tests),
+        *(f"Python test has multiple mappings: {nodeid}" for nodeid in report.duplicate_python_mappings),
+        *(f"Rust test has multiple mappings: {nodeid}" for nodeid in report.duplicate_rust_mappings),
+        *(f"mapping exclusion does not exist: {nodeid}" for nodeid in report.invalid_mapping_exclusions),
+        *(f"Python test is both mapped and excluded: {nodeid}" for nodeid in report.mapped_and_excluded_python_tests),
+        *(f"unit parity exclusion does not exist: {nodeid}" for nodeid in report.invalid_unit_parity_exclusions),
+    )
+
+
+def run_suite(
+    contract: UnitTestContract,
+    repo_root: Path,
+    runner_args: Sequence[str] = (),
+    *,
+    python_inventory: PythonInventory = collect_python_tests,
+    rust_inventory: RustInventory = enumerate_rust_tests,
+) -> SuiteExecution:
+    if contract.mapping.python_functions is not None and contract.mapping.python_functions.trace_module is not None:
+        bridge_error: Final = ensure_trace_bridge(repo_root)
+        if bridge_error is not None:
+            return SuiteExecution(problems=(bridge_error,))
+    artifact: Final = MappingReportArtifact(
+        report=audit_mapping(
+            contract,
+            repo_root,
+            python_inventory=python_inventory,
+            rust_inventory=rust_inventory,
+        ),
+        detailed=bool(runner_args),
+    )
+    completeness_problems: Final = (
+        tuple(f"Python test has no Rust mapping: {nodeid}" for nodeid in artifact.report.unmapped_python_tests)
+        if contract.mapping.require_complete
+        else ()
+    )
+    return SuiteExecution(
+        problems=(*_audit_problems(artifact), *completeness_problems),
+        artifacts=(ResultArtifact(MAPPING_REPORT_ARTIFACT, artifact.model_dump_json()),),
+    )
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/test_mapping_validator.py b/tests/rust-python-harness/strategies/unit_tests_mapping/test_mapping_validator.py
new file mode 100644
index 00000000000..6635a0eb522
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/test_mapping_validator.py
@@ -0,0 +1,314 @@
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Final
+
+import pytest
+from pydantic import ValidationError
+
+from ...shared.unit_runners.rust_runner import RustTarget, RustTestIdentity, RustTestScope
+from .contracts import (
+    MappingExclusionSpec,
+    MappingSpec,
+    RustTestFamily,
+    RustUnitSpec,
+    UnitParityExclusionSpec,
+    UnitParitySpec,
+    UnitTestContract,
+)
+from .contracts import TestMapping as MappingPair
+from .mapping_validator import audit_mapping
+
+_TARGET: Final = RustTarget(package="example", name="example", kind="lib")
+_SCOPE: Final = RustTestScope(target=_TARGET, modules=("api::tests",))
+_PYTHON_TESTS: Final = frozenset(("test_api.py::test_decode", "test_api.py::test_unmapped"))
+_RUST_TEST: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes")
+_RUST_ONLY: Final = RustTestIdentity(target=_TARGET, name="api::tests::rust_only")
+_RUST_TESTS: Final = frozenset((_RUST_TEST, _RUST_ONLY))
+
+
+def _python_inventory(*_: object) -> frozenset[str]:
+    return _PYTHON_TESTS
+
+
+def _rust_inventory(*_: object) -> frozenset[RustTestIdentity]:
+    return _RUST_TESTS
+
+
+def _contract(*mappings: MappingPair, exclusions: tuple[UnitParityExclusionSpec, ...] = ()) -> UnitTestContract:
+    return UnitTestContract(
+        mapping=MappingSpec(
+            python_selectors=("test_api.py",),
+            rust_scope=(_SCOPE,),
+            mappings=mappings,
+        ),
+        unit_parity=UnitParitySpec(python_selectors=("test_api.py",), exclusions=exclusions),
+        rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+    )
+
+
+def _mapping_exclusion(nodeid: str) -> MappingExclusionSpec:
+    return MappingExclusionSpec(nodeid=nodeid, reason="Python bridge availability is host-only")
+
+
+def test_derives_mapping_status_from_live_inventories(tmp_path: Path) -> None:
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert report.is_valid
+    assert report.mapped_python_tests == ("test_api.py::test_decode",)
+    assert report.unmapped_python_tests == ("test_api.py::test_unmapped",)
+    assert report.rust_only_tests == (_RUST_ONLY.key,)
+    assert report.percentage == 50.0
+
+
+def test_reports_stale_and_duplicate_mappings(tmp_path: Path) -> None:
+    removed: Final = RustTestIdentity(target=_TARGET, name="api::tests::removed")
+    contract: Final = _contract(
+        MappingPair(python="test_api.py::removed", rust=removed),
+        MappingPair(python="test_api.py::removed", rust=_RUST_TEST),
+    )
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert not report.is_valid
+    assert report.missing_python_tests == ("test_api.py::removed",)
+    assert report.missing_rust_tests == (removed.key,)
+    assert report.duplicate_python_mappings == ("test_api.py::removed",)
+
+
+def test_reports_duplicate_rust_mapping_and_invalid_exclusion(tmp_path: Path) -> None:
+    contract: Final = _contract(
+        MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST),
+        MappingPair(python="test_api.py::test_unmapped", rust=_RUST_TEST),
+        exclusions=(UnitParityExclusionSpec(nodeid="test_api.py::removed", reason="Removed test"),),
+    )
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert not report.is_valid
+    assert report.duplicate_rust_mappings == (_RUST_TEST.key,)
+    assert report.invalid_unit_parity_exclusions == ("test_api.py::removed",)
+
+
+def test_excludes_host_only_python_test_from_unmapped_inventory(tmp_path: Path) -> None:
+    partial: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    contract: Final = partial.model_copy(
+        update={
+            "mapping": partial.mapping.model_copy(
+                update={"exclusions": (_mapping_exclusion("test_api.py::test_unmapped"),)}
+            )
+        }
+    )
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert report.is_valid
+    assert report.excluded_python_tests == ("test_api.py::test_unmapped",)
+    assert report.unmapped_python_tests == ()
+
+
+def test_reports_missing_and_mapped_mapping_exclusions(tmp_path: Path) -> None:
+    partial: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    contract: Final = partial.model_copy(
+        update={
+            "mapping": partial.mapping.model_copy(
+                update={
+                    "exclusions": (
+                        _mapping_exclusion("test_api.py::test_decode"),
+                        _mapping_exclusion("test_api.py::removed"),
+                    )
+                }
+            )
+        }
+    )
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert not report.is_valid
+    assert report.invalid_mapping_exclusions == ("test_api.py::removed",)
+    assert report.mapped_and_excluded_python_tests == ("test_api.py::test_decode",)
+
+
+def test_resolves_rstest_family_to_generated_cases(tmp_path: Path) -> None:
+    first_case: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes::case_1_png")
+    second_case: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes::case_2_pdf")
+    family: Final = RustTestFamily(target=_TARGET, name="api::tests::decodes")
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=family))
+
+    report: Final = audit_mapping(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=lambda *_: frozenset((first_case, second_case)),
+    )
+
+    assert report.is_valid
+    assert report.mapped_python_tests == ("test_api.py::test_decode",)
+    assert report.missing_rust_tests == ()
+
+
+def test_reports_missing_rstest_family(tmp_path: Path) -> None:
+    family: Final = RustTestFamily(target=_TARGET, name="api::tests::decodes")
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=family))
+
+    report: Final = audit_mapping(
+        contract, tmp_path, python_inventory=_python_inventory, rust_inventory=_rust_inventory
+    )
+
+    assert not report.is_valid
+    assert report.missing_rust_tests == (family.key,)
+
+
+def test_reports_concrete_test_owned_by_exact_and_family_mappings(tmp_path: Path) -> None:
+    generated: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes::case_1_png")
+    family: Final = RustTestFamily(target=_TARGET, name="api::tests::decodes")
+    contract: Final = _contract(
+        MappingPair(python="test_api.py::test_decode", rust=family),
+        MappingPair(python="test_api.py::test_unmapped", rust=generated),
+    )
+
+    report: Final = audit_mapping(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=lambda *_: frozenset((generated,)),
+    )
+
+    assert not report.is_valid
+    assert report.duplicate_rust_mappings == (generated.key,)
+
+
+def test_rstest_family_cases_are_not_rust_only(tmp_path: Path) -> None:
+    generated: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes::case_1_png")
+    unrelated: Final = RustTestIdentity(target=_TARGET, name="api::tests::rust_only")
+    family: Final = RustTestFamily(target=_TARGET, name="api::tests::decodes")
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=family))
+
+    report: Final = audit_mapping(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=lambda *_: frozenset((generated, unrelated)),
+    )
+
+    assert report.rust_only_tests == (unrelated.key,)
+
+
+def test_merges_configured_and_colocated_rust_scopes(tmp_path: Path) -> None:
+    support_test: Final = RustTestIdentity(target=_TARGET, name="support::tests::rust_only")
+    configured_scope: Final = RustTestScope(
+        target=_TARGET,
+        modules=("support::tests",),
+        features=("mock",),
+        default_features=False,
+    )
+    expected_scope: Final = RustTestScope(
+        target=_TARGET,
+        modules=("api::tests", "support::tests"),
+        features=("mock",),
+        default_features=False,
+    )
+    contract: Final = UnitTestContract(
+        mapping=MappingSpec(
+            python_selectors=("test_api.py",),
+            rust_scope=(configured_scope,),
+            mappings=(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST),),
+        ),
+        unit_parity=UnitParitySpec(python_selectors=("test_api.py",)),
+        rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+    )
+
+    def assert_merged_scope(_: Path, scopes: tuple[RustTestScope, ...]) -> frozenset[RustTestIdentity]:
+        assert scopes == (expected_scope,)
+        return frozenset((_RUST_TEST, support_test))
+
+    report: Final = audit_mapping(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=assert_merged_scope,
+    )
+
+    assert report.is_valid
+    assert report.rust_only_tests == (support_test.key,)
+
+
+def test_merged_rust_scope_removes_modules_contained_by_parent(tmp_path: Path) -> None:
+    expected_scope: Final = RustTestScope(target=_TARGET, modules=("api",))
+    contract: Final = UnitTestContract(
+        mapping=MappingSpec(
+            python_selectors=("test_api.py",),
+            rust_scope=(expected_scope,),
+            mappings=(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST),),
+        ),
+        unit_parity=UnitParitySpec(python_selectors=("test_api.py",)),
+        rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+    )
+
+    def assert_parent_scope(_: Path, scopes: tuple[RustTestScope, ...]) -> frozenset[RustTestIdentity]:
+        assert scopes == (expected_scope,)
+        return frozenset((_RUST_TEST,))
+
+    report: Final = audit_mapping(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=assert_parent_scope,
+    )
+
+    assert report.is_valid
+
+
+def test_accepts_descendant_unit_parity_selector() -> None:
+    contract: Final = UnitTestContract(
+        mapping=MappingSpec(python_selectors=("tests/api",), rust_scope=(_SCOPE,), mappings=()),
+        unit_parity=UnitParitySpec(python_selectors=("tests/api/test_ocr.py",)),
+        rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+    )
+
+    assert contract.unit_parity.python_selectors == ("tests/api/test_ocr.py",)
+
+
+@pytest.mark.parametrize(
+    "mapping_selectors,parity_selectors",
+    (((), ("tests/api",)), (("tests/api", "tests/api"), ("tests/api",)), (("tests/api",), ("tests/chat",))),
+)
+def test_rejects_invalid_selector_contracts(
+    mapping_selectors: tuple[str, ...], parity_selectors: tuple[str, ...]
+) -> None:
+    with pytest.raises(ValidationError):
+        UnitTestContract(
+            mapping=MappingSpec(python_selectors=mapping_selectors, rust_scope=(_SCOPE,), mappings=()),
+            unit_parity=UnitParitySpec(python_selectors=parity_selectors),
+            rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+        )
+
+
+def test_rejects_duplicate_scopes_and_exclusions() -> None:
+    exclusion: Final = UnitParityExclusionSpec(nodeid="test_api.py::test_skip", reason="Backend assertion")
+    with pytest.raises(ValidationError, match="duplicate targets"):
+        MappingSpec(python_selectors=("test_api.py",), rust_scope=(_SCOPE, _SCOPE), mappings=())
+    with pytest.raises(ValidationError, match="duplicate nodeids"):
+        UnitParitySpec(python_selectors=("test_api.py",), exclusions=(exclusion, exclusion))
+    mapping_exclusion: Final = _mapping_exclusion("test_api.py::test_skip")
+    with pytest.raises(ValidationError, match="mapping exclusions contain duplicate nodeids"):
+        MappingSpec(
+            python_selectors=("test_api.py",),
+            rust_scope=(_SCOPE,),
+            mappings=(),
+            exclusions=(mapping_exclusion, mapping_exclusion),
+        )
+    with pytest.raises(ValidationError, match="must be a non-empty string"):
+        MappingExclusionSpec(nodeid="test_api.py::test_skip", reason=" ")
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/test_reporting.py b/tests/rust-python-harness/strategies/unit_tests_mapping/test_reporting.py
new file mode 100644
index 00000000000..36e18a9d109
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/test_reporting.py
@@ -0,0 +1,99 @@
+from __future__ import annotations
+
+from typing import Final
+
+from ...shared.reporting.models import CaseResult, Coverage, HarnessCase, ResultArtifact, RunStatus
+from ...shared.reporting.strategy import SuiteCaseSpec
+from .mapping_report import MappingReportArtifact
+from .mapping_validator import MappingReport
+from .reporting import render_mapping_results
+from .runner import MAPPING_REPORT_ARTIFACT
+
+
+def _report(*, invalid: bool = False, excluded: bool = False) -> MappingReport:
+    return MappingReport(
+        python_tests=("test_api.py::test_decode", "test_api.py::test_unmapped"),
+        rust_tests=("example/lib/example::api::tests::decodes", "example/lib/example::api::tests::rust_only"),
+        mapped_python_tests=("test_api.py::test_decode",),
+        excluded_python_tests=(("test_api.py::test_unmapped",) if excluded else ()),
+        unmapped_python_tests=(() if excluded else ("test_api.py::test_unmapped",)),
+        rust_only_tests=("example/lib/example::api::tests::rust_only",),
+        missing_python_tests=("test_api.py::removed",) if invalid else (),
+        missing_rust_tests=(),
+        duplicate_python_mappings=(),
+        duplicate_rust_mappings=(),
+        invalid_mapping_exclusions=(),
+        mapped_and_excluded_python_tests=(),
+        invalid_unit_parity_exclusions=(),
+    )
+
+
+def _result(body: str) -> CaseResult:
+    case: Final = HarnessCase(
+        strategy_id="unit_tests_mapping",
+        strategy_label="Unit test mapping",
+        sdk_function="ocr",
+        spec=SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"),
+    )
+    result: Final = CaseResult(case=case)
+    result.record(
+        "suite:unit_tests_mapping:ocr:ocr",
+        RunStatus.PASSED,
+        artifacts=(ResultArtifact(MAPPING_REPORT_ARTIFACT, body),),
+    )
+    return result
+
+
+def test_renderer_preserves_summary_and_detailed_output() -> None:
+    summary: Final = MappingReportArtifact(report=_report()).model_dump_json()
+    detailed: Final = MappingReportArtifact(report=_report(), detailed=True).model_dump_json()
+
+    summary_text: Final = "\n".join(render_mapping_results((_result(summary),))[0].blocks)
+    detailed_text: Final = "\n".join(render_mapping_results((_result(detailed),))[0].blocks)
+
+    assert "Mapped       1 / 2 (50.0%)" in summary_text
+    assert "Unmapped Python test details" not in summary_text
+    assert "Unmapped Python test details\n  test_api.py\n    test_unmapped" in detailed_text
+    assert "Rust-only test details" in detailed_text
+
+
+def test_renderer_shows_contract_errors() -> None:
+    body: Final = MappingReportArtifact(report=_report(invalid=True)).model_dump_json()
+    rendered: Final = "\n".join(render_mapping_results((_result(body),))[0].blocks)
+
+    assert "Contract: FAIL" in rendered
+    assert "Missing Python test: test_api.py::removed" in rendered
+
+
+def test_renderer_distinguishes_excluded_python_tests() -> None:
+    body: Final = MappingReportArtifact(report=_report(excluded=True), detailed=True).model_dump_json()
+    rendered: Final = "\n".join(render_mapping_results((_result(body),))[0].blocks)
+
+    assert "Excluded     1 / 2 (50.0%)" in rendered
+    assert "Unmapped     0 / 2 (0.0%)" in rendered
+    assert "Excluded Python test details\n  test_api.py\n    test_unmapped" in rendered
+
+
+def test_renderer_handles_empty_inventory_and_malformed_artifact() -> None:
+    empty: Final = MappingReport(
+        python_tests=(),
+        rust_tests=(),
+        mapped_python_tests=(),
+        excluded_python_tests=(),
+        unmapped_python_tests=(),
+        rust_only_tests=(),
+        missing_python_tests=(),
+        missing_rust_tests=(),
+        duplicate_python_mappings=(),
+        duplicate_rust_mappings=(),
+        invalid_mapping_exclusions=(),
+        mapped_and_excluded_python_tests=(),
+        invalid_unit_parity_exclusions=(),
+    )
+    empty_text: Final = "\n".join(
+        render_mapping_results((_result(MappingReportArtifact(report=empty).model_dump_json()),))[0].blocks
+    )
+    invalid_text: Final = "\n".join(render_mapping_results((_result("not-json"),))[0].blocks)
+
+    assert "Mapped       0 / 0 (0.0%)" in empty_text
+    assert "Mapping report artifact is invalid:" in invalid_text
diff --git a/tests/rust-python-harness/strategies/unit_tests_mapping/test_runner.py b/tests/rust-python-harness/strategies/unit_tests_mapping/test_runner.py
new file mode 100644
index 00000000000..2b14c716e1d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_mapping/test_runner.py
@@ -0,0 +1,166 @@
+from __future__ import annotations
+
+from functools import partial
+from pathlib import Path
+from typing import Final
+
+from ...shared.reporting.models import Coverage, HarnessCase, RunStatus
+from ...shared.reporting.strategy import SuiteCaseSpec
+from ...shared.unit_runners.rust_runner import RustTarget, RustTestIdentity, RustTestScope
+from ...shared.unit_runners.suite_runner import run_suites
+from .contracts import (
+    MappingExclusionSpec,
+    MappingSpec,
+    RustUnitSpec,
+    TestMapping as MappingPair,
+    UnitParitySpec,
+    UnitTestContract,
+)
+from .mapping_report import MappingReportArtifact
+from .runner import MAPPING_REPORT_ARTIFACT, run_suite
+
+_TARGET: Final = RustTarget(package="example", name="example", kind="lib")
+_RUST_TEST: Final = RustTestIdentity(target=_TARGET, name="api::tests::decodes")
+_RUST_ONLY: Final = RustTestIdentity(target=_TARGET, name="api::tests::rust_only")
+
+
+def _python_inventory(*_: object) -> frozenset[str]:
+    return frozenset(("test_api.py::test_decode", "test_api.py::test_unmapped"))
+
+
+def _rust_inventory(*_: object) -> frozenset[RustTestIdentity]:
+    return frozenset((_RUST_TEST, _RUST_ONLY))
+
+
+def _contract(mapping: MappingPair) -> UnitTestContract:
+    return UnitTestContract(
+        mapping=MappingSpec(
+            python_selectors=("test_api.py",),
+            rust_scope=(RustTestScope(target=_TARGET, modules=("api::tests",)),),
+            mappings=(mapping,),
+        ),
+        unit_parity=UnitParitySpec(python_selectors=("test_api.py",)),
+        rust=RustUnitSpec(cargo_manifest="Cargo.toml", cargo_filter="api"),
+    )
+
+
+def _case() -> HarnessCase:
+    return HarnessCase(
+        strategy_id="unit_tests_mapping",
+        strategy_label="Unit test mapping",
+        sdk_function="ocr",
+        spec=SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"),
+    )
+
+
+def test_reports_structured_mapping_status_without_running_tests(tmp_path: Path) -> None:
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    case: Final = _case()
+
+    code, report = run_suites(
+        (case,),
+        tmp_path,
+        lambda _: None,
+        suites={"ocr": contract},
+        execute=partial(
+            run_suite,
+            python_inventory=_python_inventory,
+            rust_inventory=_rust_inventory,
+        ),
+    )
+
+    result: Final = report.results[case.key]
+    artifacts: Final = tuple(
+        artifact
+        for values in result.artifacts.values()
+        for artifact in values
+        if artifact.kind == MAPPING_REPORT_ARTIFACT
+    )
+    parsed: Final = MappingReportArtifact.model_validate_json(artifacts[0].body)
+    assert code == 0, report.failures
+    assert result.status is RunStatus.PASSED
+    assert parsed.report.mapped_count == 1
+    assert parsed.report.total_count == 2
+    assert not parsed.detailed
+
+
+def test_fails_when_a_mapping_target_is_missing(tmp_path: Path) -> None:
+    missing: Final = RustTestIdentity(target=_TARGET, name="api::tests::missing")
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=missing))
+    case: Final = _case()
+
+    code, report = run_suites(
+        (case,),
+        tmp_path,
+        lambda _: None,
+        suites={"ocr": contract},
+        execute=partial(
+            run_suite,
+            python_inventory=_python_inventory,
+            rust_inventory=_rust_inventory,
+        ),
+    )
+
+    assert code == 1
+    assert report.results[case.key].status is RunStatus.FAILED
+    assert any("mapped Rust test does not exist" in detail for _, detail in report.failures)
+
+
+def test_required_complete_mapping_fails_for_unmapped_python_test(tmp_path: Path) -> None:
+    partial: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    contract: Final = partial.model_copy(
+        update={"mapping": partial.mapping.model_copy(update={"require_complete": True})}
+    )
+
+    execution: Final = run_suite(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=_rust_inventory,
+    )
+
+    assert execution.problems == ("Python test has no Rust mapping: test_api.py::test_unmapped",)
+
+
+def test_required_complete_mapping_accepts_host_only_exclusion(tmp_path: Path) -> None:
+    partial: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    contract: Final = partial.model_copy(
+        update={
+            "mapping": partial.mapping.model_copy(
+                update={
+                    "require_complete": True,
+                    "exclusions": (
+                        MappingExclusionSpec(
+                            nodeid="test_api.py::test_unmapped",
+                            reason="Python bridge availability is host-only",
+                        ),
+                    ),
+                }
+            )
+        }
+    )
+
+    execution: Final = run_suite(
+        contract,
+        tmp_path,
+        python_inventory=_python_inventory,
+        rust_inventory=_rust_inventory,
+    )
+    artifact: Final = MappingReportArtifact.model_validate_json(execution.artifacts[0].body)
+
+    assert execution.problems == ()
+    assert artifact.report.excluded_python_tests == ("test_api.py::test_unmapped",)
+
+
+def test_detail_argument_is_stored_in_artifact(tmp_path: Path) -> None:
+    contract: Final = _contract(MappingPair(python="test_api.py::test_decode", rust=_RUST_TEST))
+    execution: Final = run_suite(
+        contract,
+        tmp_path,
+        ("full",),
+        python_inventory=_python_inventory,
+        rust_inventory=_rust_inventory,
+    )
+    artifact: Final = MappingReportArtifact.model_validate_json(execution.artifacts[0].body)
+
+    assert artifact.detailed
diff --git a/tests/rust-python-harness/strategies/unit_tests_parity/AGENTS.md b/tests/rust-python-harness/strategies/unit_tests_parity/AGENTS.md
new file mode 100644
index 00000000000..ccab6b1ff12
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_parity/AGENTS.md
@@ -0,0 +1 @@
+Runs the existing litellm Python unit tests with LITELLM_RUST=0 and LITELLM_RUST=1 in separate processes and requires the two runs to match, including on failures.
diff --git a/tests/rust-python-harness/strategies/unit_tests_parity/__init__.py b/tests/rust-python-harness/strategies/unit_tests_parity/__init__.py
new file mode 100644
index 00000000000..0067bf6dfe5
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_parity/__init__.py
@@ -0,0 +1,68 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from functools import partial
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final
+
+from ...shared.reporting.models import SDK_FUNCTIONS, Coverage, SdkFunction
+from ...shared.reporting.strategy import (
+    CaseDefinition,
+    NotImplementedCaseSpec,
+    RunnerArgumentDefinition,
+    StrategyDefinition,
+    SuiteCaseSpec,
+)
+from ...shared.unit_runners.suite_runner import run_suites
+from ..unit_tests_mapping.mappings import UNIT_TEST_CONTRACTS
+from .reporting import render_unit_parity_results
+from .runner import UnitParityExclusion, UnitParitySuite, run_suite
+
+
+UNIT_PARITY_SUITES: Final[Mapping[SdkFunction, UnitParitySuite]] = MappingProxyType(
+    {
+        sdk_function: UnitParitySuite(
+            python_selectors=contract.unit_parity.python_selectors,
+            exclusions=tuple(
+                UnitParityExclusion(
+                    nodeid=exclusion.nodeid,
+                    reason=exclusion.reason,
+                )
+                for exclusion in contract.unit_parity.exclusions
+            ),
+        )
+        for sdk_function, contract in UNIT_TEST_CONTRACTS.items()
+    }
+)
+
+
+CASES: Final[tuple[CaseDefinition, ...]] = (
+    *(
+        CaseDefinition(
+            sdk_function,
+            SuiteCaseSpec(coverage=Coverage.COMPLETE, suite=sdk_function)
+            if sdk_function in UNIT_PARITY_SUITES
+            else NotImplementedCaseSpec(reason=f"No {sdk_function} unit-test parity suite is registered."),
+        )
+        for sdk_function in SDK_FUNCTIONS
+    ),
+)
+
+STRATEGY: Final = StrategyDefinition(
+    id="unit_tests_parity",
+    order=31,
+    label="Unit test parity",
+    description=(
+        "Run existing Python unit tests with LITELLM_RUST disabled and enabled and require matching outcomes."
+    ),
+    directory=Path(__file__).parent,
+    runnable_spec=SuiteCaseSpec,
+    cases=CASES,
+    run=partial(run_suites, suites=UNIT_PARITY_SUITES, execute=run_suite),
+    render=render_unit_parity_results,
+    runner_argument=RunnerArgumentDefinition(
+        option="--pytest-arg",
+        help="append an argument to both Python and Rust-backed pytest runs",
+    ),
+)
diff --git a/tests/rust-python-harness/strategies/unit_tests_parity/reporting.py b/tests/rust-python-harness/strategies/unit_tests_parity/reporting.py
new file mode 100644
index 00000000000..339e893c60d
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_parity/reporting.py
@@ -0,0 +1,12 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import Final
+
+from ...shared.reporting.models import CaseResult
+from ...shared.reporting.rendering import ReportSection, render_case_outcome
+
+
+def render_unit_parity_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    blocks: Final = tuple(render_case_outcome(result) for result in results)
+    return (ReportSection("Python backend parity outcomes", blocks or ("No unit-parity cases selected",)),)
diff --git a/tests/rust-python-harness/strategies/unit_tests_parity/runner.py b/tests/rust-python-harness/strategies/unit_tests_parity/runner.py
new file mode 100644
index 00000000000..5a3a70ea03c
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_parity/runner.py
@@ -0,0 +1,36 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+from typing import Final
+
+from pydantic import BaseModel, ConfigDict
+
+from ...shared.unit_runners.python_runner import BackendSpec, compare_python_runs, run_python_tests
+from ...shared.unit_runners.suite_runner import SuiteExecution
+
+BACKEND: Final = BackendSpec(environment_variable="LITELLM_RUST")
+
+
+class UnitParityExclusion(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    nodeid: str
+    reason: str
+
+
+class UnitParitySuite(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    python_selectors: tuple[str, ...]
+    exclusions: tuple[UnitParityExclusion, ...] = ()
+
+
+def run_suite(suite: UnitParitySuite, repo_root: Path, pytest_args: Sequence[str] = ()) -> SuiteExecution:
+    if not suite.python_selectors:
+        return SuiteExecution(problems=("unit parity suites must select Python tests",))
+    deselections: Final = tuple(f"--deselect={exclusion.nodeid}" for exclusion in suite.exclusions)
+    args: Final = (*pytest_args, *deselections)
+    python: Final = run_python_tests(suite.python_selectors, repo_root, "python", BACKEND, args)
+    rust: Final = run_python_tests(suite.python_selectors, repo_root, "rust", BACKEND, args)
+    return SuiteExecution(problems=compare_python_runs(python, rust))
diff --git a/tests/rust-python-harness/strategies/unit_tests_parity/test_runner.py b/tests/rust-python-harness/strategies/unit_tests_parity/test_runner.py
new file mode 100644
index 00000000000..a4a9524c85f
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_parity/test_runner.py
@@ -0,0 +1,84 @@
+from __future__ import annotations
+
+from pathlib import Path
+from typing import Final
+
+from ...shared.reporting.models import Coverage, HarnessCase, HarnessRun, RunStatus
+from ...shared.reporting.strategy import SuiteCaseSpec
+from ...shared.unit_runners.suite_runner import run_suites
+from .runner import UnitParityExclusion, UnitParitySuite, run_suite
+
+
+def _write_tests(tmp_path: Path, *, mismatch: bool = False, failing: bool = False) -> None:
+    (tmp_path / "pytest.ini").write_text("[pytest]\n")
+    (tmp_path / "test_api.py").write_text(
+        "import os\n"
+        "def test_decode():\n    assert int('42') == 42\n"
+        + ("def test_backend():\n    assert os.environ['LITELLM_RUST'] == '0'\n" if mismatch else "")
+        + ("def test_fails():\n    assert False\n" if failing else "")
+    )
+
+
+def _case() -> HarnessCase:
+    return HarnessCase(
+        strategy_id="unit_tests_parity",
+        strategy_label="Unit test parity",
+        sdk_function="ocr",
+        spec=SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"),
+    )
+
+
+def _run(case: HarnessCase, tmp_path: Path, suite: UnitParitySuite) -> tuple[int, HarnessRun]:
+    return run_suites((case,), tmp_path, lambda _: None, suites={"ocr": suite}, execute=run_suite)
+
+
+def test_passes_when_both_backends_agree(tmp_path: Path) -> None:
+    _write_tests(tmp_path)
+    case: Final = _case()
+
+    code, report = _run(case, tmp_path, UnitParitySuite(python_selectors=("test_api.py",)))
+
+    assert code == 0, report.failures
+    assert report.results[case.key].status is RunStatus.PASSED
+
+
+def test_passes_when_both_backends_fail_identically(tmp_path: Path) -> None:
+    _write_tests(tmp_path, failing=True)
+    case: Final = _case()
+
+    code, report = _run(case, tmp_path, UnitParitySuite(python_selectors=("test_api.py",)))
+
+    assert code == 0, report.failures
+    assert report.results[case.key].status is RunStatus.PASSED
+
+
+def test_fails_when_backend_outcomes_differ(tmp_path: Path) -> None:
+    _write_tests(tmp_path, mismatch=True)
+    case: Final = _case()
+
+    code, report = _run(case, tmp_path, UnitParitySuite(python_selectors=("test_api.py",)))
+
+    assert code == 1
+    assert report.results[case.key].status is RunStatus.FAILED
+    assert any("Python/Rust test outcomes differ" in detail for _, detail in report.failures)
+    assert any("Python only: test_api.py::test_backend [call] passed" in detail for _, detail in report.failures)
+    assert any("Rust only: test_api.py::test_backend [call] failed" in detail for _, detail in report.failures)
+
+
+def test_excludes_tests_whose_contract_is_the_backend_flag(tmp_path: Path) -> None:
+    _write_tests(tmp_path, mismatch=True)
+    suite: Final = UnitParitySuite(
+        python_selectors=("test_api.py",),
+        exclusions=(
+            UnitParityExclusion(
+                nodeid="test_api.py::test_backend",
+                reason="The test intentionally asserts which backend is selected.",
+            ),
+        ),
+    )
+    case: Final = _case()
+
+    code, report = _run(case, tmp_path, suite)
+
+    assert code == 0, report.failures
+    assert report.results[case.key].status is RunStatus.PASSED
diff --git a/tests/rust-python-harness/strategies/unit_tests_rust/AGENTS.md b/tests/rust-python-harness/strategies/unit_tests_rust/AGENTS.md
new file mode 100644
index 00000000000..250da763530
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_rust/AGENTS.md
@@ -0,0 +1 @@
+Runs the focused native Cargo test suite for each mapped API.
diff --git a/tests/rust-python-harness/strategies/unit_tests_rust/__init__.py b/tests/rust-python-harness/strategies/unit_tests_rust/__init__.py
new file mode 100644
index 00000000000..8114e12ab96
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_rust/__init__.py
@@ -0,0 +1,56 @@
+from __future__ import annotations
+
+from collections.abc import Mapping
+from functools import partial
+from pathlib import Path
+from types import MappingProxyType
+from typing import Final
+
+from ...shared.reporting.models import SDK_FUNCTIONS, Coverage, SdkFunction
+from ...shared.reporting.strategy import (
+    CaseDefinition,
+    NotImplementedCaseSpec,
+    StrategyDefinition,
+    SuiteCaseSpec,
+)
+from ...shared.unit_runners.suite_runner import run_suites
+from ..unit_tests_mapping.mappings import UNIT_TEST_CONTRACTS
+from .reporting import render_rust_unit_results
+from .runner import RustSuite, run_suite
+
+
+RUST_SUITES: Final[Mapping[SdkFunction, RustSuite]] = MappingProxyType(
+    {
+        sdk_function: RustSuite(
+            cargo_manifest=contract.rust.cargo_manifest,
+            cargo_filter=contract.rust.cargo_filter,
+            cargo_package=contract.rust.cargo_package,
+        )
+        for sdk_function, contract in UNIT_TEST_CONTRACTS.items()
+    }
+)
+
+
+CASES: Final[tuple[CaseDefinition, ...]] = (
+    *(
+        CaseDefinition(
+            sdk_function,
+            SuiteCaseSpec(coverage=Coverage.COMPLETE, suite=sdk_function)
+            if sdk_function in RUST_SUITES
+            else NotImplementedCaseSpec(reason=f"No focused {sdk_function} Rust unit suite is registered."),
+        )
+        for sdk_function in SDK_FUNCTIONS
+    ),
+)
+
+STRATEGY: Final = StrategyDefinition(
+    id="unit_tests_rust",
+    order=32,
+    label="Unit test Rust",
+    description="Run the focused native Cargo test suite for each mapped API.",
+    directory=Path(__file__).parent,
+    runnable_spec=SuiteCaseSpec,
+    cases=CASES,
+    run=partial(run_suites, suites=RUST_SUITES, execute=run_suite),
+    render=render_rust_unit_results,
+)
diff --git a/tests/rust-python-harness/strategies/unit_tests_rust/reporting.py b/tests/rust-python-harness/strategies/unit_tests_rust/reporting.py
new file mode 100644
index 00000000000..575fa5e8cd1
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_rust/reporting.py
@@ -0,0 +1,12 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from typing import Final
+
+from ...shared.reporting.models import CaseResult
+from ...shared.reporting.rendering import ReportSection, render_case_outcome
+
+
+def render_rust_unit_results(results: Sequence[CaseResult]) -> tuple[ReportSection, ...]:
+    blocks: Final = tuple(render_case_outcome(result) for result in results)
+    return (ReportSection("Native Rust unit-test outcomes", blocks or ("No Rust unit-test cases selected",)),)
diff --git a/tests/rust-python-harness/strategies/unit_tests_rust/runner.py b/tests/rust-python-harness/strategies/unit_tests_rust/runner.py
new file mode 100644
index 00000000000..601b5a3c96b
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_rust/runner.py
@@ -0,0 +1,34 @@
+from __future__ import annotations
+
+from collections.abc import Sequence
+from pathlib import Path
+
+from pydantic import BaseModel, ConfigDict
+
+from ...shared.unit_runners.rust_runner import run_rust_tests
+from ...shared.unit_runners.suite_runner import SuiteExecution
+
+
+class RustSuite(BaseModel):
+    model_config = ConfigDict(frozen=True, extra="forbid")
+
+    cargo_manifest: str
+    cargo_package: str | None = None
+    cargo_filter: str
+
+
+def run_suite(suite: RustSuite, repo_root: Path, pytest_args: Sequence[str] = ()) -> SuiteExecution:
+    del pytest_args
+    if not suite.cargo_filter:
+        return SuiteExecution(problems=("rust suites must configure a focused Cargo filter",))
+    inventory = run_rust_tests(
+        repo_root / suite.cargo_manifest, suite.cargo_package, suite.cargo_filter, collect_only=True
+    )
+    rust = run_rust_tests(repo_root / suite.cargo_manifest, suite.cargo_package, suite.cargo_filter)
+    return SuiteExecution(
+        problems=(
+            *(("native Rust tests did not all pass",) if set(inventory.tests) != set(rust.tests) else ()),
+            *((inventory.output,) if inventory.exit_code else ()),
+            *((rust.output,) if rust.exit_code else ()),
+        )
+    )
diff --git a/tests/rust-python-harness/strategies/unit_tests_rust/test_runner.py b/tests/rust-python-harness/strategies/unit_tests_rust/test_runner.py
new file mode 100644
index 00000000000..e151308699a
--- /dev/null
+++ b/tests/rust-python-harness/strategies/unit_tests_rust/test_runner.py
@@ -0,0 +1,55 @@
+from __future__ import annotations
+
+import shutil
+from collections.abc import Callable
+from pathlib import Path
+from typing import Final
+
+import pytest
+
+from ...shared.reporting.models import Coverage, HarnessCase, RunStatus
+from ...shared.reporting.strategy import SuiteCaseSpec
+from ...shared.unit_runners.suite_runner import run_suites
+from .runner import RustSuite, run_suite
+
+
+@pytest.mark.skipif(shutil.which("cargo") is None, reason="Cargo is required for the native unit strategy")
+def test_runs_cargo_tests_and_propagates_ignored_or_failing_tests(
+    tmp_path: Path,
+    cargo_project: Callable[[str, str], Path],
+) -> None:
+    cargo_project("rust-unit-check", '#[test] fn test_decode() { assert_eq!("42".parse::<u8>().unwrap(), 42); }\n')
+    rust_root: Final = tmp_path / "litellm-rust"
+    rust_root.mkdir()
+    (tmp_path / "Cargo.toml").rename(rust_root / "Cargo.toml")
+    (tmp_path / "src").rename(rust_root / "src")
+    suite: Final = RustSuite(
+        cargo_manifest="litellm-rust/Cargo.toml",
+        cargo_filter="test_decode",
+    )
+    case: Final = HarnessCase(
+        strategy_id="unit_tests_rust",
+        strategy_label="Unit test Rust",
+        sdk_function="ocr",
+        spec=SuiteCaseSpec(coverage=Coverage.COMPLETE, suite="ocr"),
+    )
+
+    code, report = run_suites((case,), tmp_path, lambda _: None, suites={"ocr": suite}, execute=run_suite)
+
+    assert code == 0, report.failures
+    assert report.results[case.key].status is RunStatus.PASSED
+
+    (rust_root / "src/lib.rs").write_text("#[test] #[ignore] fn test_decode() {}\n")
+    ignored_code, ignored_report = run_suites(
+        (case,), tmp_path, lambda _: None, suites={"ocr": suite}, execute=run_suite
+    )
+
+    assert ignored_code == 1
+    assert any("native Rust tests did not all pass" in detail for _, detail in ignored_report.failures)
+
+    (rust_root / "src/lib.rs").write_text("#[test] fn test_decode() { assert_eq!(2 + 2, 5); }\n")
+    failed_code, failed_report = run_suites((case,), tmp_path, lambda _: None, suites={"ocr": suite}, execute=run_suite)
+
+    assert failed_code == 1
+    assert failed_report.results[case.key].status is RunStatus.FAILED
+    assert any("test_decode" in detail for _, detail in failed_report.failures)
diff --git a/tests/store_model_in_db_tests/test_openai_error_handling.py b/tests/store_model_in_db_tests/test_openai_error_handling.py
index 554ddf49cce..9a18d7f3420 100644
--- a/tests/store_model_in_db_tests/test_openai_error_handling.py
+++ b/tests/store_model_in_db_tests/test_openai_error_handling.py
@@ -106,15 +106,22 @@ def test_missing_model_parameter_curl(curl_command):
     # Run the curl command and capture the output
     key = generate_key_sync()
     curl_command = curl_command.replace("sk-1234", key)
-    result = subprocess.run(curl_command, shell=True, capture_output=True, text=True)
+    result = subprocess.run(
+        f'{curl_command} -s -w "\\n%{{http_code}}"',
+        shell=True,
+        capture_output=True,
+        text=True,
+    )
+    body, _, status_code = result.stdout.rpartition("\n")
     # Parse the JSON response
-    response = json.loads(result.stdout)
+    response = json.loads(body)
 
     # Check that we got an error response
     assert "error" in response
     print("error in response", json.dumps(response, indent=4))
 
-    assert "litellm.BadRequestError" in response["error"]["message"]
+    assert status_code == "400", f"expected HTTP 400, got {status_code}: {response}"
+    assert isinstance(response["error"]["message"], str) and response["error"]["message"]
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py b/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
index 5503a5668bf..a8fe464ec32 100644
--- a/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
+++ b/tests/test_litellm/a2a_protocol/providers/bedrock_agentcore/test_bedrock_agentcore_a2a.py
@@ -11,7 +11,9 @@ Verifies that:
 
 import json
 
+import httpx
 import pytest
+import respx
 from unittest.mock import AsyncMock, MagicMock, patch
 
 
@@ -295,6 +297,195 @@ class TestTransformation:
         assert headers["Authorization"].startswith("AWS4-HMAC-SHA256")
 
 
+SESSION_HEADER = "X-Amzn-Bedrock-AgentCore-Runtime-Session-Id"
+CONTEXT_ID = "conversation-alpha-0001-0000000000000000"
+KEY_HASH = "hashed-key-of-caller-one"
+
+
+def _params_with_context(context_id: object) -> dict:
+    return {"message": {**SAMPLE_PARAMS["message"], "contextId": context_id}}
+
+
+def _scoped(context_id: str, key_hash: str) -> str:
+    import hashlib
+
+    return f"{hashlib.sha256(key_hash.encode()).hexdigest()[:16]}-{context_id}"
+
+
+def _session_header(params: dict, litellm_params: dict) -> str:
+    from litellm.a2a_protocol.providers.bedrock_agentcore.transformation import (
+        BedrockAgentCoreA2ATransformation,
+    )
+
+    _, headers, _ = BedrockAgentCoreA2ATransformation.get_url_and_signed_request(
+        request_id="req-001",
+        params=params,
+        litellm_params=litellm_params,
+    )
+    return headers[SESSION_HEADER]
+
+
+@pytest.fixture
+def httpx_transport(monkeypatch):
+    import litellm
+
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    yield
+    litellm.in_memory_llm_clients_cache.flush_cache()
+
+
+class TestRequestScopedRuntimeSession:
+    """message.contextId selects the AgentCore runtime session, scoped to the calling key."""
+
+    def test_context_id_scoped_to_calling_key(self):
+        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+            A2A_USER_API_KEY_HASH_PARAM,
+        )
+
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: KEY_HASH}
+        assert _session_header(_params_with_context(CONTEXT_ID), litellm_params) == _scoped(CONTEXT_ID, KEY_HASH)
+
+    def test_context_id_used_verbatim_without_principal(self):
+        assert _session_header(_params_with_context(CONTEXT_ID), SAMPLE_LITELLM_PARAMS) == CONTEXT_ID
+
+    def test_same_context_id_reuses_session_and_other_context_isolated(self):
+        first = _session_header(_params_with_context(CONTEXT_ID), SAMPLE_LITELLM_PARAMS)
+        second = _session_header(_params_with_context(CONTEXT_ID), SAMPLE_LITELLM_PARAMS)
+        other = _session_header(
+            _params_with_context("conversation-beta-00002-0000000000000000"),
+            SAMPLE_LITELLM_PARAMS,
+        )
+        assert first == second
+        assert other != first
+
+    def test_same_context_id_from_different_keys_is_isolated(self):
+        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+            A2A_USER_API_KEY_HASH_PARAM,
+        )
+
+        params = _params_with_context(CONTEXT_ID)
+        caller_one = _session_header(params, {**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: KEY_HASH})
+        caller_two = _session_header(
+            params, {**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: "hashed-key-of-caller-two"}
+        )
+        assert caller_one != caller_two
+        assert caller_one.endswith(f"-{CONTEXT_ID}")
+        assert caller_two.endswith(f"-{CONTEXT_ID}")
+
+    def test_context_id_takes_precedence_over_configured_session(self):
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, "runtimeSessionId": "a" * 40}
+        assert _session_header(_params_with_context(CONTEXT_ID), litellm_params) == CONTEXT_ID
+
+    def test_configured_session_is_fallback_without_context_id(self):
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, "runtimeSessionId": "a" * 40}
+        assert _session_header(SAMPLE_PARAMS, litellm_params) == "a" * 40
+        assert _session_header(_params_with_context(""), litellm_params) == "a" * 40
+
+    def test_no_context_id_and_no_config_generates_new_session_per_request(self):
+        first = _session_header(SAMPLE_PARAMS, SAMPLE_LITELLM_PARAMS)
+        second = _session_header(SAMPLE_PARAMS, SAMPLE_LITELLM_PARAMS)
+        assert first != second
+        assert 33 <= len(first) <= 256
+
+    @pytest.mark.parametrize(
+        "context_id",
+        [
+            "short-context-id",
+            "x" * 257,
+        ],
+    )
+    def test_invalid_context_id_rejected_with_clear_error(self, context_id):
+        import litellm
+
+        with pytest.raises(litellm.BadRequestError, match="Invalid AgentCore runtime session id") as exc_info:
+            _session_header(_params_with_context(context_id), SAMPLE_LITELLM_PARAMS)
+        assert exc_info.value.status_code == 400
+        assert "33-256" in str(exc_info.value)
+
+    def test_scoped_context_id_shorter_than_33_rejected(self):
+        import litellm
+        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+            A2A_USER_API_KEY_HASH_PARAM,
+        )
+
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: KEY_HASH}
+        with pytest.raises(litellm.BadRequestError, match=_scoped("c" * 15, KEY_HASH)):
+            _session_header(_params_with_context("c" * 15), litellm_params)
+        assert _session_header(_params_with_context("c" * 16), litellm_params) == _scoped("c" * 16, KEY_HASH)
+
+    def test_invalid_configured_session_rejected(self):
+        import litellm
+
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, "runtimeSessionId": "too-short"}
+        with pytest.raises(litellm.BadRequestError, match="Invalid AgentCore runtime session id"):
+            _session_header(SAMPLE_PARAMS, litellm_params)
+
+    def test_non_string_context_id_falls_back(self):
+        litellm_params = {**SAMPLE_LITELLM_PARAMS, "runtimeSessionId": "a" * 40}
+        assert _session_header(_params_with_context(12345), litellm_params) == "a" * 40
+
+    def test_spoofed_session_header_does_not_override_context_id(self):
+        from litellm.a2a_protocol.providers.bedrock_agentcore.transformation import (
+            BedrockAgentCoreA2ATransformation,
+        )
+
+        _, headers, _ = BedrockAgentCoreA2ATransformation.get_url_and_signed_request(
+            request_id="req-001",
+            params=_params_with_context(CONTEXT_ID),
+            litellm_params=SAMPLE_LITELLM_PARAMS,
+            agent_extra_headers={SESSION_HEADER: "s" * 40},
+        )
+        assert headers[SESSION_HEADER] == CONTEXT_ID
+
+    @pytest.mark.asyncio
+    async def test_context_id_session_header_on_outbound_non_streaming_post(self, httpx_transport):
+        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+            A2A_USER_API_KEY_HASH_PARAM,
+        )
+        from litellm.a2a_protocol.providers.bedrock_agentcore.config import (
+            BedrockAgentCoreA2AConfig,
+        )
+
+        with respx.mock(assert_all_called=True) as router:
+            route = router.post(url__regex=r".*/invocations.*").mock(
+                return_value=httpx.Response(200, json={"jsonrpc": "2.0", "id": "req-001", "result": {}})
+            )
+            await BedrockAgentCoreA2AConfig().handle_non_streaming(
+                request_id="req-001",
+                params=_params_with_context(CONTEXT_ID),
+                litellm_params={**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: KEY_HASH},
+            )
+
+        assert route.calls.last.request.headers[SESSION_HEADER] == _scoped(CONTEXT_ID, KEY_HASH)
+
+    @pytest.mark.asyncio
+    async def test_context_id_session_header_on_outbound_streaming_post(self, httpx_transport):
+        from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+            A2A_USER_API_KEY_HASH_PARAM,
+        )
+        from litellm.a2a_protocol.providers.bedrock_agentcore.config import (
+            BedrockAgentCoreA2AConfig,
+        )
+
+        with respx.mock(assert_all_called=True) as router:
+            route = router.post(url__regex=r".*/invocations.*").mock(
+                return_value=httpx.Response(200, json={"jsonrpc": "2.0", "id": "req-001", "result": {}})
+            )
+            events = [
+                event
+                async for event in BedrockAgentCoreA2AConfig().handle_streaming(
+                    request_id="req-001",
+                    params=_params_with_context(CONTEXT_ID),
+                    litellm_params={**SAMPLE_LITELLM_PARAMS, A2A_USER_API_KEY_HASH_PARAM: KEY_HASH},
+                )
+            ]
+
+        assert events == [{"jsonrpc": "2.0", "id": "req-001", "result": {}}]
+        assert route.calls.last.request.headers[SESSION_HEADER] == _scoped(CONTEXT_ID, KEY_HASH)
+
+
 class TestNonStreaming:
     """Test end-to-end non-streaming flow."""
 
diff --git a/tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py b/tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py
index fbd7e36e298..b2cf253d164 100644
--- a/tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py
+++ b/tests/test_litellm/anthropic_interface/test_rust_bridge_messages.py
@@ -8,6 +8,7 @@ import pytest
 
 import litellm
 from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+from litellm.rust_bridge import configuration
 from litellm.types.llms.anthropic_messages.anthropic_response import (
     AnthropicMessagesResponse,
 )
@@ -109,43 +110,36 @@ class RaisingAsyncMessages:
 
 @pytest.fixture(autouse=True)
 def _reset_rust_flag():
-    litellm.use_litellm_rust(False, messages=None, amessages=None)
+    rust_messages.set_rust_messages(messages=None, amessages=None)
+    configuration.reset_rust_configuration()
     rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
     yield
-    litellm.use_litellm_rust(False, messages=None, amessages=None)
+    rust_messages.set_rust_messages(messages=None, amessages=None)
+    configuration.reset_rust_configuration()
     rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
 
 
 def test_load_rust_messages_returns_injected_impl():
     bridge = RecordingMessages()
-    litellm.use_litellm_rust(True, messages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(messages=bridge)
     assert rust_messages.load_rust_messages() is bridge
 
 
-def test_configuring_messages_does_not_enable_ocr():
+def test_bare_rust_still_toggles_ocr():
     from litellm.rust_bridge.ocr import rust_ocr_enabled
 
-    litellm.use_litellm_rust(False)
-    assert rust_ocr_enabled() is False
-
-    litellm.use_litellm_rust(True, messages=RecordingMessages())
-
-    assert rust_ocr_enabled() is False
-
-
-def test_bare_use_litellm_rust_still_toggles_ocr():
-    from litellm.rust_bridge.ocr import rust_ocr_enabled
-
-    litellm.use_litellm_rust(True)
+    litellm.rust(True)
     assert rust_ocr_enabled() is True
 
-    litellm.use_litellm_rust(False)
+    litellm.rust(False)
     assert rust_ocr_enabled() is False
 
 
 def test_load_rust_amessages_returns_injected_impl():
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
     assert rust_messages.load_rust_amessages() is bridge
 
 
@@ -155,7 +149,7 @@ def test_messages_wrapper_returns_none_when_bridge_absent(monkeypatch):
         "get_native_bridge",
         lambda: None,
     )
-    litellm.use_litellm_rust(True)
+    litellm.rust(True)
     assert rust_messages.load_rust_messages() is None
     result = rust_messages.messages(
         model="claude",
@@ -171,7 +165,8 @@ def test_messages_wrapper_returns_none_when_bridge_absent(monkeypatch):
 
 def test_messages_wrapper_forwards_args_and_converts_timeout():
     bridge = RecordingMessages()
-    litellm.use_litellm_rust(True, messages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(messages=bridge)
 
     response = rust_messages.messages(
         model="claude-sonnet-4-5",
@@ -198,7 +193,8 @@ def test_messages_wrapper_forwards_args_and_converts_timeout():
 @pytest.mark.asyncio
 async def test_amessages_wrapper_forwards_args():
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await rust_messages.amessages(
         model="claude-sonnet-4-5",
@@ -234,7 +230,8 @@ def _gate(**overrides):
 @pytest.mark.asyncio
 async def test_gate_invokes_rust_and_marks_response_header():
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate()
 
@@ -253,7 +250,8 @@ async def test_gate_invokes_rust_and_marks_response_header():
 @pytest.mark.asyncio
 async def test_gate_falls_back_to_python_when_bridge_raises():
     bridge = RaisingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate()
 
@@ -264,7 +262,7 @@ async def test_gate_falls_back_to_python_when_bridge_raises():
 @pytest.mark.asyncio
 async def test_gate_skips_rust_when_flag_absent():
     bridge = ExplodingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate(litellm_params=GenericLiteLLMParams(api_key="sk-azure"))
 
@@ -272,10 +270,23 @@ async def test_gate_skips_rust_when_flag_absent():
     assert bridge.calls == 0
 
 
+@pytest.mark.asyncio
+async def test_gate_uses_process_enable_without_request_override():
+    bridge = RecordingAsyncMessages()
+    rust_messages.set_rust_messages(amessages=bridge)
+    litellm.rust(True)
+
+    response = await _gate(litellm_params=GenericLiteLLMParams(api_key="sk-azure"))
+
+    assert response is not None
+    assert bridge.calls[0]["custom_llm_provider"] == "azure_ai"
+
+
 @pytest.mark.asyncio
 async def test_gate_skips_rust_when_flag_false():
     bridge = ExplodingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate(litellm_params=GenericLiteLLMParams(api_key="sk-azure", rust=False))
 
@@ -286,7 +297,8 @@ async def test_gate_skips_rust_when_flag_false():
 @pytest.mark.asyncio
 async def test_gate_invokes_rust_for_native_anthropic_provider():
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate(
         custom_llm_provider="anthropic",
@@ -305,7 +317,7 @@ async def test_gate_invokes_rust_for_native_anthropic_provider():
 @pytest.mark.asyncio
 async def test_gate_invokes_rust_when_env_var_set(monkeypatch):
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    rust_messages.set_rust_messages(amessages=bridge)
     monkeypatch.setenv("LITELLM_RUST", "1")
 
     response = await _gate(
@@ -320,7 +332,7 @@ async def test_gate_invokes_rust_when_env_var_set(monkeypatch):
 @pytest.mark.asyncio
 async def test_gate_env_var_falsey_does_not_enable(monkeypatch):
     bridge = ExplodingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    rust_messages.set_rust_messages(amessages=bridge)
     monkeypatch.setenv("LITELLM_RUST", "0")
 
     response = await _gate(
@@ -335,7 +347,8 @@ async def test_gate_env_var_falsey_does_not_enable(monkeypatch):
 @pytest.mark.asyncio
 async def test_gate_skips_rust_for_unsupported_provider():
     bridge = ExplodingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate(custom_llm_provider="openai")
 
@@ -346,7 +359,8 @@ async def test_gate_skips_rust_for_unsupported_provider():
 @pytest.mark.asyncio
 async def test_gate_skips_rust_for_agentic_hook():
     bridge = ExplodingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     response = await _gate(has_agentic_hook=True)
 
@@ -357,7 +371,8 @@ async def test_gate_skips_rust_for_agentic_hook():
 @pytest.mark.asyncio
 async def test_gate_streams_through_rust_when_eligible_and_strips_stream_flag():
     bridge = RecordingAsyncMessages()
-    litellm.use_litellm_rust(True, amessages=bridge)
+    litellm.rust(True)
+    rust_messages.set_rust_messages(amessages=bridge)
 
     streaming_body = {**REQUEST_BODY, "stream": True}
     response = await _gate(
@@ -394,7 +409,7 @@ async def test_gate_falls_back_when_bridge_unavailable(monkeypatch):
         "get_native_bridge",
         lambda: None,
     )
-    litellm.use_litellm_rust(True)
+    litellm.rust(True)
 
     response = await _gate()
 
diff --git a/tests/test_litellm/caching/test_caching.py b/tests/test_litellm/caching/test_caching.py
index 955b0e531bc..4d0ec0fb677 100644
--- a/tests/test_litellm/caching/test_caching.py
+++ b/tests/test_litellm/caching/test_caching.py
@@ -4,7 +4,7 @@ import re
 import pytest
 
 from litellm.caching.caching import Cache
-from litellm.types.caching import LiteLLMCacheType
+from litellm.types.caching import LiteLLMCacheType, SemanticCacheScope
 from litellm.types.utils import Embedding, EmbeddingResponse, Usage
 
 
@@ -80,12 +80,13 @@ def test_get_per_item_prompt_tokens_distributes_with_remainder():
     assert per_item == [4, 3, 3]
 
 
-def _semantic_cache():
+def _semantic_cache(**cache_kwargs):
     return Cache(
         type=LiteLLMCacheType.VALKEY_SEMANTIC,
         host="localhost",
         port="6379",
         similarity_threshold=0.8,
+        **cache_kwargs,
     )
 
 
@@ -139,6 +140,76 @@ def test_semantic_cache_key_isolates_tenants():
     assert key_a != key_team
 
 
+_SEMANTICALLY_IDENTICAL_PROMPTS = (
+    [{"role": "user", "content": "What color is the sky?"}],
+    [{"role": "user", "content": "Tell me the colour of the daytime sky."}],
+)
+
+
+def _end_user_keys(cache, metadata_field, *end_user_ids):
+    return [
+        cache.get_cache_key(
+            model="gpt-4o-mini",
+            messages=messages,
+            **{metadata_field: {"user_api_key": "hash-A", "user_api_key_end_user_id": end_user_id}},
+        )
+        for messages, end_user_id in zip(_SEMANTICALLY_IDENTICAL_PROMPTS, end_user_ids)
+    ]
+
+
+@pytest.mark.parametrize("metadata_field", ["metadata", "litellm_metadata"])
+def test_semantic_cache_key_shares_bucket_across_end_users_by_default(metadata_field):
+    key_alice, key_bob = _end_user_keys(_semantic_cache(), metadata_field, "alice", "bob")
+    assert key_alice == key_bob
+
+
+@pytest.mark.parametrize("metadata_field", ["metadata", "litellm_metadata"])
+def test_semantic_cache_key_isolates_end_users_under_end_user_scope(metadata_field):
+    cache = _semantic_cache(semantic_cache_scope="end_user")
+    key_alice, key_bob = _end_user_keys(cache, metadata_field, "alice", "bob")
+    key_alice_again, _ = _end_user_keys(cache, metadata_field, "alice", "alice")
+    assert key_alice != key_bob
+    assert key_alice == key_alice_again
+
+
+def test_semantic_cache_key_end_user_scope_without_end_user_falls_back_to_key_scope():
+    cache = _semantic_cache(semantic_cache_scope=SemanticCacheScope.END_USER)
+    messages = [{"role": "user", "content": "What color is the sky?"}]
+    key_scope_only = cache.get_cache_key(model="gpt-4o-mini", messages=messages, metadata={"user_api_key": "hash-A"})
+    end_user_absent = cache.get_cache_key(
+        model="gpt-4o-mini",
+        messages=messages,
+        metadata={"user_api_key": "hash-A", "user_api_key_end_user_id": None},
+    )
+    other_key = cache.get_cache_key(model="gpt-4o-mini", messages=messages, metadata={"user_api_key": "hash-B"})
+    key_alice, _ = _end_user_keys(cache, "metadata", "alice", "alice")
+    default_scope_key = _semantic_cache().get_cache_key(
+        model="gpt-4o-mini", messages=messages, metadata={"user_api_key": "hash-A"}
+    )
+    assert key_scope_only == end_user_absent == default_scope_key
+    assert key_scope_only != other_key
+    assert key_scope_only != key_alice
+
+
+def test_semantic_cache_key_reads_tenant_identity_from_litellm_metadata():
+    cache = _semantic_cache()
+    messages = [{"role": "user", "content": "What color is the sky?"}]
+    key_a = cache.get_cache_key(model="gpt-4o-mini", messages=messages, litellm_metadata={"user_api_key": "hash-A"})
+    key_b = cache.get_cache_key(model="gpt-4o-mini", messages=messages, litellm_metadata={"user_api_key": "hash-B"})
+    key_a_in_litellm_params = cache.get_cache_key(
+        model="gpt-4o-mini",
+        messages=messages,
+        litellm_params={"litellm_metadata": {"user_api_key": "hash-A"}},
+    )
+    assert key_a != key_b
+    assert key_a == key_a_in_litellm_params
+
+
+def test_semantic_cache_scope_rejects_unknown_value():
+    with pytest.raises(ValueError, match="'team' is not a valid SemanticCacheScope"):
+        _semantic_cache(semantic_cache_scope="team")
+
+
 def test_semantic_cache_key_still_separates_models_and_params():
     cache = _semantic_cache()
     messages = [{"role": "user", "content": "hi"}]
diff --git a/tests/test_litellm/caching/test_dual_cache.py b/tests/test_litellm/caching/test_dual_cache.py
index 47be139eb5e..ded3be26630 100644
--- a/tests/test_litellm/caching/test_dual_cache.py
+++ b/tests/test_litellm/caching/test_dual_cache.py
@@ -61,6 +61,137 @@ async def test_dual_cache_async_batch_get_cache_rolls_back_redis_reservation_on_
         assert "shared_b" not in dual_cache.last_redis_batch_access_time
 
 
+def _redis_mock_for_sync_batch(redis_result: dict) -> MagicMock:
+    mock_redis = MagicMock(spec=RedisCache)
+    mock_redis.batch_get_cache.return_value = redis_result
+    return mock_redis
+
+
+def _assert_sync_batch_used_blocking_client(dual_cache: DualCache, mock_redis: MagicMock) -> None:
+    with patch("asyncio.new_event_loop", side_effect=AssertionError("sync path must not create an event loop")):
+        result = dual_cache.batch_get_cache(keys=["lit6729_key"])
+
+    assert result == ["redis_value"]
+    mock_redis.batch_get_cache.assert_called_once_with(key_list=["lit6729_key"], parent_otel_span=None)
+    mock_redis.async_batch_get_cache.assert_not_called()
+    mock_redis.init_async_client.assert_not_called()
+    assert dual_cache.in_memory_cache.get_cache("lit6729_key") == "redis_value"
+
+
+@pytest.mark.asyncio
+async def test_dual_cache_batch_get_cache_uses_sync_redis_client_inside_running_loop():
+    """
+    Regression test for LIT-6729: sync batch_get_cache ran async_batch_get_cache on a
+    throwaway event loop, reusing an async Redis client created on another loop and
+    corrupting its connection pool. The sync path must use the blocking client, never
+    the async one, and never create an event loop, even when called from a coroutine
+    (e.g. async_raise_no_deployment_exception -> get_min_cooldown).
+    """
+    mock_redis = _redis_mock_for_sync_batch({"lit6729_key": "redis_value"})
+    dual_cache = DualCache(in_memory_cache=InMemoryCache(), redis_cache=mock_redis)
+
+    _assert_sync_batch_used_blocking_client(dual_cache, mock_redis)
+
+
+def test_dual_cache_batch_get_cache_uses_sync_redis_client_without_running_loop():
+    mock_redis = _redis_mock_for_sync_batch({"lit6729_key": "redis_value"})
+    dual_cache = DualCache(in_memory_cache=InMemoryCache(), redis_cache=mock_redis)
+
+    _assert_sync_batch_used_blocking_client(dual_cache, mock_redis)
+
+
+def test_dual_cache_batch_get_cache_only_reads_missing_keys_from_redis():
+    mock_redis = _redis_mock_for_sync_batch({"miss_key": "from_redis"})
+    dual_cache = DualCache(in_memory_cache=InMemoryCache(), redis_cache=mock_redis)
+    dual_cache.in_memory_cache.set_cache("hit_key", "from_memory")
+
+    result = dual_cache.batch_get_cache(keys=["hit_key", "miss_key"])
+
+    assert result == ["from_memory", "from_redis"]
+    mock_redis.batch_get_cache.assert_called_once_with(key_list=["miss_key"], parent_otel_span=None)
+
+
+def test_dual_cache_batch_get_cache_throttles_repeat_redis_reads():
+    mock_redis = _redis_mock_for_sync_batch({"absent_key": None})
+    dual_cache = DualCache(
+        in_memory_cache=InMemoryCache(), redis_cache=mock_redis, default_redis_batch_cache_expiry=10
+    )
+
+    first = dual_cache.batch_get_cache(keys=["absent_key"])
+    second = dual_cache.batch_get_cache(keys=["absent_key"])
+
+    assert first == [None]
+    assert second == [None]
+    mock_redis.batch_get_cache.assert_called_once()
+
+
+def test_dual_cache_batch_get_cache_rolls_back_redis_reservation_on_error():
+    mock_redis = MagicMock(spec=RedisCache)
+    mock_redis.batch_get_cache.side_effect = RuntimeError("redis unavailable")
+    dual_cache = DualCache(
+        in_memory_cache=InMemoryCache(), redis_cache=mock_redis, default_redis_batch_cache_expiry=10
+    )
+
+    first_result = dual_cache.batch_get_cache(keys=["shared_a"])
+    second_result = dual_cache.batch_get_cache(keys=["shared_a"])
+
+    assert first_result is None
+    assert second_result is None
+    assert mock_redis.batch_get_cache.call_count == 2
+    assert "shared_a" not in dual_cache.last_redis_batch_access_time
+
+
+def test_dual_cache_batch_get_cache_returns_memory_only_when_redis_read_is_throttled():
+    mock_redis = _redis_mock_for_sync_batch({"throttled_key": "redis_value"})
+    dual_cache = DualCache(
+        in_memory_cache=InMemoryCache(), redis_cache=mock_redis, default_redis_batch_cache_expiry=10
+    )
+    dual_cache.last_redis_batch_access_time["throttled_key"] = time.time()
+
+    result = dual_cache.batch_get_cache(keys=["throttled_key"])
+
+    assert result == [None]
+    mock_redis.batch_get_cache.assert_not_called()
+
+
+def test_dual_cache_sync_batch_redis_backfill_injects_default_in_memory_ttl():
+    """Sync batch_get_cache's Redis-to-memory backfill must honor
+    default_in_memory_ttl, same as the async path."""
+    in_memory_cache = InMemoryCache(default_ttl=600)
+    mock_redis = _redis_mock_for_sync_batch({"batch_backfill_key": "redis_value"})
+    dual_cache = DualCache(
+        in_memory_cache=in_memory_cache,
+        redis_cache=mock_redis,
+        default_in_memory_ttl=60,
+    )
+
+    before = time.time()
+    result = dual_cache.batch_get_cache(keys=["batch_backfill_key"])
+    after = time.time()
+
+    assert result == ["redis_value"]
+    expiry = in_memory_cache.ttl_dict["batch_backfill_key"]
+    assert expiry >= before + 60
+    assert expiry <= after + 60
+
+
+def test_dual_cache_batch_get_cache_forwards_explicit_ttl_to_backfill():
+    """An explicit ttl kwarg must reach the in-memory backfill flat, not nested
+    under a 'kwargs' key the way the old locals()-forwarding path sent it."""
+    in_memory_cache = InMemoryCache(default_ttl=600)
+    mock_redis = _redis_mock_for_sync_batch({"explicit_ttl_key": "redis_value"})
+    dual_cache = DualCache(in_memory_cache=in_memory_cache, redis_cache=mock_redis)
+
+    before = time.time()
+    result = dual_cache.batch_get_cache(keys=["explicit_ttl_key"], ttl=5)
+    after = time.time()
+
+    assert result == ["redis_value"]
+    expiry = in_memory_cache.ttl_dict["explicit_ttl_key"]
+    assert expiry >= before + 5
+    assert expiry <= after + 5
+
+
 @pytest.mark.asyncio
 async def test_dual_cache_async_set_cache_injects_default_in_memory_ttl():
     """
diff --git a/tests/test_litellm/caching/test_gcs_cache.py b/tests/test_litellm/caching/test_gcs_cache.py
index 6222cf4760a..4dba0e76a57 100644
--- a/tests/test_litellm/caching/test_gcs_cache.py
+++ b/tests/test_litellm/caching/test_gcs_cache.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 from unittest.mock import MagicMock, AsyncMock, patch
 
 import pytest
@@ -13,15 +14,12 @@ def mock_gcs_dependencies():
     mock_async_client = AsyncMock()
 
     with (
-        patch(
-            "litellm.caching.gcs_cache._get_httpx_client", return_value=mock_sync_client
+        patch.object(import_module("litellm.caching.gcs_cache"), "_get_httpx_client", return_value=mock_sync_client
         ),
-        patch(
-            "litellm.caching.gcs_cache.get_async_httpx_client",
+        patch.object(import_module("litellm.caching.gcs_cache"), "get_async_httpx_client",
             return_value=mock_async_client,
         ),
-        patch(
-            "litellm.caching.gcs_cache.GCSBucketBase.sync_construct_request_headers",
+        patch.object(import_module("litellm.caching.gcs_cache").GCSBucketBase, "sync_construct_request_headers",
             return_value={},
         ),
     ):
diff --git a/tests/test_litellm/caching/test_redis_cache.py b/tests/test_litellm/caching/test_redis_cache.py
index 487a64797d1..2f412e7382b 100644
--- a/tests/test_litellm/caching/test_redis_cache.py
+++ b/tests/test_litellm/caching/test_redis_cache.py
@@ -1,10 +1,10 @@
 import asyncio
-from unittest.mock import MagicMock, patch
+from collections.abc import Iterator
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
-from unittest.mock import AsyncMock
-
+from litellm._service_logger import ServiceLogging
 from litellm.caching.redis_cache import RedisCache
 
 
@@ -17,6 +17,17 @@ def redis_no_ping():
         yield
 
 
+@pytest.fixture
+def sync_batch_redis_cache(redis_no_ping):
+    with patch(  # test-quality-ok: RedisCache.__init__ builds its client eagerly, with no injection point
+        "litellm._redis.get_redis_client", return_value=MagicMock()
+    ) as get_client:
+        cache = RedisCache(host="127.0.0.1", port=6379)
+        cache.redis_client.mget.side_effect = OSError("redis unavailable")
+        get_client.assert_called_once()
+        yield cache
+
+
 @pytest.mark.parametrize(
     ("namespace", "key", "expected"),
     [
@@ -484,7 +495,7 @@ def _closed_port() -> int:
         pytest.param(lambda c: c.async_get_ttl("lit4930"), id="async_get_ttl"),
     ],
 )
-async def test_circuit_breaker_opens_when_method_swallows_redis_failure(redis_no_ping, call_method):
+async def test_circuit_breaker_opens_when_method_swallows_redis_failure(call_method):
     """A guarded method that swallows its own Redis error must still count as a failure.
 
     These methods catch connection errors and return a default so callers degrade instead
@@ -495,7 +506,7 @@ async def test_circuit_breaker_opens_when_method_swallows_redis_failure(redis_no
     """
     from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
 
-    cache = RedisCache(host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
+    cache = await asyncio.to_thread(RedisCache, host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
 
     for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
         await call_method(cache)
@@ -504,8 +515,175 @@ async def test_circuit_breaker_opens_when_method_swallows_redis_failure(redis_no
         await call_method(cache)
 
 
+def test_circuit_breaker_open_keeps_sync_batch_get_cache_as_a_miss(sync_batch_redis_cache):
+    """An open breaker must preserve the sync batch read's dictionary fallback."""
+    from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
+
+    for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
+        assert sync_batch_redis_cache.batch_get_cache(key_list=["lit6729"]) == {}
+
+    assert sync_batch_redis_cache.batch_get_cache(key_list=["lit6729"]) == {}
+
+
+@pytest.fixture
+def sync_batch_cache_with_service_logger(redis_no_ping: None) -> Iterator[tuple[RedisCache, ServiceLogging]]:
+    service_logger = ServiceLogging(mock_testing=True)
+    failing_client = MagicMock()
+    failing_client.mget.side_effect = OSError("redis unavailable")
+    with patch(  # test-quality-ok: RedisCache.__init__ builds its client eagerly, with no injection point
+        "litellm._redis.get_redis_client", return_value=failing_client
+    ):
+        cache = RedisCache(host="127.0.0.1", port=6379, service_logger_obj=service_logger)
+    yield cache, service_logger
+
+
 @pytest.mark.asyncio
-async def test_circuit_breaker_success_still_resets_the_failure_streak(redis_no_ping):
+async def test_sync_batch_get_cache_reports_a_failed_read_from_a_running_loop(
+    sync_batch_cache_with_service_logger: tuple[RedisCache, ServiceLogging],
+):
+    """A swallowed Redis failure must still be reported as a service failure event.
+
+    The routing strategies call this blocking read from inside the request's event loop,
+    and the read hides the Redis error by returning an empty dict. Without an emitted
+    failure event, litellm_redis_failed_requests_total stops moving during a Redis
+    outage while the success path keeps reporting, so the dashboards read healthy.
+    """
+    cache, service_logger = sync_batch_cache_with_service_logger
+
+    assert cache.batch_get_cache(key_list=["lit6729"]) == {}
+    await asyncio.sleep(0.05)
+
+    assert service_logger.mock_testing_sync_failure_hook == 1
+    assert service_logger.mock_testing_async_failure_hook == 1
+
+
+def test_sync_batch_get_cache_reports_a_failed_read_from_a_worker_thread(
+    sync_batch_cache_with_service_logger: tuple[RedisCache, ServiceLogging],
+):
+    """The same report must reach the async hook when the caller has no event loop at all."""
+    from concurrent.futures import ThreadPoolExecutor
+
+    cache, service_logger = sync_batch_cache_with_service_logger
+
+    with ThreadPoolExecutor(max_workers=1) as pool:
+        assert pool.submit(cache.batch_get_cache, key_list=["lit6729"]).result() == {}
+
+    assert service_logger.mock_testing_async_failure_hook == 1
+
+
+def test_sync_batch_get_cache_reports_a_failed_read_on_an_idle_event_loop(
+    sync_batch_cache_with_service_logger: tuple[RedisCache, ServiceLogging],
+):
+    """The report must also go out when the caller holds an open loop that is not running."""
+    cache, service_logger = sync_batch_cache_with_service_logger
+    loop = asyncio.new_event_loop()
+    try:
+        asyncio.set_event_loop(loop)
+        assert cache.batch_get_cache(key_list=["lit6729"]) == {}
+    finally:
+        asyncio.set_event_loop(None)
+        loop.close()
+
+    assert service_logger.mock_testing_async_failure_hook == 1
+
+
+def test_sync_batch_get_cache_survives_a_service_callback_that_raises(
+    sync_batch_cache_with_service_logger: tuple[RedisCache, ServiceLogging],
+    monkeypatch: pytest.MonkeyPatch,
+):
+    """A failing service callback must not replace the swallowed Redis failure.
+
+    A misconfigured callback raises while emitting (a datadog callback with no
+    DD_API_KEY raises at construction), and the failure event is emitted from inside
+    the except block that swallows the Redis error. If that exception escapes, a Redis
+    outage surfaces to routing as a callback error and the circuit breaker never
+    records the failed read.
+    """
+    from concurrent.futures import ThreadPoolExecutor
+
+    import litellm
+
+    from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
+
+    cache, service_logger = sync_batch_cache_with_service_logger
+    monkeypatch.setattr(litellm, "service_callback", ["prometheus_system"])
+    monkeypatch.setattr(
+        service_logger,
+        "init_prometheus_services_logger_if_none",
+        AsyncMock(side_effect=Exception("callback is misconfigured")),
+    )
+
+    for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
+        with ThreadPoolExecutor(max_workers=1) as pool:
+            assert pool.submit(cache.batch_get_cache, key_list=["lit6729"]).result() == {}
+
+    assert cache.batch_get_cache(key_list=["lit6729"]) == {}
+
+
+def test_call_stack_info_skips_breaker_guard_frames():
+    """Guarded methods must still report their real callers in service-log call_type.
+
+    The breaker guards put their own frames between a method body and its caller, so
+    without skipping them every guarded method logged the guard machinery instead of
+    who actually issued the Redis call.
+    """
+    from litellm.caching.redis_cache import (
+        RedisCircuitBreaker,
+        _get_call_stack_info,
+        _redis_circuit_breaker_guard_sync,
+    )
+
+    class Guarded:
+        _circuit_breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+
+        @_redis_circuit_breaker_guard_sync
+        def probe(self):
+            return _get_call_stack_info()
+
+    def caller_one():
+        return Guarded().probe()
+
+    def caller_two():
+        return caller_one()
+
+    assert caller_two() == "caller_one <- caller_two"
+
+
+def test_call_stack_info_skips_guard_frames_when_deployed_without_sources(monkeypatch):
+    """Guard-frame skipping must survive a bytecode-only deployment.
+
+    Shipping `.pyc` files without their `.py` sources leaves the module's `__file__` pointing
+    at the compiled file while every frame still carries the compile-time source path, so a
+    check comparing those two paths stops skipping and the service log then names the guard
+    machinery instead of the real caller.
+    """
+    from litellm.caching import redis_cache as redis_cache_module
+    from litellm.caching.redis_cache import (
+        RedisCircuitBreaker,
+        _get_call_stack_info,
+        _redis_circuit_breaker_guard_sync,
+    )
+
+    monkeypatch.setattr(redis_cache_module, "__file__", redis_cache_module.__file__ + "c")
+
+    class Guarded:
+        _circuit_breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60)
+
+        @_redis_circuit_breaker_guard_sync
+        def probe(self):
+            return _get_call_stack_info()
+
+    def caller_one():
+        return Guarded().probe()
+
+    def caller_two():
+        return caller_one()
+
+    assert caller_two() == "caller_one <- caller_two"
+
+
+@pytest.mark.asyncio
+async def test_circuit_breaker_success_still_resets_the_failure_streak():
     """A reachable Redis must keep the breaker closed, however many earlier calls failed.
 
     The guard now records success only when nothing failed while the method ran, so this
@@ -514,7 +692,7 @@ async def test_circuit_breaker_success_still_resets_the_failure_streak(redis_no_
     """
     from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
 
-    cache = RedisCache(host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
+    cache = await asyncio.to_thread(RedisCache, host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
 
     for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD - 1):
         await cache.async_get_cache("lit4930")
@@ -532,7 +710,7 @@ async def test_circuit_breaker_success_still_resets_the_failure_streak(redis_no_
 
 
 @pytest.mark.asyncio
-async def test_circuit_breaker_covers_lua_script_execution(redis_no_ping):
+async def test_circuit_breaker_covers_lua_script_execution():
     """Lua script execution must feed the breaker like every other Redis call.
 
     The v3 rate limiter issues all of its Redis traffic through async_register_script, so
@@ -544,7 +722,7 @@ async def test_circuit_breaker_covers_lua_script_execution(redis_no_ping):
 
     from litellm.constants import REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD
 
-    cache = RedisCache(host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
+    cache = await asyncio.to_thread(RedisCache, host="127.0.0.1", port=_closed_port(), socket_timeout=0.5)
     run_script = cache.async_register_script("return 1")
 
     for _ in range(REDIS_CIRCUIT_BREAKER_FAILURE_THRESHOLD):
@@ -580,7 +758,6 @@ async def test_concurrent_success_is_not_cancelled_by_another_calls_failure():
     async def swallows_a_failure():
         await asyncio.sleep(0.02)
         _record_swallowed_redis_failure(breaker, RedisConnectionError("redis unreachable"))
-        return None
 
     async def succeeds_while_the_other_fails():
         await asyncio.sleep(0.05)
@@ -602,7 +779,7 @@ async def test_concurrent_success_is_not_cancelled_by_another_calls_failure():
     "error, opens_breaker",
     [
         pytest.param("ConnectionError", True, id="connection_refused_is_unhealthy"),
-        pytest.param("TimeoutError", True, id="timeout_is_unhealthy"),
+        pytest.param("TimeoutError", False, id="timeout_burst_is_ambiguous"),
         pytest.param("BusyLoadingError", True, id="loading_is_unhealthy"),
         pytest.param("ResponseError", False, id="wrong_type_command_is_not"),
         pytest.param("DataError", False, id="bad_data_is_not"),
@@ -614,6 +791,10 @@ async def test_only_connectivity_failures_open_the_breaker(error, opens_breaker)
     They say nothing about connectivity, and a caller able to provoke them (an INCR against
     a non-numeric value, say) could otherwise trip the shared breaker on demand and drop
     rate limiting to per-process counters, which spreading traffic across replicas outruns.
+
+    A rapid burst of timeouts is ambiguous too: the async timeout includes event-loop
+    scheduling delay, so a loop stall times out every queued call at once against a
+    healthy Redis. It must not open the breaker until the streak spans a minimum duration.
     """
     import redis.exceptions
 
@@ -633,3 +814,158 @@ async def test_only_connectivity_failures_open_the_breaker(error, opens_breaker)
         await _run_under_circuit_breaker(breaker, "op", failing_call)
 
     assert breaker.is_open() is opens_breaker
+
+
+@pytest.mark.asyncio
+async def test_event_loop_stall_timeout_burst_keeps_breaker_closed():
+    """One blocking stall of the worker event loop must not trip the breaker.
+
+    Every operation already waiting on the loop times out together when the loop resumes,
+    so a purely consecutive threshold is satisfied instantly even though the Redis on the
+    other end (here an in-process fake that answers immediately) is healthy.
+
+    The fake checks its own client deadline against the clock, the way a client library
+    does, rather than wrapping the call in asyncio.wait_for: before 3.12 wait_for returns
+    the inner result when the inner future also completed during the stall, so the burst
+    never materialises and the test cannot exercise the duration gate.
+    """
+    import time as time_mod
+
+    from redis.exceptions import TimeoutError as RedisTimeoutError
+
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _run_under_circuit_breaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60, timeout_min_duration=5.0)
+
+    async def healthy_redis_call_with_client_timeout():
+        deadline = time_mod.monotonic() + 0.05
+        await asyncio.sleep(0.001)
+        if time_mod.monotonic() > deadline:
+            raise RedisTimeoutError("read timed out")
+        return "ok"
+
+    async def stall_the_loop():
+        await asyncio.sleep(0)
+        time_mod.sleep(0.2)
+
+    results = await asyncio.gather(
+        *(_run_under_circuit_breaker(breaker, "op", healthy_redis_call_with_client_timeout) for _ in range(8)),
+        stall_the_loop(),
+        return_exceptions=True,
+    )
+    timeouts = [r for r in results if isinstance(r, RedisTimeoutError)]
+    assert len(timeouts) >= breaker.failure_threshold, "the stall must time out a full burst"
+
+    assert breaker.is_open() is False, "a healthy Redis behind one loop stall must stay in the pool"
+    assert await _run_under_circuit_breaker(breaker, "op", healthy_redis_call_with_client_timeout) == "ok"
+
+
+@pytest.mark.asyncio
+async def test_persistent_timeouts_still_open_the_breaker():
+    """A real outage that surfaces only as timeouts must still open the breaker.
+
+    Once the timeout-only streak spans the minimum duration with no success in between,
+    Redis is genuinely unusable from this worker and protection has to kick in.
+    """
+    from redis.exceptions import TimeoutError as RedisTimeoutError
+
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _run_under_circuit_breaker
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60, timeout_min_duration=0.1)
+
+    async def timing_out_call():
+        raise RedisTimeoutError("read timed out")
+
+    for _ in range(breaker.failure_threshold):
+        with pytest.raises(RedisTimeoutError):
+            await _run_under_circuit_breaker(breaker, "op", timing_out_call)
+    assert breaker.is_open() is False, "the burst has not spanned the minimum duration yet"
+
+    await asyncio.sleep(0.12)
+    with pytest.raises(RedisTimeoutError):
+        await _run_under_circuit_breaker(breaker, "op", timing_out_call)
+
+    assert breaker.is_open() is True
+
+
+@pytest.mark.asyncio
+async def test_stale_timeout_does_not_let_sub_threshold_hard_failures_open_the_breaker():
+    """Hard connectivity failures below the threshold must not open the breaker just
+    because an old timeout already started the streak and the duration has elapsed.
+
+    Each class has to earn the open on its own terms: hard failures by reaching the
+    threshold, timeouts by reaching the threshold and spanning the minimum duration.
+    """
+    from redis.exceptions import ConnectionError as RedisConnectionError
+    from redis.exceptions import TimeoutError as RedisTimeoutError
+
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _is_redis_timeout_failure
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60, timeout_min_duration=0.05)
+
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisTimeoutError("read timed out")))
+    await asyncio.sleep(0.06)
+    for _ in range(breaker.failure_threshold - 1):
+        breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisConnectionError("refused")))
+    assert breaker.is_open() is False, "2 hard failures and 1 stale timeout are below both thresholds"
+
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisConnectionError("refused")))
+    assert breaker.is_open() is True, "the threshold-th hard failure must still open it"
+
+
+@pytest.mark.asyncio
+async def test_hard_failure_resets_timeout_streak_so_a_later_burst_must_earn_its_own_duration():
+    """A stale timeout followed by hard failures must not pre-age the duration gate:
+    a later short timeout burst has to span timeout_min_duration on its own.
+    """
+    from redis.exceptions import ConnectionError as RedisConnectionError
+    from redis.exceptions import TimeoutError as RedisTimeoutError
+
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _is_redis_timeout_failure
+
+    breaker = RedisCircuitBreaker(failure_threshold=3, recovery_timeout=60, timeout_min_duration=0.05)
+
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisTimeoutError("read timed out")))
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisConnectionError("refused")))
+    await asyncio.sleep(0.06)
+    for _ in range(breaker.failure_threshold):
+        breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisTimeoutError("read timed out")))
+    assert breaker.is_open() is False, "the burst is instantaneous, so the duration gate must hold it closed"
+
+    await asyncio.sleep(0.06)
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisTimeoutError("read timed out")))
+    assert breaker.is_open() is True, "the same run of timeouts persisting past the duration must open it"
+
+
+@pytest.mark.asyncio
+async def test_breaker_metrics_track_state_and_failure_class():
+    """Breaker accounting must be observable: failure class, transitions, and state."""
+    from prometheus_client import REGISTRY
+    from redis.exceptions import ConnectionError as RedisConnectionError
+    from redis.exceptions import TimeoutError as RedisTimeoutError
+
+    from litellm.caching.redis_cache import RedisCircuitBreaker, _is_redis_timeout_failure
+
+    def sample(name, labels=None):
+        return REGISTRY.get_sample_value(name, labels) or 0.0
+
+    timeout_before = sample("litellm_redis_circuit_breaker_failures_total", {"failure_class": "timeout"})
+    hard_before = sample("litellm_redis_circuit_breaker_failures_total", {"failure_class": "connectivity"})
+    opened_before = sample("litellm_redis_circuit_breaker_transitions_total", {"state": "open"})
+    open_gauge_before = sample("litellm_redis_circuit_breaker_state", {"state": "open"})
+    closed_gauge_before = sample("litellm_redis_circuit_breaker_state", {"state": "closed"})
+
+    breaker = RedisCircuitBreaker(failure_threshold=2, recovery_timeout=60, timeout_min_duration=5.0)
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisTimeoutError("t")))
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisConnectionError("refused")))
+    breaker.record_failure(is_timeout=_is_redis_timeout_failure(RedisConnectionError("refused")))
+
+    assert sample("litellm_redis_circuit_breaker_failures_total", {"failure_class": "timeout"}) == timeout_before + 1
+    assert sample("litellm_redis_circuit_breaker_failures_total", {"failure_class": "connectivity"}) == hard_before + 2
+    assert sample("litellm_redis_circuit_breaker_transitions_total", {"state": "open"}) == opened_before + 1
+    assert sample("litellm_redis_circuit_breaker_state", {"state": "open"}) == open_gauge_before + 1
+    assert sample("litellm_redis_circuit_breaker_state", {"state": "closed"}) == closed_gauge_before
+
+    breaker.record_success()
+    assert sample("litellm_redis_circuit_breaker_state", {"state": "open"}) == open_gauge_before
+    assert sample("litellm_redis_circuit_breaker_state", {"state": "closed"}) == closed_gauge_before + 1
diff --git a/tests/test_litellm/caching/test_redis_cluster_cache.py b/tests/test_litellm/caching/test_redis_cluster_cache.py
index 372425aa9fa..0763b5110d5 100644
--- a/tests/test_litellm/caching/test_redis_cluster_cache.py
+++ b/tests/test_litellm/caching/test_redis_cluster_cache.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 import json
 from unittest.mock import MagicMock, patch
 
@@ -64,7 +65,7 @@ async def test_redis_cluster_async_batch_get(mock_init_redis_cluster):
 
 @patch("litellm._redis.get_redis_connection_pool")
 @patch("litellm._redis.get_redis_client")
-@patch("litellm.caching.redis_cache.RedisCache._setup_health_pings")
+@patch.object(import_module("litellm.caching.redis_cache").RedisCache, "_setup_health_pings")
 def test_cache_init_creates_cluster_cache_from_env_var(
     mock_health, mock_get_client, mock_get_pool, monkeypatch
 ):
@@ -91,7 +92,7 @@ def test_cache_init_creates_cluster_cache_from_env_var(
 
 @patch("litellm._redis.get_redis_connection_pool")
 @patch("litellm._redis.get_redis_client")
-@patch("litellm.caching.redis_cache.RedisCache._setup_health_pings")
+@patch.object(import_module("litellm.caching.redis_cache").RedisCache, "_setup_health_pings")
 def test_cache_init_creates_redis_cache_without_cluster_config(
     mock_health, mock_get_client, mock_get_pool, monkeypatch
 ):
diff --git a/tests/test_litellm/caching/test_redis_cluster_node_isolation.py b/tests/test_litellm/caching/test_redis_cluster_node_isolation.py
index c16ceec8c31..9ebc3673ab6 100644
--- a/tests/test_litellm/caching/test_redis_cluster_node_isolation.py
+++ b/tests/test_litellm/caching/test_redis_cluster_node_isolation.py
@@ -5,20 +5,26 @@ CLIENT PAUSE) showed 100% of concurrent commands to the other two, untouched nod
 stalling for the full pause duration before this fix, and zero after -- these tests pin
 the same behavior at the unit level so it can run without a live Redis Cluster."""
 
+import asyncio
 from typing import TYPE_CHECKING
-from unittest.mock import AsyncMock
+from unittest.mock import AsyncMock, Mock, patch
 
 import pytest
 from redis.exceptions import (
+    AskError,
     BusyLoadingError,
     ClusterDownError,
+    ClusterError,
     MaxConnectionsError,
     MovedError,
+    TryAgainError,
 )
 from redis.exceptions import (
     ConnectionError as RedisConnectionError,
 )
-from redis.exceptions import TimeoutError as RedisTimeoutError
+from redis.exceptions import (
+    TimeoutError as RedisTimeoutError,
+)
 
 from litellm.caching.redis_cluster_node_isolation import (
     get_litellm_async_redis_cluster_class,
@@ -39,10 +45,35 @@ class _NodeClassWithoutPerConnectionRecovery:
 class _FakeClusterNode:
     def __init__(self, name: str, raises: Exception | None = None, response: object = None) -> None:
         self.name = name
-        self.execute_command = AsyncMock(side_effect=raises, return_value=response)
+
+        async def execute_command(*args: object, **kwargs: object) -> object:
+            await asyncio.sleep(0)
+            if raises is not None:
+                raise raises
+            return response
+
+        self.execute_command = AsyncMock(side_effect=execute_command)
         self.disconnect = AsyncMock()
 
 
+class _Fake8xRedisCluster:
+    def __init__(self) -> None:
+        self._initialize = False
+
+    async def _execute_command(
+        self, target_node: _FakeClusterNode, *args: object, **kwargs: object
+    ) -> object:
+        try:
+            return await target_node.execute_command(*args, **kwargs)
+        except (RedisConnectionError, RedisTimeoutError):
+            self._initialize = True
+            await asyncio.sleep(0)
+            raise
+
+    async def aclose(self) -> None:
+        self._initialize = True
+
+
 class _FakeNodesManager:
     def __init__(self, node_to_return: _FakeClusterNode) -> None:
         self._moved_exception: object = None
@@ -68,31 +99,198 @@ def _build_cluster_instance() -> "_AsyncRedisClusterType":
     return instance
 
 
-def test_per_connection_recovery_redis_py_gets_the_unmodified_upstream_class() -> None:
-    """Regression (redis-py 8.x): when upstream ClusterNode already recovers a node-level
-    connection error per-connection, the factory must NOT install the copied override,
-    whose node.disconnect() also kills connections other coroutines are mid-operation on."""
-    from redis.asyncio.cluster import RedisCluster
-
+def _build_8x_cluster_instance() -> _Fake8xRedisCluster:
     cluster_cls = get_litellm_async_redis_cluster_class(
-        cluster_node_class=_NodeClassWithPerConnectionRecovery
+        cluster_node_class=_NodeClassWithPerConnectionRecovery,
+        base_cluster_class=_Fake8xRedisCluster,
+    )
+    return cluster_cls()
+
+
+def test_unverified_redis_version_logs_warning(caplog: pytest.LogCaptureFixture) -> None:
+    import redis
+
+    with patch.object(redis, "__version__", "8.0.1"):
+        get_litellm_async_redis_cluster_class(cluster_node_class=_NodeClassWithoutPerConnectionRecovery)
+
+    assert "not in the set this cluster-teardown-storm fix was verified against" in caplog.text
+
+
+@pytest.mark.asyncio
+async def test_single_timeout_does_not_request_topology_reinit() -> None:
+    error = RedisTimeoutError("timeout")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command.side_effect = error
+    instance = _build_8x_cluster_instance()
+
+    with pytest.raises(RedisTimeoutError) as exc_info:
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert exc_info.value is error
+    assert instance._initialize is False
+
+
+@pytest.mark.asyncio
+async def test_connection_error_preserves_upstream_topology_reinit() -> None:
+    error = RedisConnectionError("connection error")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command.side_effect = error
+    instance = _build_8x_cluster_instance()
+
+    with pytest.raises(RedisConnectionError) as exc_info:
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert exc_info.value is error
+    assert instance._initialize is True
+
+
+@pytest.mark.asyncio
+async def test_three_consecutive_timeouts_request_topology_reinit_and_reset_counter() -> None:
+    errors = [
+        RedisTimeoutError("timeout-1"),
+        RedisTimeoutError("timeout-2"),
+        RedisTimeoutError("timeout-3"),
+    ]
+    fourth_error = RedisTimeoutError("timeout-4")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command.side_effect = [*errors, fourth_error]
+    instance = _build_8x_cluster_instance()
+
+    for error in errors:
+        with pytest.raises(RedisTimeoutError) as exc_info:
+            await instance._execute_command(target_node, "GET", "k")
+        assert exc_info.value is error
+
+    assert instance._initialize is True
+    instance._initialize = False
+
+    with pytest.raises(RedisTimeoutError) as exc_info:
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert exc_info.value is fourth_error
+    assert instance._initialize is False
+
+
+@pytest.mark.asyncio
+async def test_success_resets_consecutive_timeout_counter() -> None:
+    errors = [RedisTimeoutError("timeout-1"), RedisTimeoutError("timeout-2")]
+    final_error = RedisTimeoutError("timeout-3")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command.side_effect = [*errors, b"value", final_error]
+    instance = _build_8x_cluster_instance()
+
+    for error in errors:
+        with pytest.raises(RedisTimeoutError) as exc_info:
+            await instance._execute_command(target_node, "GET", "k")
+        assert exc_info.value is error
+        assert instance._initialize is False
+
+    result = await instance._execute_command(target_node, "GET", "k")
+    assert result == b"value"
+    assert instance._initialize is False
+
+    with pytest.raises(RedisTimeoutError) as exc_info:
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert exc_info.value is final_error
+    assert instance._initialize is False
+
+
+@pytest.mark.asyncio
+async def test_timeout_counters_are_per_node() -> None:
+    node_a_errors = [RedisTimeoutError("node-a-1"), RedisTimeoutError("node-a-2")]
+    node_b_error = RedisTimeoutError("node-b-1")
+    node_a = _FakeClusterNode("node-a")
+    node_b = _FakeClusterNode("node-b")
+    node_a.execute_command.side_effect = node_a_errors
+    node_b.execute_command.side_effect = node_b_error
+    instance = _build_8x_cluster_instance()
+
+    for target_node, error in (
+        (node_a, node_a_errors[0]),
+        (node_b, node_b_error),
+        (node_a, node_a_errors[1]),
+    ):
+        with pytest.raises(RedisTimeoutError) as exc_info:
+            await instance._execute_command(target_node, "GET", "k")
+        assert exc_info.value is error
+
+    assert instance._initialize is False
+
+
+@pytest.mark.asyncio
+async def test_timeout_does_not_clear_concurrent_topology_reinit_request() -> None:
+    error = RedisTimeoutError("timeout")
+    instance = _build_8x_cluster_instance()
+
+    async def request_reinit(*args: object, **kwargs: object) -> object:
+        await instance.aclose()
+        raise error
+
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command.side_effect = request_reinit
+
+    with pytest.raises(RedisTimeoutError) as exc_info:
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert exc_info.value is error
+    assert instance._initialize is True
+
+
+@pytest.mark.asyncio
+async def test_tolerated_timeout_does_not_erase_concurrent_connection_error_reinit() -> None:
+    instance = _build_8x_cluster_instance()
+    failing_node = _FakeClusterNode("node-a", raises=RedisConnectionError("gone"))
+    slow_node = _FakeClusterNode("node-b", raises=RedisTimeoutError("slow"))
+
+    results = await asyncio.gather(
+        instance._execute_command(failing_node, "GET", "a"),
+        instance._execute_command(slow_node, "GET", "b"),
+        return_exceptions=True,
     )
 
-    assert cluster_cls is RedisCluster
+    assert isinstance(results[0], RedisConnectionError)
+    assert isinstance(results[1], RedisTimeoutError)
+    assert instance._initialize is True
 
 
-def test_pre_recovery_redis_py_still_gets_the_node_isolation_override() -> None:
-    """Old redis-py (5.x) responds to a node-level error with a full-cluster aclose(),
-    so those versions must keep litellm's per-node isolation override."""
-    from redis.asyncio.cluster import RedisCluster
+@pytest.mark.asyncio
+async def test_overlapping_tolerated_timeouts_do_not_request_topology_reinit() -> None:
+    instance = _build_8x_cluster_instance()
+    node_a = _FakeClusterNode("node-a", raises=RedisTimeoutError("slow-a"))
+    node_b = _FakeClusterNode("node-b", raises=RedisTimeoutError("slow-b"))
 
-    cluster_cls = get_litellm_async_redis_cluster_class(
-        cluster_node_class=_NodeClassWithoutPerConnectionRecovery
+    results = await asyncio.gather(
+        instance._execute_command(node_a, "GET", "a"),
+        instance._execute_command(node_b, "GET", "b"),
+        return_exceptions=True,
     )
 
-    assert cluster_cls is not RedisCluster
-    assert issubclass(cluster_cls, RedisCluster)
-    assert "_execute_command" in cluster_cls.__dict__
+    assert all(isinstance(result, RedisTimeoutError) for result in results)
+    assert instance._initialize is False
+
+
+@pytest.mark.asyncio
+async def test_tolerated_timeout_does_not_clear_pending_reinit() -> None:
+    instance = _build_8x_cluster_instance()
+    instance._initialize = True
+    target_node = _FakeClusterNode("node-a", raises=RedisTimeoutError("slow"))
+
+    with pytest.raises(RedisTimeoutError):
+        await instance._execute_command(target_node, "GET", "k")
+
+    assert instance._initialize is True
+
+
+@pytest.mark.asyncio
+async def test_success_returns_value_without_topology_reinit() -> None:
+    target_node = _FakeClusterNode("node-a", response=b"value")
+    instance = _build_8x_cluster_instance()
+
+    result = await instance._execute_command(target_node, "GET", "k")
+
+    assert result == b"value"
+    assert instance._initialize is False
 
 
 @pytest.mark.asyncio
@@ -110,6 +308,48 @@ async def test_node_level_error_resets_only_that_node_not_the_whole_client(error
     instance.aclose.assert_not_awaited()
 
 
+@pytest.mark.asyncio
+async def test_moved_error_retries_without_full_reinit_before_threshold() -> None:
+    moved_error = MovedError("1 127.0.0.1:7001")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command = AsyncMock(side_effect=[moved_error, b"value"])
+    instance = _build_cluster_instance()
+    instance.RedisClusterRequestTTL = 2
+    instance.nodes_manager = _FakeNodesManager(node_to_return=target_node)
+    instance._determine_slot = AsyncMock(return_value=0)
+
+    result = await instance._execute_command(target_node, "GET", "k")
+
+    assert result == b"value"
+    assert instance.nodes_manager._moved_exception is moved_error
+    instance.aclose.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_ask_error_sends_asking_and_retries_on_redirected_node() -> None:
+    ask_error = AskError("0 127.0.0.1:7001")
+    target_node = _FakeClusterNode("node-a")
+    target_node.execute_command = AsyncMock(side_effect=[ask_error, None, b"value"])
+    instance = _build_cluster_instance()
+    instance.RedisClusterRequestTTL = 2
+    instance.get_node = Mock(return_value=target_node)
+
+    result = await instance._execute_command(target_node, "GET", "k")
+
+    assert result == b"value"
+    instance.get_node.assert_called_once_with(node_name="127.0.0.1:7001")
+
+
+@pytest.mark.asyncio
+async def test_try_again_error_exhausts_ttl() -> None:
+    target_node = _FakeClusterNode("node-a", raises=TryAgainError("try again"))
+    instance = _build_cluster_instance()
+    instance.RedisClusterRequestTTL = 2
+
+    with pytest.raises(ClusterError):
+        await instance._execute_command(target_node, "GET", "k")
+
+
 @pytest.mark.asyncio
 async def test_successful_command_touches_neither_disconnect_nor_aclose() -> None:
     target_node = _FakeClusterNode("node-a", response=b"v")
diff --git a/tests/test_litellm/caching/test_redis_connection_pool.py b/tests/test_litellm/caching/test_redis_connection_pool.py
index 54dbe5361d7..74f7901cb7b 100644
--- a/tests/test_litellm/caching/test_redis_connection_pool.py
+++ b/tests/test_litellm/caching/test_redis_connection_pool.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -92,7 +93,7 @@ def _make_redis_cache():
     patches = [
         patch("litellm._redis.get_redis_client", return_value=mock_sync_client),
         patch("litellm._redis.get_redis_connection_pool", return_value=mock_async_pool),
-        patch("litellm.caching.redis_cache.RedisCache._setup_health_pings"),
+        patch.object(import_module("litellm.caching.redis_cache").RedisCache, "_setup_health_pings"),
     ]
     for p in patches:
         p.start()
diff --git a/tests/test_litellm/caching/test_redis_semantic_cache.py b/tests/test_litellm/caching/test_redis_semantic_cache.py
index be4367fd8bd..df990c43530 100644
--- a/tests/test_litellm/caching/test_redis_semantic_cache.py
+++ b/tests/test_litellm/caching/test_redis_semantic_cache.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 import sys
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -1453,7 +1454,7 @@ def test_cache_forwards_semantic_cache_embedding_timeout():
     from litellm.caching.caching import Cache
     from litellm.types.caching import LiteLLMCacheType
 
-    with patch("litellm.caching.caching.RedisSemanticCache") as backend:
+    with patch.object(import_module("litellm.caching.caching"), "RedisSemanticCache") as backend:
         Cache(
             type=LiteLLMCacheType.REDIS_SEMANTIC,
             similarity_threshold=0.8,
diff --git a/tests/test_litellm/caching/test_s3_cache.py b/tests/test_litellm/caching/test_s3_cache.py
index f9a0b165e12..f86f2da30ef 100644
--- a/tests/test_litellm/caching/test_s3_cache.py
+++ b/tests/test_litellm/caching/test_s3_cache.py
@@ -258,11 +258,9 @@ async def test_s3_cache_async_set_cache_pipeline(mock_s3_dependencies):
 
     # Verify each call
     calls = cache.s3_client.put_object.call_args_list
-    for i, (key, value) in enumerate(cache_list):
-        call_args = calls[i][1]
-        assert call_args["Bucket"] == "test-bucket"
-        assert call_args["Key"] == key
-        assert call_args["Body"] == json.dumps(value)
+    assert {(call.kwargs["Bucket"], call.kwargs["Key"], call.kwargs["Body"]) for call in calls} == {
+        ("test-bucket", key, json.dumps(value)) for key, value in cache_list
+    }
 
 
 @pytest.mark.asyncio
@@ -285,10 +283,12 @@ async def test_s3_cache_concurrent_async_operations(mock_s3_dependencies):
 
     # Verify each call had correct parameters
     calls = cache.s3_client.put_object.call_args_list
-    for i, call in enumerate(calls):
-        call_args = call[1]
-        assert call_args["Bucket"] == "test-bucket"
-        assert f"concurrent_key_{i}" == call_args["Key"]
+    assert {call.kwargs["Key"] for call in calls} == {f"concurrent_key_{i}" for i in range(5)}
+    for call in calls:
+        assert call.kwargs["Bucket"] == "test-bucket"
+        payload = json.loads(call.kwargs["Body"])
+        assert call.kwargs["Key"] == f"concurrent_key_{payload['id']}"
+        assert payload["data"] == f"test_data_{payload['id']}"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py b/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py
index 21b60d7a216..6590718878d 100644
--- a/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py
+++ b/tests/test_litellm/completion_extras/litellm_responses_transformation/test_completion_extras_litellm_responses_transformation_transformation.py
@@ -1295,6 +1295,19 @@ def test_text_plus_tool_calls_sequence():
 # =============================================================================
 
 
+def test_developer_message_content_uses_input_text():
+    handler = LiteLLMResponsesTransformationHandler()
+
+    input_items, instructions = handler.convert_chat_completion_messages_to_responses_api(
+        [{"role": "developer", "content": "Always answer in French."}]
+    )
+
+    assert instructions is None
+    assert input_items == [
+        {"type": "message", "role": "developer", "content": [{"type": "input_text", "text": "Always answer in French."}]}
+    ]
+
+
 def test_tool_message_output_uses_input_text_not_output_text():
     """
     Test that tool message content uses input_text type, not output_text.
diff --git a/tests/test_litellm/containers/test_container_api.py b/tests/test_litellm/containers/test_container_api.py
index 885c4cd294a..16a3844431e 100644
--- a/tests/test_litellm/containers/test_container_api.py
+++ b/tests/test_litellm/containers/test_container_api.py
@@ -152,6 +152,42 @@ class TestContainerAPI:
             assert response.id == "cntr_async_123"
             assert response.name == "Async Test Container"
 
+    @pytest.mark.asyncio
+    async def test_acreate_container_encodes_router_model_id(self):
+        """
+        The async handler returns a coroutine, so the managed-ID encoding must run
+        after it resolves. Otherwise follow-up calls (retrieve/delete/files) lose the
+        deployment and fall back to global provider credentials.
+        """
+        upstream_response = ContainerObject(
+            id="cntr_upstream_123",
+            object="container",
+            created_at=1747857508,
+            status="running",
+            expires_after={"anchor": "last_active_at", "minutes": 20},
+            last_active_at=1747857508,
+            name="Routed Container",
+        )
+
+        async def _resolve_upstream():
+            return upstream_response
+
+        with patch.object(  # test-quality-ok: create_container exposes no client seam, only the handler
+            base_llm_http_handler,
+            "container_create_handler",
+            side_effect=lambda **kwargs: _resolve_upstream() if kwargs["_is_async"] else upstream_response,
+        ):
+            response = await acreate_container(
+                name="Routed Container",
+                custom_llm_provider="openai",
+                litellm_metadata={"model_info": {"id": "deployment-abc"}},
+            )
+
+        decoded = ResponsesAPIRequestUtils._decode_container_id(response.id)
+        assert decoded["model_id"] == "deployment-abc"
+        assert decoded["custom_llm_provider"] == "openai"
+        assert decoded["response_id"] == "cntr_upstream_123"
+
     @pytest.mark.asyncio
     async def test_alist_containers_basic(self):
         """Test basic async container listing functionality."""
diff --git a/tests/test_litellm/containers/test_container_proxy_ownership.py b/tests/test_litellm/containers/test_container_proxy_ownership.py
index 176405bb9ca..38988d65c04 100644
--- a/tests/test_litellm/containers/test_container_proxy_ownership.py
+++ b/tests/test_litellm/containers/test_container_proxy_ownership.py
@@ -1,7 +1,7 @@
 import json
 import sys
 from types import SimpleNamespace
-from unittest.mock import AsyncMock
+from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 from fastapi import HTTPException
@@ -242,110 +242,156 @@ async def test_should_not_reassign_existing_container_to_different_owner(monkeyp
     table.update.assert_not_awaited()
 
 
-@pytest.mark.asyncio
-async def test_should_filter_container_list_to_owned_records(monkeypatch):
+def _owned_containers_in_db(monkeypatch, *model_object_ids: str) -> AsyncMock:
     table = AsyncMock()
-    table.find_many.return_value = [
-        SimpleNamespace(model_object_id="container:openai:cntr_owned"),
-    ]
-    prisma_client = SimpleNamespace(
-        db=SimpleNamespace(litellm_managedobjecttable=table)
-    )
+    table.find_many.return_value = [SimpleNamespace(model_object_id=object_id) for object_id in model_object_ids]
     monkeypatch.setattr(
         ownership,
         "_get_prisma_client",
-        AsyncMock(return_value=prisma_client),
+        AsyncMock(return_value=SimpleNamespace(db=SimpleNamespace(litellm_managedobjecttable=table))),
     )
-    auth = UserAPIKeyAuth(user_id="user-1")
-    response = ContainerListResponse(
+    return table
+
+
+def _upstream(pages_by_after):
+    calls = []
+
+    async def fetch_page(after, limit):
+        calls.append((after, limit))
+        return pages_by_after[after]
+
+    return fetch_page, calls
+
+
+def _page(*container_ids: str, has_more: bool) -> ContainerListResponse:
+    return ContainerListResponse(
         object="list",
-        data=[_container("cntr_owned"), _container("cntr_other")],
-        has_more=True,
+        data=[_container(container_id) for container_id in container_ids],
+        has_more=has_more,
     )
 
-    filtered = await ownership.filter_container_list_response(
-        response=response,
-        user_api_key_dict=auth,
+
+async def _list_owned(fetch_page, after=None, limit=None):
+    return await ownership.list_owned_containers(
+        fetch_page=fetch_page,
+        after=after,
+        limit=limit,
+        user_api_key_dict=UserAPIKeyAuth(user_id="user-1"),
         custom_llm_provider="openai",
     )
 
-    assert [item.id for item in filtered.data] == ["cntr_owned"]
-    assert filtered.first_id == "cntr_owned"
-    assert filtered.last_id == "cntr_owned"
-    assert filtered.has_more is False
+
+@pytest.mark.asyncio
+async def test_should_page_upstream_until_owned_containers_fill_the_limit(monkeypatch):
+    table = _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned")
+    fetch_page, calls = _upstream(
+        {
+            None: _page("cntr_other_1", "cntr_other_2", has_more=True),
+            "cntr_other_2": _page("cntr_owned", has_more=False),
+        }
+    )
+
+    listed = await _list_owned(fetch_page, limit=1)
+
+    assert [item.id for item in listed.data] == ["cntr_owned"]
+    assert listed.first_id == "cntr_owned"
+    assert listed.last_id == "cntr_owned"
+    assert listed.has_more is False
+    assert calls == [(None, 100), ("cntr_other_2", 100)]
     where = table.find_many.await_args.kwargs["where"]
     assert where["file_purpose"] == ownership.CONTAINER_OBJECT_PURPOSE
     assert where["created_by"]["in"] == ["user-1", "user:user-1"]
 
 
 @pytest.mark.asyncio
-async def test_should_clear_has_more_when_filtered_container_list_is_empty(
-    monkeypatch,
-):
-    table = AsyncMock()
-    table.find_many.return_value = [
-        SimpleNamespace(model_object_id="container:openai:cntr_owned"),
-    ]
-    prisma_client = SimpleNamespace(
-        db=SimpleNamespace(litellm_managedobjecttable=table)
-    )
-    monkeypatch.setattr(
-        ownership,
-        "_get_prisma_client",
-        AsyncMock(return_value=prisma_client),
-    )
-    auth = UserAPIKeyAuth(user_id="user-1")
-    response = ContainerListResponse(
-        object="list",
-        data=[_container("cntr_other")],
-        has_more=True,
-    )
+async def test_should_trim_owned_containers_to_the_limit_without_mutating_the_upstream_page(monkeypatch):
+    _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned_1", "container:openai:cntr_owned_2")
+    upstream_page = _page("cntr_owned_1", "cntr_other", "cntr_owned_2", has_more=False)
+    fetch_page, calls = _upstream({None: upstream_page})
 
-    filtered = await ownership.filter_container_list_response(
-        response=response,
-        user_api_key_dict=auth,
-        custom_llm_provider="openai",
-    )
+    listed = await _list_owned(fetch_page, limit=1)
 
-    assert filtered.data == []
-    assert filtered.first_id is None
-    assert filtered.last_id is None
-    assert filtered.has_more is False
+    assert [item.id for item in listed.data] == ["cntr_owned_1"]
+    assert listed.first_id == "cntr_owned_1"
+    assert listed.last_id == "cntr_owned_1"
+    assert listed.has_more is True
+    assert calls == [(None, 100)]
+    assert [item.id for item in upstream_page.data] == ["cntr_owned_1", "cntr_other", "cntr_owned_2"]
+    assert upstream_page.has_more is False
 
 
 @pytest.mark.asyncio
-async def test_should_clear_dict_has_more_when_filtered_container_list_is_empty(
-    monkeypatch,
-):
-    table = AsyncMock()
-    table.find_many.return_value = [
-        SimpleNamespace(model_object_id="container:openai:cntr_owned"),
-    ]
-    prisma_client = SimpleNamespace(
-        db=SimpleNamespace(litellm_managedobjecttable=table)
+async def test_should_start_paging_from_the_requested_cursor(monkeypatch):
+    _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned_2")
+    fetch_page, calls = _upstream({"cntr_owned_1": _page("cntr_other", "cntr_owned_2", has_more=False)})
+
+    listed = await _list_owned(fetch_page, after="cntr_owned_1", limit=1)
+
+    assert [item.id for item in listed.data] == ["cntr_owned_2"]
+    assert listed.has_more is False
+    assert calls == [("cntr_owned_1", 100)]
+
+
+@pytest.mark.asyncio
+async def test_should_default_to_twenty_owned_containers_per_page(monkeypatch):
+    owned_ids = tuple(f"cntr_owned_{index}" for index in range(21))
+    _owned_containers_in_db(monkeypatch, *(f"container:openai:{container_id}" for container_id in owned_ids))
+    fetch_page, _ = _upstream({None: _page(*owned_ids, has_more=False)})
+
+    listed = await _list_owned(fetch_page)
+
+    assert [item.id for item in listed.data] == list(owned_ids[:20])
+    assert listed.last_id == "cntr_owned_19"
+    assert listed.has_more is True
+
+
+@pytest.mark.asyncio
+async def test_should_stop_after_five_upstream_pages_and_keep_has_more(monkeypatch):
+    _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned")
+    fetch_page, calls = _upstream(
+        {
+            None: _page("cntr_other_0", has_more=True),
+            **{f"cntr_other_{index}": _page(f"cntr_other_{index + 1}", has_more=True) for index in range(6)},
+        }
     )
-    monkeypatch.setattr(
-        ownership,
-        "_get_prisma_client",
-        AsyncMock(return_value=prisma_client),
-    )
-    auth = UserAPIKeyAuth(user_id="user-1")
-    response = {
+
+    listed = await _list_owned(fetch_page, limit=1)
+
+    assert listed.data == []
+    assert listed.first_id is None
+    assert listed.last_id is None
+    assert listed.has_more is True
+    assert len(calls) == 5
+
+
+@pytest.mark.asyncio
+async def test_should_stop_when_upstream_has_no_more_pages(monkeypatch):
+    _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned")
+    fetch_page, calls = _upstream({None: _page("cntr_other", has_more=False)})
+
+    listed = await _list_owned(fetch_page, limit=1)
+
+    assert listed.data == []
+    assert listed.has_more is False
+    assert calls == [(None, 100)]
+
+
+@pytest.mark.asyncio
+async def test_should_build_dict_pages_without_mutating_the_upstream_page(monkeypatch):
+    _owned_containers_in_db(monkeypatch, "container:openai:cntr_owned")
+    upstream_page = {"object": "list", "data": [{"id": "cntr_other"}, {"id": "cntr_owned"}], "has_more": False}
+    fetch_page, _ = _upstream({None: upstream_page})
+
+    listed = await _list_owned(fetch_page, limit=1)
+
+    assert listed == {
         "object": "list",
-        "data": [{"id": "cntr_other"}],
-        "has_more": True,
+        "data": [{"id": "cntr_owned"}],
+        "first_id": "cntr_owned",
+        "last_id": "cntr_owned",
+        "has_more": False,
     }
-
-    filtered = await ownership.filter_container_list_response(
-        response=response,
-        user_api_key_dict=auth,
-        custom_llm_provider="openai",
-    )
-
-    assert filtered["data"] == []
-    assert filtered["first_id"] is None
-    assert filtered["last_id"] is None
-    assert filtered["has_more"] is False
+    assert [item["id"] for item in upstream_page["data"]] == ["cntr_other", "cntr_owned"]
 
 
 @pytest.mark.asyncio
@@ -647,7 +693,7 @@ async def test_should_return_response_when_owner_recording_raises_unexpected(
 
 
 @pytest.mark.asyncio
-async def test_should_filter_container_list_inside_list_endpoint(monkeypatch):
+async def test_should_list_owned_containers_inside_list_endpoint(monkeypatch):
     from litellm.proxy.container_endpoints import endpoints
 
     proxy_server_stub = SimpleNamespace(
@@ -665,42 +711,37 @@ async def test_should_filter_container_list_inside_list_endpoint(monkeypatch):
     )
     monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", proxy_server_stub)
 
-    response = ContainerListResponse(
-        object="list",
-        data=[_container("cntr_provider")],
-        has_more=False,
-    )
-
-    class FakeProcessor:
-        def __init__(self, data):
-            pass
-
-        async def base_process_llm_request(self, **kwargs):
-            return response
-
-        async def _handle_llm_api_exception(self, **kwargs):
-            raise kwargs["e"]
-
-    filter_response = AsyncMock(return_value=response)
-    monkeypatch.setattr(endpoints, "ProxyBaseLLMRequestProcessing", FakeProcessor)
-    monkeypatch.setattr(
-        endpoints,
-        "filter_container_list_response",
-        filter_response,
+    upstream_page = _page("cntr_provider", has_more=False)
+    processor_cls = MagicMock(
+        side_effect=lambda data: SimpleNamespace(base_process_llm_request=AsyncMock(return_value=upstream_page))
     )
+    monkeypatch.setattr(endpoints, "ProxyBaseLLMRequestProcessing", processor_cls)
+    list_owned = AsyncMock(return_value=upstream_page)
+    monkeypatch.setattr(endpoints, "list_owned_containers", list_owned)
 
     result = await endpoints.list_containers(
         request=SimpleNamespace(query_params={}, headers={}),
         fastapi_response=SimpleNamespace(),
         user_api_key_dict=UserAPIKeyAuth(user_id="user-1"),
+        after="cntr_prev",
+        limit=2,
+        order="desc",
     )
 
-    assert result == response
-    filter_response.assert_awaited_once_with(
-        response=response,
-        user_api_key_dict=UserAPIKeyAuth(user_id="user-1"),
-        custom_llm_provider="openai",
-    )
+    assert result == upstream_page
+    kwargs = list_owned.await_args.kwargs
+    assert kwargs["after"] == "cntr_prev"
+    assert kwargs["limit"] == 2
+    assert kwargs["user_api_key_dict"] == UserAPIKeyAuth(user_id="user-1")
+    assert kwargs["custom_llm_provider"] == "openai"
+    processor_cls.assert_not_called()
+
+    assert await kwargs["fetch_page"]("cntr_page_cursor", 100) == upstream_page
+    forwarded = processor_cls.call_args.kwargs["data"]
+    assert forwarded["after"] == "cntr_page_cursor"
+    assert forwarded["limit"] == 100
+    assert forwarded["order"] == "desc"
+    assert forwarded["custom_llm_provider"] == "openai"
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py b/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
new file mode 100644
index 00000000000..dc1cbb9983e
--- /dev/null
+++ b/tests/test_litellm/enterprise/enterprise_callbacks/test_secret_detection.py
@@ -0,0 +1,274 @@
+"""Tests for the hide-secrets guardrail (LIT-3548).
+
+Covers the three defects from the ticket:
+- ``apply_guardrail`` (the UI test playground path) must redact, not echo.
+- Guardrail runs must record ``standard_logging_guardrail_information`` so
+  Spend Logs / the guardrails monitor show activity, with hits ("mask" +
+  masked_entity_count) distinguishable from clean requests ("allow").
+- Defining ``apply_guardrail`` must NOT reroute proxied traffic off the
+  native ``async_pre_call_hook`` (per-key opt-out and ``data["prompt"]``
+  handling live only on the native path).
+"""
+
+import pytest
+
+from litellm_enterprise.enterprise_callbacks.secret_detection import (
+    _ENTERPRISE_SecretDetection,
+)
+from litellm.caching.caching import DualCache
+from litellm.proxy._types import UserAPIKeyAuth
+
+AWS_KEY = "AKIAIOSFODNN7EXAMPLE"
+
+
+def _guardrail() -> _ENTERPRISE_SecretDetection:
+    return _ENTERPRISE_SecretDetection(
+        guardrail_name="hide-secrets", event_hook="pre_call", default_on=True
+    )
+
+
+def _recorded(request_data: dict) -> dict:
+    entries = request_data["metadata"]["standard_logging_guardrail_information"]
+    assert len(entries) == 1
+    return entries[0]
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_redacts_secrets():
+    """Playground path: the returned texts must carry [REDACTED], not the secret."""
+    guardrail = _guardrail()
+    request_data: dict = {"metadata": {}}
+
+    result = await guardrail.apply_guardrail(
+        inputs={"texts": [f"my key is {AWS_KEY}, keep it safe"]},
+        request_data=request_data,
+        input_type="request",
+    )
+
+    assert result["texts"] == ["my key is [REDACTED], keep it safe"]
+
+    recorded = _recorded(request_data)
+    assert recorded["guardrail_status"] == "success"
+    assert recorded["guardrail_response"] == "mask"
+    assert recorded["guardrail_provider"] == "hide-secrets"
+    assert recorded["masked_entity_count"] == {"AWS Access Key": 1}
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_clean_text_records_allow():
+    guardrail = _guardrail()
+    request_data: dict = {"metadata": {}}
+
+    result = await guardrail.apply_guardrail(
+        inputs={"texts": ["nothing sensitive here"]},
+        request_data=request_data,
+        input_type="request",
+    )
+
+    assert result["texts"] == ["nothing sensitive here"]
+
+    recorded = _recorded(request_data)
+    assert recorded["guardrail_status"] == "success"
+    assert recorded["guardrail_response"] == "allow"
+    assert recorded["masked_entity_count"] == {}
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_records_mask_with_entity_count():
+    """Live-traffic path: a redaction must be visible in spend-log telemetry."""
+    guardrail = _guardrail()
+    data = {
+        "messages": [{"role": "user", "content": f"use {AWS_KEY} for auth"}],
+        "metadata": {},
+    }
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert data["messages"][0]["content"] == "use [REDACTED] for auth"
+
+    recorded = _recorded(data)
+    assert recorded["guardrail_status"] == "success"
+    assert recorded["guardrail_response"] == "mask"
+    assert recorded["guardrail_provider"] == "hide-secrets"
+    assert recorded["masked_entity_count"] == {"AWS Access Key": 1}
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_clean_request_records_allow():
+    """A request with no secrets must be distinguishable from a redacted one."""
+    guardrail = _guardrail()
+    data = {
+        "messages": [{"role": "user", "content": "what's the weather"}],
+        "metadata": {},
+    }
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    recorded = _recorded(data)
+    assert recorded["guardrail_status"] == "success"
+    assert recorded["guardrail_response"] == "allow"
+    assert recorded["masked_entity_count"] == {}
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_opt_out_records_nothing():
+    """A key with permissions={"hide_secrets": False} skips redaction, so no
+    telemetry is recorded: every reader of a recorded entry (guardrail usage
+    tracking, compliance checks, the spend-log viewer) counts it as a run."""
+    guardrail = _guardrail()
+    content = f"my key is {AWS_KEY}"
+    data = {"messages": [{"role": "user", "content": content}], "metadata": {}}
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(permissions={"hide_secrets": False}),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert data["messages"][0]["content"] == content  # untouched
+    assert "standard_logging_guardrail_information" not in data["metadata"]
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_still_redacts_text_completion_prompt():
+    """data["prompt"] (str and list) is a native-hook-only surface; it must
+    keep redacting now that the class also implements apply_guardrail."""
+    guardrail = _guardrail()
+    data = {"prompt": f"key {AWS_KEY} end", "metadata": {}}
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+    assert data["prompt"] == "key [REDACTED] end"
+
+    guardrail = _guardrail()
+    data = {"prompt": [f"key {AWS_KEY}", "clean"], "metadata": {}}
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+    assert data["prompt"] == ["key [REDACTED]", "clean"]
+
+
+def test_proxied_traffic_stays_on_native_hooks():
+    """Implementing apply_guardrail must not reroute proxied requests onto the
+    unified path: that path skips ``should_run_check`` (per-key opt-out) and
+    never sees ``data["prompt"]``."""
+    guardrail = _guardrail()
+    assert guardrail.uses_apply_guardrail_interface() is True
+    assert guardrail._deployment_pre_call_target() is guardrail
+
+
+@pytest.mark.asyncio
+async def test_apply_guardrail_without_texts_records_nothing():
+    """No inputs means nothing was inspected, so no "allow" row is recorded.
+    Empty strings count as no input: there is no content to inspect."""
+    guardrail = _guardrail()
+
+    empty_variants: list[list[str]] = [[], ["", ""]]
+    for texts in empty_variants:
+        request_data: dict = {"metadata": {}}
+        result = await guardrail.apply_guardrail(
+            inputs={"texts": texts}, request_data=request_data, input_type="request"
+        )
+        assert result == {"texts": texts}
+        assert "standard_logging_guardrail_information" not in request_data["metadata"]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "data",
+    [
+        pytest.param(
+            {
+                "messages": [
+                    {
+                        "role": "user",
+                        "content": [
+                            {"type": "image_url", "image_url": {"url": "https://x/y.png"}}
+                        ],
+                    }
+                ],
+                "metadata": {},
+            },
+            id="image_only",
+        ),
+        pytest.param(
+            {"messages": [{"role": "user", "content": ""}], "metadata": {}},
+            id="empty_message",
+        ),
+        pytest.param({"prompt": "", "metadata": {}}, id="empty_prompt"),
+        pytest.param({"prompt": ["", ""], "metadata": {}}, id="empty_prompt_list"),
+    ],
+)
+async def test_pre_call_hook_without_inspectable_text_records_nothing(data: dict):
+    """A payload the guardrail could not inspect (image-only content, empty
+    strings) must not record an "allow" run: monitoring would count a check
+    that never looked at any text."""
+    guardrail = _guardrail()
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert "standard_logging_guardrail_information" not in data["metadata"]
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_mixed_prompt_list_still_redacts_and_records():
+    """A prompt list mixing empty and real strings is inspected, so the run is
+    recorded and the non-empty entry is still redacted."""
+    guardrail = _guardrail()
+    data = {"prompt": ["", f"key {AWS_KEY}"], "metadata": {}}
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert data["prompt"] == ["", "key [REDACTED]"]
+    recorded = _recorded(data)
+    assert recorded["guardrail_response"] == "mask"
+    assert recorded["masked_entity_count"] == {"AWS Access Key": 1}
+
+
+@pytest.mark.asyncio
+async def test_legacy_nameless_instance_records_nothing():
+    """``litellm_settings.callbacks: ["hide_secrets"]`` builds an arg-less
+    instance with no guardrail_name. It still redacts, but recording a nameless
+    entry would flip every spend row's guardrail status with nothing to join on."""
+    guardrail = _ENTERPRISE_SecretDetection()
+    data = {
+        "messages": [{"role": "user", "content": f"use {AWS_KEY} for auth"}],
+        "metadata": {},
+    }
+
+    await guardrail.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(),
+        cache=DualCache(),
+        data=data,
+        call_type="completion",
+    )
+
+    assert data["messages"][0]["content"] == "use [REDACTED] for auth"
+    assert "standard_logging_guardrail_information" not in data["metadata"]
diff --git a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
index fd7ab3afdab..4db131da62c 100644
--- a/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
+++ b/tests/test_litellm/experimental_mcp_client/test_mcp_client.py
@@ -1014,6 +1014,8 @@ class TestAuthSchemeNormalization:
     [
         ("Bearer abc", "Bearer", "abc"),
         ("bearer abc", "Bearer", "abc"),
+        ("Bearer\tabc", "Bearer", "abc"),
+        ("bearer\t\tabc", "Bearer", "abc"),
         ("  Bearer   abc  ", "Bearer", "abc  "),
         ("abc", "Bearer", "abc"),
         ("Bearerabc", "Bearer", "Bearerabc"),
diff --git a/tests/test_litellm/experimental_mcp_client/test_tools.py b/tests/test_litellm/experimental_mcp_client/test_tools.py
index 89f67452f29..6645b06664d 100644
--- a/tests/test_litellm/experimental_mcp_client/test_tools.py
+++ b/tests/test_litellm/experimental_mcp_client/test_tools.py
@@ -8,11 +8,13 @@ from mcp.types import (
     CallToolRequestParams,
     CallToolResult,
     ListToolsResult,
+    PaginatedRequestParams,
     TextContent,
 )
 from mcp.types import Tool as MCPTool
 
 from litellm.experimental_mcp_client.tools import (
+    list_tools_with_pagination,
     transform_mcp_tool_to_anthropic_tool,
     _get_function_arguments,
     _normalize_mcp_input_schema,
@@ -106,6 +108,134 @@ async def test_load_mcp_tools_openai_format(mock_session, mock_list_tools_result
     mock_session.list_tools.assert_called_once()
 
 
+@pytest.mark.asyncio()
+async def test_load_mcp_tools_follows_pagination(mock_session):
+    mock_session.list_tools.side_effect = [
+        ListToolsResult(
+            tools=[
+                MCPTool(name="tool_a", description="a", inputSchema={}),
+                MCPTool(name="tool_b", description="b", inputSchema={}),
+            ],
+            nextCursor="page-2",
+        ),
+        ListToolsResult(tools=[MCPTool(name="tool_c", description="c", inputSchema={})]),
+    ]
+    result = await load_mcp_tools(mock_session, format="mcp")
+    assert [tool.name for tool in result] == ["tool_a", "tool_b", "tool_c"]
+    assert mock_session.list_tools.call_count == 2
+    second_call_params = mock_session.list_tools.call_args_list[1].kwargs["params"]
+    assert isinstance(second_call_params, PaginatedRequestParams)
+    assert second_call_params.cursor == "page-2"
+
+
+@pytest.mark.asyncio()
+async def test_pagination_walk_stops_at_page_cap(mock_session, monkeypatch):
+    monkeypatch.setattr("litellm.experimental_mcp_client.tools.MCP_TOOL_LISTING_MAX_PAGES", 2)
+    mock_session.list_tools.side_effect = [
+        ListToolsResult(
+            tools=[MCPTool(name="tool_0", description="0", inputSchema={})],
+            nextCursor="page-2",
+        ),
+        ListToolsResult(
+            tools=[MCPTool(name="tool_1", description="1", inputSchema={})],
+            nextCursor="page-3",
+        ),
+        ListToolsResult(tools=[MCPTool(name="tool_2", description="2", inputSchema={})]),
+    ]
+    result = await list_tools_with_pagination(mock_session)
+    assert [tool.name for tool in result] == ["tool_0", "tool_1"]
+    assert mock_session.list_tools.call_count == 2
+
+
+@pytest.mark.asyncio()
+async def test_pagination_walk_stops_on_repeated_cursor(mock_session):
+    mock_session.list_tools.side_effect = [
+        ListToolsResult(
+            tools=[MCPTool(name="tool_0", description="0", inputSchema={})],
+            nextCursor="same-cursor",
+        ),
+        ListToolsResult(
+            tools=[MCPTool(name="tool_1", description="1", inputSchema={})],
+            nextCursor="same-cursor",
+        ),
+    ]
+    result = await list_tools_with_pagination(mock_session)
+    assert [tool.name for tool in result] == ["tool_0", "tool_1"]
+    assert mock_session.list_tools.call_count == 2
+
+
+@pytest.mark.asyncio()
+async def test_pagination_walk_treats_empty_cursor_as_terminal(mock_session):
+    mock_session.list_tools.side_effect = [
+        ListToolsResult(
+            tools=[MCPTool(name="tool_0", description="0", inputSchema={})],
+            nextCursor="",
+        ),
+    ]
+    result = await list_tools_with_pagination(mock_session)
+    assert [tool.name for tool in result] == ["tool_0"]
+    mock_session.list_tools.assert_called_once()
+
+
+@pytest.mark.asyncio()
+async def test_pagination_walk_stops_at_whole_walk_deadline(mock_session, monkeypatch):
+    import anyio
+
+    from litellm.experimental_mcp_client.tools import list_tools_with_pagination
+
+    monkeypatch.setattr("litellm.experimental_mcp_client.tools.MCP_CLIENT_TIMEOUT", 0.2)
+    monkeypatch.setattr("litellm.experimental_mcp_client.tools.MCP_TOOL_LISTING_TIMEOUT", 0.2)
+
+    async def slow_page(params=None):
+        await anyio.sleep(0.15)
+        idx = int(params.cursor) if params is not None else 0
+        return ListToolsResult(
+            tools=[MCPTool(name=f"tool_{idx}", description=str(idx), inputSchema={})],
+            nextCursor=str(idx + 1),
+        )
+
+    mock_session.list_tools = slow_page
+    result = await list_tools_with_pagination(mock_session)
+
+    assert [tool.name for tool in result] == ["tool_0"]
+
+
+@pytest.mark.asyncio()
+async def test_pagination_walk_honors_explicit_deadline_over_globals(mock_session, monkeypatch):
+    import anyio
+
+    from litellm.experimental_mcp_client.tools import list_tools_with_pagination
+
+    monkeypatch.setattr("litellm.experimental_mcp_client.tools.MCP_CLIENT_TIMEOUT", 0.1)
+    monkeypatch.setattr("litellm.experimental_mcp_client.tools.MCP_TOOL_LISTING_TIMEOUT", 0.1)
+
+    async def slow_page(params=None):
+        await anyio.sleep(0.15)
+        idx = int(params.cursor) if params is not None else 0
+        tools = [MCPTool(name=f"tool_{idx}", description=str(idx), inputSchema={})]
+        if idx == 0:
+            return ListToolsResult(tools=tools, nextCursor="1")
+        return ListToolsResult(tools=tools)
+
+    mock_session.list_tools = slow_page
+    result = await list_tools_with_pagination(mock_session, listing_deadline=2.0)
+
+    assert [tool.name for tool in result] == ["tool_0", "tool_1"]
+
+
+@pytest.mark.asyncio()
+async def test_load_mcp_tools_openai_format_spans_pages(mock_session):
+    mock_session.list_tools.side_effect = [
+        ListToolsResult(
+            tools=[MCPTool(name="tool_a", description="a", inputSchema={})],
+            nextCursor="page-2",
+        ),
+        ListToolsResult(tools=[MCPTool(name="tool_b", description="b", inputSchema={})]),
+    ]
+    result = await load_mcp_tools(mock_session, format="openai")
+    assert [t["function"]["name"] for t in result] == ["tool_a", "tool_b"]
+
+
 def test_get_function_arguments():
     # Test with string arguments
     function = {"arguments": '{"test": "value"}'}
diff --git a/tests/test_litellm/integrations/SlackAlerting/test_user_spend_alerts.py b/tests/test_litellm/integrations/SlackAlerting/test_user_spend_alerts.py
new file mode 100644
index 00000000000..45e1acecec8
--- /dev/null
+++ b/tests/test_litellm/integrations/SlackAlerting/test_user_spend_alerts.py
@@ -0,0 +1,193 @@
+import datetime
+from typing import Final
+from unittest.mock import AsyncMock, patch
+
+import pytest
+from pydantic import ValidationError
+
+from litellm.integrations.SlackAlerting.slack_alerting import SlackAlerting
+from litellm.integrations.SlackAlerting.user_spend_alerts import (
+    UserSpendRow,
+    evaluate_user_spend,
+)
+from litellm.types.integrations.slack_alerting import (
+    DEFAULT_ALERT_TYPES,
+    AlertType,
+    SlackAlertingArgs,
+)
+
+TODAY: Final = datetime.date(2026, 8, 15)
+
+
+def _row(
+    daily_spend: float = 0.0,
+    monthly_spend: float = 0.0,
+    baseline_spend: float = 0.0,
+) -> UserSpendRow:
+    return UserSpendRow(
+        user_id="user-1",
+        daily_spend=daily_spend,
+        monthly_spend=monthly_spend,
+        baseline_spend=baseline_spend,
+    )
+
+
+def _evaluate(row: UserSpendRow, args: SlackAlertingArgs, thresholds: bool = True, anomalies: bool = True):
+    return evaluate_user_spend(
+        row=row,
+        args=args,
+        today=TODAY,
+        thresholds_enabled=thresholds,
+        anomalies_enabled=anomalies,
+    )
+
+
+def test_daily_threshold_crossed():
+    args: Final = SlackAlertingArgs(daily_spend_per_user_threshold=50.0, spend_anomaly_min_spend=1000.0)
+    events: Final = _evaluate(_row(daily_spend=75.0, monthly_spend=75.0), args)
+    assert [e.kind for e in events] == ["daily_threshold"]
+    assert "`$75.00`" in events[0].message
+    assert "`$50.00`" in events[0].message
+    assert events[0].alert_type == AlertType.user_spend_thresholds
+    assert events[0].cache_key == "user_spend_alert_daily_user-1_2026-08-15"
+
+
+def test_daily_threshold_not_crossed():
+    args: Final = SlackAlertingArgs(daily_spend_per_user_threshold=50.0, spend_anomaly_min_spend=1000.0)
+    assert _evaluate(_row(daily_spend=49.99, monthly_spend=49.99), args) == ()
+
+
+def test_thresholds_unset_by_default():
+    args: Final = SlackAlertingArgs(spend_anomaly_min_spend=1000.0)
+    assert _evaluate(_row(daily_spend=999.0, monthly_spend=999.0), args) == ()
+
+
+def test_monthly_threshold_crossed():
+    args: Final = SlackAlertingArgs(monthly_spend_per_user_threshold=200.0, spend_anomaly_min_spend=1000.0)
+    events: Final = _evaluate(_row(daily_spend=5.0, monthly_spend=250.0), args)
+    assert [e.kind for e in events] == ["monthly_threshold"]
+    assert events[0].cache_key == "user_spend_alert_monthly_user-1_2026-08"
+
+
+def test_thresholds_disabled_suppresses_threshold_events():
+    args: Final = SlackAlertingArgs(
+        daily_spend_per_user_threshold=50.0,
+        monthly_spend_per_user_threshold=200.0,
+        spend_anomaly_min_spend=1000.0,
+    )
+    assert _evaluate(_row(daily_spend=75.0, monthly_spend=250.0), args, thresholds=False) == ()
+
+
+def test_anomaly_detected_above_multiple_of_baseline():
+    args: Final = SlackAlertingArgs(spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0)
+    events: Final = _evaluate(
+        _row(daily_spend=70.0, monthly_spend=100.0, baseline_spend=70.0), args
+    )
+    assert [e.kind for e in events] == ["anomaly"]
+    assert events[0].alert_type == AlertType.user_spend_anomalies
+    assert "`$10.00`" in events[0].message
+    assert events[0].cache_key == "user_spend_alert_anomaly_user-1_2026-08-15"
+
+
+def test_no_anomaly_within_baseline_multiple():
+    args: Final = SlackAlertingArgs(spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0)
+    assert (
+        _evaluate(_row(daily_spend=25.0, monthly_spend=100.0, baseline_spend=70.0), args) == ()
+    )
+
+
+def test_no_anomaly_below_min_spend_floor():
+    args: Final = SlackAlertingArgs(spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0)
+    assert _evaluate(_row(daily_spend=9.0, monthly_spend=9.0, baseline_spend=0.1), args) == ()
+
+
+def test_anomaly_for_new_user_without_baseline():
+    args: Final = SlackAlertingArgs(spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0)
+    events: Final = _evaluate(_row(daily_spend=15.0, monthly_spend=15.0), args)
+    assert [e.kind for e in events] == ["anomaly"]
+
+
+def test_sparse_baseline_averages_over_full_window():
+    args: Final = SlackAlertingArgs(
+        spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0, spend_anomaly_baseline_days=7
+    )
+    events: Final = _evaluate(_row(daily_spend=13.0, monthly_spend=20.0, baseline_spend=7.0), args)
+    assert [e.kind for e in events] == ["anomaly"]
+
+
+def test_anomalies_not_in_default_alert_types():
+    assert AlertType.user_spend_anomalies not in DEFAULT_ALERT_TYPES
+    assert AlertType.user_spend_thresholds in DEFAULT_ALERT_TYPES
+
+
+def test_invalid_config_rejected():
+    with pytest.raises(ValidationError, match="daily_spend_per_user_threshold"):
+        SlackAlertingArgs(daily_spend_per_user_threshold=0)
+    with pytest.raises(ValidationError, match="spend_anomaly_baseline_days"):
+        SlackAlertingArgs(spend_anomaly_baseline_days=0)
+    with pytest.raises(ValidationError, match="user_spend_check_interval"):
+        SlackAlertingArgs(user_spend_check_interval=10)
+
+
+def test_non_finite_config_rejected():
+    with pytest.raises(ValidationError, match="daily_spend_per_user_threshold"):
+        SlackAlertingArgs(daily_spend_per_user_threshold=float("inf"))
+    with pytest.raises(ValidationError, match="spend_anomaly_multiplier"):
+        SlackAlertingArgs(spend_anomaly_multiplier=float("nan"))
+    with pytest.raises(ValidationError, match="spend_anomaly_min_spend"):
+        SlackAlertingArgs(spend_anomaly_min_spend=float("inf"))
+    with pytest.raises(ValidationError, match="user_spend_check_interval"):
+        SlackAlertingArgs(user_spend_check_interval=float("inf"))
+
+
+def test_anomalies_disabled_suppresses_anomaly_events():
+    args: Final = SlackAlertingArgs(spend_anomaly_multiplier=3.0, spend_anomaly_min_spend=10.0)
+    assert _evaluate(_row(daily_spend=500.0, monthly_spend=500.0), args, anomalies=False) == ()
+
+
+@pytest.mark.asyncio
+async def test_send_user_spend_alerts_sends_and_dedupes():
+    slack_alerting: Final = SlackAlerting(
+        alerting=["slack"],
+        alerting_args={"daily_spend_per_user_threshold": 50.0, "spend_anomaly_min_spend": 1000.0},
+    )
+    mock_prisma: Final = AsyncMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "user_id": "user-1",
+                "daily_spend": 75.0,
+                "monthly_spend": 75.0,
+                "baseline_spend": 0.0,
+            },
+            {
+                "user_id": "user-2",
+                "daily_spend": 60.0,
+                "monthly_spend": 60.0,
+                "baseline_spend": 0.0,
+            },
+        ]
+    )
+    with patch.object(slack_alerting, "send_alert", new_callable=AsyncMock) as mock_send_alert:
+        await slack_alerting.send_user_spend_alerts(prisma_client=mock_prisma)
+        assert mock_send_alert.call_count == 1
+        sent_kwargs: Final = mock_send_alert.call_args.kwargs
+        assert sent_kwargs["alert_type"] == AlertType.user_spend_thresholds
+        assert "User Daily Spend Threshold Crossed" in sent_kwargs["message"]
+        assert "`user-1`" in sent_kwargs["message"]
+        assert "`user-2`" in sent_kwargs["message"]
+
+        await slack_alerting.send_user_spend_alerts(prisma_client=mock_prisma)
+        assert mock_send_alert.call_count == 1
+
+
+@pytest.mark.asyncio
+async def test_send_user_spend_alerts_noop_when_alert_types_disabled():
+    slack_alerting: Final = SlackAlerting(
+        alerting=["slack"],
+        alert_types=[AlertType.budget_alerts],
+        alerting_args={"daily_spend_per_user_threshold": 50.0},
+    )
+    mock_prisma: Final = AsyncMock()
+    await slack_alerting.send_user_spend_alerts(prisma_client=mock_prisma)
+    mock_prisma.db.query_raw.assert_not_called()
diff --git a/tests/test_litellm/integrations/azure_storage/test_azure_storage.py b/tests/test_litellm/integrations/azure_storage/test_azure_storage.py
index 16c518ff412..6e1dab4a71a 100644
--- a/tests/test_litellm/integrations/azure_storage/test_azure_storage.py
+++ b/tests/test_litellm/integrations/azure_storage/test_azure_storage.py
@@ -1,10 +1,15 @@
+import asyncio
 import sys
+import threading
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 
-
-from litellm.integrations.azure_storage.azure_storage import AzureBlobStorageLogger
+from litellm.integrations.azure_storage.azure_storage import (
+    AzureBlobStorageLogger,
+    _cached_credential_chain_token_provider,
+)
+from litellm.types.secret_managers.get_azure_ad_token_provider import AzureCredentialType
 from litellm.types.utils import StandardLoggingPayload
 
 
@@ -25,6 +30,27 @@ def mock_gov_env_vars(mock_env_vars, monkeypatch):
     monkeypatch.setenv("AZURE_STORAGE_ENDPOINT_SUFFIX", "core.usgovcloudapi.net")
 
 
+@pytest.fixture
+def workload_identity_env_vars(monkeypatch):
+    monkeypatch.setenv("AZURE_STORAGE_ACCOUNT_NAME", "test-account")
+    monkeypatch.setenv("AZURE_STORAGE_FILE_SYSTEM", "test-container")
+    for unset in (
+        "AZURE_STORAGE_TENANT_ID",
+        "AZURE_STORAGE_CLIENT_ID",
+        "AZURE_STORAGE_CLIENT_SECRET",
+        "AZURE_STORAGE_ACCOUNT_KEY",
+        "AZURE_STORAGE_ENDPOINT_SUFFIX",
+        "AZURE_CLIENT_SECRET",
+        "AZURE_CREDENTIAL",
+        "AZURE_TOKEN_CREDENTIALS",
+        "AZURE_SCOPE",
+    ):
+        monkeypatch.delenv(unset, raising=False)
+    monkeypatch.setenv("AZURE_CLIENT_ID", "workload-identity-client-id")
+    monkeypatch.setenv("AZURE_TENANT_ID", "workload-identity-tenant-id")
+    monkeypatch.setenv("AZURE_FEDERATED_TOKEN_FILE", "/var/run/secrets/azure/tokens/azure-identity-token")
+
+
 @pytest.mark.asyncio
 async def test_async_upload_payload_to_azure_blob_storage(mock_env_vars):
     """
@@ -32,17 +58,12 @@ async def test_async_upload_payload_to_azure_blob_storage(mock_env_vars):
     a payload to Azure Blob Storage using the 3-step process (create, append, flush).
     """
     with (
-        patch(
-            "litellm.integrations.azure_storage.azure_storage.get_async_httpx_client"
-        ) as mock_get_client,
-        patch(
-            "litellm.llms.azure.common_utils.get_azure_ad_token_from_entra_id"
-        ) as mock_get_token,
+        patch("litellm.integrations.azure_storage.azure_storage.get_async_httpx_client") as mock_get_client,
+        patch("litellm.integrations.azure_storage.azure_storage.get_azure_ad_token_from_entra_id") as mock_get_token,
     ):
         # Create mock HTTP client
         mock_http_client = AsyncMock()
-        mock_response = AsyncMock()
-        mock_response.raise_for_status = AsyncMock()
+        mock_response = MagicMock()
         mock_http_client.put.return_value = mock_response
         mock_http_client.patch.return_value = mock_response
         mock_get_client.return_value = mock_http_client
@@ -79,9 +100,7 @@ async def test_async_upload_payload_to_azure_blob_storage(mock_env_vars):
         put_call_args = mock_http_client.put.call_args
         assert put_call_args[0][0] == f"{expected_base_url}?resource=file"
         assert put_call_args[1]["headers"]["x-ms-version"] is not None
-        assert (
-            put_call_args[1]["headers"]["Authorization"] == "Bearer mock-azure-ad-token"
-        )
+        assert put_call_args[1]["headers"]["Authorization"] == "Bearer mock-azure-ad-token"
 
         # Step 2: Append data
         assert mock_http_client.patch.call_count == 2  # Called for append and flush
@@ -89,9 +108,7 @@ async def test_async_upload_payload_to_azure_blob_storage(mock_env_vars):
         assert append_call[0][0] == f"{expected_base_url}?action=append&position=0"
         assert append_call[1]["headers"]["x-ms-version"] is not None
         assert append_call[1]["headers"]["Content-Type"] == "application/json"
-        assert (
-            append_call[1]["headers"]["Authorization"] == "Bearer mock-azure-ad-token"
-        )
+        assert append_call[1]["headers"]["Authorization"] == "Bearer mock-azure-ad-token"
         assert "test-log-id-123" in append_call[1]["data"]
 
         # Step 3: Flush data
@@ -110,9 +127,7 @@ async def test_async_upload_payload_uses_configured_endpoint_suffix(mock_gov_env
     AZURE_STORAGE_ENDPOINT_SUFFIX must reach the Entra-ID REST upload path so a
     sovereign-cloud account is addressed instead of the commercial dfs host.
     """
-    with patch(
-        "litellm.integrations.azure_storage.azure_storage.get_async_httpx_client"
-    ) as mock_get_client:
+    with patch("litellm.integrations.azure_storage.azure_storage.get_async_httpx_client") as mock_get_client:
         mock_http_client = AsyncMock()
         mock_response = MagicMock()
         mock_http_client.put.return_value = mock_response
@@ -127,17 +142,10 @@ async def test_async_upload_payload_uses_configured_endpoint_suffix(mock_gov_env
 
         await logger.async_upload_payload_to_azure_blob_storage(test_payload)
 
-        expected_base_url = (
-            "https://test-account.dfs.core.usgovcloudapi.net/test-container/gov-log-id.json"
-        )
+        expected_base_url = "https://test-account.dfs.core.usgovcloudapi.net/test-container/gov-log-id.json"
         assert mock_http_client.put.call_args[0][0] == f"{expected_base_url}?resource=file"
-        assert (
-            mock_http_client.patch.call_args_list[0][0][0]
-            == f"{expected_base_url}?action=append&position=0"
-        )
-        assert mock_http_client.patch.call_args_list[1][0][0].startswith(
-            f"{expected_base_url}?action=flush"
-        )
+        assert mock_http_client.patch.call_args_list[0][0][0] == f"{expected_base_url}?action=append&position=0"
+        assert mock_http_client.patch.call_args_list[1][0][0].startswith(f"{expected_base_url}?action=flush")
 
 
 @pytest.mark.asyncio
@@ -148,9 +156,7 @@ async def test_service_client_uses_configured_endpoint_suffix(mock_gov_env_vars)
     """
     fake_aio_module = MagicMock()
 
-    with patch.dict(
-        sys.modules, {"azure.storage.filedatalake.aio": fake_aio_module}
-    ):
+    with patch.dict(sys.modules, {"azure.storage.filedatalake.aio": fake_aio_module}):
         logger = AzureBlobStorageLogger()
         await logger.get_service_client()
 
@@ -160,14 +166,198 @@ async def test_service_client_uses_configured_endpoint_suffix(mock_gov_env_vars)
     )
 
 
+@pytest.mark.asyncio
+async def test_upload_authenticates_through_the_credential_chain_under_workload_identity(
+    workload_identity_env_vars,
+):
+    build_provider = MagicMock(return_value=lambda: "workload-identity-token")
+    with patch(  # test-quality-ok: REST client is created inside the method; assert emitted request headers
+        "litellm.integrations.azure_storage.azure_storage.get_async_httpx_client"
+    ) as mock_get_client:
+        mock_http_client = AsyncMock()
+        mock_http_client.put.return_value = MagicMock()
+        mock_http_client.patch.return_value = MagicMock()
+        mock_get_client.return_value = mock_http_client
+
+        logger = AzureBlobStorageLogger(build_credential_chain_token_provider=build_provider)
+        await logger.async_upload_payload_to_azure_blob_storage({"id": "wif-log-id"})
+
+    build_provider.assert_called_once_with()
+    assert logger.azure_auth_token == "workload-identity-token"
+    sent_headers = [mock_http_client.put.call_args[1]["headers"]] + [
+        call[1]["headers"] for call in mock_http_client.patch.call_args_list
+    ]
+    assert len(sent_headers) == 3
+    assert all(headers["Authorization"] == "Bearer workload-identity-token" for headers in sent_headers)
+
+
+def test_default_chain_provider_is_storage_scoped_and_built_once_per_process():
+    _cached_credential_chain_token_provider.cache_clear()
+    with (
+        patch(  # test-quality-ok: assert the default factory's fixed scope and credential type without constructing Azure SDK credentials
+            "litellm.integrations.azure_storage.azure_storage.get_azure_ad_token_provider",
+            return_value=lambda: "chain-token",
+        ) as mock_builder
+    ):
+        first = _cached_credential_chain_token_provider()
+        second = _cached_credential_chain_token_provider()
+    _cached_credential_chain_token_provider.cache_clear()
+
+    assert first is second
+    assert first() == "chain-token"
+    mock_builder.assert_called_once_with(
+        azure_scope="https://storage.azure.com/.default",
+        azure_credential=AzureCredentialType.DeploymentIdentityCredential,
+    )
+
+
+def test_storage_chain_reaches_only_the_identities_a_deployment_carries(workload_identity_env_vars):
+    """
+    The chain runs on a server, where a developer sign-in is a person and not the deployment, so
+    the storage token must come from workload identity or managed identity or from nothing
+    """
+    _cached_credential_chain_token_provider.cache_clear()
+    with patch("azure.identity.get_bearer_token_provider", return_value=lambda: "chain-token") as bearer:
+        _cached_credential_chain_token_provider()
+    _cached_credential_chain_token_provider.cache_clear()
+
+    bearer.assert_called_once()
+    with bearer.call_args.args[0] as chain:
+        assert {type(link).__name__ for link in chain.credentials} == {
+            "WorkloadIdentityCredential",
+            "ManagedIdentityCredential",
+        }
+
+
+@pytest.mark.asyncio
+async def test_chain_tokens_are_read_from_the_provider_on_every_refresh(
+    workload_identity_env_vars,
+):
+    provider = MagicMock(side_effect=["chain-token-1", "chain-token-2"])
+    logger = AzureBlobStorageLogger(build_credential_chain_token_provider=MagicMock(return_value=provider))
+    await logger.set_valid_azure_ad_token()
+    first_token = logger.azure_auth_token
+    await logger.set_valid_azure_ad_token()
+
+    assert first_token == "chain-token-1"
+    assert logger.azure_auth_token == "chain-token-2"
+    assert provider.call_count == 2
+
+
+@pytest.mark.asyncio
+async def test_chain_token_read_yields_to_the_event_loop(workload_identity_env_vars):
+    """
+    The chain walk is blocking I/O (IMDS probe, CLI subprocess), so reading the provider
+    inline would stall every request on the worker. Prove other coroutines run during the read.
+    """
+    loop_was_free = threading.Event()
+
+    def provider() -> str:
+        if not loop_was_free.wait(timeout=5):
+            raise TimeoutError("the event loop never ran the observer while the token was being read")
+        return "chain-token"
+
+    async def observer():
+        loop_was_free.set()
+
+    logger = AzureBlobStorageLogger(build_credential_chain_token_provider=MagicMock(return_value=provider))
+    observer_task = asyncio.create_task(observer())
+    await logger.set_valid_azure_ad_token()
+    await observer_task
+
+    assert logger.azure_auth_token == "chain-token"
+
+
+@pytest.mark.asyncio
+async def test_empty_string_service_principal_vars_still_use_the_credential_chain(
+    workload_identity_env_vars, monkeypatch
+):
+    for name in ("AZURE_STORAGE_TENANT_ID", "AZURE_STORAGE_CLIENT_ID", "AZURE_STORAGE_CLIENT_SECRET"):
+        monkeypatch.setenv(name, "")
+
+    logger = AzureBlobStorageLogger(
+        build_credential_chain_token_provider=MagicMock(return_value=lambda: "workload-identity-token")
+    )
+    await logger.set_valid_azure_ad_token()
+
+    assert logger.azure_auth_token == "workload-identity-token"
+
+
+@pytest.mark.asyncio
+async def test_client_secret_auth_still_uses_the_storage_scoped_service_principal(mock_env_vars):
+    build_provider = MagicMock()
+    with (
+        patch(  # test-quality-ok: assert the storage scope passed to the shared token factory without making an external auth call
+            "litellm.integrations.azure_storage.azure_storage.get_azure_ad_token_from_entra_id",
+            return_value=lambda: "client-secret-token",
+        ) as mock_entra_id
+    ):
+        logger = AzureBlobStorageLogger(build_credential_chain_token_provider=build_provider)
+        await logger.set_valid_azure_ad_token()
+
+    assert logger.azure_auth_token == "client-secret-token"
+    build_provider.assert_not_called()
+    assert mock_entra_id.call_args.kwargs == {
+        "tenant_id": "test-tenant-id",
+        "client_id": "test-client-id",
+        "client_secret": "test-client-secret",
+        "scope": "https://storage.azure.com/.default",
+    }
+
+
+@pytest.mark.parametrize(
+    "missing_var",
+    ["AZURE_STORAGE_TENANT_ID", "AZURE_STORAGE_CLIENT_ID", "AZURE_STORAGE_CLIENT_SECRET"],
+)
+@pytest.mark.asyncio
+async def test_partially_configured_service_principal_still_names_the_missing_variable(
+    mock_env_vars, monkeypatch, missing_var
+):
+    monkeypatch.delenv(missing_var)
+
+    build_provider = MagicMock()
+    logger = AzureBlobStorageLogger(build_credential_chain_token_provider=build_provider)
+    with pytest.raises(ValueError, match=f"Missing required environment variable: {missing_var}"):
+        await logger.set_valid_azure_ad_token()
+
+    build_provider.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_account_key_auth_never_requests_a_token(workload_identity_env_vars, monkeypatch):
+    monkeypatch.setenv("AZURE_STORAGE_ACCOUNT_KEY", "dGVzdC1rZXk=")
+
+    file_client = MagicMock()
+    file_client.create_file = AsyncMock()
+    file_client.append_data = AsyncMock()
+    file_client.flush_data = AsyncMock()
+    directory_client = MagicMock()
+    directory_client.exists = AsyncMock(return_value=True)
+    directory_client.get_file_client = MagicMock(return_value=file_client)
+    file_system_client = MagicMock()
+    file_system_client.get_directory_client = MagicMock(return_value=directory_client)
+    service_client = MagicMock()
+    service_client.get_file_system_client = MagicMock(return_value=file_system_client)
+    fake_aio_module = MagicMock()
+    fake_aio_module.DataLakeServiceClient = MagicMock(return_value=service_client)
+
+    build_provider = MagicMock()
+    with patch.dict(sys.modules, {"azure.storage.filedatalake.aio": fake_aio_module}):
+        logger = AzureBlobStorageLogger(build_credential_chain_token_provider=build_provider)
+        await logger.async_upload_payload_to_azure_blob_storage({"id": "account-key-log-id"})
+
+    build_provider.assert_not_called()
+    assert logger.azure_auth_token is None
+    file_client.flush_data.assert_awaited_once()
+    assert fake_aio_module.DataLakeServiceClient.call_args.kwargs["credential"] == "dGVzdC1rZXk="
+
+
 @pytest.mark.asyncio
 async def test_service_client_defaults_to_commercial_endpoint(mock_env_vars):
     """Unset AZURE_STORAGE_ENDPOINT_SUFFIX keeps the pre-existing commercial host"""
     fake_aio_module = MagicMock()
 
-    with patch.dict(
-        sys.modules, {"azure.storage.filedatalake.aio": fake_aio_module}
-    ):
+    with patch.dict(sys.modules, {"azure.storage.filedatalake.aio": fake_aio_module}):
         logger = AzureBlobStorageLogger()
         await logger.get_service_client()
 
diff --git a/tests/test_litellm/integrations/cloudzero/test_cloudzero.py b/tests/test_litellm/integrations/cloudzero/test_cloudzero.py
index 2d51eeb9944..6ddb8cbaa7c 100644
--- a/tests/test_litellm/integrations/cloudzero/test_cloudzero.py
+++ b/tests/test_litellm/integrations/cloudzero/test_cloudzero.py
@@ -1,3 +1,4 @@
+import hashlib
 from datetime import datetime
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -74,6 +75,8 @@ class TestCloudZeroHourlyExport:
             fake_db = MagicMock()
 
             async def query_raw_mock(query: str, *params):
+                if "sha256(" in query:
+                    return []
                 start_time_utc = params[0] if len(params) > 0 else None
                 end_time_utc = params[1] if len(params) > 1 else None
                 limit = params[2] if len(params) > 2 else None
@@ -146,6 +149,9 @@ class TestCloudZeroHourlyExport:
                 return joined
 
             fake_db.query_raw = AsyncMock(side_effect=query_raw_mock)
+            fake_db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+            fake_db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[])
+            fake_db.litellm_usertable.find_many = AsyncMock(return_value=[])
             fake_client.db = fake_db
             mock_prisma_client_getter.return_value = fake_client
 
@@ -160,3 +166,26 @@ class TestCloudZeroHourlyExport:
             logger = CloudZeroLogger(api_key="test", connection_id="test")
 
             await logger._hourly_usage_data_export()
+
+
+class TestLiteLLMDatabaseUsageData:
+    @pytest.mark.asyncio
+    async def test_builds_frame_from_rows_recovered_for_double_hashed_keys(self, monkeypatch: pytest.MonkeyPatch):
+        double_hashed = hashlib.sha256(b"sk-hashed-token").hexdigest()
+        joined_row = {"api_key": "sk-joined", "api_key_alias": "joined", "team_id": "team-0", "user_email": None, "spend": 0.1}
+        dirty_row = {"api_key": double_hashed, "api_key_alias": None, "team_id": None, "user_email": None, "spend": 0.5}
+
+        async def query_raw(query: str, *params):
+            if "sha256(" in query:
+                return [{"digest": double_hashed, "key_alias": "batch-worker", "team_id": "team-1", "user_id": None}]
+            return [joined_row, dirty_row]
+
+        fake_client = MagicMock()
+        fake_client.db.query_raw = AsyncMock(side_effect=query_raw)
+        db = LiteLLMDatabase()
+        monkeypatch.setattr(db, "_ensure_prisma_client", lambda: fake_client)
+
+        result = await db.get_usage_data()
+
+        assert result["api_key_alias"].to_list() == ["joined", "batch-worker"]
+        assert result["team_id"].to_list() == ["team-0", "team-1"]
diff --git a/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py
new file mode 100644
index 00000000000..34c62864c4e
--- /dev/null
+++ b/tests/test_litellm/integrations/datadog/test_datadog_llm_obs.py
@@ -0,0 +1,857 @@
+"""
+Regression tests for the Datadog LLM Observability payload schema (issue #35786).
+
+Datadog renders tool calls, tool results and prompt-cache savings only from the fields its
+own schema names. These assert on the payload `create_llm_obs_payload` actually hands the
+intake, so a regression that moves data back into `meta.metadata` fails here.
+
+Fixtures mirror what a live proxy run recorded on the callback, including the provider
+spelling of prompt-cache counts (`prompt_tokens_details.cached_tokens`).
+"""
+
+import json
+import os
+from datetime import datetime, timedelta
+from typing import Any
+from unittest.mock import patch
+
+import pytest
+
+import litellm
+from litellm.integrations.datadog.datadog_llm_obs import DataDogLLMObsLogger
+from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
+
+TOOL_DEFINITION: dict[str, Any] = {
+    "type": "function",
+    "function": {
+        "name": "get_weather",
+        "description": "Get current weather for a city",
+        "parameters": {
+            "type": "object",
+            "properties": {"city": {"type": "string"}},
+            "required": ["city"],
+        },
+    },
+}
+
+ASSISTANT_TOOL_CALL: dict[str, Any] = {
+    "id": "call_abc123",
+    "type": "function",
+    "function": {"name": "get_weather", "arguments": '{"city":"Paris","unit":"c"}'},
+}
+
+
+@pytest.fixture
+def logger() -> DataDogLLMObsLogger:
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            return DataDogLLMObsLogger()
+
+
+NOT_GIVEN: Any = object()
+
+
+def build_payload(
+    messages: Any = NOT_GIVEN,
+    response_message: dict[str, Any] | None = None,
+    usage_object: dict[str, Any] | None = None,
+    model_parameters: dict[str, Any] | None = None,
+    metadata: dict[str, Any] | None = None,
+    model_group: str | None = None,
+    prompt_tokens: int = 4447,
+) -> dict[str, Any]:
+    standard_logging_metadata: dict[str, Any] = {
+        **(metadata or {}),
+        **({"usage_object": usage_object} if usage_object is not None else {}),
+    }
+    return {
+        "standard_logging_object": {
+            "call_type": "acompletion",
+            "messages": [{"role": "user", "content": "hi"}] if messages is NOT_GIVEN else messages,
+            "response": {"choices": [{"message": response_message or {"role": "assistant", "content": "hello"}}]},
+            "model_parameters": model_parameters or {},
+            "metadata": standard_logging_metadata,
+            "model_group": model_group,
+            "prompt_tokens": prompt_tokens,
+            "completion_tokens": 507,
+            "total_tokens": prompt_tokens + 507,
+            "response_cost": 0.02,
+            "status": "success",
+        },
+        "litellm_params": {"metadata": {}},
+    }
+
+
+def build(logger: DataDogLLMObsLogger, **kwargs: Any) -> dict[str, Any]:
+    """Build a span and read it back as the JSON the intake receives, not as Python objects."""
+    start = datetime(2026, 9, 1, 12, 0, 0)
+    payload = logger.create_llm_obs_payload(build_payload(**kwargs), start, start + timedelta(seconds=2))
+    return json.loads(safe_dumps(payload))
+
+
+def test_output_tool_calls_use_the_datadog_tool_call_schema(logger: DataDogLLMObsLogger) -> None:
+    """Datadog reads name/arguments/tool_id off the tool call; OpenAI nests them under `function`."""
+    payload = build(
+        logger,
+        response_message={"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
+    )
+
+    message = payload["meta"]["output"]["messages"][0]
+    assert message["tool_calls"] == [
+        {
+            "name": "get_weather",
+            "arguments": {"city": "Paris", "unit": "c"},
+            "tool_id": "call_abc123",
+            "type": "function",
+        }
+    ]
+    assert "function" not in message["tool_calls"][0]
+
+
+def test_tool_calls_are_not_duplicated_into_metadata(logger: DataDogLLMObsLogger) -> None:
+    """The flat `output_tool_calls.*` keys were a second copy of a fact that now has its own field."""
+    payload = build(
+        logger,
+        response_message={"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
+    )
+
+    assert [key for key in payload["meta"]["metadata"] if "tool_calls." in key] == []
+
+
+def test_tool_result_message_links_back_to_its_tool_call(logger: DataDogLLMObsLogger) -> None:
+    """Datadog pairs a result with its call through tool_id, and names the tool from the call."""
+    payload = build(
+        logger,
+        messages=[
+            {"role": "user", "content": "Weather in Paris?"},
+            {"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
+            {"role": "tool", "tool_call_id": "call_abc123", "content": '{"temp_c": 18}'},
+        ],
+    )
+
+    tool_message = payload["meta"]["input"]["messages"][2]
+    assert tool_message["tool_results"] == [
+        {"name": "get_weather", "result": '{"temp_c": 18}', "tool_id": "call_abc123", "type": "function"}
+    ]
+
+
+def test_tool_result_without_a_matching_call_still_reports_its_id(logger: DataDogLLMObsLogger) -> None:
+    """A truncated conversation loses the call, so the name is unknown but the link must survive."""
+    payload = build(
+        logger,
+        messages=[{"role": "tool", "tool_call_id": "call_orphan", "content": "42"}],
+    )
+
+    assert payload["meta"]["input"]["messages"][0]["tool_results"] == [
+        {"name": "", "result": "42", "tool_id": "call_orphan", "type": "function"}
+    ]
+
+
+def test_cache_tokens_are_reported_as_span_metrics(logger: DataDogLLMObsLogger) -> None:
+    """
+    Datadog charts cache savings from span metrics; nested usage_object is not read for it.
+
+    litellm's normalized prompt count includes both cache categories, so the three cache
+    metrics must partition input_tokens: read + write + non_cached == input.
+    """
+    payload = build(
+        logger,
+        usage_object={"prompt_tokens_details": {"cached_tokens": 4300, "cache_write_tokens": 95}},
+    )
+
+    metrics = payload["metrics"]
+    assert metrics["cache_read_input_tokens"] == 4300.0
+    assert metrics["cache_write_input_tokens"] == 95.0
+    assert metrics["non_cached_input_tokens"] == 4447.0 - 4300.0 - 95.0
+    assert (
+        metrics["cache_read_input_tokens"] + metrics["cache_write_input_tokens"] + metrics["non_cached_input_tokens"]
+        == metrics["input_tokens"]
+    )
+
+
+def test_cache_write_tokens_are_not_counted_as_non_cached(logger: DataDogLLMObsLogger) -> None:
+    """A cache-priming request must not report its primed prefix as full-price uncached input."""
+    payload = build(logger, usage_object={"prompt_tokens_details": {"cache_write_tokens": 4000}})
+
+    assert payload["metrics"]["cache_write_input_tokens"] == 4000.0
+    assert payload["metrics"]["non_cached_input_tokens"] == 4447.0 - 4000.0
+    assert "cache_read_input_tokens" not in payload["metrics"]
+
+
+def test_a_fully_cached_request_reports_a_zero_non_cached_count(logger: DataDogLLMObsLogger) -> None:
+    """Zero residual is real data: everything was served from cache. Inconsistent counts clamp to it."""
+    payload = build(
+        logger,
+        usage_object={"prompt_tokens_details": {"cached_tokens": 4352, "cache_write_tokens": 95}},
+    )
+
+    assert payload["metrics"]["non_cached_input_tokens"] == 0.0
+
+
+def test_anthropic_top_level_cache_keys_are_read(logger: DataDogLLMObsLogger) -> None:
+    """A raw Anthropic usage dict records the counts top level, not under prompt_tokens_details."""
+    payload = build(
+        logger,
+        usage_object={"cache_read_input_tokens": 4300, "cache_creation_input_tokens": 95},
+    )
+
+    metrics = payload["metrics"]
+    assert metrics["cache_read_input_tokens"] == 4300.0
+    assert metrics["cache_write_input_tokens"] == 95.0
+    assert metrics["non_cached_input_tokens"] == 4447.0 - 4300.0 - 95.0
+
+
+def test_cache_metrics_come_from_the_normalized_field_not_the_anthropic_one(logger: DataDogLLMObsLogger) -> None:
+    """
+    litellm normalizes every provider's cache counters into prompt_tokens_details.
+
+    A real cached request from a non-Anthropic provider carries only `cached_tokens`, so
+    reading the Anthropic-specific `cache_read_input_tokens` key reports nothing for it.
+    """
+    payload = build(
+        logger,
+        usage_object={"prompt_tokens_details": {"audio_tokens": None, "cached_tokens": 4096}},
+        prompt_tokens=4335,
+    )
+
+    assert payload["metrics"]["cache_read_input_tokens"] == 4096.0
+    assert payload["metrics"]["non_cached_input_tokens"] == 4335.0 - 4096.0
+
+
+@pytest.mark.parametrize(
+    "usage_object",
+    [
+        {"prompt_tokens_details": {"cache_write_tokens": 95}},
+        {"prompt_tokens_details": {"cache_creation_tokens": 95}},
+        {"cache_creation_input_tokens": 95},
+    ],
+)
+def test_every_spelling_of_cache_write_tokens_is_read(
+    logger: DataDogLLMObsLogger, usage_object: dict[str, Any]
+) -> None:
+    """A raw usage dict that bypassed litellm's normalizer can carry any provider's spelling."""
+    payload = build(logger, usage_object=usage_object)
+
+    assert payload["metrics"]["cache_write_input_tokens"] == 95.0
+
+
+def test_a_cache_read_does_not_emit_a_zero_cache_write(logger: DataDogLLMObsLogger) -> None:
+    """A zero write on every cache-read span would drag Datadog's cache-write average to nothing."""
+    payload = build(logger, usage_object={"prompt_tokens_details": {"cached_tokens": 4096}})
+
+    assert payload["metrics"]["cache_read_input_tokens"] == 4096.0
+    assert "cache_write_input_tokens" not in payload["metrics"]
+
+
+def test_no_cache_keys_when_the_provider_reports_no_caching(logger: DataDogLLMObsLogger) -> None:
+    """An uncached request must not gain zero-valued cache metrics that dilute cache dashboards."""
+    payload = build(logger, usage_object={"prompt_tokens_details": None})
+
+    assert "cache_read_input_tokens" not in payload["metrics"]
+    assert "cache_write_input_tokens" not in payload["metrics"]
+    assert "non_cached_input_tokens" not in payload["metrics"]
+
+
+def test_reasoning_tokens_are_reported_as_span_metrics(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, usage_object={"completion_tokens_details": {"reasoning_tokens": 128}})
+
+    assert payload["metrics"]["reasoning_output_tokens"] == 128.0
+
+
+def test_responses_reasoning_tokens_are_reported_as_span_metrics(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, usage_object={"output_tokens_details": {"reasoning_tokens": 64}})
+
+    assert payload["metrics"]["reasoning_output_tokens"] == 64.0
+
+
+def test_zero_reasoning_tokens_are_not_reported(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, usage_object={"completion_tokens_details": {"reasoning_tokens": 0}})
+
+    assert "reasoning_output_tokens" not in payload["metrics"]
+
+
+def test_reasoning_tokens_come_from_the_spelling_that_reports_them(logger: DataDogLLMObsLogger) -> None:
+    """A chat-details mapping without the count must not shadow the responses spelling that has it."""
+    payload = build(
+        logger,
+        usage_object={
+            "completion_tokens_details": {"accepted_prediction_tokens": 5},
+            "output_tokens_details": {"reasoning_tokens": 64},
+        },
+    )
+
+    assert payload["metrics"]["reasoning_output_tokens"] == 64.0
+
+
+def test_boolean_reasoning_tokens_are_not_a_count(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, usage_object={"completion_tokens_details": {"reasoning_tokens": True}})
+
+    assert "reasoning_output_tokens" not in payload["metrics"]
+
+
+def test_tool_definitions_are_sent_on_meta(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, model_parameters={"tools": [TOOL_DEFINITION]})
+
+    assert payload["meta"]["tool_definitions"] == [
+        {
+            "name": "get_weather",
+            "description": "Get current weather for a city",
+            "schema": {"type": "object", "properties": {"city": {"type": "string"}}, "required": ["city"]},
+        }
+    ]
+
+
+def test_cost_tags_include_present_categories_and_dimensions(logger: DataDogLLMObsLogger) -> None:
+    payload = build(
+        logger,
+        metadata={
+            "user_api_key_user_id": "User 42",
+            "user_api_key_alias": "Primary Key",
+            "team_alias": "Platform",
+            "routing_decision": {
+                "tier": "premium",
+                "cause": "high_complexity",
+                "score": 0.91,
+                "escalated": True,
+                "signals": ["long prompt"],
+                "routed_model": "openai/gpt-5",
+            },
+        },
+        model_group="premium-models",
+    )
+
+    assert payload["tags"][-8:] == [
+        "team:platform",
+        "user:user_42",
+        "key_alias:primary_key",
+        "model_group:premium-models",
+        "router_tier:premium",
+        "router_cause:high_complexity",
+        "router_escalated:true",
+        "routed_model:openai/gpt-5",
+    ]
+    assert payload["meta"]["metadata"]["_dd"]["cost_tags"] == [
+        "team",
+        "user",
+        "key_alias",
+        "model_group",
+        "router_tier",
+        "router_cause",
+        "router_escalated",
+        "routed_model",
+    ]
+
+
+def test_missing_cost_tag_values_are_not_declared(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, metadata={"team_alias": "Platform"})
+
+    assert payload["meta"]["metadata"]["_dd"]["cost_tags"] == ["team"]
+    assert not any(tag.startswith(("user:", "key_alias:", "model_group:")) for tag in payload["tags"])
+
+
+def test_values_that_normalize_to_empty_are_not_tagged_or_declared(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, metadata={"user_api_key_user_id": "___", "user_api_key_alias": "!!!"}, model_group="tier-1")
+
+    assert not any(tag in ("user:", "key_alias:") for tag in payload["tags"])
+    assert payload["meta"]["metadata"]["_dd"]["cost_tags"] == ["model_group"]
+
+
+def test_a_valueless_tag_from_the_shared_builder_is_not_declared(logger: DataDogLLMObsLogger) -> None:
+    """The team tag comes from the shared builder, which emits it bare when the alias normalizes away."""
+    payload = build(logger, metadata={"team_alias": "!!!"}, model_group="tier-1")
+
+    assert "team:" in payload["tags"]
+    assert payload["meta"]["metadata"]["_dd"]["cost_tags"] == ["model_group"]
+
+
+def test_router_fields_are_flattened(logger: DataDogLLMObsLogger) -> None:
+    payload = build(
+        logger,
+        metadata={
+            "routing_decision": {
+                "tier": "premium",
+                "cause": "high_complexity",
+                "score": 0.91,
+                "escalated": True,
+                "signals": ["secret prompt text"],
+                "routed_model": "openai/gpt-5",
+            }
+        },
+        model_group="premium-models",
+    )
+
+    assert payload["meta"]["metadata"]["router_tier"] == "premium"
+    assert payload["meta"]["metadata"]["router_cause"] == "high_complexity"
+    assert payload["meta"]["metadata"]["router_score"] == 0.91
+    assert payload["meta"]["metadata"]["router_escalated"] is True
+    assert payload["meta"]["metadata"]["router_signals"] == ["secret prompt text"]
+    assert payload["meta"]["metadata"]["routed_model"] == "openai/gpt-5"
+
+
+def test_a_context_escalated_route_reports_as_escalated(logger: DataDogLLMObsLogger) -> None:
+    """The router records a size-driven escalation under its own key, and it is still an escalation."""
+    payload = build(logger, metadata={"routing_decision": {"tier": "premium", "context_escalated": True}})
+
+    assert payload["meta"]["metadata"]["router_escalated"] is True
+    assert "router_escalated:true" in payload["tags"]
+
+
+def test_a_routed_request_that_did_not_escalate_reports_false(logger: DataDogLLMObsLogger) -> None:
+    """Without this the escalation dimension is absent on ordinary traffic, so nothing can group by it."""
+    payload = build(logger, metadata={"routing_decision": {"tier": "simple", "cause": "heuristic_scorer"}})
+
+    assert payload["meta"]["metadata"]["router_escalated"] is False
+    assert "router_escalated:false" in payload["tags"]
+    assert "router_escalated" in payload["meta"]["metadata"]["_dd"]["cost_tags"]
+
+
+def test_a_request_that_never_reached_a_router_has_no_router_fields(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, model_group="premium-models")
+
+    assert "router_escalated" not in payload["meta"]["metadata"]
+    assert not any(tag.startswith("router_") for tag in payload["tags"])
+
+
+def test_redacted_payload_keeps_metrics_and_removes_sensitive_fields(logger: DataDogLLMObsLogger) -> None:
+    payload = build_payload(
+        messages=[{"role": "user", "content": "secret prompt"}],
+        response_message={"role": "assistant", "content": "secret response"},
+        usage_object={"prompt_tokens_details": {"cached_tokens": 128}},
+        metadata={"routing_decision": {"tier": "premium", "signals": ["secret prompt text"]}},
+        model_parameters={"tools": [TOOL_DEFINITION]},
+    )
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            redacted_logger = DataDogLLMObsLogger(turn_off_message_logging=True)
+    redacted_payload = redacted_logger.redact_standard_logging_payload_from_model_call_details(payload)
+    result = json.loads(
+        safe_dumps(
+            redacted_logger.create_llm_obs_payload(
+                redacted_payload, datetime(2026, 9, 1, 12, 0, 0), datetime(2026, 9, 1, 12, 0, 2)
+            )
+        )
+    )
+
+    assert result["meta"]["input"]["messages"][0]["content"] == "redacted-by-litellm"
+    assert result["meta"]["output"]["messages"][0]["content"] == "redacted-by-litellm"
+    assert result["meta"]["metadata"]["router_tier"] == "premium"
+    assert "router_signals" not in result["meta"]["metadata"]
+    assert "routing_decision" not in result["meta"]["metadata"]
+    assert "tool_definitions" not in result["meta"]
+    assert result["metrics"]["cache_read_input_tokens"] == 128.0
+    assert result["metrics"]["total_cost"] == 0.02
+
+
+def test_redaction_drops_the_routing_record_carried_in_metadata(logger: DataDogLLMObsLogger) -> None:
+    """The whole routing record rides along in metadata, so dropping the flat copy alone leaks the prompt."""
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            redacted_logger = DataDogLLMObsLogger(turn_off_message_logging=True)
+    result = json.loads(
+        safe_dumps(
+            redacted_logger.create_llm_obs_payload(
+                build_payload(
+                    metadata={
+                        "routing_decision": {
+                            "tier": "premium",
+                            "cause": "keyword_rule",
+                            "signals": ["secret prompt text"],
+                            "matched_keyword": "secret keyword",
+                            "escalation_keyword": "secret escalation",
+                        }
+                    }
+                ),
+                datetime(2026, 9, 1, 12, 0, 0),
+                datetime(2026, 9, 1, 12, 0, 2),
+            )
+        )
+    )
+
+    assert "routing_decision" not in result["meta"]["metadata"]
+    assert result["meta"]["metadata"]["router_tier"] == "premium"
+    assert result["meta"]["metadata"]["router_cause"] == "keyword_rule"
+    assert "secret" not in safe_dumps(result["meta"]["metadata"])
+
+
+def test_a_failure_span_redacts_its_messages(logger: DataDogLLMObsLogger) -> None:
+    """The redaction hook only runs on success, so the failure span has to redact for itself."""
+    failed = build_payload(messages=[{"role": "user", "content": "secret prompt"}])
+    failed["standard_logging_object"]["status"] = "failure"
+    failed["standard_logging_object"]["response"] = None
+    failed["standard_logging_object"]["error_information"] = {"error_message": "boom", "error_class": "BadRequestError"}
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            redacted_logger = DataDogLLMObsLogger(turn_off_message_logging=True)
+    result = json.loads(
+        safe_dumps(
+            redacted_logger.create_llm_obs_payload(
+                failed, datetime(2026, 9, 1, 12, 0, 0), datetime(2026, 9, 1, 12, 0, 2)
+            )
+        )
+    )
+
+    assert result["meta"]["input"]["messages"] == [{"role": "user", "content": "redacted-by-litellm"}]
+    assert result["meta"]["output"]["messages"] == []
+    assert result["status"] == "error"
+
+
+def test_excluding_messages_from_the_logging_payload_still_ships_the_span(logger: DataDogLLMObsLogger) -> None:
+    """`standard_logging_payload_excluded_fields` deletes the key, and a span with no prompt is still a span."""
+    payload = build_payload()
+    del payload["standard_logging_object"]["messages"]
+
+    span = json.loads(
+        safe_dumps(
+            logger.create_llm_obs_payload(payload, datetime(2026, 9, 1, 12, 0, 0), datetime(2026, 9, 1, 12, 0, 2))
+        )
+    )
+
+    assert span["meta"]["input"]["messages"] == []
+    assert span["metrics"]["total_cost"] == 0.02
+
+
+def test_an_explicit_redaction_setting_survives_the_global_params(logger: DataDogLLMObsLogger) -> None:
+    """Global params carry defaults for keys the operator never set, and those must not win."""
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            with patch.object(  # test-quality-ok: the ctor reads this module global with no injection seam
+                litellm, "datadog_llm_observability_params", {}
+            ):
+                configured_logger = DataDogLLMObsLogger(
+                    turn_off_message_logging=True
+                )  # test-quality-ok: verifies ctor setting
+
+    assert configured_logger.turn_off_message_logging is True
+
+
+def _redacting_logger(
+    **kwargs: Any,
+) -> DataDogLLMObsLogger:  # test-quality-ok: shared test factory accepts init variants
+    with patch.dict(os.environ, {"DD_API_KEY": "k", "DD_SITE": "us5.datadoghq.com"}, clear=True):
+        with patch("asyncio.create_task"):
+            return DataDogLLMObsLogger(**kwargs)
+
+
+def _span_json(logger_under_test: DataDogLLMObsLogger, payload: dict[str, Any]) -> dict[str, Any]:
+    span = logger_under_test.create_llm_obs_payload(
+        payload, datetime(2026, 9, 1, 12, 0, 0), datetime(2026, 9, 1, 12, 0, 2)
+    )
+    return json.loads(safe_dumps(span))
+
+
+def test_redaction_keeps_the_conversation_shape_without_its_content() -> None:
+    """Roles and message count survive so the trace stays legible; contents and tool payloads do not."""
+    result = _span_json(
+        _redacting_logger(turn_off_message_logging=True),
+        build_payload(
+            messages=[
+                {"role": "user", "content": "secret prompt"},
+                {"role": "assistant", "content": None, "tool_calls": [ASSISTANT_TOOL_CALL]},
+            ],
+            response_message={"role": "assistant", "content": "secret response"},
+        ),
+    )
+
+    assert result["meta"]["input"]["messages"] == [
+        {"role": "user", "content": "redacted-by-litellm"},
+        {"role": "assistant", "content": "redacted-by-litellm"},
+    ]
+    assert result["meta"]["output"]["messages"] == [{"role": "assistant", "content": "redacted-by-litellm"}]
+
+
+def test_redaction_drops_unrecognized_and_malformed_message_roles() -> None:
+    """Caller-controlled role values must not bypass redaction or crash span creation."""
+    result = _span_json(
+        _redacting_logger(turn_off_message_logging=True),
+        build_payload(
+            messages=[
+                {"role": "SECRET-39402", "content": "hello"},
+                {"role": ["SECRET-39402"], "content": "hello"},
+                {"role": {"secret": "SECRET-39402"}, "content": "hello"},
+                {"role": "agent", "content": "hello"},
+            ]
+        ),
+    )
+
+    assert result["meta"]["input"]["messages"] == [
+        {"role": "", "content": "redacted-by-litellm"},
+        {"role": "", "content": "redacted-by-litellm"},
+        {"role": "", "content": "redacted-by-litellm"},
+        {"role": "agent", "content": "redacted-by-litellm"},
+    ]
+    assert "SECRET-39402" not in safe_dumps(result)
+
+
+def test_the_deprecated_message_logging_flag_engages_the_same_redaction() -> None:
+    """The platform redacts for `message_logging is not True`, so this callback's own gate must agree."""
+    result = _span_json(
+        _redacting_logger(message_logging=False),
+        build_payload(
+            messages=[{"role": "user", "content": "secret prompt"}],
+            model_parameters={"tools": [TOOL_DEFINITION]},
+            metadata={"routing_decision": {"tier": "premium", "signals": ["secret prompt text"]}},
+        ),
+    )
+
+    assert result["meta"]["input"]["messages"] == [{"role": "user", "content": "redacted-by-litellm"}]
+    assert "tool_definitions" not in result["meta"]
+    assert "routing_decision" not in result["meta"]["metadata"]
+
+
+def test_a_truthy_redaction_setting_redacts_like_the_shared_hook() -> None:
+    """The shared hook redacts on truthiness, so a config-provided string must not half-redact the span."""
+    result = _span_json(
+        _redacting_logger(turn_off_message_logging="yes"),
+        build_payload(messages=[{"role": "user", "content": "secret prompt"}]),
+    )
+
+    assert result["meta"]["input"]["messages"] == [{"role": "user", "content": "redacted-by-litellm"}]
+
+
+def test_redaction_drops_every_prompt_carrying_metadata_record(logger: DataDogLLMObsLogger) -> None:
+    """Tool arguments, retrieved text, and the guardrail's copy of the request ride in metadata records too."""
+    sensitive_metadata: dict[str, Any] = {
+        "requester_metadata": {"note": "secret prompt text"},
+        "prompt_management_metadata": {"prompt_id": "p1", "prompt_variables": {"topic": "secret"}},
+        "mcp_tool_call_metadata": {"name": "search", "arguments": {"query": "secret"}},
+        "vector_store_request_metadata": [{"query": "secret"}],
+    }
+
+    def sensitive_payload() -> dict[str, Any]:
+        payload = build_payload(metadata=sensitive_metadata)
+        payload["standard_logging_object"]["guardrail_information"] = [
+            {"guardrail_name": "g", "guardrail_request": {"messages": [{"content": "secret prompt"}]}}
+        ]
+        return payload
+
+    redacted = _span_json(_redacting_logger(turn_off_message_logging=True), sensitive_payload())
+    unredacted = _span_json(logger, sensitive_payload())
+
+    assert "secret" not in safe_dumps(redacted["meta"]["metadata"])
+    for record in sensitive_metadata:
+        assert record not in redacted["meta"]["metadata"]
+        assert record in unredacted["meta"]["metadata"]
+    assert redacted["meta"]["metadata"]["guardrail_information"] is None
+    assert unredacted["meta"]["metadata"]["guardrail_information"] is not None
+
+
+def test_tool_definitions_accept_the_bare_anthropic_shape(logger: DataDogLLMObsLogger) -> None:
+    """The Anthropic surface declares tools unwrapped, with input_schema instead of parameters."""
+    payload = build(
+        logger,
+        model_parameters={"tools": [{"name": "get_weather", "description": "d", "input_schema": {"type": "object"}}]},
+    )
+
+    assert payload["meta"]["tool_definitions"] == [
+        {"name": "get_weather", "description": "d", "schema": {"type": "object"}}
+    ]
+
+
+def test_meta_omits_tool_definitions_when_no_tools_were_offered(logger: DataDogLLMObsLogger) -> None:
+    assert "tool_definitions" not in build(logger)["meta"]
+
+
+def test_a_ddtrace_integer_parent_id_is_forwarded_as_its_string(logger: DataDogLLMObsLogger) -> None:
+    """ddtrace hands span ids as ints; dropping them detaches the span from its APM trace."""
+    kwargs = build_payload()
+    kwargs["litellm_params"]["metadata"]["parent_id"] = 8675309
+    start = datetime(2026, 9, 1, 12, 0, 0)
+    span = json.loads(safe_dumps(logger.create_llm_obs_payload(kwargs, start, start + timedelta(seconds=2))))
+    assert span["parent_id"] == "8675309"
+
+
+def test_unparseable_tool_arguments_are_preserved_rather_than_dropped(logger: DataDogLLMObsLogger) -> None:
+    """A truncated argument string is still the only record of what the model tried to call."""
+    payload = build(
+        logger,
+        response_message={
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [{"id": "c1", "type": "function", "function": {"name": "f", "arguments": '{"city":'}}],
+        },
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["tool_calls"][0]["arguments"] == '{"city":'
+
+
+def test_oversized_tool_arguments_ship_unparsed(logger: DataDogLLMObsLogger) -> None:
+    """
+    Decoding attacker-sized compact JSON multiplies memory for a span that is only logging.
+
+    This payload is perfectly valid JSON, so the only reason it arrives as a string is the
+    size bound; a smaller copy of the same shape comes back as an object below.
+    """
+    oversized = '{"a":"' + "x" * 300_000 + '"}'
+
+    payload = build(
+        logger,
+        response_message={
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [{"id": "c1", "type": "function", "function": {"name": "f", "arguments": oversized}}],
+        },
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["tool_calls"][0]["arguments"] == oversized
+
+
+def test_valid_arguments_below_the_bound_still_parse(logger: DataDogLLMObsLogger) -> None:
+    """The size bound must not swallow ordinary arguments; this is the oversized test's control."""
+    payload = build(
+        logger,
+        response_message={
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [
+                {"id": "c1", "type": "function", "function": {"name": "f", "arguments": '{"a":"' + "x" * 64 + '"}'}}
+            ],
+        },
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["tool_calls"][0]["arguments"] == {"a": "x" * 64}
+
+
+def test_a_result_is_named_even_when_its_call_had_unparseable_arguments(logger: DataDogLLMObsLogger) -> None:
+    """Correlating a result to its call reads ids and names, so bad arguments cannot break linking."""
+    payload = build(
+        logger,
+        messages=[
+            {
+                "role": "assistant",
+                "content": None,
+                "tool_calls": [
+                    {"id": "call_abc123", "type": "function", "function": {"name": "get_weather", "arguments": "{"}}
+                ],
+            },
+            {"role": "tool", "tool_call_id": "call_abc123", "content": "18C"},
+        ],
+    )
+
+    assert payload["meta"]["input"]["messages"][1]["tool_results"] == [
+        {"name": "get_weather", "result": "18C", "tool_id": "call_abc123", "type": "function"}
+    ]
+
+
+def test_deeply_nested_tool_arguments_do_not_drop_the_span(logger: DataDogLLMObsLogger) -> None:
+    """json.loads raises RecursionError, not JSONDecodeError, on hostile nesting."""
+    payload = build(
+        logger,
+        response_message={
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [{"id": "c1", "type": "function", "function": {"name": "f", "arguments": "[" * 50_000}}],
+        },
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["tool_calls"][0]["arguments"] == "[" * 50_000
+
+
+def test_tool_arguments_that_parse_to_a_non_object_stay_a_string(logger: DataDogLLMObsLogger) -> None:
+    """Datadog types arguments as an object, so a bare JSON scalar must not land there as one."""
+    payload = build(
+        logger,
+        response_message={
+            "role": "assistant",
+            "content": None,
+            "tool_calls": [{"id": "c1", "type": "function", "function": {"name": "f", "arguments": "42"}}],
+        },
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["tool_calls"][0]["arguments"] == "42"
+
+
+def test_a_tool_without_a_name_is_not_offered_as_a_definition(logger: DataDogLLMObsLogger) -> None:
+    """A nameless tool cannot be matched to a call, so it is dropped rather than sent blank."""
+    payload = build(logger, model_parameters={"tools": [{"function": {"description": "no name"}}, TOOL_DEFINITION]})
+
+    assert [tool["name"] for tool in payload["meta"]["tool_definitions"]] == ["get_weather"]
+
+
+def test_a_tool_definition_without_a_schema_omits_the_field(logger: DataDogLLMObsLogger) -> None:
+    """An empty schema object would read as a tool that takes no arguments, which is a different claim."""
+    payload = build(logger, model_parameters={"tools": [{"name": "ping", "description": "d"}]})
+
+    assert payload["meta"]["tool_definitions"] == [{"name": "ping", "description": "d"}]
+
+
+def test_a_non_dict_message_still_reaches_datadog(logger: DataDogLLMObsLogger) -> None:
+    """Callers can log arbitrary message payloads, and dropping the span over one loses the request."""
+    payload = build(logger, messages=["just a bare string"])
+
+    assert payload["meta"]["input"]["messages"] == [{"input": "just a bare string"}]
+
+
+def test_messages_logged_as_a_bare_string_still_reach_datadog(logger: DataDogLLMObsLogger) -> None:
+    payload = build(logger, messages="the whole prompt as one string")
+
+    assert payload["meta"]["input"]["messages"] == [{"input": "the whole prompt as one string"}]
+
+
+def test_non_chat_call_types_log_an_empty_input(logger: DataDogLLMObsLogger) -> None:
+    """Embedding and image calls carry no messages; fabricating an "None" turn misreads in Datadog."""
+    payload = build(logger, messages=None)
+
+    assert payload["meta"]["input"]["messages"] == []
+
+
+def test_anthropic_tool_blocks_map_to_tool_calls_and_results(logger: DataDogLLMObsLogger) -> None:
+    """/v1/messages carries tool traffic as content blocks, not OpenAI fields."""
+    payload = build(
+        logger,
+        messages=[
+            {"role": "user", "content": [{"type": "text", "text": "Weather in Tokyo?"}]},
+            {
+                "role": "assistant",
+                "content": [{"type": "tool_use", "id": "toolu_1", "name": "get_weather", "input": {"city": "Tokyo"}}],
+            },
+            {"role": "user", "content": [{"type": "tool_result", "tool_use_id": "toolu_1", "content": "18C"}]},
+        ],
+    )
+
+    assistant, result_turn = payload["meta"]["input"]["messages"][1:3]
+    assert assistant["tool_calls"] == [
+        {"name": "get_weather", "arguments": {"city": "Tokyo"}, "tool_id": "toolu_1", "type": "tool_use"}
+    ]
+    assert result_turn["tool_results"] == [
+        {"name": "get_weather", "result": "18C", "tool_id": "toolu_1", "type": "function"}
+    ]
+
+
+def test_content_with_no_text_parts_is_preserved_not_blanked(logger: DataDogLLMObsLogger) -> None:
+    """A content list the mapper does not understand must ride along, not be erased."""
+    blocks = [{"type": "image_url", "image_url": {"url": "https://example.com/x.png"}}]
+    payload = build(logger, messages=[{"role": "user", "content": blocks}])
+
+    assert payload["meta"]["input"]["messages"][0]["content"] == blocks
+
+
+def test_multimodal_content_parts_are_flattened_to_text(logger: DataDogLLMObsLogger) -> None:
+    """Datadog types Message.content as a string, so content lists collapse to their text."""
+    payload = build(
+        logger,
+        messages=[
+            {"role": "user", "content": [{"type": "text", "text": "describe "}, {"type": "text", "text": "this"}]}
+        ],
+    )
+
+    assert payload["meta"]["input"]["messages"][0]["content"] == "describe this"
+
+
+def test_mapping_input_messages_does_not_mutate_the_shared_payload(logger: DataDogLLMObsLogger) -> None:
+    """Sibling callbacks read the same messages list, so flattening must not write through it."""
+    messages: list[dict[str, Any]] = [{"role": "user", "content": [{"type": "text", "text": "hi"}]}]
+    kwargs = build_payload(messages=messages)
+    start = datetime(2026, 9, 1, 12, 0, 0)
+
+    logger.create_llm_obs_payload(kwargs, start, start + timedelta(seconds=1))
+
+    assert messages[0]["content"] == [{"type": "text", "text": "hi"}]
+
+
+def test_reasoning_content_survives_the_mapping(logger: DataDogLLMObsLogger) -> None:
+    payload = build(
+        logger,
+        response_message={"role": "assistant", "content": "answer", "reasoning_content": "thinking"},
+    )
+
+    assert payload["meta"]["output"]["messages"][0]["reasoning_content"] == "thinking"
diff --git a/tests/test_litellm/integrations/focus/test_focus_database.py b/tests/test_litellm/integrations/focus/test_focus_database.py
index 5c13665f1f1..06240eac387 100644
--- a/tests/test_litellm/integrations/focus/test_focus_database.py
+++ b/tests/test_litellm/integrations/focus/test_focus_database.py
@@ -1,5 +1,6 @@
 """Tests for FocusLiteLLMDatabase query construction."""
 
+import hashlib
 from datetime import datetime, timezone
 from types import SimpleNamespace
 from unittest.mock import AsyncMock
@@ -87,3 +88,24 @@ async def test_should_join_organization_table(monkeypatch: pytest.MonkeyPatch):
     )
     assert "ot.organization_alias as organization_alias" in query_text
     assert 'LEFT JOIN "LiteLLM_OrganizationTable" ot' in query_text
+
+
+@pytest.mark.asyncio
+async def test_should_build_frame_from_rows_recovered_for_double_hashed_keys(monkeypatch: pytest.MonkeyPatch):
+    double_hashed = hashlib.sha256(b"sk-hashed-token").hexdigest()
+    joined_row = {"api_key": "sk-joined", "api_key_alias": "joined", "team_id": "team-0", "user_email": None, "spend": 0.1}
+    dirty_row = {"api_key": double_hashed, "api_key_alias": None, "team_id": None, "user_email": None, "spend": 0.5}
+
+    async def query_raw(query: str, *params):
+        if "sha256(" in query:
+            return [{"digest": double_hashed, "key_alias": "batch-worker", "team_id": "team-1", "user_id": None}]
+        return [joined_row, dirty_row]
+
+    mock_client = SimpleNamespace(db=SimpleNamespace(query_raw=AsyncMock(side_effect=query_raw)))
+    db = FocusLiteLLMDatabase()
+    monkeypatch.setattr(db, "_ensure_prisma_client", lambda: mock_client)
+
+    result = await db.get_usage_data()
+
+    assert result["api_key_alias"].to_list() == ["joined", "batch-worker"]
+    assert result["team_id"].to_list() == ["team-0", "team-1"]
diff --git a/tests/test_litellm/integrations/otel/test_langfuse_logger.py b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
new file mode 100644
index 00000000000..8f93a9a564f
--- /dev/null
+++ b/tests/test_litellm/integrations/otel/test_langfuse_logger.py
@@ -0,0 +1,359 @@
+"""Tests for ``LangfuseOpenTelemetryV2``: the root observation's input and output are stamped from the
+request-task hooks, while the root span is still recording, so Langfuse can show them on the trace."""
+
+import asyncio
+import json
+from collections.abc import AsyncIterator, Sequence
+from typing import Final
+
+import pytest
+
+pytest.importorskip("opentelemetry")
+
+from opentelemetry.sdk.trace.export.in_memory_span_exporter import InMemorySpanExporter  # noqa: E402
+
+import litellm  # noqa: E402
+from litellm.caching.dual_cache import DualCache  # noqa: E402
+from litellm.integrations.otel.logger import build_otel_v2_logger  # noqa: E402
+from litellm.integrations.otel.model.config import OpenTelemetryV2Config, is_otel_v2_enabled  # noqa: E402
+from litellm.integrations.otel.model.spans import LITELLM_PROXY_REQUEST_SPAN_NAME, SpanRole  # noqa: E402
+from litellm.integrations.otel.plumbing import context as otel_context  # noqa: E402
+from litellm.integrations.otel.plumbing import providers  # noqa: E402
+from litellm.integrations.otel.plumbing.context import set_request_root_span  # noqa: E402
+from litellm.litellm_core_utils.litellm_logging import _maybe_construct_otel_v2  # noqa: E402
+from litellm.proxy._types import UserAPIKeyAuth  # noqa: E402
+from litellm.proxy.utils import ProxyLogging  # noqa: E402
+from litellm.types.llms.openai import (  # noqa: E402
+    ResponseCompletedEvent,
+    ResponsesAPIResponse,
+    ResponsesAPIStreamEvents,
+)
+from litellm.types.utils import (  # noqa: E402
+    Choices,
+    Delta,
+    Embedding,
+    EmbeddingResponse,
+    Message,
+    ModelResponse,
+    ModelResponseStream,
+    StreamingChoices,
+)
+
+INPUT_ATTR: Final = "langfuse.observation.input"
+OUTPUT_ATTR: Final = "langfuse.observation.output"
+CHAT_DATA: Final = {"model": "gpt-5.4-mini", "messages": [{"role": "user", "content": "ping"}]}
+
+
+@pytest.fixture(autouse=True)
+def _reset_request_root_span():
+    otel_context._request_root_span.set(None)
+    yield
+    otel_context._request_root_span.set(None)
+
+
+def _logger(*, capture: str = "span_only", mappers: Sequence[str] = ("genai", "langfuse")):
+    cfg = OpenTelemetryV2Config(exporter="in_memory", mapper_names=list(mappers), capture_message_content=capture)
+    exporter = InMemorySpanExporter()
+    tracer_provider = providers.build_tracer_provider(cfg, exporter=exporter)
+    return build_otel_v2_logger(config=cfg, tracer_provider=tracer_provider), exporter
+
+
+def _start_root(logger):
+    root = logger._emitter.start_span(SpanRole.PROXY_REQUEST, LITELLM_PROXY_REQUEST_SPAN_NAME)
+    set_request_root_span(root)
+    return root
+
+
+def _root_attrs(exporter):
+    by_name = {span.name: span for span in exporter.get_finished_spans()}
+    return dict(by_name[LITELLM_PROXY_REQUEST_SPAN_NAME].attributes or {})
+
+
+def _run_request(logger, data: dict, call_type: str, response: object):
+    root = _start_root(logger)
+    asyncio.run(logger.async_pre_call_hook(UserAPIKeyAuth(), DualCache(), data, call_type))
+    asyncio.run(logger.async_post_call_success_hook(data=data, user_api_key_dict=UserAPIKeyAuth(), response=response))
+    root.end()
+
+
+async def _relay(logger, chunks: Sequence[object], data: dict) -> list[object]:
+    async def source() -> AsyncIterator[object]:
+        for chunk in chunks:
+            yield chunk
+
+    return [chunk async for chunk in logger.async_post_call_streaming_iterator_hook(UserAPIKeyAuth(), source(), data)]
+
+
+def _run_stream(logger, data: dict, chunks: Sequence[object]) -> list[object]:
+    root = _start_root(logger)
+    asyncio.run(logger.async_pre_call_hook(UserAPIKeyAuth(), DualCache(), data, "acompletion"))
+    relayed = asyncio.run(_relay(logger, chunks, data))
+    root.end()
+    return relayed
+
+
+def _chat_chunk(content: str | None, finish_reason: str | None = None) -> ModelResponseStream:
+    return ModelResponseStream(
+        id="chatcmpl-1",
+        created=1,
+        model="gpt-5.4-mini",
+        choices=[StreamingChoices(index=0, delta=Delta(content=content), finish_reason=finish_reason)],
+    )
+
+
+def _responses_api_response() -> ResponsesAPIResponse:
+    return ResponsesAPIResponse(
+        id="resp_1",
+        created_at=1,
+        output=[
+            {
+                "type": "message",
+                "id": "msg_1",
+                "status": "completed",
+                "role": "assistant",
+                "content": [{"type": "output_text", "text": "pong", "annotations": []}],
+            }
+        ],
+    )
+
+
+def _anthropic_sse_frames() -> tuple[bytes, ...]:
+    events = (
+        {
+            "type": "message_start",
+            "message": {
+                "id": "msg_1",
+                "type": "message",
+                "role": "assistant",
+                "model": "claude-sonnet-4-5",
+                "content": [],
+                "stop_reason": None,
+                "usage": {"input_tokens": 1, "output_tokens": 0},
+            },
+        },
+        {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}},
+        {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "po"}},
+        {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "ng"}},
+        {"type": "content_block_stop", "index": 0},
+        {"type": "message_delta", "delta": {"stop_reason": "end_turn"}, "usage": {"output_tokens": 2}},
+        {"type": "message_stop"},
+    )
+    return tuple(f"event: {event['type']}\ndata: {json.dumps(event)}\n\n".encode() for event in events)
+
+
+def test_chat_request_stamps_root_observation_input_and_output():
+    logger, exporter = _logger()
+    response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+
+    _run_request(logger, CHAT_DATA, "acompletion", response)
+
+    attrs = _root_attrs(exporter)
+    assert json.loads(attrs[INPUT_ATTR]) == [{"role": "user", "content": "ping"}]
+    output = json.loads(attrs[OUTPUT_ATTR])
+    assert [(turn["role"], turn["content"]) for turn in output] == [("assistant", "pong")]
+
+
+def test_responses_request_folds_instructions_into_input_and_stamps_output_items():
+    logger, exporter = _logger()
+    data = {"model": "gpt-5.4-mini", "instructions": "be terse", "input": "ping"}
+
+    _run_request(logger, data, "aresponses", _responses_api_response())
+
+    attrs = _root_attrs(exporter)
+    assert json.loads(attrs[INPUT_ATTR]) == [
+        {"role": "system", "content": "be terse"},
+        {"role": "user", "content": "ping"},
+    ]
+    output = json.loads(attrs[OUTPUT_ATTR])
+    assert output[0]["role"] == "assistant"
+    assert output[0]["content"][0]["text"] == "pong"
+
+
+def test_anthropic_messages_request_folds_system_into_input_and_stamps_content_blocks():
+    logger, exporter = _logger()
+    data = {"model": "claude-sonnet-4-5", "system": "be terse", "messages": [{"role": "user", "content": "ping"}]}
+    response = {"type": "message", "role": "assistant", "content": [{"type": "text", "text": "pong"}]}
+
+    _run_request(logger, data, "aanthropic_messages", response)
+
+    attrs = _root_attrs(exporter)
+    assert json.loads(attrs[INPUT_ATTR]) == [
+        {"role": "system", "content": "be terse"},
+        {"role": "user", "content": "ping"},
+    ]
+    assert json.loads(attrs[OUTPUT_ATTR]) == [{"role": "assistant", "content": [{"type": "text", "text": "pong"}]}]
+
+
+def test_chat_stream_relays_chunks_untouched_and_stamps_assembled_output():
+    logger, exporter = _logger()
+    chunks = (_chat_chunk("po"), _chat_chunk("ng"), _chat_chunk(None, finish_reason="stop"))
+
+    relayed = _run_stream(logger, CHAT_DATA, chunks)
+
+    assert [id(chunk) for chunk in relayed] == [id(chunk) for chunk in chunks]
+    output = json.loads(_root_attrs(exporter)[OUTPUT_ATTR])
+    assert [(turn["role"], turn["content"]) for turn in output] == [("assistant", "pong")]
+
+
+def test_responses_stream_stamps_output_from_the_completed_event():
+    logger, exporter = _logger()
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED, response=_responses_api_response()
+    )
+    chunks = ({"type": "response.created"}, {"type": "response.output_text.delta", "delta": "pong"}, completed)
+
+    relayed = _run_stream(logger, {"model": "gpt-5.4-mini", "input": "ping"}, chunks)
+
+    assert relayed == list(chunks)
+    output = json.loads(_root_attrs(exporter)[OUTPUT_ATTR])
+    assert output[0]["content"][0]["text"] == "pong"
+
+
+def test_anthropic_sse_stream_stamps_output_from_the_assembled_frames():
+    logger, exporter = _logger()
+    frames = _anthropic_sse_frames()
+
+    relayed = _run_stream(
+        logger, {"model": "claude-sonnet-4-5", "messages": [{"role": "user", "content": "ping"}]}, frames
+    )
+
+    assert relayed == list(frames)
+    output = json.loads(_root_attrs(exporter)[OUTPUT_ATTR])
+    assert [(turn["role"], turn["content"]) for turn in output] == [("assistant", "pong")]
+
+
+def test_root_observation_io_survives_the_root_ending_before_the_success_callback():
+    logger, exporter = _logger()
+    response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+    root = _start_root(logger)
+    asyncio.run(logger.async_pre_call_hook(UserAPIKeyAuth(), DualCache(), CHAT_DATA, "acompletion"))
+    logger.log_pre_api_call(
+        model="gpt-5.4-mini",
+        messages=[],
+        kwargs={"litellm_call_id": "call_1", "litellm_params": {"metadata": {}}},
+    )
+    asyncio.run(
+        logger.async_post_call_success_hook(data=CHAT_DATA, user_api_key_dict=UserAPIKeyAuth(), response=response)
+    )
+    root.end()
+
+    payload = {
+        "call_type": "acompletion",
+        "custom_llm_provider": "openai",
+        "model": "gpt-5.4-mini",
+        "messages": CHAT_DATA["messages"],
+        "response": response.model_dump(),
+        "status": "success",
+        "litellm_call_id": "call_1",
+        "metadata": {},
+        "hidden_params": {},
+    }
+    asyncio.run(
+        logger.async_log_success_event(
+            {"standard_logging_object": payload, "litellm_params": {"metadata": {}}}, response, None, None
+        )
+    )
+
+    attrs = _root_attrs(exporter)
+    assert INPUT_ATTR in attrs and OUTPUT_ATTR in attrs
+    generation = next(span for span in exporter.get_finished_spans() if span.name != LITELLM_PROXY_REQUEST_SPAN_NAME)
+    assert OUTPUT_ATTR in dict(generation.attributes or {})
+
+
+def test_root_input_is_the_request_as_the_pre_call_chain_left_it():
+    logger, exporter = _logger()
+    raw = {"model": "gpt-5.4-mini", "messages": [{"role": "user", "content": "my ssn is 123-45-6789"}]}
+    masked = {"model": "gpt-5.4-mini", "messages": [{"role": "user", "content": "my ssn is [REDACTED]"}]}
+    response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="noted"))])
+    root = _start_root(logger)
+    asyncio.run(logger.async_pre_call_hook(UserAPIKeyAuth(), DualCache(), raw, "acompletion"))
+    asyncio.run(logger.async_post_call_success_hook(data=masked, user_api_key_dict=UserAPIKeyAuth(), response=response))
+    root.end()
+
+    assert json.loads(_root_attrs(exporter)[INPUT_ATTR]) == masked["messages"]
+
+
+def test_root_already_ended_is_left_alone():
+    logger, exporter = _logger()
+    response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+    root = _start_root(logger)
+    root.end()
+
+    asyncio.run(
+        logger.async_post_call_success_hook(data=CHAT_DATA, user_api_key_dict=UserAPIKeyAuth(), response=response)
+    )
+
+    attrs = _root_attrs(exporter)
+    assert INPUT_ATTR not in attrs and OUTPUT_ATTR not in attrs
+
+
+def test_responses_without_a_message_body_stamp_neither_input_nor_output():
+    logger, exporter = _logger()
+    embedding = EmbeddingResponse(model="e", data=[Embedding(embedding=[0.1], index=0, object="embedding")])
+
+    _run_request(logger, {"model": "e", "input": "ping"}, "aembedding", embedding)
+
+    attrs = _root_attrs(exporter)
+    assert INPUT_ATTR not in attrs and OUTPUT_ATTR not in attrs
+
+
+def test_unrenderable_output_never_raises_into_the_request():
+    logger, exporter = _logger()
+
+    _run_request(logger, CHAT_DATA, "acompletion", object())
+
+    attrs = _root_attrs(exporter)
+    assert INPUT_ATTR not in attrs and OUTPUT_ATTR not in attrs
+
+
+@pytest.mark.parametrize(
+    ("capture", "mappers"),
+    [("no_content", ("genai", "langfuse")), ("span_only", ("genai",))],
+)
+def test_factory_keeps_the_base_logger_unless_langfuse_content_capture_is_on(capture, mappers):
+    logger, exporter = _logger(capture=capture, mappers=mappers)
+
+    _run_request(logger, CHAT_DATA, "acompletion", ModelResponse())
+    attrs = _root_attrs(exporter)
+    assert INPUT_ATTR not in attrs and OUTPUT_ATTR not in attrs
+
+
+@pytest.mark.parametrize(
+    ("capture", "mappers", "relays_streams"),
+    [
+        ("span_only", ("genai", "langfuse"), True),
+        ("no_content", ("genai", "langfuse"), False),
+        ("span_only", ("genai",), False),
+    ],
+)
+def test_only_langfuse_content_capture_takes_proxy_streams_off_the_fast_path(
+    monkeypatch, capture, mappers, relays_streams
+):
+    logger, _ = _logger(capture=capture, mappers=mappers)
+    monkeypatch.setattr(litellm, "callbacks", [logger])
+
+    assert ProxyLogging._callback_capabilities().has_iterator_override is relays_streams
+
+
+def test_langfuse_otel_preset_builds_a_logger_that_stamps_the_root(monkeypatch):
+    monkeypatch.setenv("LITELLM_OTEL_V2", "true")
+    monkeypatch.setenv("LANGFUSE_PUBLIC_KEY", "pk")
+    monkeypatch.setenv("LANGFUSE_SECRET_KEY", "sk")
+    monkeypatch.setenv("LANGFUSE_HOST", "https://cloud.langfuse.com")
+    monkeypatch.setenv("OTEL_INSTRUMENTATION_GENAI_CAPTURE_MESSAGE_CONTENT", "span_only")
+    is_otel_v2_enabled.cache_clear()
+
+    loggers: list = []
+    try:
+        built = _maybe_construct_otel_v2("langfuse_otel", loggers)
+        assert built is not None
+        assert _maybe_construct_otel_v2("langfuse_otel", loggers) is built
+        root = _start_root(built)
+        response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="pong"))])
+        asyncio.run(
+            built.async_post_call_success_hook(data=CHAT_DATA, user_api_key_dict=UserAPIKeyAuth(), response=response)
+        )
+        attrs = dict(root.attributes or {})
+        assert INPUT_ATTR in attrs and OUTPUT_ATTR in attrs
+    finally:
+        is_otel_v2_enabled.cache_clear()
diff --git a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
index ca628aa3405..99d706a9c44 100644
--- a/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
+++ b/tests/test_litellm/integrations/otel/test_otel_v2_sources_of_truth.py
@@ -541,6 +541,74 @@ def test_llm_call_adapter_extracts_cache_tokens_from_usage_object():
     assert data.usage.cache_read_input_tokens == 3
 
 
+def test_llm_call_adapter_normalizes_nested_cache_tokens():
+    cases: Final = (
+        ({"prompt_tokens_details": {"cached_tokens": 3}}, 3, None),
+        ({"prompt_cache_hit_tokens": 11}, 11, None),
+        ({"prompt_tokens_details": {"cache_write_tokens": 7}}, None, 7),
+        ({"prompt_tokens_details": {"cache_creation_tokens": 13}}, None, 13),
+        ({"prompt_tokens_details": {"cache_creation_input_tokens": 17}}, None, 17),
+    )
+    for usage_object, expected_read, expected_creation in cases:
+        case_payload = _sample_payload(metadata={"usage_object": usage_object})
+        data = LLMCallSpanData.from_standard_logging_payload(case_payload)
+        assert data.usage.cache_read_input_tokens == expected_read
+        assert data.usage.cache_creation_input_tokens == expected_creation
+
+
+def test_llm_call_adapter_prefers_nested_count_over_zero_top_level():
+    payload = _sample_payload(
+        metadata={
+            "usage_object": {
+                "cache_read_input_tokens": 0,
+                "cache_creation_input_tokens": 0,
+                "prompt_tokens_details": {"cached_tokens": 5, "cache_write_tokens": 7},
+            }
+        }
+    )
+    data = LLMCallSpanData.from_standard_logging_payload(payload)
+    assert data.usage.cache_read_input_tokens == 5
+    assert data.usage.cache_creation_input_tokens == 7
+
+
+def test_llm_call_adapter_ignores_invalid_cache_values_before_valid_fallbacks():
+    payload = _sample_payload(
+        metadata={
+            "usage_object": {
+                "cache_read_input_tokens": -1,
+                "cache_creation_input_tokens": "5.0",
+                "prompt_tokens_details": {"cached_tokens": 5, "cache_write_tokens": 7},
+            }
+        }
+    )
+    data = LLMCallSpanData.from_standard_logging_payload(payload)
+    assert data.usage.cache_read_input_tokens == 5
+    assert data.usage.cache_creation_input_tokens == 7
+
+
+def test_llm_call_adapter_ignores_non_finite_cache_values():
+    payload = _sample_payload(
+        metadata={
+            "usage_object": {
+                "prompt_tokens_details": {"cached_tokens": float("nan")},
+            }
+        }
+    )
+    data = LLMCallSpanData.from_standard_logging_payload(payload)
+    assert data.usage.cache_read_input_tokens is None
+
+
+def test_llm_call_adapter_preserves_explicit_zero_and_omits_missing_cache_tokens():
+    for usage_object, expected_read, expected_creation in (
+        ({"prompt_tokens_details": {"cached_tokens": 0}}, 0, None),
+        ({}, None, None),
+    ):
+        case_payload = _sample_payload(metadata={"usage_object": usage_object})
+        data = LLMCallSpanData.from_standard_logging_payload(case_payload)
+        assert data.usage.cache_read_input_tokens == expected_read
+        assert data.usage.cache_creation_input_tokens == expected_creation
+
+
 def test_llm_call_adapter_cache_tokens_none_without_usage_object():
     data = LLMCallSpanData.from_standard_logging_payload(_sample_payload())
     assert data.usage.cache_creation_input_tokens is None
diff --git a/tests/test_litellm/integrations/test_anthropic_cache_control_hook.py b/tests/test_litellm/integrations/test_anthropic_cache_control_hook.py
index e995cbae782..de8b654987b 100644
--- a/tests/test_litellm/integrations/test_anthropic_cache_control_hook.py
+++ b/tests/test_litellm/integrations/test_anthropic_cache_control_hook.py
@@ -2858,6 +2858,27 @@ class TestRecordGatewayInjection:
         AnthropicCacheControlHook.record_gateway_injection(kwargs, 0)
         assert kwargs["litellm_metadata"][self.KEY] == self.DEPLOYMENT
 
+    def test_an_every_deployment_mark_survives_a_later_per_deployment_stamp(self):
+        """A per-leg stamp like the Bedrock converse tool_config one describes one leg of
+        a payload every leg sends, so narrowing an every-deployment mark to that leg's
+        deployment would uncredit whichever leg gets billed after a failover."""
+        kwargs: dict = {"litellm_metadata": {self.KEY: ""}, "model_info": {"id": self.DEPLOYMENT}}
+        AnthropicCacheControlHook.record_gateway_injection(kwargs, 1)
+        assert kwargs["litellm_metadata"][self.KEY] == ""
+
+    def test_a_pre_choice_pass_stamps_the_sentinel_over_a_provisional_deployment(self):
+        """The router's prompt-management factory stamps a provisional deployment's
+        model_info into kwargs before the prompt pass runs, and any other deployment can
+        end up billed, so the pass declares every-deployment scope explicitly."""
+        kwargs: dict = {"litellm_metadata": {}, "model_info": {"id": self.DEPLOYMENT}}
+        AnthropicCacheControlHook.record_gateway_injection(kwargs, 1, injected_for_every_deployment=True)
+        assert kwargs["litellm_metadata"][self.KEY] == ""
+
+    def test_a_per_deployment_mark_still_follows_the_latest_leg(self):
+        kwargs: dict = {"litellm_metadata": {self.KEY: "dep-old"}, "model_info": {"id": self.DEPLOYMENT}}
+        AnthropicCacheControlHook.record_gateway_injection(kwargs, 1)
+        assert kwargs["litellm_metadata"][self.KEY] == self.DEPLOYMENT
+
     def test_v1_messages_auto_injection_stamps_the_marker(self, monkeypatch):
         monkeypatch.setattr(litellm, "enable_anthropic_prompt_caching", True)
         kwargs: dict = {"litellm_metadata": {}, "model_info": {"id": self.DEPLOYMENT}}
diff --git a/tests/test_litellm/integrations/test_custom_guardrail.py b/tests/test_litellm/integrations/test_custom_guardrail.py
index d978eb48c12..6edc2c9bf77 100644
--- a/tests/test_litellm/integrations/test_custom_guardrail.py
+++ b/tests/test_litellm/integrations/test_custom_guardrail.py
@@ -1091,8 +1091,8 @@ class TestCustomGuardrailPassthroughSupport:
             call_type=CallTypes.allm_passthrough_route,
         )
 
-        # When result is None, should return the original response
-        assert result == mock_response
+        # None means the guardrail did not modify the response (LIT-5863 contract)
+        assert result is None
 
     @pytest.mark.asyncio
     async def test_async_post_call_success_deployment_hook_with_none_call_type(self):
@@ -1120,8 +1120,8 @@ class TestCustomGuardrailPassthroughSupport:
             call_type=None,
         )
 
-        # Should return the original response when result is None
-        assert result == mock_response
+        # None means the guardrail did not modify the response (LIT-5863 contract)
+        assert result is None
 
     def test_is_valid_response_type_with_none(self):
         """
@@ -2237,3 +2237,272 @@ class TestRecordsOwnGuardrailInformation:
         )
 
         assert _guardrail_entries(request_data) == []
+
+
+class _ApplyOnlyObserver(CustomGuardrail):
+    """Overrides only apply_guardrail, like panw_prisma_airs; inherits async_logging_hook."""
+
+    def __init__(self, block: bool = False):
+        from litellm.types.guardrails import GuardrailEventHooks
+
+        super().__init__(guardrail_name="apply-only-observer", event_hook=GuardrailEventHooks.logging_only)
+        self.block = block
+        self.calls: list = []
+
+    @log_guardrail_information
+    async def apply_guardrail(self, inputs, request_data, input_type, logging_obj=None):
+        from fastapi import HTTPException
+
+        self.calls.append((input_type, list(inputs.get("texts") or [])))
+        if self.block:
+            raise HTTPException(status_code=400, detail={"error": "flagged"})
+        return GenericGuardrailAPIInputs(texts=["[MASKED]" for _ in inputs.get("texts") or []])
+
+
+def _logged_call(messages: list | str) -> tuple[dict, object]:
+    from litellm.types.utils import Choices, Message, ModelResponse
+
+    response = ModelResponse(choices=[Choices(message=Message(role="assistant", content="general kenobi"))])
+    kwargs = {
+        "model": "gpt-5.4-mini",
+        "messages": messages,
+        "litellm_call_id": "call-1",
+        "litellm_params": {"metadata": {"user_api_key_user_id": "u1"}},
+        "optional_params": {},
+        "standard_logging_object": {"guardrail_information": None},
+    }
+    return kwargs, response
+
+
+class TestLoggingOnlyApplyGuardrail:
+    """LIT-4876 regression: a guardrail in mode logging_only that implements only
+    apply_guardrail must still run against the logged request and response and
+    record guardrail_information, instead of inheriting the CustomLogger no-op."""
+
+    @pytest.mark.asyncio
+    async def test_runs_apply_guardrail_observe_only_and_records_verdict(self):
+        guardrail = _ApplyOnlyObserver()
+        messages = [{"role": "user", "content": "hello there"}]
+        kwargs, response = _logged_call(messages)
+
+        out_kwargs, out_response = await guardrail.async_logging_hook(kwargs, response, CallTypes.acompletion.value)
+
+        assert guardrail.calls == [("request", ["hello there"]), ("response", ["general kenobi"])]
+        assert out_kwargs["messages"] == [{"role": "user", "content": "hello there"}]
+        assert out_response.choices[0].message.content == "general kenobi"
+        entries = out_kwargs["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_name"] for e in entries] == ["apply-only-observer", "apply-only-observer"]
+        assert {e["guardrail_mode"] for e in entries} == {"logging_only"}
+        assert {e["guardrail_status"] for e in entries} == {"success"}
+        assert "standard_logging_guardrail_information" not in kwargs["litellm_params"]["metadata"]
+        assert kwargs["standard_logging_object"] == {"guardrail_information": None}
+
+    @pytest.mark.asyncio
+    async def test_appends_to_pre_call_verdicts_without_duplicating_them(self):
+        guardrail = _ApplyOnlyObserver()
+        kwargs, response = _logged_call([{"role": "user", "content": "hello there"}])
+        pre_call_entry = {"guardrail_name": "pii-blocker", "guardrail_mode": "pre_call", "guardrail_status": "success"}
+        kwargs["litellm_params"]["metadata"]["standard_logging_guardrail_information"] = [pre_call_entry]
+        kwargs["standard_logging_object"]["guardrail_information"] = [pre_call_entry]
+
+        out_kwargs, _ = await guardrail.async_logging_hook(kwargs, response, CallTypes.acompletion.value)
+
+        entries = out_kwargs["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_name"] for e in entries] == ["pii-blocker", "apply-only-observer", "apply-only-observer"]
+        assert kwargs["litellm_params"]["metadata"]["standard_logging_guardrail_information"] == [pre_call_entry]
+
+    @pytest.mark.asyncio
+    async def test_request_copy_failure_is_swallowed(self):
+        import threading
+
+        guardrail = _ApplyOnlyObserver()
+        kwargs, response = _logged_call([{"role": "user", "content": "hello there", "lock": threading.Lock()}])
+
+        out_kwargs, out_response = await guardrail.async_logging_hook(kwargs, response, CallTypes.acompletion.value)
+
+        assert guardrail.calls == []
+        assert out_kwargs is kwargs
+        assert out_response is response
+
+    @pytest.mark.asyncio
+    async def test_block_verdict_is_recorded_without_raising(self):
+        guardrail = _ApplyOnlyObserver(block=True)
+        kwargs, response = _logged_call([{"role": "user", "content": "flagged content"}])
+
+        out_kwargs, _ = await guardrail.async_logging_hook(kwargs, response, CallTypes.acompletion.value)
+
+        assert guardrail.calls == [("request", ["flagged content"])]
+        entries = out_kwargs["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_status"] for e in entries] == ["guardrail_intervened"]
+
+    @pytest.mark.asyncio
+    async def test_call_type_without_translation_is_skipped(self):
+        guardrail = _ApplyOnlyObserver()
+        kwargs, response = _logged_call([{"role": "user", "content": "hello there"}])
+
+        out_kwargs, _ = await guardrail.async_logging_hook(kwargs, response, CallTypes.amoderation.value)
+
+        assert guardrail.calls == []
+        assert out_kwargs["standard_logging_object"]["guardrail_information"] is None
+
+    @pytest.mark.asyncio
+    async def test_aembedding_scans_logged_input(self):
+        from litellm.types.utils import EmbeddingResponse
+
+        guardrail = _ApplyOnlyObserver()
+        kwargs, _ = _logged_call("hello there")
+        response = EmbeddingResponse(data=[{"embedding": [0.1], "index": 0, "object": "embedding"}])
+
+        out_kwargs, out_response = await guardrail.async_logging_hook(kwargs, response, CallTypes.aembedding.value)
+
+        assert guardrail.calls == [("request", ["hello there"])]
+        assert out_kwargs["messages"] == "hello there"
+        assert out_response is response
+        entries = out_kwargs["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_status"] for e in entries] == ["success"]
+
+    @pytest.mark.asyncio
+    async def test_native_lifecycle_hook_guardrail_is_left_alone(self):
+        class _NativeHooks(_ApplyOnlyObserver):
+            use_native_lifecycle_hooks = True
+
+        guardrail = _NativeHooks()
+        kwargs, response = _logged_call([{"role": "user", "content": "hello there"}])
+
+        out_kwargs, out_response = await guardrail.async_logging_hook(kwargs, response, CallTypes.acompletion.value)
+
+        assert guardrail.calls == []
+        assert out_kwargs is kwargs
+        assert out_response is response
+
+    @pytest.mark.asyncio
+    async def test_aresponses_scans_logged_messages_when_input_is_cleared(self):
+        from litellm.types.llms.openai import ResponsesAPIResponse
+
+        guardrail = _ApplyOnlyObserver()
+        kwargs, _ = _logged_call([{"role": "user", "content": "hello there"}])
+        kwargs["input"] = None
+        response = ResponsesAPIResponse(
+            id="resp_1",
+            created_at=1,
+            model="gpt-5.4-mini",
+            object="response",
+            status="completed",
+            output=[
+                {
+                    "type": "message",
+                    "id": "msg_1",
+                    "status": "completed",
+                    "role": "assistant",
+                    "content": [{"type": "output_text", "text": "general kenobi"}],
+                }
+            ],
+        )
+
+        out_kwargs, _ = await guardrail.async_logging_hook(kwargs, response, CallTypes.aresponses.value)
+
+        assert guardrail.calls == [("request", ["hello there"]), ("response", ["general kenobi"])]
+        entries = out_kwargs["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_status"] for e in entries] == ["success", "success"]
+
+    @pytest.mark.asyncio
+    async def test_async_success_handler_records_verdict_in_standard_logging_object(self):
+        import datetime as dt
+
+        from litellm.litellm_core_utils.litellm_logging import Logging
+
+        guardrail = _ApplyOnlyObserver()
+        guardrail.default_on = True
+        messages = [{"role": "user", "content": "hello there"}]
+        _, response = _logged_call(messages)
+        logging_obj = Logging(
+            model="gpt-5.4-mini",
+            messages=messages,
+            stream=False,
+            call_type=CallTypes.acompletion.value,
+            start_time=dt.datetime.now(),
+            litellm_call_id="call-1",
+            function_id="fn-1",
+            dynamic_async_success_callbacks=[guardrail],
+        )
+        logging_obj.update_environment_variables(
+            litellm_params={"metadata": {}}, optional_params={}, model="gpt-5.4-mini", custom_llm_provider="openai"
+        )
+
+        await logging_obj.async_success_handler(
+            result=response, start_time=dt.datetime.now(), end_time=dt.datetime.now()
+        )
+
+        assert guardrail.calls == [("request", ["hello there"]), ("response", ["general kenobi"])]
+        entries = logging_obj.model_call_details["standard_logging_object"]["guardrail_information"]
+        assert [e["guardrail_status"] for e in entries] == ["success", "success"]
+
+
+class TestCustomGuardrailPostCallSuccessDeploymentHook:
+    """Regression tests for LIT-5863: this hook answering the unmodified response instead of
+    None made the utils.py dispatcher treat the guardrail as having modified the response,
+    which starved every later callback in litellm.callbacks (notably the lazily-appended
+    VectorStorePreCallHook that attaches provider_specific_fields["search_results"])."""
+
+    @pytest.mark.asyncio
+    async def test_returns_none_when_request_has_no_guardrails(self):
+        from litellm.types.utils import ModelResponse
+
+        guardrail = CustomGuardrail(guardrail_name="test-guardrail")
+        response = ModelResponse()
+
+        assert (
+            await guardrail.async_post_call_success_deployment_hook(
+                request_data={}, response=response, call_type=CallTypes.acompletion
+            )
+            is None
+        )
+        assert (
+            await guardrail.async_post_call_success_deployment_hook(
+                request_data={"guardrails": "not-a-list"}, response=response, call_type=CallTypes.acompletion
+            )
+            is None
+        )
+
+    @pytest.mark.asyncio
+    async def test_returns_none_when_guardrail_should_not_run(self):
+        from litellm.types.guardrails import GuardrailEventHooks
+        from litellm.types.utils import ModelResponse
+
+        guardrail = CustomGuardrail(
+            guardrail_name="test-guardrail",
+            event_hook=GuardrailEventHooks.pre_call,
+        )
+        response = ModelResponse()
+
+        result = await guardrail.async_post_call_success_deployment_hook(
+            request_data={"guardrails": ["test-guardrail"]},
+            response=response,
+            call_type=CallTypes.acompletion,
+        )
+
+        assert result is None
+
+    @pytest.mark.asyncio
+    async def test_returns_modified_response_when_guardrail_runs(self):
+        from litellm.types.guardrails import GuardrailEventHooks
+        from litellm.types.utils import ModelResponse
+
+        replacement = ModelResponse()
+
+        class ReplacingGuardrail(CustomGuardrail):
+            async def async_post_call_success_hook(self, data, user_api_key_dict, response):
+                return replacement
+
+        guardrail = ReplacingGuardrail(
+            guardrail_name="test-guardrail",
+            event_hook=GuardrailEventHooks.post_call,
+        )
+
+        result = await guardrail.async_post_call_success_deployment_hook(
+            request_data={"guardrails": ["test-guardrail"]},
+            response=ModelResponse(),
+            call_type=CallTypes.acompletion,
+        )
+
+        assert result is replacement
diff --git a/tests/test_litellm/integrations/test_prometheus_client_ip_user_agent.py b/tests/test_litellm/integrations/test_prometheus_client_ip_user_agent.py
index 029b097cb75..ea661d2ea78 100644
--- a/tests/test_litellm/integrations/test_prometheus_client_ip_user_agent.py
+++ b/tests/test_litellm/integrations/test_prometheus_client_ip_user_agent.py
@@ -93,6 +93,7 @@ async def test_async_post_call_success_hook_includes_client_ip_user_agent():
         logger._increment_token_metrics = MagicMock()
         logger._increment_remaining_budget_metrics = AsyncMock()
         logger._set_virtual_key_rate_limit_metrics = MagicMock()
+        logger._set_key_and_team_rate_limit_metrics = MagicMock()
         logger._set_latency_metrics = MagicMock()
         logger.set_llm_deployment_success_metrics = MagicMock()
         logger._increment_cache_metrics = MagicMock()
diff --git a/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py b/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py
index 9c6d2e018ff..bf1d68c7714 100644
--- a/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py
+++ b/tests/test_litellm/integrations/test_prometheus_rate_limit_labels.py
@@ -13,6 +13,7 @@ Covers two follow-up gaps to the unified rate-limit error work:
    429s don't silently break when the new class lands.
 """
 
+from collections.abc import Mapping
 from unittest.mock import MagicMock, patch
 
 import pytest
@@ -471,3 +472,254 @@ def test_should_ignore_non_int_v3_header_values(bad_value):
     logger.litellm_remaining_api_key_tokens_for_model.labels.return_value.set.assert_called_once_with(
         sys.maxsize
     )
+
+
+KEY_AND_TEAM_RATE_LIMIT_METRICS = (
+    "litellm_api_key_rate_limit_allowed_metric",
+    "litellm_api_key_rate_limit_used_metric",
+    "litellm_team_rate_limit_allowed_metric",
+    "litellm_team_rate_limit_used_metric",
+)
+
+
+def _clear_prometheus_registry() -> None:
+    from prometheus_client import REGISTRY
+
+    for collector in list(REGISTRY._collector_to_names.keys()):
+        try:
+            REGISTRY.unregister(collector)
+        except Exception:
+            pass
+
+
+def _collected_samples(metric_name: str) -> dict[tuple[tuple[str, str], ...], float]:
+    from prometheus_client import REGISTRY
+
+    return {
+        tuple(sorted(sample.labels.items())): sample.value
+        for metric in REGISTRY.collect()
+        for sample in metric.samples
+        if sample.name == metric_name
+    }
+
+
+def _success_kwargs_with_rate_limit_headers(additional_headers: Mapping[str, object] | None) -> dict[str, object]:
+    return {
+        "model": "claude-haiku-4-5",
+        "litellm_params": {"metadata": {}},
+        "standard_logging_object": {
+            "id": "t",
+            "call_type": "completion",
+            "response_cost": 0.001,
+            "status": "success",
+            "total_tokens": 20,
+            "prompt_tokens": 15,
+            "completion_tokens": 5,
+            "startTime": 1.0,
+            "endTime": 2.0,
+            "completionStartTime": 1.5,
+            "model": "claude-haiku-4-5",
+            "model_id": "model-123",
+            "model_group": "anthropic-haiku-4-5",
+            "api_base": "https://api.anthropic.com",
+            "custom_llm_provider": "anthropic",
+            "request_tags": [],
+            "end_user": None,
+            "cache_hit": False,
+            "stream": False,
+            "response": None,
+            "model_parameters": None,
+            "metadata": {
+                "user_api_key_hash": "key-hash",
+                "user_api_key_alias": "key-alias",
+                "user_api_key_team_id": "team-id",
+                "user_api_key_team_alias": "team-alias",
+                "user_api_key_user_id": "u",
+                "user_api_key_user_email": "e@x.com",
+                "user_api_key_org_id": None,
+                "user_api_key_org_alias": None,
+                "requester_metadata": None,
+                "user_api_key_end_user_id": None,
+                "usage_object": None,
+            },
+            "hidden_params": {
+                "litellm_overhead_time_ms": None,
+                "additional_headers": additional_headers,
+            },
+        },
+    }
+
+
+async def _run_success_event(
+    additional_headers: Mapping[str, object] | None, logger: PrometheusLogger | None = None
+) -> None:
+    import datetime
+
+    now = datetime.datetime.now()
+    await (logger or PrometheusLogger()).async_log_success_event(
+        _success_kwargs_with_rate_limit_headers(additional_headers), None, now, now
+    )
+
+
+@pytest.mark.asyncio
+async def test_should_emit_key_and_team_rate_limit_allowed_and_used_from_v3_headers():
+    """
+    LIT-1672: the v3 limiter mirrors ``x-ratelimit-{api_key,team}-{limit,remaining}-*``
+    into the logging payload. The gauges must expose the configured limit as-is
+    and the window consumption as ``limit - remaining`` for each key / team
+    dimension, split by ``rate_limit_type``.
+    """
+    _clear_prometheus_registry()
+    try:
+        await _run_success_event(
+            {
+                "x-ratelimit-api_key-limit-requests": 10,
+                "x-ratelimit-api_key-remaining-requests": 7,
+                "x-ratelimit-api_key-limit-tokens": 20000,
+                "x-ratelimit-api_key-remaining-tokens": 19947,
+                "x-ratelimit-team-limit-requests": 50,
+                "x-ratelimit-team-remaining-requests": 47,
+                "x-ratelimit-team-limit-tokens": 40000,
+                "x-ratelimit-team-remaining-tokens": 39960,
+                "x-ratelimit-model_per_key-limit-requests": 5,
+                "x-ratelimit-model_per_key-remaining-requests": 1,
+            }
+        )
+
+        key_requests = (
+            ("api_key_alias", "key-alias"),
+            ("hashed_api_key", "key-hash"),
+            ("rate_limit_type", "requests"),
+        )
+        key_tokens = (
+            ("api_key_alias", "key-alias"),
+            ("hashed_api_key", "key-hash"),
+            ("rate_limit_type", "tokens"),
+        )
+        team_requests = (
+            ("rate_limit_type", "requests"),
+            ("team", "team-id"),
+            ("team_alias", "team-alias"),
+        )
+        team_tokens = (
+            ("rate_limit_type", "tokens"),
+            ("team", "team-id"),
+            ("team_alias", "team-alias"),
+        )
+
+        assert _collected_samples("litellm_api_key_rate_limit_allowed_metric") == {
+            key_requests: 10,
+            key_tokens: 20000,
+        }
+        assert _collected_samples("litellm_api_key_rate_limit_used_metric") == {
+            key_requests: 3,
+            key_tokens: 53,
+        }
+        assert _collected_samples("litellm_team_rate_limit_allowed_metric") == {
+            team_requests: 50,
+            team_tokens: 40000,
+        }
+        assert _collected_samples("litellm_team_rate_limit_used_metric") == {
+            team_requests: 3,
+            team_tokens: 40,
+        }
+    finally:
+        _clear_prometheus_registry()
+
+
+@pytest.mark.asyncio
+async def test_should_emit_only_the_dimensions_the_limiter_enforced():
+    """
+    A key with only ``rpm_limit`` set and no team limits produces only the
+    key/requests headers, so no tokens series and no team series may appear
+    (a phantom 0 or sys.maxsize series would misreport an unlimited dimension).
+    """
+    _clear_prometheus_registry()
+    try:
+        await _run_success_event(
+            {
+                "x-ratelimit-api_key-limit-requests": 10,
+                "x-ratelimit-api_key-remaining-requests": 10,
+            }
+        )
+
+        key_requests = (
+            ("api_key_alias", "key-alias"),
+            ("hashed_api_key", "key-hash"),
+            ("rate_limit_type", "requests"),
+        )
+        assert _collected_samples("litellm_api_key_rate_limit_allowed_metric") == {key_requests: 10}
+        assert _collected_samples("litellm_api_key_rate_limit_used_metric") == {key_requests: 0}
+        assert _collected_samples("litellm_team_rate_limit_allowed_metric") == {}
+        assert _collected_samples("litellm_team_rate_limit_used_metric") == {}
+    finally:
+        _clear_prometheus_registry()
+
+
+@pytest.mark.asyncio
+async def test_should_drop_key_and_team_series_once_the_limiter_stops_reporting_a_limit():
+    """
+    Removing a key's ``rpm_limit`` / ``tpm_limit`` (or a team's ``tpm_limit``)
+    makes the v3 limiter stop emitting that descriptor's headers on later
+    requests. The old allowed/used samples must disappear instead of keeping
+    a limit that no longer exists on the scrape.
+    """
+    _clear_prometheus_registry()
+    try:
+        logger = PrometheusLogger()
+        await _run_success_event(
+            {
+                "x-ratelimit-api_key-limit-requests": 10,
+                "x-ratelimit-api_key-remaining-requests": 7,
+                "x-ratelimit-api_key-limit-tokens": 20000,
+                "x-ratelimit-api_key-remaining-tokens": 19947,
+                "x-ratelimit-team-limit-requests": 50,
+                "x-ratelimit-team-remaining-requests": 47,
+                "x-ratelimit-team-limit-tokens": 40000,
+                "x-ratelimit-team-remaining-tokens": 39960,
+            },
+            logger=logger,
+        )
+        await _run_success_event(
+            {
+                "x-ratelimit-team-limit-requests": 50,
+                "x-ratelimit-team-remaining-requests": 46,
+            },
+            logger=logger,
+        )
+
+        team_requests = (
+            ("rate_limit_type", "requests"),
+            ("team", "team-id"),
+            ("team_alias", "team-alias"),
+        )
+        assert _collected_samples("litellm_api_key_rate_limit_allowed_metric") == {}
+        assert _collected_samples("litellm_api_key_rate_limit_used_metric") == {}
+        assert _collected_samples("litellm_team_rate_limit_allowed_metric") == {team_requests: 50}
+        assert _collected_samples("litellm_team_rate_limit_used_metric") == {team_requests: 4}
+    finally:
+        _clear_prometheus_registry()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "additional_headers",
+    [
+        None,
+        {"x-ratelimit-model_per_key-remaining-requests": 42},
+        {"x-ratelimit-api_key-limit-requests": 10},
+        {"x-ratelimit-api_key-limit-requests": "10", "x-ratelimit-api_key-remaining-requests": "7"},
+        {"x-ratelimit-team-limit-tokens": True, "x-ratelimit-team-remaining-tokens": 5},
+    ],
+)
+async def test_should_emit_no_key_or_team_rate_limit_series_without_a_complete_int_pair(
+    additional_headers,
+):
+    _clear_prometheus_registry()
+    try:
+        await _run_success_event(additional_headers)
+
+        for metric_name in KEY_AND_TEAM_RATE_LIMIT_METRICS:
+            assert _collected_samples(metric_name) == {}, metric_name
+    finally:
+        _clear_prometheus_registry()
diff --git a/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py b/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
new file mode 100644
index 00000000000..ae5cffd8ab0
--- /dev/null
+++ b/tests/test_litellm/integrations/vector_store_integrations/test_vector_store_pre_call_hook.py
@@ -0,0 +1,287 @@
+import logging
+from collections.abc import Iterator
+from dataclasses import dataclass, field
+from typing import Protocol
+
+import pytest
+
+import litellm
+from litellm._logging import verbose_logger
+from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook import (
+    ProxyServerRuntime,
+    VectorStorePreCallHook,
+)
+from litellm.types.llms.openai import AllMessageValues
+from litellm.types.vector_stores import (
+    VectorStoreResultContent,
+    VectorStoreSearchResponse,
+    VectorStoreSearchResult,
+)
+from litellm.vector_stores.vector_store_registry import (
+    LiteLLM_ManagedVectorStore,
+    VectorStoreRegistry,
+)
+
+
+def _search_response(text: str) -> VectorStoreSearchResponse:
+    return VectorStoreSearchResponse(
+        object="vector_store.search_results.page",
+        search_query="what is litellm?",
+        data=[
+            VectorStoreSearchResult(
+                score=1.0,
+                content=[VectorStoreResultContent(text=text, type="text")],
+            )
+        ],
+    )
+
+
+@dataclass
+class RecordingRouter:
+    failing_vector_store_ids: frozenset[str] = frozenset()
+    calls: list[dict[str, object]] = field(default_factory=list)
+
+    async def avector_store_search(self, **kwargs: object) -> VectorStoreSearchResponse:
+        self.calls.append(kwargs)
+        vector_store_id = str(kwargs["vector_store_id"])
+        if vector_store_id in self.failing_vector_store_ids:
+            raise litellm.BadRequestError(
+                message=f"no healthy deployments for {vector_store_id}",
+                model="text-embedding-3-small",
+                llm_provider="openai",
+            )
+        return _search_response(f"context from {vector_store_id}")
+
+
+@dataclass(frozen=True)
+class FakeProxyRuntime:
+    router: RecordingRouter | None
+
+    def llm_router(self) -> RecordingRouter | None:
+        return self.router
+
+    def prisma_client(self) -> None:
+        return None
+
+
+class RecordingHandler(logging.Handler):
+    def __init__(self) -> None:
+        super().__init__(level=logging.WARNING)
+        self.records: list[logging.LogRecord] = []
+
+    def emit(self, record: logging.LogRecord) -> None:
+        self.records.append(record)
+
+
+class RegisterStores(Protocol):
+    def __call__(self, *vector_store_ids: str, custom_llm_provider: str = "bedrock") -> None: ...
+
+
+@pytest.fixture
+def registry_with(monkeypatch: pytest.MonkeyPatch) -> RegisterStores:
+    def _register(*vector_store_ids: str, custom_llm_provider: str = "bedrock") -> None:
+        monkeypatch.setattr(
+            litellm,
+            "vector_store_registry",
+            VectorStoreRegistry(
+                vector_stores=[
+                    LiteLLM_ManagedVectorStore(vector_store_id=vector_store_id, custom_llm_provider=custom_llm_provider)
+                    for vector_store_id in vector_store_ids
+                ],
+            ),
+        )
+
+    return _register
+
+
+@pytest.fixture
+def warnings() -> Iterator[list[logging.LogRecord]]:
+    handler = RecordingHandler()
+    verbose_logger.addHandler(handler)
+    yield handler.records
+    verbose_logger.removeHandler(handler)
+
+
+class FakeLoggingObj:
+    def __init__(self, metadata: dict[str, str]) -> None:
+        self.model_call_details: dict[str, object] = {"litellm_params": {"metadata": metadata}}
+
+
+async def _run_hook(
+    hook: VectorStorePreCallHook,
+    vector_store_ids: list[str],
+    logging_obj: FakeLoggingObj,
+) -> tuple[str, list[AllMessageValues], dict[str, object]]:
+    return await hook.async_get_chat_completion_prompt(
+        model="chat-model",
+        messages=[{"role": "user", "content": "what is litellm?"}],
+        non_default_params={"vector_store_ids": vector_store_ids},
+        prompt_id=None,
+        prompt_variables=None,
+        dynamic_callback_params={},
+        litellm_logging_obj=logging_obj,
+    )
+
+
+@pytest.mark.asyncio
+async def test_hook_searches_through_the_injected_router_with_the_request_metadata(
+    registry_with: RegisterStores,
+) -> None:
+    """Regression (LIT-6752): the hook must reach the Router through its injected runtime, not a proxy_server import."""
+    registry_with("vs-router")
+    router = RecordingRouter()
+    logging_obj = FakeLoggingObj({"user_api_key_team_id": "team-a"})
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=router)),
+        ["vs-router"],
+        logging_obj,
+    )
+
+    assert router.calls == [
+        {
+            "vector_store_id": "vs-router",
+            "query": "what is litellm?",
+            "custom_llm_provider": "bedrock",
+            "metadata": {"user_api_key_team_id": "team-a"},
+        }
+    ]
+    assert messages[0]["content"] == "Context:\n\ncontext from vs-router\n\n"
+
+
+@pytest.mark.asyncio
+async def test_hook_falls_back_to_the_sdk_when_the_runtime_has_no_router(
+    registry_with: RegisterStores,
+    warnings: list[logging.LogRecord],
+) -> None:
+    registry_with("vs-sdk", custom_llm_provider="lit6752-not-a-provider")
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=None)),
+        ["vs-sdk"],
+        FakeLoggingObj({"user_api_key_team_id": "team-a"}),
+    )
+
+    assert messages == [{"role": "user", "content": "what is litellm?"}]
+    assert len(warnings) == 1
+    assert (
+        warnings[0]
+        .getMessage()
+        .startswith("Vector store search failed for vector_store_id=vs-sdk, continuing without its context: ")
+    )
+    assert "is not a valid LlmProviders" in warnings[0].getMessage()
+
+
+@pytest.mark.asyncio
+async def test_every_healthy_vector_store_contributes_its_own_context(registry_with: RegisterStores) -> None:
+    """Regression (LIT-6752): each store appended its context to the original messages, so only the last one survived."""
+    registry_with("vs-one", "vs-two")
+    router = RecordingRouter()
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=router)),
+        ["vs-one", "vs-two"],
+        FakeLoggingObj({}),
+    )
+
+    assert [message["content"] for message in messages] == [
+        "Context:\n\ncontext from vs-one\n\n",
+        "Context:\n\ncontext from vs-two\n\n",
+        "what is litellm?",
+    ]
+
+
+@pytest.mark.asyncio
+async def test_a_failing_vector_store_warns_with_its_id_and_the_other_stores_still_answer(
+    registry_with: RegisterStores,
+    warnings: list[logging.LogRecord],
+) -> None:
+    """Regression (LIT-6752): one unreachable store must not silently drop every other store's context."""
+    registry_with("vs-broken", "vs-healthy")
+    router = RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"}))
+    logging_obj = FakeLoggingObj({"user_api_key_team_id": "team-a"})
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(proxy_runtime=FakeProxyRuntime(router=router)),
+        ["vs-broken", "vs-healthy"],
+        logging_obj,
+    )
+
+    search_results = logging_obj.model_call_details["search_results"]
+
+    assert [call["vector_store_id"] for call in router.calls] == ["vs-broken", "vs-healthy"]
+    assert messages[0]["content"] == "Context:\n\ncontext from vs-healthy\n\n"
+    assert isinstance(search_results, list)
+    assert len(search_results) == 1
+    assert [record.getMessage() for record in warnings] == [
+        "Vector store search failed for vector_store_id=vs-broken, continuing without its context: "
+        "litellm.BadRequestError: no healthy deployments for vs-broken"
+    ]
+
+
+@pytest.mark.asyncio
+async def test_the_only_vector_store_failing_leaves_the_messages_untouched(
+    registry_with: RegisterStores,
+    warnings: list[logging.LogRecord],
+) -> None:
+    registry_with("vs-broken")
+    original_messages = [{"role": "user", "content": "what is litellm?"}]
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(
+            proxy_runtime=FakeProxyRuntime(router=RecordingRouter(failing_vector_store_ids=frozenset({"vs-broken"})))
+        ),
+        ["vs-broken"],
+        FakeLoggingObj({}),
+    )
+
+    assert messages == original_messages
+    assert [(record.levelname, record.getMessage()) for record in warnings] == [
+        (
+            "WARNING",
+            "Vector store search failed for vector_store_id=vs-broken, continuing without its context: "
+            "litellm.BadRequestError: no healthy deployments for vs-broken",
+        )
+    ]
+
+
+@pytest.mark.asyncio
+async def test_the_default_hook_reaches_the_proxy_router_through_its_runtime(
+    registry_with: RegisterStores,
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Regression (LIT-6752): a hook built with no arguments must still search through the proxy's own Router."""
+    from litellm.proxy import proxy_server
+
+    registry_with("vs-default")
+    router = RecordingRouter()
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+    monkeypatch.setattr(proxy_server, "prisma_client", None)
+
+    _, messages, _ = await _run_hook(
+        VectorStorePreCallHook(),
+        ["vs-default"],
+        FakeLoggingObj({"user_api_key_team_id": "team-a"}),
+    )
+
+    assert [call["vector_store_id"] for call in router.calls] == ["vs-default"]
+    assert messages[0]["content"] == "Context:\n\ncontext from vs-default\n\n"
+
+
+def test_the_default_runtime_follows_the_proxy_globals(monkeypatch: pytest.MonkeyPatch) -> None:
+    from litellm.proxy import proxy_server
+
+    runtime = ProxyServerRuntime()
+    monkeypatch.setattr(proxy_server, "llm_router", None)
+    monkeypatch.setattr(proxy_server, "prisma_client", None)
+
+    assert runtime.llm_router() is None
+    assert runtime.prisma_client() is None
+
+    router = RecordingRouter()
+    prisma = object()
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+    monkeypatch.setattr(proxy_server, "prisma_client", prisma)
+
+    assert runtime.llm_router() is router
+    assert runtime.prisma_client() is prisma
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
index 0e1c832ebf5..311ba7aebc0 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_llm_cost_calc_utils.py
@@ -29,11 +29,13 @@ from litellm.types.utils import (
 from litellm.litellm_core_utils.llm_cost_calc.utils import (
     CostCalculatorUtils,
     PromptTokensDetailsResult,
+    TokenRates,
     TokenTypeCostBreakdown,
     _calculate_input_cost,
     _get_token_base_cost,
     _is_off_peak,
     _is_within_off_peak_window,
+    apply_off_peak_pricing,
     calculate_cache_writing_cost,
     generic_cost_per_token,
     get_token_type_cost_breakdown,
@@ -782,6 +784,258 @@ def test_get_token_base_cost_off_peak_wins_over_tiered_pricing():
     assert outside[:2] == (3e-6, 6e-6)
 
 
+def _register_off_peak_reasoning_model(
+    model_name: str, off_peak_pricing: dict, reasoning_rate: float | None = 4e-6, **service_tier_rates: float
+) -> None:
+    reasoning_entry = {} if reasoning_rate is None else {"output_cost_per_reasoning_token": reasoning_rate}
+    litellm.register_model(
+        {
+            model_name: {
+                "litellm_provider": "openai",
+                "mode": "chat",
+                "input_cost_per_token": 1e-6,
+                "output_cost_per_token": 2e-6,
+                "cache_read_input_token_cost": 1e-7,
+                "cache_creation_input_token_cost": 1.25e-6,
+                "off_peak_pricing": off_peak_pricing,
+                **reasoning_entry,
+                **service_tier_rates,
+            }
+        }
+    )
+
+
+def _off_peak_reasoning_usage() -> Usage:
+    return Usage(
+        prompt_tokens=100,
+        completion_tokens=80,
+        total_tokens=180,
+        completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=30, text_tokens=50),
+    )
+
+
+def test_generic_cost_per_token_off_peak_reasoning_rate():
+    from datetime import datetime, timezone
+
+    model_name = "litellm-test-off-peak-reasoning"
+    _register_off_peak_reasoning_model(
+        model_name,
+        {"hours_utc": "16:30-00:30", "output_cost_per_token": 1e-6, "output_cost_per_reasoning_token": 5e-7},
+    )
+
+    _, inside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc),
+    )
+    assert inside == pytest.approx(50 * 1e-6 + 30 * 5e-7)
+
+    _, outside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc),
+    )
+    assert outside == pytest.approx(50 * 2e-6 + 30 * 4e-6)
+
+
+def test_generic_cost_per_token_off_peak_block_without_reasoning_rate():
+    from datetime import datetime, timezone
+
+    inside_window = datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc)
+    block = {"hours_utc": "16:30-00:30", "output_cost_per_token": 1e-6}
+
+    _register_off_peak_reasoning_model("litellm-test-off-peak-model-reasoning-rate", block)
+    _, with_model_rate = generic_cost_per_token(
+        model="litellm-test-off-peak-model-reasoning-rate",
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=inside_window,
+    )
+    assert with_model_rate == pytest.approx(50 * 1e-6 + 30 * 4e-6)
+
+    _register_off_peak_reasoning_model("litellm-test-off-peak-no-reasoning-rate", block, reasoning_rate=None)
+    _, without_model_rate = generic_cost_per_token(
+        model="litellm-test-off-peak-no-reasoning-rate",
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=inside_window,
+    )
+    assert without_model_rate == pytest.approx(80 * 1e-6)
+
+
+def test_generic_cost_per_token_off_peak_reasoning_rate_wins_over_the_tier():
+    from datetime import datetime, timezone
+
+    model_name = "litellm-test-off-peak-tiered-reasoning"
+    litellm.register_model(
+        {
+            model_name: {
+                "litellm_provider": "openai",
+                "mode": "chat",
+                "tiered_pricing": [
+                    {
+                        "range": [0, 128000],
+                        "input_cost_per_token": 3e-6,
+                        "output_cost_per_token": 6e-6,
+                        "output_cost_per_reasoning_token": 8e-6,
+                    },
+                ],
+                "off_peak_pricing": {
+                    "hours_utc": "16:30-00:30",
+                    "output_cost_per_token": 1e-6,
+                    "output_cost_per_reasoning_token": 5e-7,
+                },
+            }
+        }
+    )
+
+    _, inside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc),
+    )
+    assert inside == pytest.approx(50 * 1e-6 + 30 * 5e-7)
+
+    _, outside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        current_time=datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc),
+    )
+    assert outside == pytest.approx(50 * 6e-6 + 30 * 8e-6)
+
+
+def test_generic_cost_per_token_off_peak_reasoning_rate_wins_over_the_service_tier():
+    from datetime import datetime, timezone
+
+    model_name = "litellm-test-off-peak-reasoning-service-tier"
+    _register_off_peak_reasoning_model(
+        model_name,
+        {"hours_utc": "16:30-00:30", "output_cost_per_token": 1e-6, "output_cost_per_reasoning_token": 5e-7},
+        output_cost_per_token_priority=3e-6,
+        output_cost_per_reasoning_token_priority=6e-6,
+    )
+
+    _, inside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        service_tier="priority",
+        current_time=datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc),
+    )
+    assert inside == pytest.approx(50 * 1e-6 + 30 * 5e-7)
+
+    _, outside = generic_cost_per_token(
+        model=model_name,
+        usage=_off_peak_reasoning_usage(),
+        custom_llm_provider="openai",
+        service_tier="priority",
+        current_time=datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc),
+    )
+    assert outside == pytest.approx(50 * 3e-6 + 30 * 6e-6)
+
+
+def test_apply_off_peak_pricing_treats_bool_as_unset_and_parses_strings():
+    from datetime import datetime, timezone
+
+    model_name = "litellm-test-off-peak-odd-values"
+    _register_off_peak_reasoning_model(
+        model_name,
+        {
+            "hours_utc": "16:30-00:30",
+            "cache_creation_input_token_cost": True,
+            "output_cost_per_reasoning_token": "5e-7",
+        },
+    )
+    standard = TokenRates(
+        input_rate=1e-6, output_rate=2e-6, cache_read_rate=1e-7, cache_creation_rate=1.25e-6, reasoning_rate=4e-6
+    )
+
+    rates = apply_off_peak_pricing(
+        litellm.get_model_info(model_name, custom_llm_provider="openai"),
+        datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc),
+        standard,
+    )
+    assert rates.cache_creation_rate == 1.25e-6
+    assert rates.reasoning_rate == 5e-7
+
+
+def test_get_token_base_cost_off_peak_cache_creation_rate():
+    from datetime import datetime, timezone
+    from typing import cast
+
+    from litellm.types.utils import ModelInfo
+
+    model_info = cast(
+        ModelInfo,
+        {
+            "input_cost_per_token": 1e-6,
+            "output_cost_per_token": 2e-6,
+            "cache_creation_input_token_cost": 1.25e-6,
+            "cache_creation_input_token_cost_above_1hr": 2e-6,
+            "off_peak_pricing": {"hours_utc": "16:30-00:30", "cache_creation_input_token_cost": 5e-7},
+        },
+    )
+    usage = Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150)
+    inside_window = datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc)
+
+    inside = _get_token_base_cost(model_info, usage, current_time=inside_window)
+    assert inside[2] == 5e-7
+    assert inside[3] == 2e-6
+
+    outside = _get_token_base_cost(model_info, usage, current_time=datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc))
+    assert outside[2] == 1.25e-6
+
+    without_key = cast(
+        ModelInfo,
+        {**model_info, "off_peak_pricing": {"hours_utc": "16:30-00:30", "input_cost_per_token": 5e-7}},
+    )
+    assert _get_token_base_cost(without_key, usage, current_time=inside_window)[2] == 1.25e-6
+
+
+def test_get_token_type_cost_breakdown_reflects_off_peak_reasoning_and_cache_creation_rates():
+    from datetime import datetime, timezone
+
+    model_name = "litellm-test-off-peak-breakdown"
+    _register_off_peak_reasoning_model(
+        model_name,
+        {
+            "hours_utc": "16:30-00:30",
+            "output_cost_per_reasoning_token": 5e-7,
+            "cache_creation_input_token_cost": 5e-7,
+        },
+    )
+    usage = Usage(
+        prompt_tokens=1000,
+        completion_tokens=80,
+        total_tokens=1080,
+        completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=30, text_tokens=50),
+        prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=100, cache_creation_tokens=400, text_tokens=500),
+    )
+
+    inside = get_token_type_cost_breakdown(
+        model=model_name,
+        custom_llm_provider="openai",
+        usage=usage,
+        current_time=datetime(2026, 1, 1, 18, 0, tzinfo=timezone.utc),
+    )
+    assert inside.reasoning_cost == pytest.approx(30 * 5e-7)
+    assert inside.cache_creation_cost == pytest.approx(400 * 5e-7)
+    assert inside.cache_read_cost == pytest.approx(100 * 1e-7)
+
+    outside = get_token_type_cost_breakdown(
+        model=model_name,
+        custom_llm_provider="openai",
+        usage=usage,
+        current_time=datetime(2026, 1, 1, 12, 0, tzinfo=timezone.utc),
+    )
+    assert outside.reasoning_cost == pytest.approx(30 * 4e-6)
+    assert outside.cache_creation_cost == pytest.approx(400 * 1.25e-6)
+
+
 def test_generic_cost_per_token_gpt54_above_272k_tokens(_local_model_cost_map):
     """GPT-5.4/5.4-pro: prompts >272K input tokens priced at 2x input, 1.5x output."""
     model = "gpt-5.4"
@@ -1522,7 +1776,7 @@ def test_gpt_5_6_alias_prices_match_sol(local_model_cost_map):
     sol = litellm.model_cost["gpt-5.6-sol"]
 
     cost_fields = sorted(field for field in sol if "cost" in field)
-    assert len(cost_fields) == 23
+    assert len(cost_fields) == 27
 
     for field in cost_fields:
         assert alias.get(field) == sol.get(field), field
@@ -1662,6 +1916,54 @@ def test_generic_cost_per_token_gpt56_cyber(
     assert completion_cost == pytest.approx(completion_tokens * output_rate)
 
 
+@pytest.mark.parametrize(
+    "service_tier,tier_multiplier",
+    [(None, 1.0), ("flex", 0.5), ("priority", 2.0), ("fast", 2.0)],
+)
+@pytest.mark.parametrize(
+    "prompt_tokens,input_side_multiplier,output_multiplier",
+    [(100000, 1.0, 1.0), (300000, 2.0, 1.5)],
+)
+def test_generic_cost_per_token_gpt_6_astra_price_sheet(
+    _local_model_cost_map,
+    service_tier,
+    tier_multiplier,
+    prompt_tokens,
+    input_side_multiplier,
+    output_multiplier,
+):
+    """gpt-6-astra launch price sheet: $10 input, $1 cache read, $12.50 cache write, $50 output per 1M tokens.
+
+    Above 272K prompt tokens the input-side rates double and the output rate is 1.5x on the whole
+    request. Flex is half the applicable rate and fast mode, billed as priority, is double it.
+    """
+    cached_tokens = 50000
+    cache_write_tokens = 40000
+    text_tokens = prompt_tokens - cached_tokens - cache_write_tokens
+    completion_tokens = 1000
+    usage = Usage(
+        prompt_tokens=prompt_tokens,
+        completion_tokens=completion_tokens,
+        total_tokens=prompt_tokens + completion_tokens,
+        prompt_tokens_details=PromptTokensDetailsWrapper(
+            cached_tokens=cached_tokens, cache_write_tokens=cache_write_tokens
+        ),
+    )
+
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model="gpt-6-astra",
+        usage=usage,
+        custom_llm_provider="openai",
+        service_tier=service_tier,
+    )
+
+    input_side = tier_multiplier * input_side_multiplier
+    assert prompt_cost == pytest.approx(
+        input_side * (text_tokens * 1e-5 + cached_tokens * 1e-6 + cache_write_tokens * 1.25e-5)
+    )
+    assert completion_cost == pytest.approx(tier_multiplier * output_multiplier * completion_tokens * 5e-5)
+
+
 @pytest.mark.parametrize(
     "model,input_cost,output_cost,cache_read_cost",
     [
@@ -4039,8 +4341,8 @@ def test_fast_service_tier_matches_priority_above_the_context_threshold(_local_m
     )
 
     assert fast == priority
-    assert fast[0] == pytest.approx(300_000 * 8e-06, rel=1e-9)
-    assert fast[1] == pytest.approx(1_000 * 3e-05, rel=1e-9)
+    assert fast[0] == pytest.approx(300_000 * 1.6e-05, rel=1e-9)
+    assert fast[1] == pytest.approx(1_000 * 6e-05, rel=1e-9)
 
 
 def test_priority_reasoning_tokens_bill_at_the_priority_output_rate(_local_model_cost_map):
@@ -4200,6 +4502,86 @@ def test_generic_cost_per_token_gemini_37_flash(_local_model_cost_map):
     assert completion_cost == pytest.approx(0.001875)
 
 
+GEMINI_38_FLASH_LAUNCH_PRICING = [
+    ("gemini-3.8-flash", 7.5e-07, 3.75e-06, 7.5e-08),
+    ("gemini/gemini-3.8-flash", 7.5e-07, 3.75e-06, 7.5e-08),
+    ("vertex_ai/gemini-3.8-flash", 7.5e-07, 3.75e-06, 7.5e-08),
+]
+
+
+@pytest.mark.parametrize("model,input_cost,output_cost,cache_read_cost", GEMINI_38_FLASH_LAUNCH_PRICING)
+def test_gemini_38_flash_launch_pricing(model, input_cost, output_cost, cache_read_cost, _local_model_cost_map):
+    model_cost_map = litellm.model_cost[model]
+    assert model_cost_map["input_cost_per_token"] == input_cost
+    assert model_cost_map["output_cost_per_token"] == output_cost
+    assert model_cost_map["output_cost_per_reasoning_token"] == output_cost
+    assert model_cost_map["cache_read_input_token_cost"] == cache_read_cost
+    assert model_cost_map["mode"] == "chat"
+    assert model_cost_map["supports_reasoning"] is True
+    assert model_cost_map["supports_function_calling"] is True
+    assert model_cost_map["max_input_tokens"] == 1048576
+
+
+GEMINI_38_FLASH_FIELDS_SHARED_WITH_37_FLASH = (
+    "input_cost_per_token",
+    "output_cost_per_token",
+    "output_cost_per_reasoning_token",
+    "cache_read_input_token_cost",
+    "input_cost_per_token_batches",
+    "output_cost_per_token_batches",
+    "input_cost_per_token_flex",
+    "output_cost_per_token_flex",
+    "cache_read_input_token_cost_flex",
+    "input_cost_per_token_priority",
+    "output_cost_per_token_priority",
+    "cache_read_input_token_cost_priority",
+    "search_context_cost_per_query",
+    "google_maps_grounding_cost_per_query",
+    "prompt_cache_min_tokens",
+    "max_input_tokens",
+    "max_output_tokens",
+    "supports_reasoning",
+    "supports_function_calling",
+    "supports_prompt_caching",
+    "supports_vision",
+    "supports_pdf_input",
+    "supports_audio_input",
+    "supports_video_input",
+    "supports_response_schema",
+    "supports_tool_choice",
+    "supports_web_search",
+    "supports_url_context",
+)
+
+
+@pytest.mark.parametrize("prefix", ["", "gemini/", "vertex_ai/"])
+def test_gemini_38_flash_matches_37_flash_promotional_pricing(prefix, _local_model_cost_map):
+    new_model = litellm.model_cost[f"{prefix}gemini-3.8-flash"]
+    old_model = litellm.model_cost[f"{prefix}gemini-3.7-flash"]
+    for field in GEMINI_38_FLASH_FIELDS_SHARED_WITH_37_FLASH:
+        assert new_model[field] == old_model[field], field
+
+
+def test_generic_cost_per_token_gemini_38_flash(_local_model_cost_map):
+    usage = Usage(
+        prompt_tokens=1000,
+        completion_tokens=500,
+        total_tokens=1500,
+        completion_tokens_details=CompletionTokensDetailsWrapper(
+            reasoning_tokens=200,
+            text_tokens=300,
+        ),
+        prompt_tokens_details=PromptTokensDetailsWrapper(text_tokens=1000),
+    )
+    prompt_cost, completion_cost = generic_cost_per_token(
+        model="gemini-3.8-flash",
+        usage=usage,
+        custom_llm_provider="gemini",
+    )
+    assert prompt_cost == pytest.approx(0.00075)
+    assert completion_cost == pytest.approx(0.001875)
+
+
 def test_grok_46_launch_pricing(_local_model_cost_map):
     model_cost_map = litellm.model_cost["xai/grok-4.6"]
     assert model_cost_map["input_cost_per_token"] == 2e-06
diff --git a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py
index fd795ffcc96..6cc3dcceebc 100644
--- a/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py
+++ b/tests/test_litellm/litellm_core_utils/llm_cost_calc/test_tool_call_cost_tracking.py
@@ -1,4 +1,5 @@
 import os
+from collections.abc import Mapping, Sequence
 
 import pytest
 
@@ -6,7 +7,7 @@ import litellm
 from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import (
     StandardBuiltInToolCostTracking,
 )
-from litellm.types.llms.openai import FileSearchTool, WebSearchOptions
+from litellm.types.llms.openai import FileSearchTool, ResponsesAPIResponse, WebSearchOptions
 from litellm.types.utils import ModelResponse, StandardBuiltInToolsParams
 
 
@@ -928,3 +929,125 @@ def test_web_search_gate_reads_server_side_tool_usage_details_without_citations(
         standard_built_in_tools_params=None,
     )
     assert cost == 3 * _DEFAULT_WEB_SEARCH_COST_PER_CALL
+
+
+_BEDROCK_MANTLE_WEB_SEARCH_MODELS = (
+    "bedrock_mantle/openai.gpt-5.6-sol",
+    "bedrock_mantle/openai.gpt-5.6-terra",
+    "bedrock_mantle/openai.gpt-5.6-luna",
+    "bedrock_mantle/openai.gpt-5.5",
+    "bedrock_mantle/openai.gpt-5.4",
+)
+
+_BEDROCK_MANTLE_WEB_SEARCH_RATE = 0.012
+
+
+def _responses_with_web_search(
+    model: str, actions: Sequence[Mapping[str, str]], tool_usage: Mapping[str, object] | None = None
+) -> ResponsesAPIResponse:
+    payload = {
+        "id": "resp_1",
+        "created_at": 1756900000,
+        "model": model.split("/", 1)[-1],
+        "object": "response",
+        "status": "completed",
+        "output": [
+            {"type": "web_search_call", "id": f"ws_{i}", "status": "completed", "action": action}
+            for i, action in enumerate(actions)
+        ],
+    }
+    return ResponsesAPIResponse.model_validate(
+        payload if tool_usage is None else {**payload, "tool_usage": tool_usage}
+    )
+
+
+def _web_search_cost(model: str, response: ResponsesAPIResponse, custom_llm_provider: str) -> float:
+    from litellm.types.utils import Usage
+
+    return StandardBuiltInToolCostTracking.get_cost_for_built_in_tools(
+        model=model,
+        response_object=response,
+        usage=Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15),
+        custom_llm_provider=custom_llm_provider,
+        standard_built_in_tools_params=None,
+    )
+
+
+@pytest.mark.parametrize("model", _BEDROCK_MANTLE_WEB_SEARCH_MODELS)
+def test_bedrock_mantle_web_search_billed_per_query(local_model_cost_map, model):
+    """Two Bedrock-reported web searches bill 2 x $0.012 under the prefixed and the bare model id alike."""
+    pricing = litellm.get_model_info(model)["search_context_cost_per_query"]
+    assert pricing == {
+        "search_context_size_low": _BEDROCK_MANTLE_WEB_SEARCH_RATE,
+        "search_context_size_medium": _BEDROCK_MANTLE_WEB_SEARCH_RATE,
+        "search_context_size_high": _BEDROCK_MANTLE_WEB_SEARCH_RATE,
+    }
+
+    response = _responses_with_web_search(
+        model,
+        actions=[{"type": "search", "query": "litellm"}, {"type": "search", "query": "bedrock web search"}],
+        tool_usage={"web_search": {"num_requests": 2}},
+    )
+    for cost_model in (model, model.split("/", 1)[1]):
+        cost = _web_search_cost(cost_model, response, "bedrock_mantle")
+        assert cost == pytest.approx(2 * _BEDROCK_MANTLE_WEB_SEARCH_RATE), (
+            f"{cost_model} must bill 2 x ${_BEDROCK_MANTLE_WEB_SEARCH_RATE} for 2 web searches, got ${cost}"
+        )
+
+
+@pytest.mark.parametrize("num_requests", [1, 0])
+def test_web_search_call_count_prefers_provider_reported_num_requests(local_model_cost_map, num_requests):
+    """A search plus an open_page fetch bills tool_usage.web_search.num_requests, never the two items."""
+    model = "bedrock_mantle/openai.gpt-5.6-sol"
+    response = _responses_with_web_search(
+        model,
+        actions=[
+            {"type": "search", "query": "litellm"},
+            {"type": "open_page", "url": "https://docs.litellm.ai/"},
+        ],
+        tool_usage={"web_search": {"num_requests": num_requests}},
+    )
+
+    cost = _web_search_cost(model, response, "bedrock_mantle")
+
+    assert cost == pytest.approx(num_requests * _BEDROCK_MANTLE_WEB_SEARCH_RATE), (
+        f"{num_requests} reported web search requests must bill {num_requests} x "
+        f"${_BEDROCK_MANTLE_WEB_SEARCH_RATE}, got ${cost}"
+    )
+
+
+@pytest.mark.parametrize(
+    "tool_usage",
+    [None, {}, {"web_search": None}, {"web_search": {"num_requests": "many"}}, {"web_search": {"num_requests": -1}}],
+)
+def test_web_search_call_count_falls_back_to_items_without_reported_count(local_model_cost_map, tool_usage):
+    """Without a usable reported count the per-call path keeps counting web_search_call items."""
+    model = "bedrock_mantle/openai.gpt-5.6-sol"
+    response = _responses_with_web_search(
+        model,
+        actions=[{"type": "search", "query": "litellm"}, {"type": "search", "query": "bedrock web search"}],
+        tool_usage=tool_usage,
+    )
+
+    cost = _web_search_cost(model, response, "bedrock_mantle")
+
+    assert cost == pytest.approx(2 * _BEDROCK_MANTLE_WEB_SEARCH_RATE), (
+        f"2 web_search_call items with tool_usage={tool_usage!r} must bill 2 x "
+        f"${_BEDROCK_MANTLE_WEB_SEARCH_RATE}, got ${cost}"
+    )
+
+
+def test_web_search_call_count_reads_reported_count_beside_other_tool_usage_entries(local_model_cost_map):
+    """OpenAI reports web_search.num_requests next to other tool entries, which must not disable the reported count."""
+    response = _responses_with_web_search(
+        "gpt-5.6",
+        actions=[{"type": "search", "query": "S&P 500 close"}, {"type": "open_page", "url": "https://example.com/"}],
+        tool_usage={
+            "image_gen": {"input_tokens": 0, "output_tokens": 0, "total_tokens": 0},
+            "web_search": {"num_requests": 1},
+        },
+    )
+
+    cost = _web_search_cost("gpt-5.6", response, "openai")
+
+    assert cost == pytest.approx(0.01), f"1 reported OpenAI web search must bill 1 x $0.01, not the 2 items, got ${cost}"
diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
index 9ab66d55f3f..c037f928593 100644
--- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
+++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_common_utils.py
@@ -1435,6 +1435,80 @@ class TestFlattenTopLevelSchemaCombinators:
         assert schema == snapshot
 
 
+class TestToolWithFlattenedParameters:
+    def _anyof_tool(self):
+        return {
+            "type": "function",
+            "function": {
+                "name": "automation_update",
+                "description": "Update an automation",
+                "parameters": {
+                    "type": "object",
+                    "anyOf": [
+                        {
+                            "properties": {"id": {"type": "string"}, "enabled": {"type": "boolean"}},
+                            "required": ["id", "enabled"],
+                        },
+                        {
+                            "properties": {"id": {"type": "string"}, "schedule": {"type": "string"}},
+                            "required": ["id", "schedule"],
+                        },
+                    ],
+                    "properties": {"id": {"type": "string"}},
+                    "required": ["id"],
+                },
+            },
+        }
+
+    def test_flattens_anyof_parameters_into_new_tool(self):
+        from litellm.litellm_core_utils.prompt_templates.common_utils import (
+            tool_with_flattened_parameters,
+        )
+
+        tool = self._anyof_tool()
+        result = tool_with_flattened_parameters(tool)
+
+        assert result is not tool
+        parameters = result["function"]["parameters"]
+        assert "anyOf" not in parameters
+        assert parameters["type"] == "object"
+        assert set(parameters["properties"]) == {"id", "enabled", "schedule"}
+        assert parameters["required"] == ["id"]
+        assert result["function"]["name"] == "automation_update"
+        assert tool == self._anyof_tool()
+
+    def test_clean_parameters_return_the_same_tool_object(self):
+        from litellm.litellm_core_utils.prompt_templates.common_utils import (
+            tool_with_flattened_parameters,
+        )
+
+        tool = {
+            "type": "function",
+            "function": {
+                "name": "lookup",
+                "parameters": {"type": "object", "properties": {"id": {"type": "string"}}, "required": ["id"]},
+            },
+        }
+
+        assert tool_with_flattened_parameters(tool) is tool
+
+    @pytest.mark.parametrize(
+        "tool",
+        [
+            {"type": "function"},
+            {"type": "function", "function": "not-a-dict"},
+            {"type": "function", "function": {"name": "no_params"}},
+            {"type": "function", "function": {"name": "bad_params", "parameters": "not-a-dict"}},
+        ],
+    )
+    def test_non_dict_function_or_parameters_return_the_same_tool_object(self, tool):
+        from litellm.litellm_core_utils.prompt_templates.common_utils import (
+            tool_with_flattened_parameters,
+        )
+
+        assert tool_with_flattened_parameters(tool) is tool
+
+
 class TestRequestContainsImageContent:
     """One detector for every dialect that reaches pre-routing hooks untranslated."""
 
diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
index 64c96b575c5..dd2d45f00c6 100644
--- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
+++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
@@ -2932,6 +2932,28 @@ def test_add_cache_point_tool_block_passes_ttl_for_claude_4_5(monkeypatch):
             monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", old_env)
 
 
+def test_add_cache_point_tool_block_stands_down_for_model_without_prompt_caching(monkeypatch):
+    """A tool carrying cache_control must not become a cachePoint for a Bedrock model
+    whose cost-map entry lacks prompt caching support, since Bedrock rejects the whole
+    request. An unmapped id keeps emitting so ARN deployments do not lose caching."""
+    from litellm.litellm_core_utils.prompt_templates.factory import (
+        add_cache_point_tool_block,
+    )
+
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    tool = {"cache_control": {"type": "ephemeral"}}
+
+    assert add_cache_point_tool_block(tool, model="nvidia.nemotron-super-3-120b") is None
+    assert add_cache_point_tool_block(tool, model="us.nvidia.nemotron-super-3-120b") is None
+    assert add_cache_point_tool_block(
+        tool, model="arn:aws:bedrock:us-east-1:123456789012:application-inference-profile/abc123"
+    ) == {"cachePoint": {"type": "default"}}
+    assert add_cache_point_tool_block(tool, model="us.anthropic.claude-sonnet-4-5-20250929-v1:0") == {
+        "cachePoint": {"type": "default"}
+    }
+
+
 def test_bedrock_tools_pt_passes_ttl_for_claude_4_5(monkeypatch):
     """
     End-to-end: _bedrock_tools_pt should produce cachePoint blocks with ttl
diff --git a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
index 15b7ae9d07a..1778eca25ef 100644
--- a/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_exception_mapping_utils.py
@@ -1013,6 +1013,48 @@ def test_an_unmapped_exception_with_no_model_or_provider_is_a_connection_error(q
     assert "boom" in raised.value.message
 
 
+def _raise_and_map(
+    model: str | None, original_exception: Exception, custom_llm_provider: str | None
+) -> None:
+    """Calls exception_type() from inside the except block, as litellm/main.py does,
+    so traceback.format_exc() has a real stack."""
+    try:
+        raise original_exception
+    except type(original_exception) as caught:
+        exception_type(
+            model=model,
+            original_exception=caught,
+            custom_llm_provider=custom_llm_provider,
+        )
+
+
+def test_an_unmapped_exception_message_keeps_traceback_for_sdk_callers(quiet_exception_mapping):
+    """Direct SDK callers debug unmapped provider exceptions with this traceback;
+    only the proxy's response boundary strips it."""
+    with pytest.raises(litellm.APIConnectionError) as raised:
+        _raise_and_map(
+            model="MiniMax-M2.5",
+            original_exception=RuntimeError("socket hung up"),
+            custom_llm_provider="minimax",
+        )
+
+    assert "Traceback (most recent call last)" in raised.value.message
+    assert "test_exception_mapping_utils.py" in raised.value.message
+
+
+def test_an_unmapped_exception_with_no_model_or_provider_message_keeps_traceback(
+    quiet_exception_mapping,
+):
+    with pytest.raises(litellm.APIConnectionError) as raised:
+        _raise_and_map(
+            model=None,
+            original_exception=ValueError("boom"),
+            custom_llm_provider=None,
+        )
+
+    assert "Traceback (most recent call last)" in raised.value.message
+
+
 CONTEXT_WINDOW_MESSAGE = "This model's maximum context length is 4096 tokens."
 CONTENT_POLICY_MESSAGE = (
     '{"error": {"type": "invalid_request_error", "code": "content_policy_violation"}}'
diff --git a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
index 8c0e8ee5d02..a374e03d1c7 100644
--- a/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
+++ b/tests/test_litellm/litellm_core_utils/test_get_model_cost_map.py
@@ -256,14 +256,12 @@ def test_get_model_cost_map_stamps_loaded_at(monkeypatch):
     from litellm.litellm_core_utils import get_model_cost_map as module
 
     monkeypatch.setattr(module._cost_map_source_info, "loaded_at", None)
-    monkeypatch.setattr(
-        module.GetModelCostMap,
-        "fetch_remote_model_cost_map",
-        staticmethod(lambda url, timeout=5: _load_root_cost_map()),
+    client, _calls = _mock_client(
+        [httpx.Response(200, content=_real_map_bytes())], client_cls=httpx.Client
     )
 
     before = datetime.now(timezone.utc)
-    module.get_model_cost_map(url="https://example.invalid/cost_map.json")
+    module.get_model_cost_map(url="https://example.invalid/cost_map.json", client=client)
     loaded_at = module.get_model_cost_map_loaded_at()
 
     assert loaded_at is not None
@@ -308,7 +306,7 @@ def _unset_local_cost_map_env(monkeypatch):
     monkeypatch.delenv("LITELLM_LOCAL_MODEL_COST_MAP", raising=False)
 
 
-def _mock_client(outcomes):
+def _mock_client(outcomes, client_cls=httpx.AsyncClient):
     """httpx client over a MockTransport serving one outcome per request; an exception instance is raised."""
     calls = {"count": 0}
 
@@ -320,7 +318,7 @@ def _mock_client(outcomes):
             raise outcome
         return outcome
 
-    return httpx.AsyncClient(transport=httpx.MockTransport(handler)), calls
+    return client_cls(transport=httpx.MockTransport(handler)), calls
 
 
 @pytest.mark.asyncio
@@ -450,3 +448,97 @@ async def test_refetch_respects_local_env_override(monkeypatch):
     )
     assert isinstance(result, ModelCostMapReloaded)
     assert len(result.model_cost_map) > 100
+
+
+# ---------------------------------------------------------------------------
+# get_model_cost_map: the boot-time load retries transient failures like a reload does
+# ---------------------------------------------------------------------------
+
+from litellm.litellm_core_utils.get_model_cost_map import (
+    get_model_cost_map,
+    get_model_cost_map_source_info,
+)
+
+
+class _SyncSleepRecorder:
+    """Injected in place of time.sleep so the boot path's waits are asserted without delay."""
+
+    def __init__(self):
+        self.waits = []
+
+    def __call__(self, seconds: float) -> None:
+        self.waits.append(seconds)
+
+
+def test_boot_load_retries_transient_failures_instead_of_falling_back():
+    """A refused connection then a 503 at pod boot used to pin the process to the bundled
+    backup for its lifetime; both are transient and must be retried before giving up."""
+    client, calls = _mock_client(
+        [
+            httpx.ConnectError("connection refused"),
+            httpx.Response(503),
+            httpx.Response(200, content=_real_map_bytes()),
+        ],
+        client_cls=httpx.Client,
+    )
+    sleeper = _SyncSleepRecorder()
+
+    cost_map = get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client)
+
+    assert calls["count"] == 3
+    assert len(sleeper.waits) == 2
+    assert 2.0 <= sleeper.waits[0] < 3.0
+    assert 4.0 <= sleeper.waits[1] < 5.0
+    source = get_model_cost_map_source_info()
+    assert source["source"] == "remote"
+    assert source["fallback_reason"] is None
+    assert cost_map.keys() >= _load_root_cost_map().keys() - {"sample_spec", FALLBACK_GENERALIZATIONS_KEY}
+
+
+def test_boot_load_honors_retry_after_then_falls_back_after_max_attempts():
+    """An outage longer than the retry budget still ends on the bundled backup, and the
+    recorded fallback reason says how many attempts were spent so operators can tell."""
+    client, calls = _mock_client(
+        [httpx.Response(429, headers={"Retry-After": "7"})], client_cls=httpx.Client
+    )
+    sleeper = _SyncSleepRecorder()
+
+    cost_map = get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client)
+
+    assert calls["count"] == 3
+    assert sleeper.waits == [7.0, 7.0]
+    source = get_model_cost_map_source_info()
+    assert source["source"] == "local"
+    assert "after 3 attempts" in source["fallback_reason"]
+    assert len(cost_map) > 100
+
+
+def test_boot_load_does_not_retry_permanent_failures():
+    """A 404 or a malformed URL cannot heal by waiting: one attempt, no sleeps, backup."""
+    client, calls = _mock_client([httpx.Response(404)], client_cls=httpx.Client)
+    sleeper = _SyncSleepRecorder()
+
+    get_model_cost_map(url=_URL, sleep=sleeper, rng=random.Random(0), client=client)
+    assert calls["count"] == 1
+    assert sleeper.waits == []
+    assert get_model_cost_map_source_info()["source"] == "local"
+
+    get_model_cost_map(url="not a url", sleep=sleeper, rng=random.Random(0))
+    assert sleeper.waits == []
+    assert get_model_cost_map_source_info()["source"] == "local"
+
+
+def test_boot_load_respects_local_env_override(monkeypatch):
+    """LITELLM_LOCAL_MODEL_COST_MAP=True still short-circuits to the backup with zero HTTP."""
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+
+    def _fail(request):
+        raise AssertionError("no HTTP request should be made when local map is forced")
+
+    cost_map = get_model_cost_map(
+        url=_URL,
+        sleep=_SyncSleepRecorder(),
+        client=httpx.Client(transport=httpx.MockTransport(_fail)),
+    )
+    assert len(cost_map) > 100
+    assert get_model_cost_map_source_info()["is_env_forced"] is True
diff --git a/tests/test_litellm/litellm_core_utils/test_get_supported_openai_params.py b/tests/test_litellm/litellm_core_utils/test_get_supported_openai_params.py
index cb4e72ab3ad..722818598af 100644
--- a/tests/test_litellm/litellm_core_utils/test_get_supported_openai_params.py
+++ b/tests/test_litellm/litellm_core_utils/test_get_supported_openai_params.py
@@ -188,6 +188,8 @@ class TestDeclaredAuthenticatingProvider:
             ("gpt-4o", "github_copilot", "github_copilot"),
             ("openai/gpt-4o", None, None),
             ("gpt-4o", "openai", None),
+            ("github_copilot", None, None),
+            ("chatgpt", None, None),
         ],
     )
     def test_names_only_the_providers_whose_resolution_authenticates(self, model, provider, expected):
diff --git a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
index c7328adb0b3..f1de7390b5b 100644
--- a/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
+++ b/tests/test_litellm/litellm_core_utils/test_litellm_logging.py
@@ -5479,6 +5479,97 @@ def test_pre_call_redacts_and_masks_raw_request(logging_obj):
     assert "key=*****" in raw_api_base
 
 
+def _streaming_logging_obj_with_callbacks(callbacks: list[CustomLogger]):
+    import datetime
+
+    obj = LitellmLogging(
+        model="anthropic/claude-opus-5",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="completion",
+        start_time=datetime.datetime.now(),
+        litellm_call_id="slot-leak-test",
+        function_id="slot-leak-test",
+    )
+    obj.model_call_details["litellm_params"] = {"metadata": {}}
+    return patch.object(obj, "get_combined_callback_list", return_value=callbacks), obj
+
+
+def _assembled_stream_result():
+    response = ModelResponse()
+    response.choices[0].message.content = "hello"
+    return response
+
+
+@pytest.mark.asyncio
+async def test_streaming_success_callbacks_survive_logging_hook_failure():
+    """Regression for leaked max_parallel_requests slots: a raising
+    async_logging_hook must not abort the success-callback loop that
+    releases the rate-limiter slot."""
+    broken = CustomLogger()
+    broken.async_logging_hook = AsyncMock(side_effect=RuntimeError("broken stream payload"))
+    releasing = CustomLogger()
+    releasing.async_log_success_event = AsyncMock()
+
+    patcher, logging_obj = _streaming_logging_obj_with_callbacks([broken, releasing])
+    with patcher:
+        await logging_obj.async_success_handler(result=_assembled_stream_result())
+
+    releasing.async_log_success_event.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_streaming_success_callbacks_survive_cost_calculation_failure():
+    releasing = CustomLogger()
+    releasing.async_log_success_event = AsyncMock()
+
+    patcher, logging_obj = _streaming_logging_obj_with_callbacks([releasing])
+    with patcher, patch.object(
+        logging_obj, "_response_cost_calculator", side_effect=ValueError("bad usage block")
+    ):
+        await logging_obj.async_success_handler(result=_assembled_stream_result())
+
+    assert logging_obj.model_call_details["response_cost"] is None
+    releasing.async_log_success_event.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_streaming_success_callbacks_survive_standard_logging_payload_failure():
+    releasing = CustomLogger()
+    releasing.async_log_success_event = AsyncMock()
+
+    patcher, logging_obj = _streaming_logging_obj_with_callbacks([releasing])
+    with patcher, patch.object(
+        logging_obj, "_build_standard_logging_payload", side_effect=ValueError("incomplete stream")
+    ):
+        await logging_obj.async_success_handler(result=_assembled_stream_result())
+
+    assert logging_obj.model_call_details.get("standard_logging_object") is None
+    releasing.async_log_success_event.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_streaming_success_callbacks_survive_guardrail_logging_hook_failure():
+    from litellm.integrations.custom_guardrail import CustomGuardrail
+
+    skipping = CustomGuardrail(guardrail_name="skipping-guardrail")
+    skipping.should_run_guardrail = MagicMock(return_value=False)
+    skipping.async_logging_hook = AsyncMock()
+    raising = CustomGuardrail(guardrail_name="raising-guardrail")
+    raising.should_run_guardrail = MagicMock(return_value=True)
+    raising.async_logging_hook = AsyncMock(side_effect=RuntimeError("guardrail hook failed"))
+    releasing = CustomLogger()
+    releasing.async_log_success_event = AsyncMock()
+
+    patcher, logging_obj = _streaming_logging_obj_with_callbacks([skipping, raising, releasing])
+    with patcher:
+        await logging_obj.async_success_handler(result=_assembled_stream_result())
+
+    skipping.async_logging_hook.assert_not_awaited()
+    raising.async_logging_hook.assert_awaited_once()
+    releasing.async_log_success_event.assert_awaited_once()
+
+
 def _resolve(custom_llm_provider, litellm_params, optional_params, model):
     from litellm.litellm_core_utils.litellm_logging import (
         _resolve_vertex_location_for_cost,
@@ -5911,7 +6002,9 @@ async def test_prompt_hook_injection_marker_recorded_for_every_surface(logging_o
     """The savings gate reads litellm_gateway_injected_cache from the request's
     metadata bucket. Recording lives in the shared prompt-hook wrappers, so chat,
     /v1/responses, router prompt deployments, and proxy prompt templates all mark
-    injected requests the same way; a hook that injects nothing leaves no marker."""
+    injected requests the same way; a hook that injects nothing leaves no marker.
+    A pass that runs before deployment choice declares it and gets the every-deployment
+    sentinel, which a later per-deployment pass never narrows."""
     from litellm.integrations.custom_prompt_management import CustomPromptManagement
 
     class _InjectingHook(CustomPromptManagement):
@@ -5995,6 +6088,28 @@ async def test_prompt_hook_injection_marker_recorded_for_every_surface(logging_o
     )
     assert "litellm_gateway_injected_cache" not in untouched["metadata"]
 
+    pre_choice = {"metadata": {}, "model_info": {"id": "dep-of-this-attempt"}}
+    logging_obj.get_chat_completion_prompt(
+        model="claude-sonnet-5",
+        messages=[{"role": "user", "content": "hi"}],
+        non_default_params={},
+        prompt_variables=None,
+        prompt_management_logger=_InjectingHook(),
+        request_kwargs=pre_choice,
+        injected_for_every_deployment=True,
+    )
+    assert pre_choice["metadata"]["litellm_gateway_injected_cache"] == ""
+
+    await logging_obj.async_get_chat_completion_prompt(
+        model="claude-sonnet-5",
+        messages=[{"role": "user", "content": "a fresh turn"}],
+        non_default_params={},
+        prompt_variables=None,
+        prompt_management_logger=_InjectingHook(),
+        request_kwargs=pre_choice,
+    )
+    assert pre_choice["metadata"]["litellm_gateway_injected_cache"] == ""
+
 
 def test_get_standard_logging_object_payload_reads_overhead_from_logging_obj_for_dict_results(logging_obj):
     """LIT-5466: /v1/messages returns a plain dict with no _hidden_params, so the overhead
diff --git a/tests/test_litellm/litellm_core_utils/test_max_streaming_duration.py b/tests/test_litellm/litellm_core_utils/test_max_streaming_duration.py
index c768be22a9e..fc8daab3899 100644
--- a/tests/test_litellm/litellm_core_utils/test_max_streaming_duration.py
+++ b/tests/test_litellm/litellm_core_utils/test_max_streaming_duration.py
@@ -7,6 +7,7 @@ Covers:
 """
 
 import time
+from importlib import import_module
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -107,16 +108,16 @@ class TestResponsesStreamingIteratorMaxDuration:
 
     def test_should_not_raise_when_duration_is_none(self):
         it = self._make_base_iterator()
-        with patch(
-            "litellm.responses.streaming_iterator.LITELLM_MAX_STREAMING_DURATION_SECONDS",
+        with patch.object(
+            import_module("litellm.responses.streaming_iterator"), "LITELLM_MAX_STREAMING_DURATION_SECONDS",
             None,
         ):
             it._check_max_streaming_duration()
 
     def test_should_not_raise_when_under_limit(self):
         it = self._make_base_iterator()
-        with patch(
-            "litellm.responses.streaming_iterator.LITELLM_MAX_STREAMING_DURATION_SECONDS",
+        with patch.object(
+            import_module("litellm.responses.streaming_iterator"), "LITELLM_MAX_STREAMING_DURATION_SECONDS",
             60.0,
         ):
             it._check_max_streaming_duration()
@@ -124,8 +125,8 @@ class TestResponsesStreamingIteratorMaxDuration:
     def test_should_raise_timeout_when_exceeded(self):
         it = self._make_base_iterator()
         it._stream_created_time = time.time() - 20
-        with patch(
-            "litellm.responses.streaming_iterator.LITELLM_MAX_STREAMING_DURATION_SECONDS",
+        with patch.object(
+            import_module("litellm.responses.streaming_iterator"), "LITELLM_MAX_STREAMING_DURATION_SECONDS",
             10.0,
         ):
             with pytest.raises(litellm.Timeout, match="max streaming duration"):
diff --git a/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py b/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
index f6b8a93c472..fadc4ca49e9 100644
--- a/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
+++ b/tests/test_litellm/litellm_core_utils/test_sensitive_data_masker.py
@@ -312,3 +312,121 @@ def test_mask_credentials_in_payload_masks_only_sensitive_string_leaves():
     assert masked != plaintext
     assert masked.startswith(plaintext[:4])
     assert masked.endswith(plaintext[-4:])
+
+
+def test_redact_credentials_in_payload_leaves_no_fragment_of_the_secret():
+    """A payload rendered straight to stdout cannot afford the partial reveal
+    mask_credentials_in_payload leaves, so every credential-named value is replaced
+    whole, nested header dicts included, while ordinary params survive verbatim."""
+    from litellm.litellm_core_utils.sensitive_data_masker import redact_credentials_in_payload
+
+    fake_key = "sk-fake-lit6823-0000000000000000"
+    fake_token = "fake-azure-ad-token-0000"
+    result = redact_credentials_in_payload(
+        {
+            "api_key": fake_key,
+            "azure_ad_token": fake_token,
+            "aws_secret_access_key": "fake-aws-secret-0000",
+            "vertex_credentials": {"private_key": "fake-pem"},
+            "extra_headers": {"Authorization": "Bearer fake-bearer-0000", "x-request-id": "abc123"},
+            "model": "gpt-4o-mini",
+            "max_tokens": 17,
+            "temperature": 0.25,
+            "api_base": None,
+        }
+    )
+
+    assert fake_key not in str(result)
+    assert fake_token not in str(result)
+    assert "fake-aws-secret-0000" not in str(result)
+    assert "fake-pem" not in str(result)
+    assert "fake-bearer-0000" not in str(result)
+    assert result["api_key"] == "REDACTED"
+    assert result["extra_headers"]["Authorization"] == "REDACTED"
+    assert result["extra_headers"]["x-request-id"] == "abc123"
+    assert result["model"] == "gpt-4o-mini"
+    assert result["max_tokens"] == 17
+    assert result["temperature"] == 0.25
+    assert result["api_base"] is None
+
+
+def test_redact_credentials_in_payload_reaches_credentials_nested_in_sequences():
+    """Free-form kwargs like extra_body and metadata routinely carry lists of dicts, so a
+    credential hiding one level inside a list or tuple must be replaced too, while the
+    surrounding container keeps its type and every ordinary element stays verbatim."""
+    from litellm.litellm_core_utils.sensitive_data_masker import redact_credentials_in_payload
+
+    result = redact_credentials_in_payload(
+        {
+            "extra_body": {"providers": [{"name": "openai", "api_key": "sk-fake-lit6823-in-a-list"}]},
+            "metadata": {"upstreams": ({"aws_secret_access_key": "fake-aws-in-a-tuple"},)},
+            "messages": [{"role": "user", "content": "hello"}],
+        }
+    )
+
+    assert "sk-fake-lit6823-in-a-list" not in str(result)
+    assert "fake-aws-in-a-tuple" not in str(result)
+    assert result["extra_body"]["providers"][0]["api_key"] == "REDACTED"
+    assert result["extra_body"]["providers"][0]["name"] == "openai"
+    assert isinstance(result["extra_body"]["providers"], list)
+    assert result["metadata"]["upstreams"][0]["aws_secret_access_key"] == "REDACTED"
+    assert isinstance(result["metadata"]["upstreams"], tuple)
+    assert result["messages"] == [{"role": "user", "content": "hello"}]
+
+
+@pytest.mark.parametrize("wrap", ["mapping", "sequence"])
+def test_redact_credentials_in_payload_hides_containers_at_the_recursion_limit(wrap):
+    """The recursion limit exists to bound the walk, not to grant an exemption, so a caller who
+    buries a credential deeper than the limit must get the container hidden rather than handed
+    back verbatim. Nesting through lists costs depth twice as fast as nesting through mappings,
+    so both shapes are pushed well past the limit here."""
+    from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH
+    from litellm.litellm_core_utils.sensitive_data_masker import redact_credentials_in_payload
+
+    fake_key = "sk-fake-lit6835-past-the-limit"
+    node = {"api_key": fake_key}
+    for _ in range(2 * DEFAULT_MAX_RECURSE_DEPTH + 1):
+        node = {"extra_body": node} if wrap == "mapping" else {"providers": [node]}
+
+    result = redact_credentials_in_payload({**node, "max_tokens": 17})
+
+    assert fake_key not in str(result)
+    assert "REDACTED" in str(result)
+    assert result["max_tokens"] == 17
+
+
+def test_redact_credentials_in_payload_leaves_a_realistic_tool_schema_intact():
+    """The bound must not eat ordinary payloads: a tool whose JSON schema nests an array of
+    objects inside a nested object is what agent traffic looks like, and the verbose line is
+    useless if those leaves come back as REDACTED."""
+    from litellm.litellm_core_utils.sensitive_data_masker import redact_credentials_in_payload
+
+    tool = {
+        "type": "function",
+        "function": {
+            "name": "search_orders",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "filters": {
+                        "type": "object",
+                        "properties": {
+                            "items": {
+                                "type": "array",
+                                "items": {
+                                    "type": "object",
+                                    "properties": {"sku": {"type": "string"}, "qty": {"type": "integer"}},
+                                },
+                            }
+                        },
+                    }
+                },
+            },
+        },
+    }
+
+    result = redact_credentials_in_payload({"model": "gpt-4o-mini", "tools": [tool], "api_key": "sk-fake-lit6835"})
+
+    assert "REDACTED" not in str(result["tools"])
+    assert result["tools"][0] == tool
+    assert result["api_key"] == "REDACTED"
diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
index 8ac050a04f9..bacbcbf132b 100644
--- a/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
+++ b/tests/test_litellm/litellm_core_utils/test_streaming_chunk_builder_utils.py
@@ -592,6 +592,59 @@ def test_stream_chunk_builder_litellm_usage_chunks():
     assert usage.total_tokens == 77
 
 
+def test_calculate_usage_honors_openai_sdk_completion_usage_chunks():
+    from openai.types.completion_usage import CompletionUsage
+
+    content_chunk = ModelResponseStream(
+        id="chatcmpl-sdk-usage-1",
+        created=1745513206,
+        model="mantle-claude",
+        object="chat.completion.chunk",
+        system_fingerprint=None,
+        choices=[
+            StreamingChoices(
+                finish_reason="stop",
+                index=0,
+                delta=Delta(
+                    provider_specific_fields=None,
+                    content="ok",
+                    role=None,
+                    function_call=None,
+                    tool_calls=None,
+                    audio=None,
+                ),
+                logprobs=None,
+            )
+        ],
+        provider_specific_fields=None,
+        stream_options={"include_usage": True},
+    )
+    usage_chunk = ModelResponseStream(
+        id="chatcmpl-sdk-usage-1",
+        created=1745513207,
+        model="mantle-claude",
+        object="chat.completion.chunk",
+        system_fingerprint=None,
+        choices=[],
+        provider_specific_fields=None,
+        stream_options={"include_usage": True},
+    )
+    usage_chunk.usage = CompletionUsage(
+        prompt_tokens=20, completion_tokens=60, total_tokens=80, cost=0.000704
+    )
+    assert type(usage_chunk.usage) is CompletionUsage
+
+    chunks = [content_chunk, usage_chunk]
+    usage = ChunkProcessor(chunks=chunks).calculate_usage(
+        chunks=chunks, model="mantle-claude", completion_output=""
+    )
+
+    assert usage.prompt_tokens == 20
+    assert usage.completion_tokens == 60
+    assert usage.total_tokens == 80
+    assert getattr(usage, "cost", None) == pytest.approx(0.000704)
+
+
 def test_get_model_from_chunks_azure_model_router():
     """
     Test that _get_model_from_chunks finds the actual model from Azure Model Router chunks.
diff --git a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
index 4c99bce2b0f..0aa73833677 100644
--- a/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
+++ b/tests/test_litellm/litellm_core_utils/test_streaming_handler.py
@@ -21,6 +21,7 @@ from litellm.litellm_core_utils.streaming_handler import (
 from litellm.types.utils import (
     CompletionTokensDetailsWrapper,
     Delta,
+    ModelResponse,
     ModelResponseStream,
     PromptTokensDetailsWrapper,
     StandardLoggingPayload,
@@ -1750,7 +1751,7 @@ def test_openrouter_streaming_cost_propagates_to_hidden_params():
     assert complete_response.usage.cost == 0.00025
 
     # Use the real propagation method from CustomStreamWrapper
-    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response)
+    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response, "openrouter")
 
     assert "additional_headers" in complete_response._hidden_params
     assert (
@@ -1769,14 +1770,12 @@ def test_openrouter_streaming_cost_propagates_to_hidden_params():
     assert provider_cost == 0.00025
 
 
-def test_perplexity_streaming_dict_cost_propagates_to_hidden_params():
-    """
-    Regression: Perplexity reports usage.cost as a breakdown object, which used to
-    blow up the end of the stream with
-    `float() argument must be a string or a real number, not 'dict'`.
-    """
+def test_perplexity_streaming_dict_cost_bills_through_its_own_calculator():
     import litellm
-    from litellm.cost_calculator import get_response_cost_from_hidden_params
+    from litellm.cost_calculator import (
+        get_response_cost_from_hidden_params,
+        response_cost_calculator,
+    )
 
     chunks = [
         ModelResponseStream(
@@ -1828,13 +1827,81 @@ def test_perplexity_streaming_dict_cost_propagates_to_hidden_params():
 
     assert complete_response is not None
 
-    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response)
+    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response, "perplexity")
 
-    assert (
-        get_response_cost_from_hidden_params(complete_response._hidden_params)
-        == 0.00503
+    assert get_response_cost_from_hidden_params(complete_response._hidden_params) is None
+    assert response_cost_calculator(
+        response_object=complete_response,
+        model="perplexity/sonar",
+        custom_llm_provider="perplexity",
+        call_type="completion",
+        optional_params={},
+    ) == pytest.approx(0.00503)
+
+
+def test_openai_compatible_streaming_cost_is_priced_from_the_cost_map():
+    import litellm
+    from litellm.cost_calculator import (
+        get_response_cost_from_hidden_params,
+        response_cost_calculator,
     )
 
+    model = "openai/streams-cost-in-nanodollars"
+    litellm.register_model(
+        {
+            model: {
+                "input_cost_per_token": 1e-6,
+                "output_cost_per_token": 2e-6,
+                "litellm_provider": "openai",
+                "mode": "chat",
+            }
+        }
+    )
+    complete_response = ModelResponse(
+        id="chatcmpl-openai-compatible",
+        model=model,
+        choices=[],
+        usage=Usage(completion_tokens=5, prompt_tokens=10, total_tokens=15, cost=3_144_000),
+    )
+
+    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response, "openai")
+
+    assert get_response_cost_from_hidden_params(complete_response._hidden_params) is None
+    assert response_cost_calculator(
+        response_object=complete_response,
+        model=model,
+        custom_llm_provider="openai",
+        call_type="completion",
+        optional_params={},
+    ) == pytest.approx(2e-5)
+
+
+def test_xai_streaming_reported_cost_still_takes_the_margin(monkeypatch):
+    import litellm
+    from litellm.cost_calculator import (
+        get_response_cost_from_hidden_params,
+        response_cost_calculator,
+    )
+
+    complete_response = ModelResponse(
+        id="chatcmpl-xai",
+        model="grok-4-latest",
+        choices=[],
+        usage=Usage(completion_tokens=353, prompt_tokens=198, total_tokens=551, cost=0.0009956),
+    )
+
+    CustomStreamWrapper._propagate_usage_cost_to_hidden_params(complete_response, "xai")
+
+    assert get_response_cost_from_hidden_params(complete_response._hidden_params) is None
+    monkeypatch.setattr(litellm, "cost_margin_config", {"xai": 0.5})
+    assert response_cost_calculator(
+        response_object=complete_response,
+        model="xai/grok-4-latest",
+        custom_llm_provider="xai",
+        call_type="completion",
+        optional_params={},
+    ) == pytest.approx(0.0009956 * 1.5)
+
 
 def test_provider_reported_cost_ignores_unusable_shapes():
     assert CustomStreamWrapper._resolve_provider_reported_cost(None) is None
@@ -4694,6 +4761,43 @@ async def test_async_stream_assembled_response_keeps_vertex_traffic_type(logging
     assert assembled._hidden_params["provider_specific_fields"]["traffic_type"] == "ON_DEMAND_FLEX"
 
 
+@pytest.mark.asyncio
+async def test_async_fake_stream_final_chunk_carries_hidden_usage(logging_obj: Logging):
+    from litellm.llms.base_llm.base_model_iterator import MockResponseIterator
+    from litellm.types.utils import ModelResponse
+
+    model_response = ModelResponse(
+        id="chatcmpl-fake-stream",
+        model="my-random-model",
+        choices=[
+            {
+                "index": 0,
+                "message": {"role": "assistant", "content": "hello world"},
+                "finish_reason": "stop",
+            }
+        ],
+    )
+    model_response.usage = Usage(prompt_tokens=1234, completion_tokens=7, total_tokens=1241)
+
+    wrapper = CustomStreamWrapper(
+        completion_stream=MockResponseIterator(model_response=model_response),
+        model="my-random-model",
+        custom_llm_provider="anthropic",
+        logging_obj=logging_obj,
+    )
+
+    final_chunk = None
+    async for chunk in wrapper:
+        final_chunk = chunk
+
+    assert final_chunk is not None
+    hidden_usage = final_chunk._hidden_params.get("usage")
+    assert hidden_usage is not None
+    assert hidden_usage.prompt_tokens == 1234
+    assert hidden_usage.completion_tokens == 7
+    assert hidden_usage.total_tokens == 1241
+
+
 class TestStableStreamingResponseId:
     """
     All chunks of one streamed response must share the same top-level id
diff --git a/tests/test_litellm/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py b/tests/test_litellm/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py
new file mode 100644
index 00000000000..dd7e8fadcd8
--- /dev/null
+++ b/tests/test_litellm/llms/a2a/chat/guardrail_translation/test_a2a_guardrail_handler.py
@@ -0,0 +1,35 @@
+"""Tests for litellm/llms/a2a/chat/guardrail_translation/handler.py."""
+
+import json
+
+from litellm.llms.a2a.chat.guardrail_translation.handler import A2AGuardrailHandler
+from litellm.llms.base_llm.guardrail_translation.base_translation import StreamingScanKey
+
+
+def _text_event(text: str) -> str:
+    return json.dumps(
+        {
+            "jsonrpc": "2.0",
+            "id": "req-1",
+            "result": {"kind": "message", "role": "agent", "parts": [{"kind": "text", "text": text}]},
+        }
+    )
+
+
+def _status_event() -> str:
+    return json.dumps({"jsonrpc": "2.0", "id": "req-1", "result": {"kind": "status-update", "status": {}}})
+
+
+class TestA2AGuardrailHandlerStreamingScanKey:
+    def test_key_joins_the_text_of_every_message_event(self):
+        key = A2AGuardrailHandler().get_streaming_scan_key([_text_event("hello "), _text_event("world")])
+        assert key == StreamingScanKey(texts=("hello world",))
+
+    def test_events_without_text_leave_the_key_unchanged(self):
+        handler = A2AGuardrailHandler()
+        events = [_text_event("hello")]
+        assert handler.get_streaming_scan_key(events + [_status_event()]) == handler.get_streaming_scan_key(events)
+
+    def test_unparseable_items_are_ignored(self):
+        key = A2AGuardrailHandler().get_streaming_scan_key([_text_event("hi"), "not json", b"bytes"])
+        assert key.texts == ("hi",)
diff --git a/tests/test_litellm/llms/anthropic/chat/guardrail_translation/test_anthropic_guardrail_handler.py b/tests/test_litellm/llms/anthropic/chat/guardrail_translation/test_anthropic_guardrail_handler.py
index 0fe7730e91e..3044a321aa6 100644
--- a/tests/test_litellm/llms/anthropic/chat/guardrail_translation/test_anthropic_guardrail_handler.py
+++ b/tests/test_litellm/llms/anthropic/chat/guardrail_translation/test_anthropic_guardrail_handler.py
@@ -13,6 +13,7 @@ import pytest
 
 
 from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.llms.base_llm.guardrail_translation.base_translation import StreamingScanKey
 from litellm.llms.anthropic.chat.guardrail_translation.handler import (
     AnthropicMessagesHandler,
 )
@@ -1991,3 +1992,56 @@ class TestStructuredWriteBackKeepsToolResults:
         }
         later_blocks = [b for m in messages[tool_use_index + 1 :] for b in self._blocks(m)]
         assert {"type": "text", "text": "Now fetch the page."} in later_blocks
+
+
+class TestAnthropicMessagesHandlerStreamingScanKey:
+    """get_streaming_scan_key mirrors what process_output_streaming_response would scan"""
+
+    @staticmethod
+    def _sse(event_type, data):
+        return f"event: {event_type}\ndata: {json.dumps(data)}\n\n".encode()
+
+    def _text_delta(self, text):
+        return self._sse(
+            "content_block_delta",
+            {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": text}},
+        )
+
+    def test_key_is_empty_before_any_text_arrives(self):
+        head = self._sse("message_start", {"type": "message_start", "message": {"stop_reason": None}})
+        key = AnthropicMessagesHandler().get_streaming_scan_key([head])
+        assert key == StreamingScanKey(texts=("",))
+
+    def test_key_accumulates_text_deltas(self):
+        key = AnthropicMessagesHandler().get_streaming_scan_key([self._text_delta("hello "), self._text_delta("world")])
+        assert key.texts == ("hello world",)
+        assert key.stream_ended is False
+
+    def _stop(self, stop_reason):
+        return self._sse(
+            "message_delta",
+            {"type": "message_delta", "delta": {"stop_reason": stop_reason, "stop_sequence": None}, "usage": {}},
+        )
+
+    def test_stop_without_tool_use_scans_the_same_payload(self):
+        handler = AnthropicMessagesHandler()
+        open_key = handler.get_streaming_scan_key([self._text_delta("hi")])
+        ended_key = handler.get_streaming_scan_key([self._text_delta("hi"), self._stop("end_turn")])
+        assert ended_key.stream_ended is True
+        assert ended_key == open_key
+
+    def test_tool_use_blocks_enter_the_key_once_the_stream_has_ended(self):
+        handler = AnthropicMessagesHandler()
+        tool_use = self._sse(
+            "content_block_start",
+            {
+                "type": "content_block_start",
+                "index": 1,
+                "content_block": {"type": "tool_use", "id": "toolu_1", "name": "get_weather", "input": {}},
+            },
+        )
+        open_key = handler.get_streaming_scan_key([self._text_delta("hi"), tool_use])
+        ended_key = handler.get_streaming_scan_key([self._text_delta("hi"), tool_use, self._stop("tool_use")])
+        assert open_key == StreamingScanKey(texts=("hi",))
+        assert len(ended_key.tool_calls) == 1 and "get_weather" in ended_key.tool_calls[0]
+        assert ended_key != open_key
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
index bd750a47f63..043537f8c1f 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_handler.py
@@ -3,11 +3,13 @@ import threading
 from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
 from unittest.mock import AsyncMock, MagicMock, patch
 
+import httpx
 import pytest
 
 import litellm
 from litellm.constants import RESPONSE_FORMAT_TOOL_NAME
 from litellm.llms.anthropic.chat.handler import ModelResponseIterator, make_call
+from litellm.llms.custom_httpx.http_handler import HTTPHandler
 from litellm.types.llms.openai import (
     ChatCompletionToolCallChunk,
     ChatCompletionToolCallFunctionChunk,
@@ -46,6 +48,43 @@ async def test_make_call_passes_logging_obj_to_client_post():
     assert call_kwargs.get("logging_obj") is logging_obj
 
 
+def test_anthropic_completion_does_not_send_deployment_default_limits():
+    captured_requests: list[httpx.Request] = []
+
+    def respond(request: httpx.Request) -> httpx.Response:
+        captured_requests.append(request)
+        return httpx.Response(
+            200,
+            json={
+                "id": "msg_default_limits",
+                "type": "message",
+                "role": "assistant",
+                "model": "claude-3-5-haiku-20241022",
+                "content": [{"type": "text", "text": "Hello"}],
+                "stop_reason": "end_turn",
+                "stop_sequence": None,
+                "usage": {"input_tokens": 1, "output_tokens": 1},
+            },
+        )
+
+    client = HTTPHandler(client=httpx.Client(transport=httpx.MockTransport(respond)))
+    try:
+        litellm.completion(
+            model="anthropic/claude-3-5-haiku-20241022",
+            messages=[{"role": "user", "content": "Hello"}],
+            api_key="test-key",
+            client=client,
+            default_api_key_rpm_limit=60,
+            default_api_key_tpm_limit=5000000,
+        )
+    finally:
+        client.close()
+
+    request_body = json.loads(captured_requests[0].content)
+    assert "default_api_key_rpm_limit" not in request_body
+    assert "default_api_key_tpm_limit" not in request_body
+
+
 def test_redacted_thinking_content_block_delta():
     chunk = {
         "type": "content_block_start",
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
index 0f9f8259bef..8ea8db5fb65 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
@@ -3127,6 +3127,31 @@ def test_reasoning_effort_accepts_dict_shape_for_non_adaptive_model(
     )
 
 
+@pytest.mark.parametrize(
+    "model,budget_tokens,expected",
+    [
+        ("claude-opus-4-8", 4096, ({"type": "adaptive"}, {"effort": "high"})),
+        ("claude-opus-4-7", 24000, ({"type": "adaptive"}, {"effort": "xhigh"})),
+        ("claude-opus-4-6", 4096, ({"type": "enabled", "budget_tokens": 4096}, None)),
+        ("claude-sonnet-4-5-20250929", 4096, ({"type": "enabled", "budget_tokens": 4096}, None)),
+    ],
+)
+def test_legacy_thinking_translated_to_adaptive_on_adaptive_only_models(model, budget_tokens, expected):
+    """Adaptive-only models reject thinking={type: enabled} with a 400, so the
+    legacy shape must be upgraded to adaptive + output_config.effort on
+    /chat/completions too, while models that accept it keep the caller's budget."""
+    config = AnthropicConfig()
+
+    result = config.map_openai_params(
+        non_default_params={"thinking": {"type": "enabled", "budget_tokens": budget_tokens}, "max_tokens": 64000},
+        optional_params={},
+        model=model,
+        drop_params=False,
+    )
+
+    assert (result["thinking"], result.get("output_config")) == expected
+
+
 @pytest.mark.parametrize(
     "bad_value",
     [
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_message_id.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_message_id.py
new file mode 100644
index 00000000000..7cd789529c8
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_message_id.py
@@ -0,0 +1,111 @@
+"""
+Streaming ``/v1/messages`` against a model that is neither Anthropic nor OpenAI is served by
+translating the call onto ``/v1/chat/completions``, and the ``msg_`` id the caller is streamed
+is minted right here. It is the only request id such a caller ever sees, so the spend row has
+to be keyed on that same value rather than on the provider's own completion id.
+"""
+
+import datetime
+import json
+
+import pytest
+import respx
+
+import litellm
+from litellm.llms.anthropic.experimental_pass_through.adapters.handler import (
+    LiteLLMMessagesToCompletionTransformationHandler,
+)
+from litellm.llms.anthropic.experimental_pass_through.adapters.streaming_iterator import (
+    AnthropicStreamWrapper,
+)
+
+MESSAGES = [{"role": "user", "content": "hello"}]
+
+GROQ_CHAT_URL = "https://api.groq.com/openai/v1/chat/completions"
+
+CHAT_SSE_BODY = (
+    b'data: {"id":"chatcmpl-lit6825","object":"chat.completion.chunk","created":1,'
+    b'"model":"kimi-k2","choices":[{"index":0,"delta":{"role":"assistant","content":"hi"},'
+    b'"finish_reason":null}]}\n\n'
+    b'data: {"id":"chatcmpl-lit6825","object":"chat.completion.chunk","created":1,'
+    b'"model":"kimi-k2","choices":[{"index":0,"delta":{},"finish_reason":"stop"}],'
+    b'"usage":{"prompt_tokens":3,"completion_tokens":4,"total_tokens":7}}\n\n'
+    b"data: [DONE]\n\n"
+)
+
+
+def _logging_obj(call_id: str):
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    return Logging(
+        model="kimi-k2",
+        messages=MESSAGES,
+        stream=True,
+        call_type="anthropic_messages",
+        start_time=datetime.datetime.now(datetime.timezone.utc),
+        litellm_call_id=call_id,
+        function_id="1234",
+    )
+
+
+def _streamed_message_id(raw_events: list[bytes]) -> str:
+    events = [json.loads(chunk.decode().split("data: ", 1)[1]) for chunk in raw_events]
+    message_start = next(e for e in events if e["type"] == "message_start")
+    return message_start["message"]["id"]
+
+
+@pytest.fixture(autouse=True)
+def _intercept_groq(respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch):
+    monkeypatch.setenv("GROQ_API_KEY", "gsk-lit6825-test")
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    respx_mock.post(GROQ_CHAT_URL).respond(
+        status_code=200,
+        headers={"Content-Type": "text/event-stream"},
+        content=CHAT_SSE_BODY,
+    )
+
+
+@pytest.mark.asyncio
+async def test_async_streaming_hands_the_logging_object_the_message_id_the_caller_is_streamed():
+    logging_obj = _logging_obj("6825beef-0000-4000-8000-000000000010")
+
+    sse = await LiteLLMMessagesToCompletionTransformationHandler.async_anthropic_messages_handler(
+        max_tokens=1024,
+        messages=MESSAGES,
+        model="groq/kimi-k2",
+        stream=True,
+        custom_llm_provider="groq",
+        litellm_logging_obj=logging_obj,
+    )
+    streamed_id = _streamed_message_id([chunk async for chunk in sse])
+
+    assert streamed_id.startswith("msg_")
+    assert logging_obj.streamed_anthropic_message_id == streamed_id
+
+
+def test_sync_streaming_hands_the_logging_object_the_message_id_the_caller_is_streamed():
+    logging_obj = _logging_obj("6825beef-0000-4000-8000-000000000011")
+
+    sse = LiteLLMMessagesToCompletionTransformationHandler.anthropic_messages_handler(
+        max_tokens=1024,
+        messages=MESSAGES,
+        model="groq/kimi-k2",
+        stream=True,
+        custom_llm_provider="groq",
+        litellm_logging_obj=logging_obj,
+    )
+    streamed_id = _streamed_message_id(list(sse))
+
+    assert streamed_id.startswith("msg_")
+    assert logging_obj.streamed_anthropic_message_id == streamed_id
+
+
+def test_concurrent_streams_are_keyed_on_their_own_message_id():
+    """Two callers streaming at once must not be handed, or logged under, one another's id."""
+    first = AnthropicStreamWrapper(completion_stream=iter([]), model="kimi-k2")
+    second = AnthropicStreamWrapper(completion_stream=iter([]), model="kimi-k2")
+
+    assert first._message_id != second._message_id
+    assert _streamed_message_id(list(first.anthropic_sse_wrapper())) == first._message_id
+    assert _streamed_message_id(list(second.anthropic_sse_wrapper())) == second._message_id
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_stop_reason.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_stop_reason.py
new file mode 100644
index 00000000000..4b95b36fec3
--- /dev/null
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/adapters/test_streaming_iterator_stop_reason.py
@@ -0,0 +1,79 @@
+"""
+Regression tests for issue #34692.
+
+ollama_chat streams tool_calls in a mid-stream chunk while its final
+(``done: true``) chunk carries only ``done_reason: "stop"``. The provider
+iterator must remember the earlier tool_calls and stamp
+``finish_reason="tool_calls"`` on the final chunk, so the Anthropic
+``/v1/messages`` bridge emits ``stop_reason: "tool_use"``. Before the fix the
+bridge emitted ``stop_reason: "end_turn"`` and Anthropic tool-runners
+(Claude Code, ``messages.stream``) silently dropped the tool call.
+"""
+
+import pytest
+
+from litellm.llms.anthropic.experimental_pass_through.adapters.streaming_iterator import (
+    AnthropicStreamWrapper,
+)
+from litellm.llms.ollama.chat.transformation import (
+    OllamaChatCompletionResponseIterator,
+)
+from litellm.types.utils import ModelResponseStream
+
+_OLLAMA_TOOL_CHUNK = {
+    "model": "qwen3:8b",
+    "message": {
+        "role": "assistant",
+        "content": "",
+        "tool_calls": [{"function": {"name": "get_weather", "arguments": {"city": "San Francisco"}}}],
+    },
+    "done": False,
+}
+_OLLAMA_DONE_CHUNK = {
+    "model": "qwen3:8b",
+    "message": {"role": "assistant", "content": ""},
+    "done": True,
+    "done_reason": "stop",
+    "prompt_eval_count": 100,
+    "eval_count": 20,
+}
+
+
+def _ollama_streamed_chunks() -> list[ModelResponseStream]:
+    iterator = OllamaChatCompletionResponseIterator(streaming_response=iter([]), sync_stream=True)
+    return [iterator.chunk_parser(_OLLAMA_TOOL_CHUNK), iterator.chunk_parser(_OLLAMA_DONE_CHUNK)]
+
+
+class _AsyncStream:
+    def __init__(self, items: list[ModelResponseStream]):
+        self._it = iter(items)
+
+    def __aiter__(self):
+        return self
+
+    async def __anext__(self):
+        try:
+            return next(self._it)
+        except StopIteration:
+            raise StopAsyncIteration
+
+
+def _assert_tool_use_stop_reason(events: list[dict]) -> None:
+    block_types = [e["content_block"]["type"] for e in events if e.get("type") == "content_block_start"]
+    assert "tool_use" in block_types, f"no tool_use content block opened: {events}"
+    message_deltas = [e for e in events if e.get("type") == "message_delta"]
+    assert message_deltas, f"no message_delta emitted: {events}"
+    assert message_deltas[-1]["delta"]["stop_reason"] == "tool_use", (
+        f"expected stop_reason 'tool_use', got: {message_deltas[-1]}"
+    )
+
+
+def test_ollama_mid_stream_tool_call_yields_tool_use_stop_reason_sync():
+    wrapper = AnthropicStreamWrapper(completion_stream=iter(_ollama_streamed_chunks()), model="qwen3:8b")
+    _assert_tool_use_stop_reason(list(wrapper))
+
+
+@pytest.mark.asyncio
+async def test_ollama_mid_stream_tool_call_yields_tool_use_stop_reason_async():
+    wrapper = AnthropicStreamWrapper(completion_stream=_AsyncStream(_ollama_streamed_chunks()), model="qwen3:8b")
+    _assert_tool_use_stop_reason([event async for event in wrapper])
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
index ad4c3d6bfbb..e819433c269 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_anthropic_experimental_pass_through_messages_handler.py
@@ -296,21 +296,15 @@ async def test_bedrock_converse_budget_tokens_preserved():
         mock_acompletion.assert_called_once()
 
         call_kwargs = mock_acompletion.call_args.kwargs
-        print(
-            "acompletion call kwargs: ", json.dumps(call_kwargs, indent=4, default=str)
-        )
+        print("acompletion call kwargs: ", json.dumps(call_kwargs, indent=4, default=str))
 
         # Verify thinking parameter is passed through with budget_tokens preserved
         thinking_param = call_kwargs.get("thinking")
-        assert (
-            thinking_param is not None
-        ), "thinking parameter should be passed to acompletion"
-        assert (
-            thinking_param.get("type") == "enabled"
-        ), "thinking.type should be 'enabled'"
-        assert (
-            thinking_param.get("budget_tokens") == 1024
-        ), f"thinking.budget_tokens should be 1024, but got {thinking_param.get('budget_tokens')}"
+        assert thinking_param is not None, "thinking parameter should be passed to acompletion"
+        assert thinking_param.get("type") == "enabled", "thinking.type should be 'enabled'"
+        assert thinking_param.get("budget_tokens") == 1024, (
+            f"thinking.budget_tokens should be 1024, but got {thinking_param.get('budget_tokens')}"
+        )
 
 
 def test_openai_model_with_thinking_converts_to_reasoning():
@@ -342,23 +336,18 @@ def test_openai_model_with_thinking_converts_to_reasoning():
         call_kwargs = mock_responses.call_args.kwargs
 
         # Verify reasoning is set (converted from thinking)
-        assert (
-            "reasoning" in call_kwargs
-        ), "reasoning should be passed to litellm.responses"
+        assert "reasoning" in call_kwargs, "reasoning should be passed to litellm.responses"
 
         # budget_tokens=1024 -> effort="low" (at the LOW budget threshold)
         # reasoning_auto_summary is False by default, so no summary key
         expected_reasoning = {"effort": "low"}
         assert call_kwargs["reasoning"] == expected_reasoning, (
-            f"reasoning should be {expected_reasoning} for budget_tokens=1024, "
-            f"got {call_kwargs.get('reasoning')}"
+            f"reasoning should be {expected_reasoning} for budget_tokens=1024, got {call_kwargs.get('reasoning')}"
         )
         assert "summary" not in call_kwargs["reasoning"]
 
         # Verify thinking is NOT passed directly to the Responses API
-        assert (
-            "thinking" not in call_kwargs
-        ), "thinking should NOT be passed directly to litellm.responses"
+        assert "thinking" not in call_kwargs, "thinking should NOT be passed directly to litellm.responses"
 
 
 class TestThinkingParameterTransformation:
@@ -411,9 +400,7 @@ class TestThinkingParameterTransformation:
                 thinking=thinking,
                 model="openai/gpt-5.2",
             )
-            assert result == {
-                "reasoning_effort": {"effort": "high", "summary": "detailed"}
-            }
+            assert result == {"reasoning_effort": {"effort": "high", "summary": "detailed"}}
         finally:
             litellm.reasoning_auto_summary = original
 
@@ -611,9 +598,9 @@ class TestThinkingSummaryPreservation:
             mock_responses.assert_called_once()
             call_kwargs = mock_responses.call_args.kwargs
             reasoning = call_kwargs["reasoning"]
-            assert (
-                reasoning["summary"] == "concise"
-            ), f"Expected summary='concise', got summary='{reasoning.get('summary')}'"
+            assert reasoning["summary"] == "concise", (
+                f"Expected summary='concise', got summary='{reasoning.get('summary')}'"
+            )
 
     def test_responses_adapter_preserves_summary(self):
         """translate_thinking_to_reasoning should include summary when user provides it."""
@@ -622,9 +609,7 @@ class TestThinkingSummaryPreservation:
         )
 
         thinking = {"type": "enabled", "budget_tokens": 5000, "summary": "concise"}
-        result = LiteLLMAnthropicToResponsesAPIAdapter.translate_thinking_to_reasoning(
-            thinking
-        )
+        result = LiteLLMAnthropicToResponsesAPIAdapter.translate_thinking_to_reasoning(thinking)
         assert result == {"effort": "high", "summary": "concise"}
 
     def test_responses_adapter_no_summary_by_default(self):
@@ -638,11 +623,7 @@ class TestThinkingSummaryPreservation:
         try:
             litellm.reasoning_auto_summary = False
             thinking = {"type": "enabled", "budget_tokens": 5000}
-            result = (
-                LiteLLMAnthropicToResponsesAPIAdapter.translate_thinking_to_reasoning(
-                    thinking
-                )
-            )
+            result = LiteLLMAnthropicToResponsesAPIAdapter.translate_thinking_to_reasoning(thinking)
             assert result == {"effort": "high"}
             assert result is not None and "summary" not in result
         finally:
@@ -659,9 +640,7 @@ class TestThinkingSummaryPreservation:
             thinking=thinking,
             model="openai/gpt-5.2",
         )
-        assert result == {
-            "reasoning_effort": {"effort": "high", "summary": "concise"}
-        }
+        assert result == {"reasoning_effort": {"effort": "high", "summary": "concise"}}
 
     def test_translate_thinking_for_model_disabled_stays_plain_string_when_auto_summary_enabled(self):
         """Disabled thinking must stay a plain string even when reasoning_auto_summary is on."""
@@ -807,9 +786,7 @@ def test_presanitized_flag_not_leaked_to_provider_params():
 
     def fake_base_handler(*args, **kwargs):
         captured.update(kwargs)
-        captured["optional"] = kwargs.get(
-            "anthropic_messages_optional_request_params", {}
-        )
+        captured["optional"] = kwargs.get("anthropic_messages_optional_request_params", {})
         return "stub"
 
     with patch.object(
@@ -974,6 +951,38 @@ def test_gate_passthrough_skipped_when_only_chat_completions_supported(monkeypat
     assert "config" not in captured
 
 
+@pytest.mark.parametrize(
+    "model_info, expected_ttl_support",
+    [
+        ({"supported_endpoints": ["/v1/messages"]}, False),
+        ({"supported_endpoints": ["/v1/messages"], "cache_control_ttl": True}, True),
+        ({"supported_endpoints": ["/v1/messages"], "cache_control_ttl": "yes"}, False),
+    ],
+)
+def test_gate_passthrough_forwards_cache_control_ttl_only_when_deployment_opts_in(
+    monkeypatch, model_info, expected_ttl_support
+):
+    """The passthrough config strips cache_control.ttl unless the deployment sets
+    model_info.cache_control_ttl to exactly true."""
+    from litellm.llms.anthropic.experimental_pass_through.messages.handler import (
+        anthropic_messages_handler,
+    )
+
+    captured, _ = _gate_stubs(monkeypatch)
+
+    result = anthropic_messages_handler(
+        max_tokens=100,
+        messages=[{"role": "user", "content": "Hello"}],
+        model="openai/some-model",
+        api_key="sk-test",
+        api_base="https://host/v1",
+        model_info=model_info,
+    )
+
+    assert result == "native-passthrough"
+    assert captured["config"].supports_cache_control_ttl() is expected_ttl_support
+
+
 def test_first_party_claude_4_8_plus_cost_map_entries_carry_mid_conversation_system_flag():
     """Regional and provider-prefixed Claude 4.8+/5 entries carry
     ``supports_mid_conversation_system``, but the bare first-party keys
@@ -987,9 +996,7 @@ def test_first_party_claude_4_8_plus_cost_map_entries_carry_mid_conversation_sys
 
     import litellm
 
-    cost_map_path = os.path.join(
-        os.path.dirname(litellm.__file__), "model_prices_and_context_window_backup.json"
-    )
+    cost_map_path = os.path.join(os.path.dirname(litellm.__file__), "model_prices_and_context_window_backup.json")
     with open(cost_map_path) as f:
         cost_map = json.load(f)
     rules = cost_map["fallback_generalizations"]["rules"]
@@ -1028,9 +1035,7 @@ def test_first_party_claude_4_8_plus_cost_map_entries_carry_mid_conversation_sys
         ("perplexity/sonar", "sonar", "https://api.perplexity.ai/chat/completions"),
     ],
 )
-async def test_messages_strips_provider_prefix_exactly_once(
-    requested_model, expected_wire_model, expected_url
-):
+async def test_messages_strips_provider_prefix_exactly_once(requested_model, expected_wire_model, expected_url):
     """
     BerriAI/litellm#37716: only the leading provider segment may be stripped on the way upstream.
 
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_mcp_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_mcp_handler.py
index b6914809263..f8c48e46b2f 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_mcp_handler.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_mcp_handler.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 from unittest.mock import AsyncMock, patch
 
 import pytest
@@ -163,8 +164,8 @@ async def test_anthropic_messages_with_mcp_forwards_the_callers_mcp_credentials(
         ).LiteLLM_Proxy_MCP_Handler,
         "_process_mcp_tools_without_openai_transform",
         new=process,
-    ), patch(
-        "litellm.responses.mcp.litellm_proxy_mcp_handler.LiteLLM_Proxy_MCP_Handler._execute_tool_calls",
+    ), patch.object(
+        import_module("litellm.responses.mcp.litellm_proxy_mcp_handler").LiteLLM_Proxy_MCP_Handler, "_execute_tool_calls",
         new=execute,
     ), patch(
         "litellm.anthropic_messages", new=AsyncMock(side_effect=responses)
@@ -218,11 +219,11 @@ async def test_anthropic_messages_with_mcp_stops_when_every_tool_call_is_skipped
 
     with patch.object(
         MCPRequestContext, "resolve", return_value=MCPRequestContext(user_api_key_auth="auth")
-    ), patch(
-        "litellm.responses.mcp.litellm_proxy_mcp_handler.LiteLLM_Proxy_MCP_Handler._process_mcp_tools_without_openai_transform",
+    ), patch.object(
+        import_module("litellm.responses.mcp.litellm_proxy_mcp_handler").LiteLLM_Proxy_MCP_Handler, "_process_mcp_tools_without_openai_transform",
         new=AsyncMock(return_value=([], {})),
-    ), patch(
-        "litellm.responses.mcp.litellm_proxy_mcp_handler.LiteLLM_Proxy_MCP_Handler._execute_tool_calls",
+    ), patch.object(
+        import_module("litellm.responses.mcp.litellm_proxy_mcp_handler").LiteLLM_Proxy_MCP_Handler, "_execute_tool_calls",
         new=AsyncMock(return_value=[]),
     ), patch(
         "litellm.anthropic_messages", new=anthropic_messages_mock
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
index 11a048edc1f..be33b2ee3b1 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/messages/test_streaming_iterator.py
@@ -5,6 +5,7 @@ from datetime import datetime
 import pytest
 
 
+from litellm.integrations.custom_logger import CustomLogger
 from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.llms.anthropic.experimental_pass_through.messages import streaming_iterator as streaming_iterator_module
 from litellm.llms.anthropic.experimental_pass_through.messages.streaming_iterator import (
@@ -32,7 +33,16 @@ class _RecordingLoggingIterator(BaseAnthropicMessagesStreamingIterator):
         self.logging_call_count += 1
 
 
-def _make_logging_obj(test_name: str) -> LiteLLMLoggingObj:
+class _FailureRecorder(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.failure_kwargs: list = []
+
+    async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        self.failure_kwargs.append(kwargs)
+
+
+def _make_logging_obj(test_name: str, failure_recorder: _FailureRecorder | None = None) -> LiteLLMLoggingObj:
     return LiteLLMLoggingObj(
         model="bedrock/invoke/anthropic.claude-3-sonnet-20240229-v1:0",
         messages=[{"role": "user", "content": "hi"}],
@@ -41,9 +51,19 @@ def _make_logging_obj(test_name: str) -> LiteLLMLoggingObj:
         start_time=datetime.now(),
         litellm_call_id=test_name,
         function_id=test_name,
+        dynamic_async_failure_callbacks=[failure_recorder] if failure_recorder is not None else None,
     )
 
 
+async def _wait_for_failure_event(recorder: _FailureRecorder) -> dict:
+    for _ in range(300):
+        if recorder.failure_kwargs:
+            break
+        await asyncio.sleep(0.01)
+    assert len(recorder.failure_kwargs) == 1, "expected exactly one failure event"
+    return recorder.failure_kwargs[0]
+
+
 def _make_iterator(test_name: str) -> BaseAnthropicMessagesStreamingIterator:
     return BaseAnthropicMessagesStreamingIterator(
         litellm_logging_obj=_make_logging_obj(test_name),
@@ -524,6 +544,25 @@ async def test_async_sse_wrapper_dispatches_deferred_logging_when_client_disconn
     await asyncio.wait_for(deferred_fired.wait(), timeout=5)
 
 
+class _DetachedFailureRecorder:
+    """Stands in for the closure the proxy arms so a detached-stream failure still reaches its failure hook."""
+
+    def __init__(self):
+        self.exceptions = []
+
+    async def __call__(self, exc: Exception) -> None:
+        self.exceptions.append(exc)
+
+
+async def _wait_for_detached_failure(recorder: _DetachedFailureRecorder) -> Exception:
+    for _ in range(200):
+        if recorder.exceptions:
+            await asyncio.sleep(0.02)
+            return recorder.exceptions[0]
+        await asyncio.sleep(0.01)
+    raise AssertionError("the detached failure hook never fired")
+
+
 class _ProviderStreamError(Exception):
     """Stand-in for a provider-specific streaming failure carrying a status code."""
 
@@ -539,7 +578,8 @@ async def test_async_sse_wrapper_reraises_upstream_error_to_connected_client():
     before message_stop must propagate the ORIGINAL provider exception to a
     still-connected client, so the proxy's failure handling keeps the
     provider-specific status. The pump must not swallow it into a generic
-    api_error event + normal termination.
+    api_error event + normal termination, and the request is logged as a
+    failure carrying the partial usage, never as a success.
     """
 
     async def _failing_stream():
@@ -547,10 +587,13 @@ async def test_async_sse_wrapper_reraises_upstream_error_to_connected_client():
         yield {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "partial"}}
         raise _ProviderStreamError("bedrock stream blew up", status_code=529)
 
+    recorder = _FailureRecorder()
     iterator = _RecordingLoggingIterator(
-        litellm_logging_obj=_make_logging_obj("test_reraises_upstream_error"),
+        litellm_logging_obj=_make_logging_obj("test_reraises_upstream_error", recorder),
         request_body={},
     )
+    detached_hook = _DetachedFailureRecorder()
+    iterator.litellm_logging_obj._on_detached_stream_failure = detached_hook
 
     received = []
 
@@ -561,18 +604,25 @@ async def test_async_sse_wrapper_reraises_upstream_error_to_connected_client():
     with pytest.raises(_ProviderStreamError) as excinfo:
         await _drain()
 
+    failure_kwargs = await _wait_for_failure_event(recorder)
+
     assert excinfo.value.status_code == 529
     assert received
     assert not any(c.startswith(b"event: error\n") for c in received)
     assert iterator.logged_chunks == []
+    assert failure_kwargs["standard_logging_object"]["status"] == "failure"
+    assert failure_kwargs["standard_logging_object"]["prompt_tokens"] == 52
+    await asyncio.sleep(0.05)
+    assert detached_hook.exceptions == [], "the relay re-raised the error, so the proxy failure hook already ran"
 
 
 @pytest.mark.asyncio
-async def test_async_sse_wrapper_salvages_partial_spend_on_upstream_error_after_disconnect():
+async def test_async_sse_wrapper_logs_failure_on_upstream_error_after_disconnect():
     """
     When the upstream errors AFTER the client has already disconnected there is
-    no live client to re-raise to and no failure hook will run, so the pump
-    salvages partial spend from what it collected instead of dropping the row.
+    no live client to re-raise to and no proxy failure hook will run, so the
+    pump logs the failure itself with the partial usage it collected; it must
+    never bill the broken stream as a success.
     """
     tail_gated = asyncio.Event()
 
@@ -582,34 +632,38 @@ async def test_async_sse_wrapper_salvages_partial_spend_on_upstream_error_after_
         await tail_gated.wait()
         raise _ProviderStreamError("late failure", status_code=500)
 
+    recorder = _FailureRecorder()
     iterator = _RecordingLoggingIterator(
-        litellm_logging_obj=_make_logging_obj("test_salvage_partial_on_late_error"),
+        litellm_logging_obj=_make_logging_obj("test_failure_logged_on_late_error", recorder),
         request_body={},
     )
+    detached_hook = _DetachedFailureRecorder()
+    iterator.litellm_logging_obj._on_detached_stream_failure = detached_hook
 
     gen = iterator.async_sse_wrapper(_gated_failing_stream())
     received = [await gen.__anext__(), await gen.__anext__()]
     await gen.aclose()  # client disconnects before the upstream error
 
     tail_gated.set()  # let the upstream raise now, after disconnect
-    for _ in range(100):
-        if iterator.logged_chunks:
-            break
-        await asyncio.sleep(0.01)
+    failure_kwargs = await _wait_for_failure_event(recorder)
 
     assert len(received) == 2
-    assert iterator.logged_chunks == received
+    assert iterator.logging_call_count == 0
+    assert failure_kwargs["standard_logging_object"]["status"] == "failure"
+    assert failure_kwargs["standard_logging_object"]["prompt_tokens"] == 52
+    assert isinstance(failure_kwargs["exception"], _ProviderStreamError)
+    assert await _wait_for_detached_failure(detached_hook) is failure_kwargs["exception"]
+    assert len(detached_hook.exceptions) == 1
 
 
 @pytest.mark.asyncio
-async def test_async_sse_wrapper_salvages_spend_when_queued_error_is_never_consumed():
+async def test_async_sse_wrapper_logs_failure_when_queued_error_is_never_consumed():
     """
     When the upstream errors while the client is still connected, the pump
-    forwards the exception through the queue expecting the relay to re-raise it
-    into the proxy's failure handling. If the client disconnects before
-    consuming that queued exception, the handoff never happens and no failure
-    hook runs, so the pump must notice the unconsumed exception at teardown and
-    salvage partial spend instead of dropping the row entirely.
+    forwards the exception through the queue for the relay to re-raise. If the
+    client disconnects before consuming that queued exception, no proxy failure
+    hook runs, so the failure logged by the pump itself is the only record of
+    the request; it must be a failure row, not a salvaged success.
     """
     upstream_errored = asyncio.Event()
 
@@ -619,23 +673,27 @@ async def test_async_sse_wrapper_salvages_spend_when_queued_error_is_never_consu
         upstream_errored.set()
         raise _ProviderStreamError("mid-stream failure", status_code=500)
 
+    recorder = _FailureRecorder()
     iterator = _RecordingLoggingIterator(
-        litellm_logging_obj=_make_logging_obj("test_salvage_on_unconsumed_queued_error"),
+        litellm_logging_obj=_make_logging_obj("test_failure_logged_on_unconsumed_queued_error", recorder),
         request_body={},
     )
+    detached_hook = _DetachedFailureRecorder()
+    iterator.litellm_logging_obj._on_detached_stream_failure = detached_hook
 
     gen = iterator.async_sse_wrapper(_failing_stream())
     received = [await gen.__anext__(), await gen.__anext__()]
     await upstream_errored.wait()  # exception is now queued behind the consumed chunks
     await gen.aclose()  # client disconnects without ever consuming the queued exception
 
-    for _ in range(100):
-        if iterator.logged_chunks:
-            break
-        await asyncio.sleep(0.01)
+    failure_kwargs = await _wait_for_failure_event(recorder)
 
-    assert iterator.logging_call_count == 1
-    assert iterator.logged_chunks == received
+    assert len(received) == 2
+    assert iterator.logging_call_count == 0
+    assert failure_kwargs["standard_logging_object"]["status"] == "failure"
+    assert failure_kwargs["standard_logging_object"]["prompt_tokens"] == 52
+    assert await _wait_for_detached_failure(detached_hook) is failure_kwargs["exception"]
+    assert len(detached_hook.exceptions) == 1
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py
index 589dc64f9b9..3383813245a 100644
--- a/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py
+++ b/tests/test_litellm/llms/anthropic/experimental_pass_through/responses_adapters/test_responses_adapters_handler.py
@@ -1,9 +1,11 @@
+import datetime
 import json
 import os
 import sys
 from unittest.mock import AsyncMock, patch
 
 import pytest
+import respx
 
 sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), "../../../../../..")))
 
@@ -15,6 +17,18 @@ from litellm.llms.anthropic.experimental_pass_through.responses_adapters.handler
 
 MESSAGES = [{"role": "user", "content": "hello"}]
 
+RESPONSES_SSE_BODY = (
+    b"event: response.created\n"
+    b'data: {"type":"response.created","sequence_number":0,"response":{"id":"resp_lit6825",'
+    b'"object":"response","created_at":1,"status":"in_progress","model":"gpt-5.6-luna","output":[],'
+    b'"parallel_tool_calls":true,"tool_choice":"auto","tools":[]}}\n\n'
+    b"event: response.completed\n"
+    b'data: {"type":"response.completed","sequence_number":1,"response":{"id":"resp_lit6825",'
+    b'"object":"response","created_at":1,"status":"completed","model":"gpt-5.6-luna","output":[],'
+    b'"parallel_tool_calls":true,"tool_choice":"auto","tools":[],'
+    b'"usage":{"input_tokens":3,"output_tokens":4,"total_tokens":7}}}\n\n'
+)
+
 
 def test_build_responses_kwargs_derives_prompt_cache_key_from_user_id():
     responses_kwargs = _build_responses_kwargs(
@@ -82,3 +96,47 @@ async def test_streaming_message_start_reports_the_provider_local_model(requeste
 
     message_start = next(e for e in events if e["type"] == "message_start")
     assert message_start["message"]["model"] == expected_reported_model
+
+
+@pytest.mark.asyncio
+async def test_streaming_hands_the_logging_object_the_message_id_the_caller_is_streamed(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    """
+    The bridge mints the ``msg_`` id itself, and it is the only request id a streaming
+    /v1/messages caller ever sees, so the spend row has to be keyed on that same value.
+    """
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    monkeypatch.setenv("OPENAI_API_KEY", "sk-lit6825-test")
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    respx_mock.post("https://api.openai.com/v1/responses").respond(
+        status_code=200,
+        headers={"Content-Type": "text/event-stream"},
+        content=RESPONSES_SSE_BODY,
+    )
+
+    logging_obj = Logging(
+        model="gpt-5.6-luna",
+        messages=MESSAGES,
+        stream=True,
+        call_type="anthropic_messages",
+        start_time=datetime.datetime.now(datetime.timezone.utc),
+        litellm_call_id="6825beef-0000-4000-8000-000000000003",
+        function_id="1234",
+    )
+
+    sse = await LiteLLMMessagesToResponsesAPIHandler.async_anthropic_messages_handler(
+        max_tokens=1024,
+        messages=MESSAGES,
+        model="openai/gpt-5.6-luna",
+        stream=True,
+        custom_llm_provider="openai",
+        litellm_logging_obj=logging_obj,
+    )
+    events = [json.loads(chunk.decode().split("data: ", 1)[1]) async for chunk in sse]
+
+    message_start = next(e for e in events if e["type"] == "message_start")
+    assert message_start["message"]["id"].startswith("msg_")
+    assert logging_obj.streamed_anthropic_message_id == message_start["message"]["id"]
diff --git a/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
index 2cf7cd142d6..4e6b9ed0188 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_chat_gpt_transformation.py
@@ -11,6 +11,7 @@ sys.path.insert(
 
 import litellm
 from litellm.litellm_core_utils.prompt_templates.common_utils import TOOL_RESULT_IMAGE_BOUNDARY
+from litellm.llms.azure.chat.gpt_5_transformation import AzureOpenAIGPT5Config
 from litellm.llms.azure.chat.gpt_transformation import AzureOpenAIConfig
 from litellm.utils import get_optional_params
 
@@ -195,3 +196,91 @@ def test_azure_gpt_5_takes_the_reasoning_path() -> None:
     assert "presence_penalty" not in mapped
     assert "logit_bias" not in mapped
     assert "reasoning_effort" in supported
+
+
+class TestAzureToolSchemaCombinatorFlattening:
+    """
+    Regression tests for LIT-6510: Azure's chat completions validator rejects
+    tool parameters carrying a top-level anyOf/oneOf/allOf for every model
+    family, so AzureOpenAIConfig.transform_request must flatten them.
+    """
+
+    @staticmethod
+    def _anyof_tool():
+        return {
+            "type": "function",
+            "function": {
+                "name": "automation_update",
+                "description": "Update an automation",
+                "parameters": {
+                    "type": "object",
+                    "anyOf": [
+                        {
+                            "properties": {"id": {"type": "string"}, "enabled": {"type": "boolean"}},
+                            "required": ["id", "enabled"],
+                        },
+                        {
+                            "properties": {"id": {"type": "string"}, "schedule": {"type": "string"}},
+                            "required": ["id", "schedule"],
+                        },
+                    ],
+                    "properties": {"id": {"type": "string"}},
+                    "required": ["id"],
+                },
+            },
+        }
+
+    def _transform(self, config, model, tools):
+        return config.transform_request(
+            model=model,
+            messages=[{"role": "user", "content": "hi"}],
+            optional_params={"tools": tools},
+            litellm_params={"custom_llm_provider": "azure"},
+            headers={},
+        )
+
+    def test_transform_request_flattens_top_level_anyof(self):
+        request = self._transform(AzureOpenAIConfig(), "gpt-4o", [self._anyof_tool()])
+        parameters = request["tools"][0]["function"]["parameters"]
+        assert "anyOf" not in parameters
+        assert parameters["type"] == "object"
+        assert set(parameters["properties"]) == {"id", "enabled", "schedule"}
+        assert parameters["required"] == ["id"]
+        assert request["tools"][0]["function"]["name"] == "automation_update"
+
+    def test_gpt5_config_flattens_via_shared_transform(self):
+        request = self._transform(AzureOpenAIGPT5Config(), "gpt-5.4-mini", [self._anyof_tool()])
+        parameters = request["tools"][0]["function"]["parameters"]
+        assert "anyOf" not in parameters
+        assert set(parameters["properties"]) == {"id", "enabled", "schedule"}
+
+    def test_caller_tool_dict_is_not_mutated(self):
+        tool = self._anyof_tool()
+        self._transform(AzureOpenAIConfig(), "gpt-4o", [tool])
+        assert tool == self._anyof_tool()
+
+    def test_clean_object_schema_passes_through_as_same_object(self):
+        tool = {
+            "type": "function",
+            "function": {
+                "name": "lookup",
+                "parameters": {"type": "object", "properties": {"id": {"type": "string"}}, "required": ["id"]},
+            },
+        }
+        request = self._transform(AzureOpenAIConfig(), "gpt-4o", [tool])
+        assert request["tools"][0] is tool
+
+    def test_non_dict_tool_entries_pass_through_unchanged(self):
+        request = self._transform(AzureOpenAIConfig(), "gpt-4o", ["not-a-tool"])
+        assert request["tools"] == ["not-a-tool"]
+
+    def test_request_without_tools_is_unchanged(self):
+        request = AzureOpenAIConfig().transform_request(
+            model="gpt-4o",
+            messages=[{"role": "user", "content": "hi"}],
+            optional_params={"temperature": 0.2},
+            litellm_params={"custom_llm_provider": "azure"},
+            headers={},
+        )
+        assert "tools" not in request
+        assert request["temperature"] == 0.2
diff --git a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
index fc7e94a77ba..202f81f1252 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_chat_o_series_transformation.py
@@ -23,3 +23,48 @@ async def test_azure_chat_o_series_transformation():
     )
     print(response)
     assert response["model"] == "web-interface-o1-mini"
+
+
+def test_azure_o_series_transform_request_flattens_top_level_anyof():
+    """Regression test for LIT-6510: the o-series super() chain ends in
+    OpenAIGPTConfig, whose flatten gate skips provider 'azure', so
+    AzureOpenAIO1Config must flatten tool schema combinators itself."""
+    tool = {
+        "type": "function",
+        "function": {
+            "name": "automation_update",
+            "description": "Update an automation",
+            "parameters": {
+                "type": "object",
+                "anyOf": [
+                    {
+                        "properties": {"id": {"type": "string"}, "enabled": {"type": "boolean"}},
+                        "required": ["id", "enabled"],
+                    },
+                    {
+                        "properties": {"id": {"type": "string"}, "schedule": {"type": "string"}},
+                        "required": ["id", "schedule"],
+                    },
+                ],
+                "properties": {"id": {"type": "string"}},
+                "required": ["id"],
+            },
+        },
+    }
+    optional_params = {"tools": [tool]}
+
+    request = AzureOpenAIO1Config().transform_request(
+        model="o3-mini",
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params=optional_params,
+        litellm_params={"custom_llm_provider": "azure"},
+        headers={},
+    )
+
+    parameters = request["tools"][0]["function"]["parameters"]
+    assert "anyOf" not in parameters
+    assert parameters["type"] == "object"
+    assert set(parameters["properties"]) == {"id", "enabled", "schedule"}
+    assert parameters["required"] == ["id"]
+    assert "anyOf" in tool["function"]["parameters"]
+    assert optional_params["tools"][0] is tool
diff --git a/tests/test_litellm/llms/azure/chat/test_azure_gpt5_transformation.py b/tests/test_litellm/llms/azure/chat/test_azure_gpt5_transformation.py
index e06cae97283..bd0f16a695b 100644
--- a/tests/test_litellm/llms/azure/chat/test_azure_gpt5_transformation.py
+++ b/tests/test_litellm/llms/azure/chat/test_azure_gpt5_transformation.py
@@ -336,3 +336,15 @@ class TestAzureResolvesTheDeclaredDefaultEffort:
             drop_params=True,
         )
         assert ("temperature" in mapped) is temperature_survives
+
+
+def test_azure_gpt_6_astra_takes_the_reasoning_series_request_shape():
+    params = litellm.get_optional_params(
+        model="gpt-6-astra",
+        custom_llm_provider="azure",
+        max_tokens=100,
+        reasoning_effort="max",
+    )
+    assert params["max_completion_tokens"] == 100
+    assert "max_tokens" not in params
+    assert params["reasoning_effort"] == "max"
diff --git a/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py b/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py
index 11a727c9635..33fbb4e8fc7 100644
--- a/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/chat/test_azure_ai_transformation.py
@@ -31,6 +31,46 @@ async def test_get_openai_compatible_provider_info():
     assert custom_llm_provider == "azure"
 
 
+@pytest.mark.parametrize(
+    "model, api_base, expected_provider",
+    [
+        ("azure_ai/gpt-4o", "https://my-resource.services.ai.azure.com", "azure_ai"),
+        ("azure_ai/gpt-4o", "https://my-resource.services.ai.azure.com/models", "azure_ai"),
+        ("azure_ai/gpt-5.4-nano", "https://my-resource.services.ai.azure.com", "azure_ai"),
+        ("azure_ai/gpt-4o", "https://my-resource.openai.azure.com", "azure"),
+        (
+            "azure_ai/gpt-4o",
+            "https://my-resource.services.ai.azure.com/openai/deployments/gpt-4o/chat/completions"
+            "?api-version=2024-08-01-preview",
+            "azure",
+        ),
+        ("azure_ai/mistral-large-latest", "https://my-resource.services.ai.azure.com", "azure_ai"),
+        ("azure_ai/mistral-large-latest", "https://my-resource.openai.azure.com", "azure_ai"),
+    ],
+)
+def test_foundry_base_keeps_azure_ai_provider(model: str, api_base: str, expected_provider: str):
+    """Regression for #38276: a Foundry .services.ai.azure.com base must not be reclassified as azure."""
+    config = AzureAIStudioConfig()
+    (
+        _,
+        _,
+        custom_llm_provider,
+    ) = config._get_openai_compatible_provider_info(
+        model=model,
+        api_base=api_base,
+        api_key="my-key",
+        custom_llm_provider="azure_ai",
+    )
+    assert custom_llm_provider == expected_provider
+
+
+def test_is_azure_openai_model_without_api_base_keeps_azure_ai():
+    """Metadata lookups (get_model_info, supports_* checks) carry no api_base and must not flip the provider."""
+    config = AzureAIStudioConfig()
+    assert config._is_azure_openai_model(model="azure_ai/gpt-4o", api_base=None) is False
+    assert config._is_azure_openai_model(model="azure_ai/gpt-4o", api_base="https://my-res.openai.azure.com") is True
+
+
 def test_azure_ai_validate_environment():
     config = AzureAIStudioConfig()
     headers = config.validate_environment(
diff --git a/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_transformation.py b/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_transformation.py
index 9dac914ca4d..9e2bfb08852 100644
--- a/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_transformation.py
+++ b/tests/test_litellm/llms/azure_ai/claude/test_azure_anthropic_transformation.py
@@ -362,8 +362,8 @@ class TestAzureAnthropicConfig:
             )
         assert "xhigh" in str(exc_info.value)
 
-    def test_extra_body_promotion_does_not_clobber_top_level(self):
-        """Top-level ``optional_params`` wins over duplicates in ``extra_body``."""
+    def test_extra_body_promotion_overrides_mapped_top_level(self):
+        """The caller's ``extra_body`` wins over a mapped top-level duplicate, like the native ``anthropic`` passthrough."""
         config = AzureAnthropicConfig()
 
         messages = [{"role": "user", "content": "Hello"}]
@@ -383,7 +383,31 @@ class TestAzureAnthropicConfig:
             headers=headers,
         )
 
-        assert result["output_config"] == {"effort": "low"}
+        assert result["output_config"] == {"effort": "high"}
+
+    def test_legacy_thinking_upgrade_keeps_caller_effort_from_extra_body(self, local_model_cost_map):
+        config = AzureAnthropicConfig()
+
+        mapped = config.map_openai_params(
+            non_default_params={"thinking": {"type": "enabled", "budget_tokens": 1024}, "max_tokens": 100},
+            optional_params={},
+            model="claude-opus-4-8",
+            drop_params=False,
+        )
+        assert mapped["thinking"] == {"type": "adaptive"}
+        assert mapped["output_config"] == {"effort": "low"}
+
+        result = config.transform_request(
+            model="claude-opus-4-8",
+            messages=[{"role": "user", "content": "Hello"}],
+            optional_params={**mapped, "extra_body": {"output_config": {"effort": "high"}}},
+            litellm_params={"api_key": "test-key"},
+            headers={"api-key": "test-key", "anthropic-version": "2023-06-01"},
+        )
+
+        assert result["thinking"] == {"type": "adaptive"}
+        assert result["output_config"] == {"effort": "high"}
+        assert "extra_body" not in result
 
     def test_context_management_mixed_edits_beta_headers(self):
         """Test that context_management with both compact and other edits adds both beta headers"""
diff --git a/tests/test_litellm/llms/azure_ai/embed/test_azure_ai_embed_handler.py b/tests/test_litellm/llms/azure_ai/embed/test_azure_ai_embed_handler.py
new file mode 100644
index 00000000000..0401629171d
--- /dev/null
+++ b/tests/test_litellm/llms/azure_ai/embed/test_azure_ai_embed_handler.py
@@ -0,0 +1,69 @@
+import httpx
+import pytest
+import respx
+
+from litellm import embedding
+from litellm.llms.azure_ai.embed.handler import _foundry_models_route_base
+
+EMBEDDING_PAYLOAD = {
+    "object": "list",
+    "data": [{"object": "embedding", "embedding": [0.1, 0.2], "index": 0}],
+    "model": "text-embedding-3-small",
+    "usage": {"prompt_tokens": 2, "total_tokens": 2},
+}
+
+
+@pytest.mark.parametrize(
+    ("api_base", "expected"),
+    [
+        (
+            "https://my-foundry.services.ai.azure.com",
+            "https://my-foundry.services.ai.azure.com/models",
+        ),
+        (
+            "https://my-foundry.services.ai.azure.com/",
+            "https://my-foundry.services.ai.azure.com/models",
+        ),
+        (
+            "https://my-foundry.services.ai.azure.com?api-version=2024-05-01-preview",
+            "https://my-foundry.services.ai.azure.com/models?api-version=2024-05-01-preview",
+        ),
+        (
+            "https://my-foundry.services.ai.azure.com/models",
+            "https://my-foundry.services.ai.azure.com/models",
+        ),
+        (
+            "https://my-foundry.services.ai.azure.com/openai/deployments/text-embedding-3-small",
+            "https://my-foundry.services.ai.azure.com/openai/deployments/text-embedding-3-small",
+        ),
+        (
+            "https://my-resource.openai.azure.com",
+            "https://my-resource.openai.azure.com",
+        ),
+        (
+            "https://Mistral-serverless.eastus2.models.ai.azure.com",
+            "https://Mistral-serverless.eastus2.models.ai.azure.com",
+        ),
+        (None, None),
+    ],
+)
+def test_foundry_models_route_base(api_base, expected):
+    assert _foundry_models_route_base(api_base) == expected
+
+
+@respx.mock
+def test_azure_ai_embedding_calls_foundry_models_route():
+    route = respx.post("https://my-foundry.services.ai.azure.com/models/embeddings").mock(
+        return_value=httpx.Response(200, json=EMBEDDING_PAYLOAD)
+    )
+
+    response = embedding(
+        model="azure_ai/text-embedding-3-small",
+        input=["hello world"],
+        api_base="https://my-foundry.services.ai.azure.com",
+        api_key="fake-key",
+    )
+
+    assert route.called
+    assert response.data is not None
+    assert len(response.data) == 1
diff --git a/tests/test_litellm/llms/base_llm/files/test_azure_blob_storage_backend.py b/tests/test_litellm/llms/base_llm/files/test_azure_blob_storage_backend.py
index b924ea8f93f..222ead92b54 100644
--- a/tests/test_litellm/llms/base_llm/files/test_azure_blob_storage_backend.py
+++ b/tests/test_litellm/llms/base_llm/files/test_azure_blob_storage_backend.py
@@ -27,6 +27,20 @@ def mock_gov_env_vars(mock_env_vars, monkeypatch):
     monkeypatch.setenv("AZURE_STORAGE_ENDPOINT_SUFFIX", GOV_SUFFIX)
 
 
+@pytest.fixture
+def credential_chain_env_vars(monkeypatch):
+    monkeypatch.setenv("AZURE_STORAGE_ACCOUNT_NAME", "test-account")
+    monkeypatch.setenv("AZURE_STORAGE_FILE_SYSTEM", "test-container")
+    for name in (
+        "AZURE_STORAGE_TENANT_ID",
+        "AZURE_STORAGE_CLIENT_ID",
+        "AZURE_STORAGE_CLIENT_SECRET",
+        "AZURE_STORAGE_ACCOUNT_KEY",
+        "AZURE_STORAGE_ENDPOINT_SUFFIX",
+    ):
+        monkeypatch.delenv(name, raising=False)
+
+
 def _make_backend() -> AzureBlobStorageBackend:
     backend = AzureBlobStorageBackend()
     backend.azure_auth_token = "mock-azure-ad-token"
@@ -42,6 +56,29 @@ def _mock_upload_client() -> AsyncMock:
     return client
 
 
+@pytest.mark.asyncio
+async def test_upload_file_with_credential_chain(credential_chain_env_vars):
+    client = _mock_upload_client()
+    build_provider = MagicMock(return_value=lambda: "workload-identity-token")
+
+    with patch(  # test-quality-ok: the backend creates its REST client internally; assert the emitted authorization header
+        "litellm.llms.custom_httpx.http_handler.get_async_httpx_client", return_value=client
+    ):
+        backend = AzureBlobStorageBackend(build_credential_chain_token_provider=build_provider)
+        storage_url = await backend.upload_file(
+            file_content=b"hello",
+            filename="report.json",
+            content_type="application/json",
+            path_prefix="logs",
+            file_naming_strategy="original_filename",
+        )
+
+    build_provider.assert_called_once_with()
+    assert storage_url == "https://test-account.blob.core.windows.net/test-container/logs/report.json"
+    assert client.put.call_args[1]["headers"]["Authorization"] == "Bearer workload-identity-token"
+    assert client.patch.call_count == 2
+
+
 @pytest.mark.parametrize(
     "env_fixture, expected_suffix",
     [("mock_env_vars", "core.windows.net"), ("mock_gov_env_vars", GOV_SUFFIX)],
@@ -125,10 +162,7 @@ async def test_download_file_accepts_url_persisted_before_the_suffix_was_set(moc
         )
 
     assert content == b"file-bytes"
-    assert (
-        client.get.call_args[0][0]
-        == f"https://test-account.blob.{GOV_SUFFIX}/test-container/logs/report.json"
-    )
+    assert client.get.call_args[0][0] == f"https://test-account.blob.{GOV_SUFFIX}/test-container/logs/report.json"
 
 
 @pytest.mark.parametrize(
@@ -178,10 +212,51 @@ async def test_download_file_drops_query_string_from_the_stored_url(mock_env_var
             "https://test-account.blob.core.windows.net/test-container/logs/report.json?sig=redacted&se=2026"
         )
 
-    assert (
-        client.get.call_args[0][0]
-        == "https://test-account.blob.core.windows.net/test-container/logs/report.json"
-    )
+    assert client.get.call_args[0][0] == "https://test-account.blob.core.windows.net/test-container/logs/report.json"
+
+
+@pytest.mark.parametrize(
+    "malicious_filename",
+    [
+        "report.jsonl/../../etc/cron.d/evil",
+        "a.b/../../../root/.ssh/authorized_keys",
+    ],
+)
+@pytest.mark.parametrize("strategy", ["uuid", "timestamp"])
+@pytest.mark.asyncio
+async def test_generate_file_name_strips_path_traversal_from_extension(mock_env_vars, malicious_filename, strategy):
+    """
+    original_filename.split(".")[-1] does not parse path structure, so a filename whose
+    last "." is followed by a directory traversal sequence used to put that sequence
+    straight into the blob path built from this name. The mutant this pins is reverting
+    _safe_extension() back to that bare split.
+    """
+    backend = _make_backend()
+    generated = backend._generate_file_name(malicious_filename, strategy)
+    assert "/" not in generated
+    assert ".." not in generated
+
+
+@pytest.mark.asyncio
+async def test_generate_file_name_uuid_strategy_preserves_ordinary_extension(mock_env_vars):
+    backend = _make_backend()
+    generated = backend._generate_file_name("data.jsonl", "uuid")
+    assert generated.endswith(".jsonl")
+
+
+@pytest.mark.asyncio
+async def test_generate_file_name_original_filename_strategy_strips_directory_components(mock_env_vars):
+    """The blob name must never carry a directory the caller supplied, traversal or not."""
+    backend = _make_backend()
+    generated = backend._generate_file_name("../../etc/passwd", "original_filename")
+    assert generated == "passwd"
+
+
+@pytest.mark.asyncio
+async def test_generate_file_name_null_byte_filename_falls_back_to_safe_default(mock_env_vars):
+    backend = _make_backend()
+    generated = backend._generate_file_name("report.pdf\x00.exe", "uuid")
+    assert "\x00" not in generated
 
 
 @pytest.mark.parametrize(
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py
new file mode 100644
index 00000000000..531f334e460
--- /dev/null
+++ b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_amazon_moonshot_transformation.py
@@ -0,0 +1,66 @@
+import pytest
+
+from litellm.llms.bedrock.chat.invoke_transformations.amazon_moonshot_transformation import (
+    AmazonMoonshotConfig,
+)
+
+AWS_AUTH_PARAMS = {
+    "aws_access_key_id": "AKIAEXAMPLE",
+    "aws_secret_access_key": "secret",
+    "aws_session_token": "token",
+    "aws_region_name": "us-west-2",
+    "aws_session_name": "session",
+    "aws_role_name": "arn:aws:iam::000000000000:role/example",
+    "aws_web_identity_token": "web-identity",
+    "aws_sts_endpoint": "https://sts.us-west-2.amazonaws.com",
+    "aws_bedrock_runtime_endpoint": "https://bedrock-runtime.us-west-2.amazonaws.com",
+    "aws_external_id": "external",
+}
+
+
+def test_transform_request_never_resolves_aws_credentials():
+    """A broken credential chain must not stop the request body from being built."""
+    config = AmazonMoonshotConfig()
+
+    transformed = config.transform_request(
+        model="bedrock/invoke/moonshot.kimi-k2-thinking",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params={"aws_profile_name": "litellm-profile-that-does-not-exist", "max_tokens": 16},
+        litellm_params={},
+        headers={},
+    )
+
+    assert transformed["model"] == "moonshot.kimi-k2-thinking"
+    assert transformed["max_tokens"] == 16
+    assert "aws_profile_name" not in transformed
+
+
+@pytest.mark.parametrize("aws_param", sorted(AWS_AUTH_PARAMS))
+def test_transform_request_keeps_aws_params_out_of_the_body(aws_param: str):
+    config = AmazonMoonshotConfig()
+
+    transformed = config.transform_request(
+        model="bedrock/invoke/moonshot.kimi-k2-thinking",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params={aws_param: AWS_AUTH_PARAMS[aws_param]},
+        litellm_params={},
+        headers={},
+    )
+
+    assert aws_param not in transformed
+
+
+def test_transform_request_leaves_the_caller_aws_params_in_place_for_signing():
+    """sign_request reads the aws_* keys off optional_params after transform_request runs."""
+    config = AmazonMoonshotConfig()
+    optional_params = dict(AWS_AUTH_PARAMS)
+
+    config.transform_request(
+        model="bedrock/invoke/moonshot.kimi-k2-thinking",
+        messages=[{"role": "user", "content": "Hello"}],
+        optional_params=optional_params,
+        litellm_params={},
+        headers={},
+    )
+
+    assert optional_params == AWS_AUTH_PARAMS
diff --git a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
index 41d82e4f960..0d7573a2536 100644
--- a/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
+++ b/tests/test_litellm/llms/bedrock/chat/invoke_transformations/test_bedrock_chat_invoke_transformations_anthropic_claude3_transformation.py
@@ -671,3 +671,46 @@ def test_bedrock_chat_invoke_fable_5_1_response_format_avoids_forced_tool_choice
     assert "output_format" not in result
     assert "tools" in result
     assert "tool_choice" not in result
+
+
+@pytest.mark.parametrize("model", ["us.anthropic.claude-sonnet-5", "us.anthropic.claude-fable-5-1"])
+def test_bedrock_chat_invoke_tool_based_response_format_still_upgrades_legacy_thinking(local_model_cost_map, model):
+    result = AmazonAnthropicClaudeConfig().map_openai_params(
+        non_default_params={
+            "response_format": {
+                "type": "json_schema",
+                "json_schema": {
+                    "name": "test_schema",
+                    "schema": {"type": "object", "properties": {"result": {"type": "string"}}},
+                },
+            },
+            "thinking": {"type": "enabled", "budget_tokens": 4096},
+            "max_tokens": 8192,
+        },
+        optional_params={},
+        model=model,
+        drop_params=False,
+    )
+
+    assert "tools" in result
+    assert result["thinking"] == {"type": "adaptive"}
+    assert result["output_config"] == {"effort": "high"}
+
+
+def test_bedrock_chat_invoke_response_format_stub_still_upgrades_legacy_thinking(local_model_cost_map):
+    """Regression: the tool-based ``response_format`` path swaps in a Claude 3 stub
+    model before the shared Anthropic mapping, which hid the adaptive-only model
+    from the legacy ``thinking`` upgrade and left ``type=enabled`` on the wire."""
+    result = AmazonAnthropicClaudeConfig().map_openai_params(
+        non_default_params={
+            "response_format": {"type": "json_object"},
+            "thinking": {"type": "enabled", "budget_tokens": 4096},
+            "max_tokens": 8192,
+        },
+        optional_params={},
+        model="us.anthropic.claude-fable-5-1",
+        drop_params=False,
+    )
+
+    assert result["thinking"] == {"type": "adaptive"}
+    assert result["output_config"] == {"effort": "high"}
diff --git a/tests/test_litellm/llms/bedrock/chat/test_bedrock_converse_handler.py b/tests/test_litellm/llms/bedrock/chat/test_bedrock_converse_handler.py
index 8e67a7e3438..c4d6896b17b 100644
--- a/tests/test_litellm/llms/bedrock/chat/test_bedrock_converse_handler.py
+++ b/tests/test_litellm/llms/bedrock/chat/test_bedrock_converse_handler.py
@@ -96,10 +96,8 @@ def _completion_kwargs(**overrides):
     return kwargs
 
 
-def _run(**overrides):
-    with patch.object(
-        BedrockConverseLLM, "get_credentials", return_value=RESOLVED_CREDENTIALS
-    ):
+def _run(*, credentials: Credentials | None = RESOLVED_CREDENTIALS, **overrides):
+    with patch.object(BedrockConverseLLM, "get_credentials", return_value=credentials):
         return BedrockConverseLLM().completion(**_completion_kwargs(**overrides))
 
 
@@ -360,7 +358,7 @@ async def test_async_completion_logs_pre_call_by_default():
 
 def _sync_client_returning_converse_response():
     client = MagicMock()
-    client.post = lambda **_kwargs: httpx.Response(
+    client.post.side_effect = lambda **_kwargs: httpx.Response(
         200,
         json=CONVERSE_RESPONSE,
         request=httpx.Request("POST", "https://bedrock-runtime.us-west-2.amazonaws.com"),
@@ -487,3 +485,55 @@ def test_post_call_is_not_logged_twice_when_the_sync_rust_call_declines():
     assert response.choices[0].message.content == "hi"
     assert len(calls["post_call"]) == 1
     assert "hi" in calls["post_call"][0]["original_response"]
+
+
+def test_bearer_token_auth_serves_when_boto3_resolves_no_sigv4_credentials(monkeypatch):
+    """With only `AWS_BEARER_TOKEN_BEDROCK` configured boto3 resolves no
+    credentials at all. Preparing the Rust handoff must not dereference that
+    None: the bearer token signs the request on its own."""
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "bedrock-bearer-token")
+    client = _sync_client_returning_converse_response()
+
+    response = _run(credentials=None, litellm_params={}, client=client)
+
+    assert response.choices[0].message.content == "hi"
+    sent_headers = client.post.call_args.kwargs["headers"]
+    assert sent_headers["Authorization"] == "Bearer bedrock-bearer-token"
+
+
+def test_the_rust_opt_in_needs_no_sigv4_principal():
+    """The core resolves the bearer token itself, so a bearer-only deployment
+    keeps its opt-in and the gate sees no aws_* credential keys to sign with."""
+    seen = _inject()
+
+    response = _run(credentials=None, api_key="bedrock-bearer-token")
+
+    assert response.choices[0].message.content == "hello from rust"
+    params = seen["call"][0]["optional_params"]
+    assert not {"aws_access_key_id", "aws_secret_access_key", "aws_session_token"} & params.keys()
+    assert params["aws_region_name"] == "us-east-1"
+    assert seen["call"][0]["api_key"] == "bedrock-bearer-token"
+
+
+@pytest.mark.parametrize("configured_through", ["env_var", "api_key"])
+def test_bearer_token_auth_never_runs_the_sigv4_credential_chain(monkeypatch, configured_through):
+    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
+    raises; a bearer-token deployment must still serve the request, since the
+    bearer token alone signs it."""
+    if configured_through == "env_var":
+        monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "bedrock-bearer-token")
+    else:
+        monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False)
+    client = _sync_client_returning_converse_response()
+
+    response = BedrockConverseLLM().completion(
+        **_completion_kwargs(
+            optional_params={"maxTokens": 16, "aws_profile_name": "litellm-no-such-aws-profile"},
+            litellm_params={},
+            client=client,
+            api_key="bedrock-bearer-token" if configured_through == "api_key" else None,
+        )
+    )
+
+    assert response.choices[0].message.content == "hi"
+    assert client.post.call_args.kwargs["headers"]["Authorization"] == "Bearer bedrock-bearer-token"
diff --git a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
index 4f53d3481de..cb05cdb9451 100644
--- a/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
+++ b/tests/test_litellm/llms/bedrock/chat/test_converse_transformation.py
@@ -979,6 +979,34 @@ def test_config_blocks_do_not_leak_into_inference_config():
     assert data["serviceTier"] == {"type": "priority"}
 
 
+@pytest.mark.parametrize(
+    "model",
+    [
+        "anthropic.claude-opus-4-8",
+        "us.anthropic.claude-opus-4-8",
+        "amazon.nova-pro-v1:0",
+        "us.meta.llama4-maverick-17b-instruct-v1:0",
+        "arn:aws:bedrock:us-east-1:123456789012:application-inference-profile/abcdef123456",
+        "arn:aws:bedrock:us-east-1:123456789012:inference-profile/us.amazon.nova-pro-v1:0",
+    ],
+)
+def test_client_metadata_stripped_from_converse_request(model):
+    data = AmazonConverseConfig()._transform_request_helper(
+        model=model,
+        system_content_blocks=[],
+        optional_params={
+            "maxTokens": 16,
+            "anthropic_beta": ["computer-use-2025-01-24"],
+            "client_metadata": {"originator": "codex_cli_rs"},
+        },
+        messages=None,
+    )
+
+    fields = data["additionalModelRequestFields"]
+    assert "client_metadata" not in fields
+    assert fields["anthropic_beta"] == ["computer-use-2025-01-24"]
+
+
 def test_parallel_tool_calls_config_kept_for_sonnet_5(monkeypatch):
     old_env = os.environ.get("LITELLM_LOCAL_MODEL_COST_MAP")
     old_cost = litellm.model_cost
@@ -5248,6 +5276,84 @@ def test_cache_control_injection_tool_config_drops_ttl_for_unsupported_model():
     assert tools[-1] == {"cachePoint": {"type": "default"}}
 
 
+@pytest.mark.parametrize(
+    ("model", "expects_cache_points"),
+    [
+        pytest.param("nvidia.nemotron-super-3-120b", False, id="mapped-model-without-prompt-caching"),
+        pytest.param("us.nvidia.nemotron-super-3-120b", False, id="regional-prefix-resolves-through-base-model"),
+        pytest.param(
+            "us.anthropic.claude-3-5-sonnet-20240620-v1:0", False, id="claude-named-but-not-caching-on-bedrock"
+        ),
+        pytest.param("us.anthropic.claude-sonnet-4-5-20250929-v1:0", True, id="mapped-model-with-prompt-caching"),
+        pytest.param(
+            "arn:aws:bedrock:us-east-1:123456789012:application-inference-profile/abc123",
+            True,
+            id="unmapped-arn-keeps-emitting",
+        ),
+    ],
+)
+def test_cache_points_emitted_only_for_models_that_support_prompt_caching(model, expects_cache_points, monkeypatch):
+    """Bedrock rejects cachePoint blocks for models without prompt caching support
+    ("You invoked an unsupported model or your request did not allow prompt caching"),
+    and clients like Claude Code attach cache_control to every request, so a map-known
+    model without the capability must not receive them. Unmapped ids (application
+    inference profile ARNs, models newer than the map) keep emitting so existing
+    caching setups never silently degrade."""
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+
+    body = AmazonConverseConfig().transform_request(
+        model=model,
+        messages=[
+            {"role": "system", "content": [{"type": "text", "text": "sys", "cache_control": {"type": "ephemeral"}}]},
+            {"role": "user", "content": [{"type": "text", "text": "hi", "cache_control": {"type": "ephemeral"}}]},
+        ],
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )
+
+    assert ("cachePoint" in json.dumps(body)) is expects_cache_points
+    assert body["system"][0]["text"] == "sys"
+    assert body["messages"][0]["content"][0]["text"] == "hi"
+
+
+def test_tool_config_cachepoint_not_placed_or_credited_for_model_without_prompt_caching(monkeypatch):
+    """The tool_config injection point must stand down with the rest of the cachePoint
+    emission when the model cannot cache, and spend attribution must not credit the
+    gateway for a breakpoint that was never placed."""
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+
+    bucket: dict = {"user_api_key": "sk-test"}
+    data = AmazonConverseConfig()._transform_request_helper(
+        model="nvidia.nemotron-super-3-120b",
+        system_content_blocks=[],
+        optional_params={
+            "tools": [
+                {
+                    "type": "function",
+                    "function": {
+                        "name": "get_weather",
+                        "description": "Get weather",
+                        "parameters": {
+                            "type": "object",
+                            "properties": {"location": {"type": "string"}},
+                            "required": ["location"],
+                        },
+                    },
+                }
+            ],
+            "cache_control_injection_points": [{"location": "tool_config"}],
+        },
+        messages=[{"role": "user", "content": "hi"}],
+        litellm_params={"metadata": bucket, "litellm_metadata": None, "model_info": {"id": "dep-bedrock"}},
+    )
+
+    assert "cachePoint" not in json.dumps(data.get("toolConfig", {}))
+    assert "litellm_gateway_injected_cache" not in bucket
+
+
 def test_translate_response_format_json_schema_still_injects_tool():
     """
     response_format with an explicit json_schema should still use the
@@ -6211,7 +6317,7 @@ def test_message_level_cache_control_drops_ttl_for_unsupported_model(ttl_target)
 
     result = _bedrock_converse_messages_pt(
         messages=_agentic_messages_with_ttl(ttl_target),
-        model="anthropic.claude-3-5-sonnet-20240620-v1:0",
+        model="anthropic.claude-3-5-sonnet-20241022-v2:0",
         llm_provider="bedrock_converse",
     )
 
@@ -6269,6 +6375,82 @@ def test_adaptive_thinking_passes_through_on_46_plus_converse(model):
     assert optional_params.get("thinking") == {"type": "adaptive"}
 
 
+@pytest.mark.parametrize(
+    "model,budget_tokens,expected_effort",
+    [
+        ("anthropic.claude-opus-4-8", 4096, "high"),
+        ("us.anthropic.claude-opus-4-8", 2000, "low"),
+        ("global.anthropic.claude-opus-4-8", 12000, "xhigh"),
+        ("us.anthropic.claude-opus-4-7", 3000, "medium"),
+        ("anthropic.claude-fable-5", 4096, "high"),
+    ],
+)
+def test_legacy_thinking_translated_to_adaptive_on_adaptive_only_converse(model, budget_tokens, expected_effort):
+    """Adaptive-only models (4.7+, 5 families) reject thinking={type: enabled}
+    with a 400 on Bedrock Converse, so the legacy shape from callers like Claude
+    Code must be upgraded to thinking={type: adaptive} + output_config.effort
+    derived from budget_tokens, matching the /v1/messages passthrough."""
+    config = AmazonConverseConfig()
+
+    optional_params = config.map_openai_params(
+        non_default_params={"thinking": {"type": "enabled", "budget_tokens": budget_tokens}, "max_tokens": 64000},
+        optional_params={},
+        model=model,
+        drop_params=False,
+    )
+    request = config.transform_request(
+        model=model,
+        messages=[{"role": "user", "content": "hi"}],
+        optional_params=optional_params,
+        litellm_params={},
+        headers={},
+    )
+
+    assert request["additionalModelRequestFields"]["thinking"] == {"type": "adaptive"}
+    assert request["additionalModelRequestFields"]["output_config"] == {"effort": expected_effort}
+
+
+def test_legacy_thinking_translation_keeps_caller_output_config_effort_converse():
+    config = AmazonConverseConfig()
+
+    optional_params = config.map_openai_params(
+        non_default_params={
+            "output_config": {"effort": "low"},
+            "thinking": {"type": "enabled", "budget_tokens": 12000},
+            "max_tokens": 64000,
+        },
+        optional_params={},
+        model="anthropic.claude-opus-4-8",
+        drop_params=False,
+    )
+
+    assert optional_params["thinking"] == {"type": "adaptive"}
+    assert optional_params["output_config"] == {"effort": "low"}
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "us.anthropic.claude-opus-4-6",
+        "anthropic.claude-3-5-sonnet-20241022-v2:0",
+    ],
+)
+def test_legacy_thinking_forwarded_verbatim_when_model_accepts_it_converse(model):
+    """The 4.6 family and pre-adaptive models accept thinking={type: enabled}
+    natively, so the caller's budget_tokens cap must keep applying."""
+    config = AmazonConverseConfig()
+
+    optional_params = config.map_openai_params(
+        non_default_params={"thinking": {"type": "enabled", "budget_tokens": 4096}, "max_tokens": 8192},
+        optional_params={},
+        model=model,
+        drop_params=False,
+    )
+
+    assert optional_params["thinking"] == {"type": "enabled", "budget_tokens": 4096}
+    assert "output_config" not in optional_params
+
+
 def test_adaptive_thinking_dropped_when_max_tokens_too_small_converse():
     """When max_tokens can't fit even the minimum thinking budget, the raw
     adaptive block must be dropped entirely rather than translated, so the
diff --git a/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py b/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
index 08d01127eba..50f8bbcf584 100644
--- a/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
+++ b/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
@@ -1033,3 +1033,29 @@ def test_load_credentials_assumes_role_with_external_id(monkeypatch):
     assert credentials.token == "assumed-session-token"
     assert aws_region_name == "us-east-1"
     assert "aws_external_id" not in optional_params
+
+
+def test_bedrock_embedding_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
+    raises; a bearer-token deployment must still serve the request, since the
+    bearer token alone signs it."""
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+    client = HTTPHandler()
+
+    with patch.object(client, "post") as mock_post:
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(titan_embedding_response)
+        mock_response.json = lambda: json.loads(mock_response.text)
+        mock_post.return_value = mock_response
+
+        response = litellm.embedding(
+            model="bedrock/amazon.titan-embed-text-v1",
+            input=test_input,
+            client=client,
+            aws_region_name="us-west-2",
+            aws_profile_name="litellm-no-such-aws-profile",
+        )
+
+    assert response.data[0]["embedding"] == titan_embedding_response["embedding"]
+    assert mock_post.call_args.kwargs["headers"]["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py b/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py
index 7c36b2aa75f..0b11a66c100 100644
--- a/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py
+++ b/tests/test_litellm/llms/bedrock/image/test_bedrock_image_bearer_token.py
@@ -135,3 +135,24 @@ class TestBedrockImageGeneration:
             assert response is not None
             assert len(response.data) > 0
             mock_bedrock_image_gen.assert_called_once()
+
+
+def test_image_generation_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
+    raises; a bearer-token deployment must still sign the request with the
+    bearer token alone."""
+    from litellm.llms.bedrock.image_generation.image_handler import BedrockImageGeneration
+
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+
+    request = BedrockImageGeneration()._prepare_request(
+        model="amazon.nova-canvas-v1:0",
+        prompt="A cute baby sea otter",
+        optional_params={"aws_region_name": "us-west-2", "aws_profile_name": "litellm-no-such-aws-profile"},
+        api_base=None,
+        extra_headers=None,
+        api_key=None,
+        logging_obj=Mock(),
+    )
+
+    assert request.prepped.headers["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py b/tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
index 020b8df1276..58411a9ae18 100644
--- a/tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
+++ b/tests/test_litellm/llms/bedrock/image_edit/test_amazon_nova_canvas_image_edit.py
@@ -3,6 +3,7 @@
 import base64
 import io
 from typing import cast
+from unittest.mock import Mock, patch
 
 import httpx
 import pytest
@@ -655,3 +656,23 @@ def test_transform_response_empty_images_without_error_raises():
             raw_response=resp,
             logging_obj=None,  # type: ignore[arg-type]
         )
+
+
+def test_prepare_request_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """The deployment's AWS profile does not exist, so resolving SigV4 credentials
+    raises; a bearer-token deployment must still sign the request with the
+    bearer token alone."""
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+
+    request = BedrockImageEdit()._prepare_request(
+        model="amazon.nova-canvas-v1:0",
+        image=[io.BytesIO(b"fake-png")],
+        prompt="make it warmer",
+        optional_params={"aws_region_name": "us-west-2", "aws_profile_name": "litellm-no-such-aws-profile"},
+        api_base=None,
+        extra_headers=None,
+        logging_obj=Mock(),
+        api_key=None,
+    )
+
+    assert request.prepped.headers["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
index 7d07ac947b1..f854d806bdc 100644
--- a/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
+++ b/tests/test_litellm/llms/bedrock/test_base_aws_llm.py
@@ -15,6 +15,7 @@ from unittest.mock import MagicMock, patch
 from botocore.awsrequest import AWSPreparedRequest, AWSRequest
 from botocore.auth import SigV4Auth
 from botocore.credentials import Credentials
+from botocore.exceptions import NoCredentialsError
 
 import litellm
 from litellm.llms.bedrock.base_aws_llm import (
@@ -801,6 +802,23 @@ def test_get_request_headers_with_sigv4():
         assert result == mock_request.prepare.return_value
 
 
+def test_get_request_headers_without_credentials_or_bearer_token_raises_no_credentials():
+    """Bearer-token auth needs no SigV4 principal, so `credentials` may be None.
+    Reaching the SigV4 branch with neither must fail the way botocore always
+    has instead of signing with a missing principal."""
+    llm = BaseAWSLLM()
+
+    with patch.dict(os.environ, {}, clear=True), pytest.raises(NoCredentialsError):
+        llm.get_request_headers(
+            credentials=None,
+            aws_region_name="us-west-2",
+            extra_headers=None,
+            endpoint_url="https://api.example.com",
+            data='{"prompt": "test"}',
+            headers={"Content-Type": "application/json"},
+        )
+
+
 def test_sigv4_matches_rust_golden_vector():
     request = AWSRequest(
         method="POST",
diff --git a/tests/test_litellm/llms/bedrock/test_mantle.py b/tests/test_litellm/llms/bedrock/test_mantle.py
index d34517f61f6..09be2118001 100644
--- a/tests/test_litellm/llms/bedrock/test_mantle.py
+++ b/tests/test_litellm/llms/bedrock/test_mantle.py
@@ -128,6 +128,12 @@ def test_mantle_messages_url_construction():
 _VPC_ENDPOINT = "https://vpce-0a1b2c3d.bedrock-mantle.us-gov-west-1.vpce.amazonaws.com"
 
 
+@pytest.fixture(autouse=True)
+def no_ambient_mantle_api_base(monkeypatch):
+    monkeypatch.delenv("BEDROCK_MANTLE_API_BASE", raising=False)
+
+
+
 def test_mantle_chat_url_honors_api_base_host():
     config = AmazonMantleConfig()
     url = config.get_complete_url(
@@ -193,6 +199,48 @@ def test_mantle_messages_url_honors_aws_bedrock_runtime_endpoint():
     assert url == f"{_VPC_ENDPOINT}/anthropic/v1/messages"
 
 
+_ENV_ENDPOINT = "https://bedrock-mantle.us-east-1.api.aws.internal.example.com"
+
+
+@pytest.mark.parametrize("config_cls", [AmazonMantleConfig, AmazonMantleMessagesConfig])
+@pytest.mark.parametrize(
+    "env_value",
+    [_ENV_ENDPOINT, f"{_ENV_ENDPOINT}/", f"{_ENV_ENDPOINT}/v1", f"{_ENV_ENDPOINT}/openai/v1"],
+)
+def test_mantle_url_honors_bedrock_mantle_api_base_env(monkeypatch, config_cls, env_value):
+    monkeypatch.setenv("BEDROCK_MANTLE_API_BASE", env_value)
+    url = config_cls().get_complete_url(
+        api_base=None,
+        api_key=None,
+        model="mantle/anthropic.claude-mythos-preview",
+        optional_params={"aws_region_name": "us-east-1"},
+        litellm_params={},
+    )
+    assert url == f"{_ENV_ENDPOINT}/anthropic/v1/messages"
+
+
+@pytest.mark.parametrize("config_cls", [AmazonMantleConfig, AmazonMantleMessagesConfig])
+@pytest.mark.parametrize(
+    ("api_base", "optional_params"),
+    [
+        (_VPC_ENDPOINT, {"aws_region_name": "us-gov-west-1"}),
+        (None, {"aws_region_name": "us-gov-west-1", "aws_bedrock_runtime_endpoint": _VPC_ENDPOINT}),
+    ],
+)
+def test_mantle_url_explicit_endpoint_beats_bedrock_mantle_api_base_env(
+    monkeypatch, config_cls, api_base, optional_params
+):
+    monkeypatch.setenv("BEDROCK_MANTLE_API_BASE", _ENV_ENDPOINT)
+    url = config_cls().get_complete_url(
+        api_base=api_base,
+        api_key=None,
+        model="mantle/anthropic.claude-mythos-preview",
+        optional_params=optional_params,
+        litellm_params={},
+    )
+    assert url == f"{_VPC_ENDPOINT}/anthropic/v1/messages"
+
+
 def test_mantle_transform_request_strips_prefix_and_adds_model():
     config = AmazonMantleConfig()
     request = config.transform_request(
diff --git a/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py b/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
index 8c6eda605ca..090de0a9d3e 100644
--- a/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
+++ b/tests/test_litellm/llms/bedrock_mantle/passthrough/test_bedrock_mantle_passthrough_transformation.py
@@ -68,6 +68,27 @@ def test_explicit_region_and_non_mantle_api_base_are_kept(no_ambient_aws):
     assert base_url == vpc_endpoint
 
 
+@pytest.mark.parametrize(
+    "lookalike_host",
+    [
+        "https://bedrock-mantle.us-east-1.api.aws.internal.example.com",
+        "https://bedrock-mantle.us-gov-west-1.api.aws-int.example.com",
+        "https://bedrock-mantle.us-east-1.api.aws:8443",
+    ],
+)
+def test_lookalike_mantle_host_api_base_is_kept(no_ambient_aws, lookalike_host):
+    url, base_url = BedrockMantlePassthroughConfig().get_complete_url(
+        api_base=lookalike_host,
+        api_key=None,
+        model="us.openai.gpt-5.6-sol",
+        endpoint=INVOKE_ENDPOINT,
+        request_query_params=None,
+        litellm_params={"api_base": lookalike_host},
+    )
+    assert str(url) == f"{lookalike_host}/{INVOKE_ENDPOINT}"
+    assert base_url == lookalike_host
+
+
 def test_region_falls_back_to_the_mantle_default_without_any_hint(no_ambient_aws):
     url, _ = BedrockMantlePassthroughConfig().get_complete_url(
         api_base=None,
diff --git a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
index 0033f4467bb..1f23d39c631 100644
--- a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
+++ b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_responses_transformation.py
@@ -26,6 +26,12 @@ from litellm.llms.bedrock_mantle.responses.transformation import (
 from litellm.types.router import GenericLiteLLMParams
 from litellm.types.utils import LlmProviders
 
+LOOKALIKE_MANTLE_HOSTS = (
+    "https://bedrock-mantle.us-east-1.api.aws.internal.example.com",
+    "https://bedrock-mantle.us-gov-west-1.api.aws-int.example.com",
+    "https://bedrock-mantle.us-east-1.api.aws:8443",
+)
+
 
 class TestBedrockMantleResponsesURL:
     def test_url_uses_region_from_env(self, monkeypatch):
@@ -332,7 +338,7 @@ class TestBedrockMantleResponsesTools:
         params = cfg.map_openai_params(
             response_api_optional_params={
                 "tools": [
-                    {"type": "web_search"},
+                    {"type": "file_search", "vector_store_ids": ["vs_123"]},
                     {"type": "function", "name": "exec_command"},
                 ]
             },
@@ -344,7 +350,7 @@ class TestBedrockMantleResponsesTools:
     def test_map_openai_params_removes_tools_when_all_unsupported(self):
         cfg = BedrockMantleResponsesAPIConfig()
         params = cfg.map_openai_params(
-            response_api_optional_params={"tools": [{"type": "web_search"}]},
+            response_api_optional_params={"tools": [{"type": "file_search", "vector_store_ids": ["vs_123"]}]},
             model="openai.gpt-5.5",
             drop_params=False,
         )
@@ -358,12 +364,95 @@ class TestBedrockMantleResponsesTools:
             "litellm.llms.bedrock_mantle.responses.transformation.verbose_logger.warning"
         ) as mock_warning:
             cfg.map_openai_params(
-                response_api_optional_params={"tools": [{"type": "web_search"}]},
+                response_api_optional_params={"tools": [{"type": "file_search", "vector_store_ids": ["vs_123"]}]},
                 model="openai.gpt-5.5",
                 drop_params=False,
             )
         assert mock_warning.call_count == 1
-        assert "web_search" in str(mock_warning.call_args)
+        assert "file_search" in str(mock_warning.call_args)
+
+
+class TestBedrockMantleResponsesWebSearch:
+    """Web Search on Amazon Bedrock is a server-side built-in tool that Mantle runs
+    itself when the caller passes {"type": "web_search"} on the Responses path, so
+    the config must forward the tool and its options untouched instead of filtering
+    it out and returning an ungrounded answer."""
+
+    _WEB_SEARCH_TOOL = {"type": "web_search", "external_web_access": False}
+
+    def test_web_search_survives_map_openai_params_with_its_options(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        params = cfg.map_openai_params(
+            response_api_optional_params={"tools": [self._WEB_SEARCH_TOOL]},
+            model="openai.gpt-5.6-sol",
+            drop_params=False,
+        )
+        assert params["tools"] == [self._WEB_SEARCH_TOOL]
+
+    def test_web_search_reaches_outbound_body_alongside_function_tools(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        function_tool = {"type": "function", "name": "exec_command"}
+        params = cfg.map_openai_params(
+            response_api_optional_params={"tools": [self._WEB_SEARCH_TOOL, function_tool]},
+            model="openai.gpt-5.6-sol",
+            drop_params=False,
+        )
+        body = cfg.transform_responses_api_request(
+            model="openai.gpt-5.6-sol",
+            input="What did AWS announce today?",
+            response_api_optional_request_params=params,
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+        assert body["tools"] == [self._WEB_SEARCH_TOOL, function_tool]
+
+    def test_web_search_is_not_logged_as_dropped(self, caplog):
+        cfg = BedrockMantleResponsesAPIConfig()
+
+        def drop_warnings() -> list[str]:
+            return [r.getMessage() for r in caplog.records if "dropping unsupported tool type" in r.getMessage()]
+
+        with caplog.at_level(logging.WARNING, logger="LiteLLM"):
+            cfg.map_openai_params(
+                response_api_optional_params={"tools": [{"type": "file_search"}]},
+                model="openai.gpt-5.6-sol",
+                drop_params=False,
+            )
+            assert len(drop_warnings()) == 1
+            caplog.clear()
+            cfg.map_openai_params(
+                response_api_optional_params={"tools": [self._WEB_SEARCH_TOOL]},
+                model="openai.gpt-5.6-sol",
+                drop_params=False,
+            )
+        assert drop_warnings() == []
+
+    def test_hoisted_web_search_tool_survives(self):
+        cfg = BedrockMantleResponsesAPIConfig()
+        body = cfg.transform_responses_api_request(
+            model="openai.gpt-5.6-sol",
+            input=[
+                {"type": "additional_tools", "role": "developer", "tools": [self._WEB_SEARCH_TOOL]},
+                {"type": "message", "role": "user", "content": [{"type": "input_text", "text": "hi"}]},
+            ],
+            response_api_optional_request_params={},
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+        assert body["tools"] == [self._WEB_SEARCH_TOOL]
+
+    @pytest.mark.parametrize(
+        "model",
+        [
+            "bedrock_mantle/openai.gpt-5.6-sol",
+            "bedrock_mantle/openai.gpt-5.6-terra",
+            "bedrock_mantle/openai.gpt-5.6-luna",
+            "bedrock_mantle/openai.gpt-5.5",
+            "bedrock_mantle/openai.gpt-5.4",
+        ],
+    )
+    def test_cost_map_advertises_web_search_support(self, model):
+        assert litellm.supports_web_search(model=model) is True
 
 
 def _codex_exec_tool():
@@ -551,7 +640,7 @@ class TestBedrockMantleCodexAdditionalTools:
                     "type": "additional_tools",
                     "role": "developer",
                     "tools": [
-                        {"type": "web_search"},
+                        {"type": "file_search", "vector_store_ids": ["vs_123"]},
                         {"type": "function", "name": "wait"},
                     ],
                 },
@@ -563,7 +652,11 @@ class TestBedrockMantleCodexAdditionalTools:
     def test_item_stripped_even_when_no_hoisted_tool_survives(self):
         body = self._transform(
             input=[
-                {"type": "additional_tools", "role": "developer", "tools": [{"type": "web_search"}]},
+                {
+                    "type": "additional_tools",
+                    "role": "developer",
+                    "tools": [{"type": "file_search", "vector_store_ids": ["vs_123"]}],
+                },
                 self._USER_MESSAGE,
             ]
         )
@@ -1555,6 +1648,23 @@ class TestBedrockMantleResponsesSigV4:
         )
         assert url == "https://mantle-proxy.internal.example/openai/v1/responses"
 
+    @pytest.mark.parametrize("lookalike_host", LOOKALIKE_MANTLE_HOSTS)
+    def test_lookalike_mantle_host_from_api_base_is_preserved(self, monkeypatch, lookalike_host):
+        monkeypatch.delenv("BEDROCK_MANTLE_API_BASE", raising=False)
+        cfg = BedrockMantleResponsesAPIConfig()
+        url = cfg.get_complete_url(
+            api_base=f"{lookalike_host}/openai/v1",
+            litellm_params={"aws_region_name": "us-east-2"},
+        )
+        assert url == f"{lookalike_host}/openai/v1/responses"
+
+    @pytest.mark.parametrize("lookalike_host", LOOKALIKE_MANTLE_HOSTS)
+    def test_lookalike_mantle_host_from_env_is_preserved(self, monkeypatch, lookalike_host):
+        monkeypatch.setenv("BEDROCK_MANTLE_API_BASE", lookalike_host)
+        cfg = BedrockMantleResponsesAPIConfig()
+        url = cfg.get_complete_url(api_base=None, litellm_params={})
+        assert url == f"{lookalike_host}/openai/v1/responses"
+
     def test_caller_authorization_does_not_override_sigv4(self, monkeypatch):
         """Adversarial-review regression: a caller-supplied Authorization header (e.g.
         from extra_headers, surviving the relaxed validate_environment) must not clobber
diff --git a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_transformation.py b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_transformation.py
index cd775abf136..b88c27e64b9 100644
--- a/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_transformation.py
+++ b/tests/test_litellm/llms/bedrock_mantle/test_bedrock_mantle_transformation.py
@@ -399,6 +399,46 @@ class TestBedrockMantleChatAuth:
         assert "/eu-west-1/bedrock/aws4_request" in headers["Authorization"]
         assert "/us-west-2/bedrock/aws4_request" not in headers["Authorization"]
 
+    @pytest.mark.parametrize(
+        ("region_params", "env", "expected_region"),
+        [
+            ({"aws_region_name": "us-west-2"}, {}, "us-west-2"),
+            ({}, {"BEDROCK_MANTLE_REGION": "ap-southeast-2"}, "ap-southeast-2"),
+        ],
+    )
+    def test_sigv4_scope_ignores_the_region_segment_of_a_lookalike_host(
+        self, monkeypatch, region_params, env, expected_region
+    ):
+        from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+
+        for var in (
+            "BEDROCK_MANTLE_API_KEY",
+            "AWS_BEARER_TOKEN_BEDROCK",
+            "BEDROCK_MANTLE_REGION",
+            "BEDROCK_MANTLE_API_BASE",
+            "AWS_REGION",
+            "AWS_REGION_NAME",
+        ):
+            monkeypatch.delenv(var, raising=False)
+        for var, value in env.items():
+            monkeypatch.setenv(var, value)
+
+        cfg = BedrockMantleChatConfig(aws_signer=BaseAWSLLM())
+        headers, _ = cfg.sign_request(
+            headers={},
+            optional_params={
+                "aws_access_key_id": "AKIAEXAMPLE",
+                "aws_secret_access_key": "c2VjcmV0LXRlc3Qtc2VjcmV0LXRlc3Qtc2VjcmV0",
+                **region_params,
+            },
+            request_data={"input": "hi"},
+            api_base="https://bedrock-mantle.eu-west-1.api.aws.internal.example.com/openai/v1/chat/completions",
+            api_key=None,
+        )
+
+        assert f"/{expected_region}/bedrock/aws4_request" in headers["Authorization"]
+        assert "/eu-west-1/bedrock/aws4_request" not in headers["Authorization"]
+
     def test_no_bearer_and_no_credentials_raises_value_error(self, monkeypatch):
         from unittest.mock import MagicMock
 
@@ -486,6 +526,71 @@ class TestBedrockMantleChatAuth:
         assert "/us-east-2/bedrock/aws4_request" in authorization
         assert requests[0]["url"].startswith("https://bedrock-mantle.us-east-2.api.aws")
 
+    def test_completion_per_request_role_reaches_signer_and_not_the_body(self, monkeypatch):
+        from unittest.mock import MagicMock, Mock
+
+        from botocore.credentials import Credentials
+
+        from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+        from litellm.llms.custom_httpx.http_handler import HTTPHandler
+        from litellm.llms.custom_httpx.llm_http_handler import BaseLLMHTTPHandler
+        from litellm.types.utils import ModelResponse
+
+        for var in ("BEDROCK_MANTLE_API_KEY", "AWS_BEARER_TOKEN_BEDROCK", "BEDROCK_MANTLE_API_BASE"):
+            monkeypatch.delenv(var, raising=False)
+
+        signer = BaseAWSLLM()
+        signer.get_credentials = MagicMock(
+            return_value=Credentials(
+                access_key="ASIAEXAMPLE",
+                secret_key="YXNzdW1lZC1yb2xlLXNlY3JldC1hc3N1bWVk",
+                token="assumed-session-token",
+            )
+        )
+        url = "https://bedrock-mantle.us-east-1.api.aws/openai/v1/chat/completions"
+        client = HTTPHandler(client=httpx.Client())
+        client.post = Mock(
+            return_value=httpx.Response(
+                status_code=200,
+                json={
+                    "id": "chatcmpl-test",
+                    "object": "chat.completion",
+                    "created": 1733529600,
+                    "model": "google.gemma-4-31b",
+                    "choices": [{"index": 0, "message": {"role": "assistant", "content": "ok"}, "finish_reason": "stop"}],
+                    "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2},
+                },
+                request=httpx.Request("POST", url),
+            )
+        )
+
+        BaseLLMHTTPHandler().completion(
+            model="google.gemma-4-31b",
+            messages=[{"role": "user", "content": "hello"}],
+            api_base=None,
+            custom_llm_provider="bedrock_mantle",
+            model_response=ModelResponse(),
+            encoding=None,
+            logging_obj=Mock(),
+            optional_params={},
+            timeout=10,
+            litellm_params={
+                "aws_role_name": "arn:aws:iam::000000000000:role/attributed-role",
+                "aws_session_name": "user-123",
+                "aws_region_name": "us-east-1",
+            },
+            acompletion=False,
+            client=client,
+            provider_config=BedrockMantleChatConfig(aws_signer=signer),
+        )
+
+        credential_kwargs = signer.get_credentials.call_args.kwargs
+        assert credential_kwargs["aws_role_name"] == "arn:aws:iam::000000000000:role/attributed-role"
+        assert credential_kwargs["aws_session_name"] == "user-123"
+        sent = client.post.call_args.kwargs
+        assert sent["headers"]["Authorization"].startswith("AWS4-HMAC-SHA256")
+        assert not [key for key in json.loads(sent["data"]) if key.startswith("aws_")]
+
 
 class TestBedrockMantleProjectHeader:
     def test_validate_environment_sets_openai_project_header(self):
diff --git a/tests/test_litellm/llms/custom_httpx/test_aiohttp_transport.py b/tests/test_litellm/llms/custom_httpx/test_aiohttp_transport.py
index 4c92c52d556..7509e35e3f7 100644
--- a/tests/test_litellm/llms/custom_httpx/test_aiohttp_transport.py
+++ b/tests/test_litellm/llms/custom_httpx/test_aiohttp_transport.py
@@ -1,7 +1,11 @@
 import asyncio
 import concurrent.futures
+import socket
+import sys
+from typing import Final
 
 import aiohttp
+import aiohttp.abc
 import aiohttp.client_exceptions
 import aiohttp.http_exceptions
 import httpx
@@ -1140,3 +1144,55 @@ async def test_stopped_loop_session_disposed_synchronously_on_recycle():
     finally:
         await new_session.close()
         result["loop"].close()
+
+
+class _CancellingResolver(aiohttp.abc.AbstractResolver):
+    """Cancels the given task (or, by default, aiohttp's shielded DNS child task) mid-lookup."""
+
+    def __init__(self, task_to_cancel: "asyncio.Task[object] | None" = None):
+        self._task_to_cancel: Final = task_to_cancel
+
+    async def resolve(
+        self, host: str, port: int = 0, family: socket.AddressFamily = socket.AF_INET
+    ) -> list[aiohttp.abc.ResolveResult]:
+        target: Final = self._task_to_cancel or asyncio.current_task()
+        assert target is not None
+        target.cancel()
+        await asyncio.sleep(0)
+        raise OSError("resolver finished after the task was cancelled")
+
+    async def close(self) -> None:
+        return None
+
+
+@pytest.mark.asyncio
+@pytest.mark.skipif(
+    sys.version_info < (3, 11), reason="Task.cancelling() is needed to tell the two cancellations apart"
+)
+async def test_internal_dns_cancellation_maps_to_connect_error():
+    """A CancelledError the request task never asked for must surface as a mapped httpx transport error."""
+    session = aiohttp.ClientSession(connector=aiohttp.TCPConnector(resolver=_CancellingResolver()))
+    transport = LiteLLMAiohttpTransport(client=session)
+    try:
+        with pytest.raises(httpx.ConnectError):
+            await transport.handle_async_request(httpx.Request("GET", "http://example.invalid/"))
+        current = asyncio.current_task()
+        assert current is not None and current.cancelling() == 0
+    finally:
+        await transport.aclose()
+
+
+@pytest.mark.asyncio
+async def test_genuine_request_cancellation_still_propagates():
+    """Cancelling the request task itself (client disconnect, shutdown) must still propagate unmapped."""
+    current = asyncio.current_task()
+    assert current is not None
+    session = aiohttp.ClientSession(connector=aiohttp.TCPConnector(resolver=_CancellingResolver(current)))
+    transport = LiteLLMAiohttpTransport(client=session)
+    try:
+        with pytest.raises(asyncio.CancelledError):
+            await transport.handle_async_request(httpx.Request("GET", "http://example.invalid/"))
+    finally:
+        if sys.version_info >= (3, 11):
+            current.uncancel()
+        await transport.aclose()
diff --git a/tests/test_litellm/llms/custom_httpx/test_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_http_handler.py
index 16d57437043..9e64bfafa54 100644
--- a/tests/test_litellm/llms/custom_httpx/test_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_http_handler.py
@@ -1314,3 +1314,236 @@ async def test_finalizer_on_live_loop_disposes_foreign_loop_session_without_sche
 
     assert AsyncHTTPHandler._finalizer_close_tasks == baseline_tasks
     assert session.closed
+
+
+@pytest.fixture
+def forward_proxy_server():
+    """Plain HTTP forward proxy that records the absolute URIs it is asked to fetch."""
+    from http.server import BaseHTTPRequestHandler, HTTPServer
+    from socketserver import ThreadingMixIn
+
+    seen_uris: list[str] = []
+
+    class RecordingProxyHandler(BaseHTTPRequestHandler):
+        protocol_version = "HTTP/1.1"
+
+        def do_GET(self):
+            seen_uris.append(self.path)
+            self.send_response(200)
+            self.send_header("Content-Length", "9")
+            self.end_headers()
+            self.wfile.write(b"via-proxy")
+
+        def log_message(self, format, *args):
+            pass
+
+    class ThreadedServer(ThreadingMixIn, HTTPServer):
+        daemon_threads = True
+
+    server = ThreadedServer(("127.0.0.1", 0), RecordingProxyHandler)
+    thread = threading.Thread(target=server.serve_forever, daemon=True)
+    thread.start()
+    try:
+        yield f"http://127.0.0.1:{server.server_port}", seen_uris
+    finally:
+        server.shutdown()
+        server.server_close()
+        thread.join(timeout=5)
+
+
+# `.invalid` never resolves (RFC 6761), so the only way this request can succeed is through the proxy
+_PROXY_ONLY_UPSTREAM_URL = "http://upstream.invalid/v1/models"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("disable_aiohttp_transport", [True, False])
+@pytest.mark.parametrize("force_ipv4", [True, False])
+async def test_async_handler_honours_proxy_env_for_every_transport(
+    forward_proxy_server, monkeypatch: pytest.MonkeyPatch, disable_aiohttp_transport: bool, force_ipv4: bool
+):
+    proxy_url, seen_uris = forward_proxy_server
+    monkeypatch.setenv("HTTP_PROXY", proxy_url)
+    monkeypatch.delenv("NO_PROXY", raising=False)
+    monkeypatch.delenv("no_proxy", raising=False)
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", disable_aiohttp_transport)
+    monkeypatch.setattr(litellm, "force_ipv4", force_ipv4)
+
+    handler = AsyncHTTPHandler()
+    try:
+        response = await handler.get(_PROXY_ONLY_UPSTREAM_URL)
+    finally:
+        await handler.close()
+
+    assert response.text == "via-proxy"
+    assert seen_uris == [_PROXY_ONLY_UPSTREAM_URL]
+
+
+@pytest.mark.parametrize("force_ipv4", [True, False])
+def test_sync_handler_honours_proxy_env(forward_proxy_server, monkeypatch: pytest.MonkeyPatch, force_ipv4: bool):
+    proxy_url, seen_uris = forward_proxy_server
+    monkeypatch.setenv("HTTP_PROXY", proxy_url)
+    monkeypatch.delenv("NO_PROXY", raising=False)
+    monkeypatch.delenv("no_proxy", raising=False)
+    monkeypatch.setattr(litellm, "force_ipv4", force_ipv4)
+
+    handler = HTTPHandler()
+    try:
+        response = handler.get(_PROXY_ONLY_UPSTREAM_URL)
+    finally:
+        handler.close()
+
+    assert response.text == "via-proxy"
+    assert seen_uris == [_PROXY_ONLY_UPSTREAM_URL]
+
+
+@pytest.mark.asyncio
+async def test_force_ipv4_httpx_transport_honours_no_proxy(keepalive_server, monkeypatch: pytest.MonkeyPatch):
+    """NO_PROXY hosts must still go direct when the proxy mounts are supplied by litellm instead of httpx."""
+    monkeypatch.setenv("HTTP_PROXY", "http://proxy.invalid:3128")
+    monkeypatch.setenv("NO_PROXY", "127.0.0.1")
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setattr(litellm, "force_ipv4", True)
+
+    handler = AsyncHTTPHandler()
+    try:
+        response = await handler.get(keepalive_server)
+    finally:
+        await handler.close()
+
+    assert response.text == "ok"
+
+
+@pytest.fixture
+def private_ca_tls_upstream(tmp_path: pathlib.Path):
+    """HTTPS server behind a CONNECT proxy, both on localhost; the server's cert is signed by a test-only CA."""
+    import datetime
+    import select
+    import socket
+    from http.server import BaseHTTPRequestHandler, HTTPServer
+    from socketserver import ThreadingMixIn
+
+    from cryptography import x509
+    from cryptography.hazmat.primitives import hashes, serialization
+    from cryptography.hazmat.primitives.asymmetric import rsa
+    from cryptography.x509.oid import NameOID
+
+    key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+    name = x509.Name([x509.NameAttribute(NameOID.COMMON_NAME, "upstream.invalid")])
+    now = datetime.datetime.now(datetime.timezone.utc)
+    cert = (
+        x509.CertificateBuilder()
+        .subject_name(name)
+        .issuer_name(name)
+        .public_key(key.public_key())
+        .serial_number(x509.random_serial_number())
+        .not_valid_before(now - datetime.timedelta(minutes=1))
+        .not_valid_after(now + datetime.timedelta(hours=1))
+        .add_extension(x509.SubjectAlternativeName([x509.DNSName("upstream.invalid")]), critical=False)
+        .add_extension(x509.BasicConstraints(ca=True, path_length=None), critical=True)
+        .sign(key, hashes.SHA256())
+    )
+    ca_pem = tmp_path / "ca.pem"
+    ca_pem.write_bytes(cert.public_bytes(serialization.Encoding.PEM))
+    key_pem = tmp_path / "key.pem"
+    key_pem.write_bytes(
+        key.private_bytes(
+            serialization.Encoding.PEM, serialization.PrivateFormat.PKCS8, serialization.NoEncryption()
+        )
+    )
+
+    class OkTlsHandler(BaseHTTPRequestHandler):
+        protocol_version = "HTTP/1.1"
+
+        def do_GET(self):
+            self.send_response(200)
+            self.send_header("Content-Length", "6")
+            self.end_headers()
+            self.wfile.write(b"ok-tls")
+
+        def log_message(self, format, *args):
+            pass
+
+    class ThreadedServer(ThreadingMixIn, HTTPServer):
+        daemon_threads = True
+
+    tls_server = ThreadedServer(("127.0.0.1", 0), OkTlsHandler)
+    server_ctx = ssl.SSLContext(ssl.PROTOCOL_TLS_SERVER)
+    server_ctx.load_cert_chain(str(ca_pem), str(key_pem))
+    tls_server.socket = server_ctx.wrap_socket(tls_server.socket, server_side=True)
+    tls_port = tls_server.server_port
+
+    class ConnectProxyHandler(BaseHTTPRequestHandler):
+        protocol_version = "HTTP/1.1"
+
+        def do_CONNECT(self):
+            upstream = socket.create_connection(("127.0.0.1", tls_port))
+            self.send_response(200, "Connection established")
+            self.end_headers()
+            sockets = [self.connection, upstream]
+            while True:
+                readable, _, _ = select.select(sockets, [], [], 5)
+                if not readable:
+                    break
+                for src in readable:
+                    data = src.recv(65536)
+                    if not data:
+                        upstream.close()
+                        return
+                    (upstream if src is self.connection else self.connection).sendall(data)
+
+        def log_message(self, format, *args):
+            pass
+
+    proxy_server = ThreadedServer(("127.0.0.1", 0), ConnectProxyHandler)
+    threads = [
+        threading.Thread(target=tls_server.serve_forever, daemon=True),
+        threading.Thread(target=proxy_server.serve_forever, daemon=True),
+    ]
+    for thread in threads:
+        thread.start()
+    try:
+        yield f"http://127.0.0.1:{proxy_server.server_port}", str(ca_pem)
+    finally:
+        for server in (proxy_server, tls_server):
+            server.shutdown()
+            server.server_close()
+        for thread in threads:
+            thread.join(timeout=5)
+
+
+@pytest.mark.asyncio
+async def test_force_ipv4_https_proxy_mount_uses_handler_ca_bundle(
+    private_ca_tls_upstream, monkeypatch: pytest.MonkeyPatch
+):
+    proxy_url, ca_pem = private_ca_tls_upstream
+    monkeypatch.setenv("HTTPS_PROXY", proxy_url)
+    monkeypatch.delenv("NO_PROXY", raising=False)
+    monkeypatch.delenv("no_proxy", raising=False)
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setattr(litellm, "force_ipv4", True)
+
+    handler = AsyncHTTPHandler(ssl_verify=ca_pem)
+    try:
+        response = await handler.get("https://upstream.invalid/v1/models")
+    finally:
+        await handler.close()
+
+    assert response.text == "ok-tls"
+
+
+def test_sync_force_ipv4_https_proxy_mount_uses_handler_ca_bundle(
+    private_ca_tls_upstream, monkeypatch: pytest.MonkeyPatch
+):
+    proxy_url, ca_pem = private_ca_tls_upstream
+    monkeypatch.setenv("HTTPS_PROXY", proxy_url)
+    monkeypatch.delenv("NO_PROXY", raising=False)
+    monkeypatch.delenv("no_proxy", raising=False)
+    monkeypatch.setattr(litellm, "force_ipv4", True)
+
+    handler = HTTPHandler(ssl_verify=ca_pem)
+    try:
+        response = handler.get("https://upstream.invalid/v1/models")
+    finally:
+        handler.close()
+
+    assert response.text == "ok-tls"
diff --git a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
index 26f841c1146..023e2d8843f 100644
--- a/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
+++ b/tests/test_litellm/llms/custom_httpx/test_llm_http_handler.py
@@ -2295,6 +2295,25 @@ async def test_anthropic_invalid_thinking_signature_retry_resigns_bedrock_reques
     assert retry_authorization != first_attempt_headers["Authorization"]
 
 
+def test_aws_signing_overrides_only_fills_missing_credentials():
+    from litellm.llms.custom_httpx.llm_http_handler import _aws_signing_overrides
+
+    overrides = _aws_signing_overrides(
+        {"temperature": 0.2, "aws_region_name": "us-west-2"},
+        {
+            "aws_role_name": "arn:aws:iam::000000000000:role/attributed",
+            "aws_session_name": "user-123",
+            "aws_region_name": "us-east-1",
+            "api_key": "not-an-aws-param",
+        },
+    )
+
+    assert dict(overrides) == {
+        "aws_role_name": "arn:aws:iam::000000000000:role/attributed",
+        "aws_session_name": "user-123",
+    }
+
+
 class TestServerFulfilledToolsInRequest:
     """_server_fulfilled_tools_in_request gates the buffered (non-leaking) streaming
     mode for server-fulfilled tools like headroom_retrieve."""
@@ -3079,3 +3098,91 @@ async def test_a_provider_that_keeps_rejecting_is_not_retried_forever_on_the_asy
             )
 
     assert len(recorder.bodies) == 2
+
+
+CONTAINER_NOT_FOUND_BODY = {
+    "error": {
+        "message": "Container with id 'cntr_gone' not found.",
+        "type": "invalid_request_error",
+        "param": None,
+        "code": None,
+    }
+}
+
+INVALID_API_KEY_BODY = {
+    "error": {
+        "message": "Incorrect API key provided: sk-proj-***. You can find your API key at https://platform.openai.com/account/api-keys.",
+        "type": "invalid_request_error",
+        "param": None,
+        "code": "invalid_api_key",
+    },
+    "status": 401,
+}
+
+CONTAINER_LIST_BODY = {
+    "object": "list",
+    "data": [{"id": "cntr_a", "object": "container", "created_at": 1, "status": "running", "name": "a"}],
+    "first_id": "cntr_a",
+    "last_id": "cntr_a",
+    "has_more": True,
+}
+
+
+def _container_sync_client(response: httpx.Response) -> HTTPHandler:
+    client = HTTPHandler()
+    client.client = httpx.Client(transport=httpx.MockTransport(lambda _request: response))
+    return client
+
+
+def _container_async_client(response: httpx.Response) -> AsyncHTTPHandler:
+    client = AsyncHTTPHandler()
+    client.client = httpx.AsyncClient(transport=httpx.MockTransport(lambda _request: response))
+    return client
+
+
+def test_container_retrieve_handler_raises_upstream_error_status_and_message():
+    from litellm.llms.openai.containers.transformation import OpenAIContainerConfig
+
+    with pytest.raises(BaseLLMException) as exc_info:
+        BaseLLMHTTPHandler().container_retrieve_handler(
+            container_id="cntr_gone",
+            container_provider_config=OpenAIContainerConfig(),
+            litellm_params=GenericLiteLLMParams(api_key="sk-test"),
+            logging_obj=Mock(),
+            client=_container_sync_client(httpx.Response(404, json=CONTAINER_NOT_FOUND_BODY)),
+        )
+
+    assert exc_info.value.status_code == 404
+    assert exc_info.value.message == "Container with id 'cntr_gone' not found."
+
+
+@pytest.mark.asyncio
+async def test_async_container_list_handler_raises_upstream_error_status_and_message():
+    from litellm.llms.openai.containers.transformation import OpenAIContainerConfig
+
+    with pytest.raises(BaseLLMException) as exc_info:
+        await BaseLLMHTTPHandler().async_container_list_handler(
+            container_provider_config=OpenAIContainerConfig(),
+            litellm_params=GenericLiteLLMParams(api_key="sk-rejected"),
+            logging_obj=Mock(),
+            client=_container_async_client(httpx.Response(401, json=INVALID_API_KEY_BODY)),
+        )
+
+    assert exc_info.value.status_code == 401
+    assert exc_info.value.message == INVALID_API_KEY_BODY["error"]["message"]
+
+
+@pytest.mark.asyncio
+async def test_async_container_list_handler_transforms_success_response():
+    from litellm.llms.openai.containers.transformation import OpenAIContainerConfig
+
+    response = await BaseLLMHTTPHandler().async_container_list_handler(
+        container_provider_config=OpenAIContainerConfig(),
+        litellm_params=GenericLiteLLMParams(api_key="sk-test"),
+        logging_obj=Mock(),
+        limit=1,
+        client=_container_async_client(httpx.Response(200, json=CONTAINER_LIST_BODY)),
+    )
+
+    assert [container.id for container in response.data] == ["cntr_a"]
+    assert response.has_more is True
diff --git a/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py b/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
index 8dc4620dd1b..a30d35d46f2 100644
--- a/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
+++ b/tests/test_litellm/llms/dashscope/test_dashscope_cost_calculator.py
@@ -10,11 +10,11 @@ Tests the cost calculation for Dashscope models including:
 
 import math
 import os
+from datetime import datetime, timezone
 
 import pytest
 
 # Add the project root to Python path
-
 import litellm
 from litellm.llms.dashscope.cost_calculator import (
     cost_per_token as dashscope_cost_per_token,
@@ -526,3 +526,223 @@ class TestDashscopeCostCalculator:
 
         assert prompt_cost == 0.0
         assert math.isclose(completion_cost, 500 * 1.6e-06, rel_tol=1e-10)
+
+    OFF_PEAK_WINDOW = "14:00-00:00"
+    INSIDE_WINDOW = datetime(2026, 9, 3, 17, 25, tzinfo=timezone.utc)
+    OUTSIDE_WINDOW = datetime(2026, 9, 3, 9, 0, tzinfo=timezone.utc)
+
+    def _register_off_peak_flat_model(self, model_key: str, off_peak_pricing: dict) -> None:
+        litellm.model_cost[model_key] = {
+            "litellm_provider": "dashscope",
+            "mode": "chat",
+            "input_cost_per_token": 2.4e-06,
+            "output_cost_per_token": 4.8e-06,
+            "cache_read_input_token_cost": 2e-07,
+            "cache_creation_input_token_cost": 3e-06,
+            "off_peak_pricing": off_peak_pricing,
+        }
+
+    def test_dashscope_off_peak_window_swaps_in_the_off_peak_rates(self):
+        """
+        Regression (LIT-6782): a deployment configured with off_peak_pricing kept billing the
+        standard dashscope rates inside its window, while the same block on a deepseek
+        deployment billed the off-peak rates.
+        """
+        self._register_off_peak_flat_model(
+            "dashscope/deepseek-off-peak-test",
+            {
+                "hours_utc": self.OFF_PEAK_WINDOW,
+                "input_cost_per_token": 1.2e-06,
+                "output_cost_per_token": 2.4e-06,
+                "cache_read_input_token_cost": 1e-07,
+            },
+        )
+        usage = Usage(
+            prompt_tokens=1000,
+            completion_tokens=200,
+            prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=300, cache_creation_tokens=100),
+        )
+
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="deepseek-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(prompt_cost, (600 * 1.2e-06) + (300 * 1e-07) + (100 * 3e-06), rel_tol=1e-10)
+        assert math.isclose(completion_cost, 200 * 2.4e-06, rel_tol=1e-10)
+
+        peak_prompt_cost, peak_completion_cost = dashscope_cost_per_token(
+            model="deepseek-off-peak-test", usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+
+        assert math.isclose(peak_prompt_cost, (600 * 2.4e-06) + (300 * 2e-07) + (100 * 3e-06), rel_tol=1e-10)
+        assert math.isclose(peak_completion_cost, 200 * 4.8e-06, rel_tol=1e-10)
+
+    def test_dashscope_off_peak_window_overrides_the_selected_tier(self):
+        """An open off-peak window bills the whole request at the flat off-peak rates, whichever tier
+        the input volume selected."""
+        self._register_tiered_model(
+            "dashscope/qwen-tiered-off-peak-test",
+            [
+                {"range": [0, 1000], "input_cost_per_token": 4e-07, "output_cost_per_token": 1.6e-06},
+                {"range": [1000, 2000], "input_cost_per_token": 8e-07, "output_cost_per_token": 3.2e-06},
+            ],
+        )
+        litellm.model_cost["dashscope/qwen-tiered-off-peak-test"]["off_peak_pricing"] = {
+            "hours_utc": self.OFF_PEAK_WINDOW,
+            "input_cost_per_token": 1e-07,
+            "output_cost_per_token": 4e-07,
+        }
+        usage = Usage(prompt_tokens=1500, completion_tokens=300)
+
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="qwen-tiered-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(prompt_cost, 1500 * 1e-07, rel_tol=1e-10)
+        assert math.isclose(completion_cost, 300 * 4e-07, rel_tol=1e-10)
+
+        peak_prompt_cost, peak_completion_cost = dashscope_cost_per_token(
+            model="qwen-tiered-off-peak-test", usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+
+        assert math.isclose(peak_prompt_cost, 1500 * 8e-07, rel_tol=1e-10)
+        assert math.isclose(peak_completion_cost, 300 * 3.2e-06, rel_tol=1e-10)
+
+    def test_dashscope_off_peak_rates_left_unset_keep_the_standard_rates(self):
+        """A block that only overrides the input rate leaves output and cache reads on the standard
+        rates, and an explicit reasoning rate is never swapped out."""
+        self._register_off_peak_flat_model(
+            "dashscope/qwen-partial-off-peak-test",
+            {"hours_utc": self.OFF_PEAK_WINDOW, "input_cost_per_token": 1.2e-06},
+        )
+        litellm.model_cost["dashscope/qwen-partial-off-peak-test"]["output_cost_per_reasoning_token"] = 9e-06
+        usage = Usage(
+            prompt_tokens=1000,
+            completion_tokens=200,
+            prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=300),
+            completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=50),
+        )
+
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="qwen-partial-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(prompt_cost, (700 * 1.2e-06) + (300 * 2e-07), rel_tol=1e-10)
+        assert math.isclose(completion_cost, (150 * 4.8e-06) + (50 * 9e-06), rel_tol=1e-10)
+
+    def test_dashscope_off_peak_output_rate_covers_reasoning_without_a_dedicated_rate(self):
+        """Reasoning tokens on a model with no dedicated reasoning rate follow the off-peak output
+        rate, the same way they follow the standard output rate outside the window."""
+        self._register_off_peak_flat_model(
+            "dashscope/qwen-reasoning-off-peak-test",
+            {"hours_utc": self.OFF_PEAK_WINDOW, "output_cost_per_token": 2.4e-06},
+        )
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=200,
+            completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=50),
+        )
+
+        _, completion_cost = dashscope_cost_per_token(
+            model="qwen-reasoning-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(completion_cost, 200 * 2.4e-06, rel_tol=1e-10)
+
+    def test_dashscope_off_peak_reasoning_rate_replaces_the_dedicated_reasoning_rate(self):
+        self._register_off_peak_flat_model(
+            "dashscope/qwen-reasoning-rate-off-peak-test",
+            {
+                "hours_utc": self.OFF_PEAK_WINDOW,
+                "output_cost_per_token": 2.4e-06,
+                "output_cost_per_reasoning_token": 4.5e-06,
+            },
+        )
+        litellm.model_cost["dashscope/qwen-reasoning-rate-off-peak-test"]["output_cost_per_reasoning_token"] = 9e-06
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=200,
+            completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=50),
+        )
+
+        _, completion_cost = dashscope_cost_per_token(
+            model="qwen-reasoning-rate-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+        assert math.isclose(completion_cost, (150 * 2.4e-06) + (50 * 4.5e-06), rel_tol=1e-10)
+
+        _, peak_completion_cost = dashscope_cost_per_token(
+            model="qwen-reasoning-rate-off-peak-test", usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+        assert math.isclose(peak_completion_cost, (150 * 4.8e-06) + (50 * 9e-06), rel_tol=1e-10)
+
+    def test_dashscope_off_peak_cache_creation_rate_replaces_the_standard_rate(self):
+        self._register_off_peak_flat_model(
+            "dashscope/qwen-cache-creation-off-peak-test",
+            {"hours_utc": self.OFF_PEAK_WINDOW, "cache_creation_input_token_cost": 1.5e-06},
+        )
+        usage = Usage(
+            prompt_tokens=1000,
+            completion_tokens=10,
+            prompt_tokens_details=PromptTokensDetailsWrapper(cached_tokens=300, cache_creation_tokens=100),
+        )
+
+        prompt_cost, _ = dashscope_cost_per_token(
+            model="qwen-cache-creation-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+        assert math.isclose(prompt_cost, (600 * 2.4e-06) + (300 * 2e-07) + (100 * 1.5e-06), rel_tol=1e-10)
+
+        peak_prompt_cost, _ = dashscope_cost_per_token(
+            model="qwen-cache-creation-off-peak-test", usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+        assert math.isclose(peak_prompt_cost, (600 * 2.4e-06) + (300 * 2e-07) + (100 * 3e-06), rel_tol=1e-10)
+
+    def test_dashscope_off_peak_reasoning_and_cache_creation_rates_override_the_selected_tier(self):
+        self._register_tiered_model(
+            "dashscope/qwen-tiered-reasoning-off-peak-test",
+            [
+                {
+                    "range": [0, 1000],
+                    "input_cost_per_token": 4e-07,
+                    "cache_creation_input_token_cost": 3e-07,
+                    "output_cost_per_token": 1.6e-06,
+                    "output_cost_per_reasoning_token": 3.2e-06,
+                },
+            ],
+        )
+        litellm.model_cost["dashscope/qwen-tiered-reasoning-off-peak-test"]["off_peak_pricing"] = {
+            "hours_utc": self.OFF_PEAK_WINDOW,
+            "cache_creation_input_token_cost": 1e-07,
+            "output_cost_per_reasoning_token": 8e-07,
+        }
+        usage = Usage(
+            prompt_tokens=500,
+            completion_tokens=100,
+            prompt_tokens_details=PromptTokensDetailsWrapper(cache_creation_tokens=200),
+            completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=40),
+        )
+
+        prompt_cost, completion_cost = dashscope_cost_per_token(
+            model="qwen-tiered-reasoning-off-peak-test", usage=usage, current_time=self.INSIDE_WINDOW
+        )
+        assert math.isclose(prompt_cost, (300 * 4e-07) + (200 * 1e-07), rel_tol=1e-10)
+        assert math.isclose(completion_cost, (60 * 1.6e-06) + (40 * 8e-07), rel_tol=1e-10)
+
+        peak_prompt_cost, peak_completion_cost = dashscope_cost_per_token(
+            model="qwen-tiered-reasoning-off-peak-test", usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+        assert math.isclose(peak_prompt_cost, (300 * 4e-07) + (200 * 3e-07), rel_tol=1e-10)
+        assert math.isclose(peak_completion_cost, (60 * 1.6e-06) + (40 * 3.2e-06), rel_tol=1e-10)
+
+    def test_dashscope_off_peak_defaults_to_the_current_time(self):
+        """The proxy's cost dispatch passes no clock, so an all-day window has to apply on the
+        default current time."""
+        self._register_off_peak_flat_model(
+            "dashscope/qwen-all-day-off-peak-test",
+            {"hours_utc": "00:00-00:00", "input_cost_per_token": 1.2e-06, "output_cost_per_token": 2.4e-06},
+        )
+        usage = Usage(prompt_tokens=1000, completion_tokens=200)
+
+        prompt_cost, completion_cost = dashscope_cost_per_token(model="qwen-all-day-off-peak-test", usage=usage)
+
+        assert math.isclose(prompt_cost, 1000 * 1.2e-06, rel_tol=1e-10)
+        assert math.isclose(completion_cost, 200 * 2.4e-06, rel_tol=1e-10)
diff --git a/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py b/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
index 41fb2589655..02655fb7f77 100644
--- a/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
+++ b/tests/test_litellm/llms/databricks/chat/test_databricks_chat_transformation.py
@@ -255,6 +255,82 @@ def test_transform_messages_sanitizes_empty_content():
     assert result[1]["content"] == "Hi"
 
 
+def test_transform_request_strips_thinking_blocks_and_reasoning_content():
+    """Regression for LIT-6762: replaying an assistant turn that litellm decorated with
+    `thinking_blocks` / `reasoning_content` made Databricks 400 with
+    'messages.N.thinking_blocks: Extra inputs are not permitted'."""
+    config = DatabricksConfig()
+    messages = [
+        {"role": "user", "content": "hi"},
+        {
+            "role": "assistant",
+            "content": "Hello! How can I help?",
+            "thinking_blocks": [
+                {"type": "thinking", "thinking": "greet briefly", "signature": "sig_abc", "cache_control": {}}
+            ],
+            "reasoning_content": "greet briefly",
+            "provider_specific_fields": {"foo": "bar"},
+        },
+        {"role": "user", "content": "thanks"},
+    ]
+
+    result = config.transform_request(
+        model="databricks-claude-opus-5",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )["messages"]
+
+    assert result[1] == {"role": "assistant", "content": "Hello! How can I help?"}
+    assert not any(
+        key in message
+        for message in result
+        for key in ("thinking_blocks", "reasoning_content", "provider_specific_fields")
+    )
+    assert "thinking_blocks" in messages[1]
+
+
+def test_transform_request_drops_thinking_only_assistant_turn_but_keeps_tool_call_turn():
+    """A replayed thinking-only assistant turn has nothing left once `thinking_blocks` are stripped, so it must be
+    dropped instead of being sent as a bare {"role": "assistant"}. A thinking + tool_use turn keeps its tool_calls."""
+    config = DatabricksConfig()
+    tool_call = {"id": "call_1", "type": "function", "function": {"name": "f", "arguments": "{}"}}
+    messages = [
+        {"role": "user", "content": "hi"},
+        {
+            "role": "assistant",
+            "content": None,
+            "thinking_blocks": [{"type": "thinking", "thinking": "hmm", "signature": "sig_1"}],
+            "reasoning_content": "hmm",
+        },
+        {"role": "user", "content": "again"},
+        {
+            "role": "assistant",
+            "content": None,
+            "thinking_blocks": [{"type": "thinking", "thinking": "call f", "signature": "sig_2"}],
+            "reasoning_content": "call f",
+            "tool_calls": [tool_call],
+        },
+        {"role": "tool", "tool_call_id": "call_1", "content": "ok"},
+    ]
+
+    result = config.transform_request(
+        model="databricks-claude-opus-5",
+        messages=messages,
+        optional_params={},
+        litellm_params={},
+        headers={},
+    )["messages"]
+
+    assert result == [
+        {"role": "user", "content": "hi"},
+        {"role": "user", "content": "again"},
+        {"role": "assistant", "tool_calls": [tool_call]},
+        {"role": "tool", "tool_call_id": "call_1", "content": "ok"},
+    ]
+
+
 def _parallel_tool_calls():
     return [
         {
@@ -422,6 +498,27 @@ def test_databricks_config_probes_capabilities_under_databricks_namespace():
     assert DatabricksConfig().custom_llm_provider == "databricks"
 
 
+@pytest.mark.parametrize(
+    "model, expected_thinking, expected_output_config",
+    [
+        ("databricks-claude-opus-4-8", {"type": "adaptive"}, {"effort": "high"}),
+        ("databricks-claude-opus-4-6", {"type": "enabled", "budget_tokens": 4096}, None),
+    ],
+    ids=["adaptive_only_upgrades_to_adaptive", "legacy_capable_forwards_verbatim"],
+)
+def test_map_openai_params_upgrades_legacy_thinking_on_adaptive_only_claude(
+    model, expected_thinking, expected_output_config
+):
+    mapped = DatabricksConfig().map_openai_params(
+        non_default_params={"thinking": {"type": "enabled", "budget_tokens": 4096}},
+        optional_params={},
+        model=model,
+        drop_params=False,
+    )
+    assert mapped["thinking"] == expected_thinking
+    assert mapped.get("output_config") == expected_output_config
+
+
 def _streaming_chunk(usage=None, choices=None):
     base = {
         "id": "chatcmpl-test",
diff --git a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
index d7cc89868af..ec8725db5f7 100644
--- a/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
+++ b/tests/test_litellm/llms/fireworks_ai/chat/test_fireworks_ai_chat_transformation.py
@@ -8,6 +8,7 @@ import litellm
 
 from litellm import get_model_info, supports_reasoning, supports_vision
 from litellm.llms.fireworks_ai.chat.transformation import FireworksAIConfig
+from litellm.constants import SESSION_ID_GENERATED_METADATA_KEY
 from litellm.llms.fireworks_ai.common_utils import get_fireworks_session_id
 from litellm.types.utils import (
     ChatCompletionMessageToolCall,
@@ -235,6 +236,21 @@ def test_get_fireworks_session_id_prefers_litellm_session_id_over_trace_id():
     )
 
 
+def test_get_fireworks_session_id_ignores_proxy_generated_session_id():
+    """general_settings.missing_session_id: generate stamps a fresh id per request; sending it
+    as x-session-affinity would pin every request to a different node."""
+    assert (
+        get_fireworks_session_id(
+            {
+                "litellm_session_id": "generated-1",
+                "litellm_trace_id": "generated-1",
+                "metadata": {"session_id": "generated-1", SESSION_ID_GENERATED_METADATA_KEY: True},
+            }
+        )
+        is None
+    )
+
+
 def test_handle_message_content_with_tool_calls():
     config = FireworksAIConfig()
     message = Message(
diff --git a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
index f1664dabf48..c2e42da1b4c 100644
--- a/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
+++ b/tests/test_litellm/llms/fireworks_ai/test_fireworks_ai_cost_calculator.py
@@ -1,10 +1,13 @@
 
+import math
+from datetime import datetime, timezone
+
 import pytest
 
 
 import litellm
 from litellm.llms.fireworks_ai.cost_calculator import cost_per_token
-from litellm.types.utils import PromptTokensDetailsWrapper, Usage
+from litellm.types.utils import OffPeakPricing, PromptTokensDetailsWrapper, Usage
 
 MODEL = "accounts/fireworks/models/glm-5p2"
 INPUT_COST = 1.4e-06
@@ -64,3 +67,94 @@ def test_no_cached_tokens_matches_full_input_rate():
 
     assert prompt_cost == pytest.approx(prompt_tokens * INPUT_COST)
     assert completion_cost == pytest.approx(completion_tokens * OUTPUT_COST)
+
+
+OFF_PEAK_MODEL = "accounts/fireworks/models/off-peak-test"
+OFF_PEAK_WINDOW = "14:00-00:00"
+INSIDE_WINDOW = datetime(2026, 9, 3, 17, 25, tzinfo=timezone.utc)
+OUTSIDE_WINDOW = datetime(2026, 9, 3, 9, 0, tzinfo=timezone.utc)
+STANDARD_INPUT_COST = 1.5e-07
+STANDARD_OUTPUT_COST = 6e-07
+STANDARD_CACHE_READ_COST = 1.5e-08
+
+
+def _register_off_peak_model(off_peak_pricing: OffPeakPricing, cache_read_cost: float | None = STANDARD_CACHE_READ_COST) -> None:
+    litellm.model_cost[f"fireworks_ai/{OFF_PEAK_MODEL}"] = {
+        "litellm_provider": "fireworks_ai",
+        "mode": "chat",
+        "input_cost_per_token": STANDARD_INPUT_COST,
+        "output_cost_per_token": STANDARD_OUTPUT_COST,
+        "off_peak_pricing": off_peak_pricing,
+        **({} if cache_read_cost is None else {"cache_read_input_token_cost": cache_read_cost}),
+    }
+
+
+def test_off_peak_window_swaps_in_the_off_peak_rates():
+    """
+    Regression (LIT-6874): a deployment configured with off_peak_pricing kept billing the
+    standard fireworks_ai rates inside its window, while the same block on a deepseek
+    deployment billed the off-peak rates.
+    """
+    _register_off_peak_model(
+        {
+            "hours_utc": OFF_PEAK_WINDOW,
+            "input_cost_per_token": 1e-08,
+            "output_cost_per_token": 2e-08,
+            "cache_read_input_token_cost": 1e-09,
+        }
+    )
+    usage = _usage(prompt_tokens=1000, cached_tokens=300, completion_tokens=200)
+
+    prompt_cost, completion_cost = cost_per_token(model=OFF_PEAK_MODEL, usage=usage, current_time=INSIDE_WINDOW)
+
+    assert math.isclose(prompt_cost, (700 * 1e-08) + (300 * 1e-09), rel_tol=1e-10)
+    assert math.isclose(completion_cost, 200 * 2e-08, rel_tol=1e-10)
+
+    peak_prompt_cost, peak_completion_cost = cost_per_token(
+        model=OFF_PEAK_MODEL, usage=usage, current_time=OUTSIDE_WINDOW
+    )
+
+    assert math.isclose(peak_prompt_cost, (700 * STANDARD_INPUT_COST) + (300 * STANDARD_CACHE_READ_COST), rel_tol=1e-10)
+    assert math.isclose(peak_completion_cost, 200 * STANDARD_OUTPUT_COST, rel_tol=1e-10)
+
+
+def test_off_peak_rates_left_unset_keep_the_standard_rates():
+    """A block that only overrides the input rate leaves output and cache reads on the standard rates."""
+    _register_off_peak_model({"hours_utc": OFF_PEAK_WINDOW, "input_cost_per_token": 1e-08})
+    usage = _usage(prompt_tokens=1000, cached_tokens=300, completion_tokens=200)
+
+    prompt_cost, completion_cost = cost_per_token(model=OFF_PEAK_MODEL, usage=usage, current_time=INSIDE_WINDOW)
+
+    assert math.isclose(prompt_cost, (700 * 1e-08) + (300 * STANDARD_CACHE_READ_COST), rel_tol=1e-10)
+    assert math.isclose(completion_cost, 200 * STANDARD_OUTPUT_COST, rel_tol=1e-10)
+
+
+def test_off_peak_window_bills_cached_tokens_at_the_off_peak_input_rate_without_a_cache_read_rate():
+    """Most fireworks_ai price-map entries carry no cache_read_input_token_cost, so cached tokens
+    fall back to the input rate, and inside the window that has to be the off-peak one."""
+    _register_off_peak_model(
+        {"hours_utc": OFF_PEAK_WINDOW, "input_cost_per_token": 1e-08, "output_cost_per_token": 2e-08},
+        cache_read_cost=None,
+    )
+    usage = _usage(prompt_tokens=1000, cached_tokens=300, completion_tokens=200)
+
+    prompt_cost, completion_cost = cost_per_token(model=OFF_PEAK_MODEL, usage=usage, current_time=INSIDE_WINDOW)
+
+    assert math.isclose(prompt_cost, 1000 * 1e-08, rel_tol=1e-10)
+    assert math.isclose(completion_cost, 200 * 2e-08, rel_tol=1e-10)
+
+    peak_prompt_cost, _ = cost_per_token(model=OFF_PEAK_MODEL, usage=usage, current_time=OUTSIDE_WINDOW)
+
+    assert math.isclose(peak_prompt_cost, 1000 * STANDARD_INPUT_COST, rel_tol=1e-10)
+
+
+def test_off_peak_defaults_to_the_current_time():
+    """The proxy's cost dispatch passes no clock, so an all-day window has to apply on the
+    default current time."""
+    _register_off_peak_model({"hours_utc": "00:00-00:00", "input_cost_per_token": 1e-08, "output_cost_per_token": 2e-08})
+    usage = _usage(prompt_tokens=1000, cached_tokens=0, completion_tokens=200)
+
+    prompt_cost, completion_cost = cost_per_token(model=OFF_PEAK_MODEL, usage=usage)
+
+    assert math.isclose(prompt_cost, 1000 * 1e-08, rel_tol=1e-10)
+    assert math.isclose(completion_cost, 200 * 2e-08, rel_tol=1e-10)
diff --git a/tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py b/tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
index e6e6aa946d5..9a62fcf6f0f 100644
--- a/tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
+++ b/tests/test_litellm/llms/hosted_vllm/test_hosted_vllm_rerank_transformation.py
@@ -1,8 +1,14 @@
+import json
 import os
 import sys
+from typing import Final
+from unittest.mock import MagicMock, patch
 
+import httpx
 import pytest
 
+import litellm
+from litellm.llms.custom_httpx.http_handler import HTTPHandler
 from litellm.llms.hosted_vllm.rerank.transformation import HostedVLLMRerankConfig
 from litellm.rerank_api.rerank_utils import get_optional_rerank_params
 from litellm.types.rerank import (
@@ -87,9 +93,7 @@ class TestHostedVLLMRerankTransform:
         assert "instruction" not in body
 
     def test_map_cohere_rerank_params_raises_on_max_chunks_per_doc(self):
-        with pytest.raises(
-            ValueError, match="Hosted VLLM does not support max_chunks_per_doc"
-        ):
+        with pytest.raises(ValueError, match="Hosted VLLM does not support max_chunks_per_doc"):
             self.config.map_cohere_rerank_params(
                 non_default_params=None,
                 model=self.model,
@@ -104,12 +108,10 @@ class TestHostedVLLMRerankTransform:
         url = self.config.get_complete_url(base, self.model)
         assert url == "https://api.example.com/rerank"
         # Already ends with /rerank
-        url2 = self.config.get_complete_url(
-            "https://api.example.com/rerank", self.model
-        )
+        url2 = self.config.get_complete_url("https://api.example.com/rerank", self.model)
         assert url2 == "https://api.example.com/rerank"
         # Raises if api_base is None
-        with pytest.raises(ValueError, match='api_base must be provided for Hosted VLLM rerank'):
+        with pytest.raises(ValueError, match="api_base must be provided for Hosted VLLM rerank"):
             self.config.get_complete_url(None, self.model)
 
     def test_transform_response(self):
@@ -173,3 +175,121 @@ class TestGetOptionalRerankParamsInstruction:
             documents=["doc1", "doc2"],
         )
         assert "instruction" not in params
+
+
+class TestHostedVLLMRerankTruncationParams:
+    def setup_method(self):
+        self.config = HostedVLLMRerankConfig()
+        self.model = "hosted-vllm-model"
+
+    def test_map_cohere_rerank_params_forwards_vllm_truncation_params(self):
+        params: Final = self.config.map_cohere_rerank_params(
+            non_default_params={
+                "truncate_prompt_tokens": 512,
+                "truncation_side": "left",
+                "max_tokens_per_query": 64,
+                "metadata": {"user_api_key": "sk-test"},
+            },
+            model=self.model,
+            drop_params=False,
+            query="test query",
+            documents=["doc1", "doc2"],
+            max_tokens_per_doc=128,
+        )
+        assert params["truncate_prompt_tokens"] == 512
+        assert params["truncation_side"] == "left"
+        assert params["max_tokens_per_query"] == 64
+        assert params["max_tokens_per_doc"] == 128
+        assert "metadata" not in params
+
+    @pytest.mark.parametrize(
+        "bad_params",
+        [{"truncation_side": "middle"}, {"truncate_prompt_tokens": "lots"}, {"max_tokens_per_query": -1.5}],
+    )
+    def test_map_cohere_rerank_params_rejects_invalid_truncation_params_as_400(self, bad_params: dict[str, object]):
+        with pytest.raises(litellm.UnsupportedParamsError) as raised:
+            self.config.map_cohere_rerank_params(
+                non_default_params=dict(bad_params),
+                model=self.model,
+                drop_params=False,
+                query="test query",
+                documents=["doc1", "doc2"],
+            )
+        assert raised.value.status_code == 400
+        assert next(iter(bad_params)) in str(raised.value)
+
+    def test_map_cohere_rerank_params_omits_truncation_params_when_absent(self):
+        params: Final = self.config.map_cohere_rerank_params(
+            non_default_params={"metadata": {"user_api_key": "sk-test"}},
+            model=self.model,
+            drop_params=False,
+            query="test query",
+            documents=["doc1", "doc2"],
+        )
+        body: Final = self.config.transform_rerank_request(model=self.model, optional_rerank_params=params, headers={})
+        truncation_keys: Final = {
+            "truncate_prompt_tokens",
+            "truncation_side",
+            "max_tokens_per_query",
+            "max_tokens_per_doc",
+        }
+        assert not truncation_keys & body.keys()
+        assert body == {
+            "model": self.model,
+            "query": "test query",
+            "documents": ["doc1", "doc2"],
+            "return_documents": True,
+        }
+
+    def test_transform_request_forwards_truncation_params(self):
+        body: Final = self.config.transform_rerank_request(
+            model=self.model,
+            optional_rerank_params={
+                "query": "test query",
+                "documents": ["doc1", "doc2"],
+                "truncate_prompt_tokens": 512,
+                "truncation_side": "left",
+                "max_tokens_per_query": 64,
+                "max_tokens_per_doc": 128,
+            },
+            headers={},
+        )
+        assert body["truncate_prompt_tokens"] == 512
+        assert body["truncation_side"] == "left"
+        assert body["max_tokens_per_query"] == 64
+        assert body["max_tokens_per_doc"] == 128
+
+    def test_transform_request_omits_truncation_params_when_absent(self):
+        body: Final = self.config.transform_rerank_request(
+            model=self.model,
+            optional_rerank_params={"query": "test query", "documents": ["doc1", "doc2"]},
+            headers={},
+        )
+        assert "truncate_prompt_tokens" not in body
+        assert "truncation_side" not in body
+        assert "max_tokens_per_query" not in body
+        assert "max_tokens_per_doc" not in body
+
+    def test_rerank_sends_truncate_prompt_tokens_to_vllm(self):
+        client: Final = HTTPHandler()
+        mock_response: Final = MagicMock(spec=httpx.Response)
+        mock_response.status_code = 200
+        mock_response.json.return_value = {
+            "id": "score-1",
+            "results": [{"index": 0, "relevance_score": 0.5}],
+            "usage": {"total_tokens": 512},
+        }
+        with patch.object(client, "post", return_value=mock_response) as mock_post:
+            litellm.rerank(
+                model="hosted_vllm/BAAI/bge-reranker-base",
+                api_base="http://vllm.local:8000",
+                query="List all the unique case ids",
+                documents=["a document longer than the reranker context window"],
+                truncate_prompt_tokens=512,
+                truncation_side="left",
+                client=client,
+            )
+        sent_body: Final = json.loads(mock_post.call_args.kwargs["data"])
+        assert mock_post.call_args.kwargs["url"] == "http://vllm.local:8000/rerank"
+        assert sent_body["truncate_prompt_tokens"] == 512
+        assert sent_body["truncation_side"] == "left"
diff --git a/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py b/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
index 8f3dbf7b0d9..25f9645faa0 100644
--- a/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
+++ b/tests/test_litellm/llms/ollama/test_ollama_chat_transformation.py
@@ -615,6 +615,46 @@ class TestOllamaFinishReasonLength:
             result.choices[0].finish_reason == "stop"
         ), f"Expected 'stop' for natural finish, got '{result.choices[0].finish_reason}'"
 
+    def test_finish_reason_tool_calls_streamed_before_done_chunk(self):
+        """Streaming: tool_calls arriving mid-stream (not on the done chunk) must
+        still produce finish_reason='tool_calls' on the final chunk.
+
+        Regression test for https://github.com/BerriAI/litellm/issues/34692:
+        Ollama emits tool_calls in an earlier chunk and the done chunk carries
+        none, which left finish_reason at 'stop' and made the Anthropic
+        /v1/messages bridge emit stop_reason 'end_turn' instead of 'tool_use'.
+        """
+        iterator = OllamaChatCompletionResponseIterator(
+            streaming_response=iter([]),
+            sync_stream=True,
+        )
+
+        tool_chunk = {
+            "model": "qwen3:8b",
+            "message": {
+                "role": "assistant",
+                "content": "",
+                "tool_calls": [
+                    {"function": {"name": "get_weather", "arguments": {"city": "San Francisco"}}}
+                ],
+            },
+            "done": False,
+        }
+        done_chunk = {
+            "model": "qwen3:8b",
+            "message": {"role": "assistant", "content": ""},
+            "done": True,
+            "done_reason": "stop",
+        }
+
+        tool_result = iterator.chunk_parser(tool_chunk)
+        assert tool_result.choices[0].delta.tool_calls is not None
+
+        done_result = iterator.chunk_parser(done_chunk)
+        assert (
+            done_result.choices[0].finish_reason == "tool_calls"
+        ), f"Expected 'tool_calls' when tool_calls were streamed earlier, got '{done_result.choices[0].finish_reason}'"
+
 
 class TestOllamaReasoningContentStreaming:
     """Test that reasoning_content is properly extracted from all thinking chunks."""
diff --git a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py b/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
index a29e0be4655..cebab2512d0 100644
--- a/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/chat/guardrail_translation/test_openai_guardrail_handler.py
@@ -12,6 +12,7 @@ import pytest
 
 
 from litellm.integrations.custom_guardrail import CustomGuardrail
+from litellm.llms.base_llm.guardrail_translation.base_translation import StreamingScanKey
 from litellm.llms.openai.chat.guardrail_translation.handler import (
     OpenAIChatCompletionsHandler,
 )
@@ -1559,3 +1560,158 @@ class TestScanOnlyToolResults:
         assert data["messages"][3]["content"] == "page says [BLOCKED] here"
         assert data["messages"][3]["tool_call_id"] == "call_1"
         assert data["messages"][4]["content"] == "and then?"
+
+
+class TestBuildBlockSseChunks:
+    """build_block_sse_chunks turns a streaming ModifyResponseException into 200 SSE chunks"""
+
+    def _exc(self, original_response=None):
+        from litellm.exceptions import ModifyResponseException
+
+        return ModifyResponseException(
+            message="Blocked by policy.",
+            model="gpt-5.4-mini",
+            request_data={},
+            guardrail_name="test",
+            original_response=original_response,
+        )
+
+    def _payloads(self, chunks):
+        return [json.loads(chunk.decode().removeprefix("data: ").strip()) for chunk in chunks]
+
+    def test_standalone_block_uses_fresh_identity_and_zero_usage(self):
+        handler = OpenAIChatCompletionsHandler()
+        first, final = self._payloads(handler.build_block_sse_chunks(self._exc(), stream_started=False))
+        assert first["id"].startswith("chatcmpl-")
+        assert first["model"] == "gpt-5.4-mini"
+        assert first["choices"][0]["delta"] == {"role": "assistant", "content": "Blocked by policy."}
+        assert first["choices"][0]["finish_reason"] is None
+        assert final["choices"][0]["delta"] == {}
+        assert final["choices"][0]["finish_reason"] == "content_filter"
+        assert final["usage"] == {"prompt_tokens": 0, "completion_tokens": 0, "total_tokens": 0}
+
+    def test_continuation_reuses_stream_identity_and_real_usage(self):
+        handler = OpenAIChatCompletionsHandler()
+        yielded = [
+            {"id": "chatcmpl-live", "created": 1724900000, "model": "gpt-5.4-mini-2026-01-01"},
+        ]
+        original = yielded + [
+            {"id": "chatcmpl-live", "usage": {"prompt_tokens": 11, "completion_tokens": 5}},
+        ]
+        first, final = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=original), stream_started=True, responses_so_far=yielded
+            )
+        )
+        assert (first["id"], first["created"], first["model"]) == (
+            "chatcmpl-live",
+            1724900000,
+            "gpt-5.4-mini-2026-01-01",
+        )
+        assert first["choices"][0]["delta"] == {"content": "Blocked by policy."}
+        assert final["id"] == "chatcmpl-live"
+        assert final["usage"] == {"prompt_tokens": 11, "completion_tokens": 5, "total_tokens": 16}
+
+
+class TestCheckStreamingHasEnded:
+    """_check_streaming_has_ended lets end_of_stream_only withhold the finish chunk until moderation"""
+
+    def test_empty_and_content_only_chunks_are_not_ended(self):
+        handler = OpenAIChatCompletionsHandler()
+        assert handler._check_streaming_has_ended([]) is False
+        content_only = [
+            {"id": "chatcmpl-live", "choices": [{"index": 0, "delta": {"content": "hi"}, "finish_reason": None}]},
+            {"id": "chatcmpl-live", "choices": []},
+            {"id": "chatcmpl-live", "usage": {"prompt_tokens": 1, "completion_tokens": 1}},
+        ]
+        assert handler._check_streaming_has_ended(content_only) is False
+
+    def test_dict_finish_chunk_marks_stream_ended(self):
+        handler = OpenAIChatCompletionsHandler()
+        chunks = [
+            {"id": "chatcmpl-live", "choices": [{"index": 0, "delta": {"content": "hi"}, "finish_reason": None}]},
+            {"id": "chatcmpl-live", "choices": [{"index": 0, "delta": {}, "finish_reason": "stop"}]},
+        ]
+        assert handler._check_streaming_has_ended(chunks) is True
+
+    def test_object_finish_chunk_marks_stream_ended(self):
+        from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+        handler = OpenAIChatCompletionsHandler()
+        chunks = [
+            ModelResponseStream(
+                choices=[StreamingChoices(index=0, delta=Delta(content=None), finish_reason="stop")]
+            )
+        ]
+        assert handler._check_streaming_has_ended(chunks) is True
+
+
+class TestStreamingScanKey:
+    """get_streaming_scan_key identifies what a sampled round would scan so the
+    unified hook can skip rounds that would re-scan already-cleared text"""
+
+    @staticmethod
+    def _chunk(content, finish_reason=None, index=0):
+        from litellm.types.utils import Delta, ModelResponseStream, StreamingChoices
+
+        return ModelResponseStream(
+            choices=[StreamingChoices(index=index, delta=Delta(content=content), finish_reason=finish_reason)]
+        )
+
+    def test_key_carries_accumulated_text_and_open_stream(self):
+        handler = OpenAIChatCompletionsHandler()
+        key = handler.get_streaming_scan_key([self._chunk("hel"), self._chunk("lo")])
+        assert key == StreamingScanKey(texts=("hello",))
+
+    def test_chunks_without_text_leave_the_key_unchanged(self):
+        handler = OpenAIChatCompletionsHandler()
+        before = handler.get_streaming_scan_key([self._chunk("hel"), self._chunk("lo")])
+        after = handler.get_streaming_scan_key([self._chunk("hel"), self._chunk("lo"), self._chunk(None)])
+        assert after == before
+
+    def test_finish_chunk_without_tool_calls_scans_the_same_payload(self):
+        handler = OpenAIChatCompletionsHandler()
+        open_key = handler.get_streaming_scan_key([self._chunk("hi")])
+        ended_key = handler.get_streaming_scan_key([self._chunk("hi"), self._chunk(None, finish_reason="stop")])
+        assert open_key.stream_ended is False
+        assert ended_key.stream_ended is True
+        assert ended_key == open_key
+
+    def test_tool_calls_only_enter_the_key_once_the_stream_has_ended(self):
+        from litellm.types.utils import (
+            ChatCompletionDeltaToolCall,
+            Delta,
+            Function,
+            ModelResponseStream,
+            StreamingChoices,
+        )
+
+        handler = OpenAIChatCompletionsHandler()
+        tool_call = ChatCompletionDeltaToolCall(
+            id="call_1", index=0, type="function", function=Function(name="get_weather", arguments='{"city": "Paris"}')
+        )
+        tool_chunk = ModelResponseStream(
+            choices=[StreamingChoices(index=0, delta=Delta(content=None, tool_calls=[tool_call]), finish_reason=None)]
+        )
+        open_key = handler.get_streaming_scan_key([self._chunk("hi"), tool_chunk])
+        ended_key = handler.get_streaming_scan_key(
+            [self._chunk("hi"), tool_chunk, self._chunk(None, finish_reason="stop")]
+        )
+        assert open_key == StreamingScanKey(texts=("hi",))
+        assert ended_key.texts == ("hi",)
+        assert len(ended_key.tool_calls) == 1 and "get_weather" in ended_key.tool_calls[0]
+        assert ended_key != open_key
+
+    def test_text_after_the_first_choice_finishes_still_changes_the_key(self):
+        handler = OpenAIChatCompletionsHandler()
+        first_done = [self._chunk("a", index=0), self._chunk("b", finish_reason="stop", index=0)]
+        key_at_first_finish = handler.get_streaming_scan_key(first_done)
+        key_after_more_text = handler.get_streaming_scan_key(first_done + [self._chunk("y", index=1)])
+        assert key_at_first_finish.stream_ended is True
+        assert key_after_more_text.stream_ended is True
+        assert key_after_more_text != key_at_first_finish
+
+    def test_non_stream_items_are_ignored(self):
+        handler = OpenAIChatCompletionsHandler()
+        key = handler.get_streaming_scan_key([self._chunk("hi"), b"data: [DONE]"])
+        assert key.texts == ("hi",)
diff --git a/tests/test_litellm/llms/openai/image_generation/test_gpt_transformation.py b/tests/test_litellm/llms/openai/image_generation/test_gpt_transformation.py
new file mode 100644
index 00000000000..d9b87627b58
--- /dev/null
+++ b/tests/test_litellm/llms/openai/image_generation/test_gpt_transformation.py
@@ -0,0 +1,39 @@
+from unittest.mock import MagicMock
+
+import httpx
+import pytest
+
+from litellm.llms.azure.image_generation.gpt_transformation import AzureGPTImageGenerationConfig
+from litellm.llms.openai.image_generation.gpt_transformation import GPTImageGenerationConfig
+from litellm.types.utils import ImageResponse
+
+
+@pytest.mark.parametrize("config", [GPTImageGenerationConfig(), AzureGPTImageGenerationConfig()])
+def test_transform_image_generation_response_keeps_provider_echo(config):
+    raw_response = httpx.Response(
+        status_code=200,
+        json={
+            "created": 1788457009,
+            "data": [{"b64_json": "/9j/4AAQSkZJRg=="}],
+            "output_format": "jpeg",
+            "background": "opaque",
+            "quality": "low",
+            "size": "1024x1024",
+        },
+        request=httpx.Request("POST", "https://api.openai.com/v1/images/generations"),
+    )
+
+    image_response = config.transform_image_generation_response(
+        model="gpt-image-2",
+        raw_response=raw_response,
+        model_response=ImageResponse(),
+        logging_obj=MagicMock(),
+        request_data={"prompt": "a red apple", "output_format": "jpeg"},
+        optional_params={"output_format": "jpeg"},
+        litellm_params={},
+        encoding=None,
+    )
+
+    assert image_response.output_format == "jpeg"
+    assert image_response.quality == "low"
+    assert image_response.background == "opaque"
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
index 447175b09a6..a453708040e 100644
--- a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_handler.py
@@ -5,6 +5,8 @@ Tests the handler's ability to process input/output for the Responses API
 with guardrail transformations.
 """
 
+import copy
+from collections.abc import Callable
 from typing import Any, List, Literal, Optional, Tuple
 from unittest.mock import AsyncMock, MagicMock
 
@@ -19,6 +21,10 @@ from litellm.llms import get_guardrail_translation_mapping
 from litellm.llms.openai.responses.guardrail_translation.handler import (
     OpenAIResponsesHandler,
 )
+from litellm.llms.openai.responses.guardrail_translation.tool_merge import merge_guardrailed_tools
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
 from litellm.types.llms.openai import ResponsesAPIResponse
 from litellm.types.responses.main import GenericResponseOutputItem, OutputText
 from litellm.types.utils import CallTypes, GenericGuardrailAPIInputs
@@ -828,6 +834,24 @@ class MockPassThroughGuardrail(CustomGuardrail):
         return inputs
 
 
+class MockRecordingGuardrail(MockPassThroughGuardrail):
+    """Pass-through guardrail that records every apply_guardrail inputs payload"""
+
+    def __init__(self, **kwargs):
+        super().__init__(**kwargs)
+        self.seen_inputs: List[GenericGuardrailAPIInputs] = []
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        self.seen_inputs.append(inputs)
+        return inputs
+
+
 class TestOpenAIResponsesHandlerStreamingOutputProcessing:
     """Test streaming output processing functionality"""
 
@@ -1104,6 +1128,80 @@ class TestOpenAIResponsesHandlerStreamingOutputProcessing:
         output_text = result[-1]["response"]["output"][0]["content"][0]["text"]
         assert output_text == original_text
 
+    @pytest.mark.asyncio
+    async def test_failed_stream_scans_delta_text(self):
+        """A stream ending in response.failed has text only in delta events; the
+        fallback scan must assemble and scan it instead of skipping on an empty string."""
+        handler = OpenAIResponsesHandler()
+        guardrail = MockRecordingGuardrail(guardrail_name="test")
+
+        responses_so_far = [
+            {"type": "response.created", "response": {"id": "resp_123"}},
+            {"type": "response.output_item.added", "item": {"type": "message", "id": "msg_123"}},
+            {
+                "type": "response.output_text.delta",
+                "item_id": "msg_123",
+                "output_index": 0,
+                "content_index": 0,
+                "delta": "Hello",
+            },
+            {
+                "type": "response.output_text.delta",
+                "item_id": "msg_123",
+                "output_index": 0,
+                "content_index": 0,
+                "delta": " world",
+            },
+            {"type": "response.failed", "response": {"id": "resp_123", "status": "failed"}},
+        ]
+
+        result = await handler.process_output_streaming_response(
+            responses_so_far=responses_so_far,
+            guardrail_to_apply=guardrail,
+            litellm_logging_obj=None,
+        )
+
+        assert result == responses_so_far
+        assert [inputs.get("texts") for inputs in guardrail.seen_inputs] == [["Hello world"]]
+
+    def test_get_streaming_string_so_far_prefers_done_text_over_deltas(self):
+        """The done event repeats the whole part, so deltas must not be double counted;
+        a part with no done event yet still contributes its joined deltas."""
+        handler = OpenAIResponsesHandler()
+
+        events = [
+            {
+                "type": "response.output_text.delta",
+                "item_id": "msg_1",
+                "output_index": 0,
+                "content_index": 0,
+                "delta": "Hello",
+            },
+            {
+                "type": "response.output_text.delta",
+                "item_id": "msg_1",
+                "output_index": 0,
+                "content_index": 0,
+                "delta": " world",
+            },
+            {
+                "type": "response.output_text.done",
+                "item_id": "msg_1",
+                "output_index": 0,
+                "content_index": 0,
+                "text": "Hello world",
+            },
+            {
+                "type": "response.output_text.delta",
+                "item_id": "msg_2",
+                "output_index": 1,
+                "content_index": 0,
+                "delta": "; unfinished",
+            },
+        ]
+
+        assert handler.get_streaming_string_so_far(events) == "Hello world; unfinished"
+
 
 class TestGetStructuredMessages:
     """Test the get_structured_messages method for Responses API handler."""
@@ -1195,14 +1293,14 @@ class TestOpenAIResponsesHandlerToolInjection:
     """A tool a guardrail injects must survive the write-back to Responses format."""
 
     def test_merge_keeps_guardrail_appended_tool(self):
-        """_merge_tools_after_guardrail must not drop the extra appended tool."""
-        handler = OpenAIResponsesHandler()
+        """merge_guardrailed_tools must not drop the extra appended tool."""
         original = [{"type": "function", "name": "a"}]
-        remapped = [
-            {"type": "function", "name": "a"},
-            {"type": "function", "name": "b"},
+        groups = [form.chat_tools for form in LiteLLMCompletionResponsesConfig.responses_tools_to_chat_forms(original)]
+        guardrailed = [
+            *groups[0],
+            {"type": "function", "function": {"name": "b", "description": "", "parameters": {"type": "object"}}},
         ]
-        merged = handler._merge_tools_after_guardrail(original, remapped)
+        merged = merge_guardrailed_tools(original, groups, guardrailed)
         assert [t["name"] for t in merged] == ["a", "b"]
 
     @pytest.mark.asyncio
@@ -1229,3 +1327,1014 @@ class TestOpenAIResponsesHandlerToolInjection:
         names = [t.get("name") for t in result["tools"]]
         assert "get_weather" in names
         assert "injected_tool" in names
+
+
+COMPRESSED_MARKER = "[compressed document; retrieve the full text with hash=b573993006976af767214fac]"
+
+
+class StructuredRewriteGuardrail(CustomGuardrail):
+    """Guardrail that rewrites whole messages via structured_messages and leaves
+    texts untouched, the way message-compressing guardrails do."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        first_user = next(i for i, m in enumerate(messages) if m.get("role") == "user")
+        rewritten = [
+            {**m, "content": COMPRESSED_MARKER} if i == first_user else m for i, m in enumerate(messages)
+        ]
+        return {**inputs, "structured_messages": rewritten}
+
+
+class ToolOutputRewriteGuardrail(CustomGuardrail):
+    """Guardrail that compresses the first tool-result row, the way Headroom does."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        first_tool = next(i for i, m in enumerate(messages) if isinstance(m, dict) and m.get("role") == "tool")
+        rewritten = [
+            {**m, "content": COMPRESSED_MARKER} if i == first_tool else m for i, m in enumerate(messages)
+        ]
+        return {**inputs, "structured_messages": rewritten}
+
+
+class DroppingRewriteGuardrail(CustomGuardrail):
+    """Guardrail that rewrites the first user row and drops the last row, so the
+    rewrite can only land through the full-conversion fallback."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        first_user = next(i for i, m in enumerate(messages) if isinstance(m, dict) and m.get("role") == "user")
+        rewritten = [
+            {**m, "content": COMPRESSED_MARKER} if i == first_user else m for i, m in enumerate(messages)
+        ]
+        return {**inputs, "structured_messages": rewritten[:-1]}
+
+
+def _texts(item: dict) -> list[str]:
+    content = item.get("content")
+    if isinstance(content, str):
+        return [content]
+    return [part["text"] for part in content]
+
+
+class TestStructuredMessagesWriteBack:
+    """A guardrail's structured_messages rewrite must land in the Responses request,
+    not only the per-text mapping the chat handler shares with it."""
+
+    @pytest.mark.asyncio
+    async def test_list_input_gets_rewritten_messages_and_keeps_instructions(self):
+        handler = OpenAIResponsesHandler()
+        data = {
+            "model": "gpt-5.6",
+            "instructions": "Answer from the memo only.",
+            "input": [
+                {"role": "user", "content": "memo " * 400},
+                {"role": "assistant", "content": "Understood."},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert result["instructions"] == "Answer from the memo only."
+        user_items = [item for item in result["input"] if item.get("role") == "user"]
+        assert [_texts(item) for item in user_items] == [[COMPRESSED_MARKER], ["What is the codename?"]]
+        assert not any(item.get("role") == "system" for item in result["input"])
+        assert _texts(next(item for item in result["input"] if item.get("role") == "assistant")) == ["Understood."]
+
+    @pytest.mark.asyncio
+    async def test_string_input_becomes_rewritten_message_list(self):
+        handler = OpenAIResponsesHandler()
+        data = {"model": "gpt-5.6", "input": "memo " * 400}
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert [_texts(item) for item in result["input"]] == [[COMPRESSED_MARKER]]
+        assert "instructions" not in result
+
+    @pytest.mark.asyncio
+    async def test_developer_item_preserved_verbatim_by_row_patch(self):
+        handler = OpenAIResponsesHandler()
+        developer_item = {"role": "developer", "content": "Always answer in French."}
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                developer_item,
+                {"role": "user", "content": "memo " * 400},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert result["input"][0] is developer_item
+        assert developer_item["content"] == "Always answer in French."
+        assert _texts(result["input"][1]) == [COMPRESSED_MARKER]
+        assert _texts(result["input"][2]) == ["What is the codename?"]
+
+    @pytest.mark.asyncio
+    async def test_reasoning_and_function_call_items_survive_tool_output_compression(self):
+        handler = OpenAIResponsesHandler()
+        reasoning_item = {
+            "id": "rs_123",
+            "type": "reasoning",
+            "summary": [],
+            "encrypted_content": "gAAAAA-signed-reasoning",
+        }
+        function_call_item = {
+            "id": "fc_123",
+            "type": "function_call",
+            "call_id": "call_abc",
+            "name": "read_document",
+            "arguments": '{"path": "memo.txt"}',
+            "status": "completed",
+        }
+        data = {
+            "model": "gpt-5.6",
+            "instructions": "Answer from the memo only.",
+            "input": [
+                reasoning_item,
+                function_call_item,
+                {"type": "function_call_output", "call_id": "call_abc", "output": "memo " * 400},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, ToolOutputRewriteGuardrail())
+
+        assert result["instructions"] == "Answer from the memo only."
+        assert result["input"][0] is reasoning_item
+        assert reasoning_item["encrypted_content"] == "gAAAAA-signed-reasoning"
+        assert result["input"][1] is function_call_item
+        assert function_call_item["id"] == "fc_123"
+        assert result["input"][2] == {
+            "type": "function_call_output",
+            "call_id": "call_abc",
+            "output": COMPRESSED_MARKER,
+        }
+        assert result["input"][3] == {"role": "user", "content": "What is the codename?"}
+
+    @pytest.mark.asyncio
+    async def test_web_search_call_item_preserved_verbatim(self):
+        handler = OpenAIResponsesHandler()
+        web_search_item = {
+            "id": "ws_123",
+            "type": "web_search_call",
+            "status": "completed",
+            "action": {"type": "search", "query": "codename memo"},
+        }
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                web_search_item,
+                {"role": "user", "content": "memo " * 400},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert result["input"][0] is web_search_item
+        assert _texts(result["input"][1]) == [COMPRESSED_MARKER]
+        assert _texts(result["input"][2]) == ["What is the codename?"]
+
+    @pytest.mark.asyncio
+    async def test_row_count_change_falls_back_to_full_conversion(self):
+        handler = OpenAIResponsesHandler()
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                {"role": "developer", "content": "Always answer in French."},
+                {"role": "user", "content": "memo " * 400},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, DroppingRewriteGuardrail())
+
+        assert len(result["input"]) == 2
+        developer = next(item for item in result["input"] if item.get("role") == "developer")
+        assert developer["content"] == [{"type": "input_text", "text": "Always answer in French."}]
+        assert _texts(next(item for item in result["input"] if item.get("role") == "user")) == [COMPRESSED_MARKER]
+
+    @pytest.mark.asyncio
+    async def test_same_inputs_object_back_keeps_the_text_mapping(self):
+        handler = OpenAIResponsesHandler()
+        original_input = [
+            {"role": "user", "content": "Hello"},
+            {"role": "user", "content": [{"type": "input_text", "text": "Again"}]},
+        ]
+        data = {"model": "gpt-5.6", "input": original_input}
+
+        result = await handler.process_input_messages(data, MockGuardrail())
+
+        assert result["input"] is original_input
+        assert [_texts(item) for item in result["input"]] == [["Hello [GUARDRAILED]"], ["Again [GUARDRAILED]"]]
+
+
+class AllToolOutputsRewriteGuardrail(CustomGuardrail):
+    """Guardrail that compresses every tool-result row."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        rewritten = [
+            {**m, "content": COMPRESSED_MARKER} if isinstance(m, dict) and m.get("role") == "tool" else m
+            for m in messages
+        ]
+        return {**inputs, "structured_messages": rewritten}
+
+
+class AssistantRewriteGuardrail(CustomGuardrail):
+    """Guardrail that rewrites the first assistant row's content."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        first = next(i for i, m in enumerate(messages) if isinstance(m, dict) and m.get("role") == "assistant")
+        rewritten = [{**m, "content": COMPRESSED_MARKER} if i == first else m for i, m in enumerate(messages)]
+        return {**inputs, "structured_messages": rewritten}
+
+
+class DictStructuredMessagesGuardrail(CustomGuardrail):
+    """Guardrail that hands back a raw evaluation dict instead of a message list,
+    the way HiddenLayer v2 does."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        return {**inputs, "structured_messages": {"evaluation": "allowed", "messages": []}}
+
+
+def _parallel_tool_call_input() -> list:
+    return [
+        {"id": "fc_1", "type": "function_call", "call_id": "call_1", "name": "read_a", "arguments": "{}"},
+        {"id": "fc_2", "type": "function_call", "call_id": "call_2", "name": "read_b", "arguments": "{}"},
+        {"type": "function_call_output", "call_id": "call_1", "output": "memo " * 400},
+        {"type": "function_call_output", "call_id": "call_2", "output": "note " * 400},
+        {"role": "user", "content": "What is the codename?"},
+    ]
+
+
+class TestProvenancePatching:
+    """The O(n) provenance pass must keep patching rewritten rows in place for the
+    shapes real agent loops produce, and fall back safely everywhere else."""
+
+    @pytest.mark.asyncio
+    async def test_parallel_tool_call_outputs_both_patched(self):
+        handler = OpenAIResponsesHandler()
+        raw_input = _parallel_tool_call_input()
+        fc_1, fc_2 = raw_input[0], raw_input[1]
+        data = {"model": "gpt-5.6", "input": raw_input}
+
+        result = await handler.process_input_messages(data, AllToolOutputsRewriteGuardrail())
+
+        assert result["input"][0] is fc_1
+        assert result["input"][1] is fc_2
+        assert result["input"][2] == {"type": "function_call_output", "call_id": "call_1", "output": COMPRESSED_MARKER}
+        assert result["input"][3] == {"type": "function_call_output", "call_id": "call_2", "output": COMPRESSED_MARKER}
+        assert result["input"][4] == {"role": "user", "content": "What is the codename?"}
+
+    @pytest.mark.asyncio
+    async def test_assistant_turn_with_tool_call_keeps_items_verbatim(self):
+        handler = OpenAIResponsesHandler()
+        assistant_item = {"role": "assistant", "content": "Let me read the memo."}
+        function_call_item = {
+            "id": "fc_9",
+            "type": "function_call",
+            "call_id": "call_9",
+            "name": "read_document",
+            "arguments": '{"path": "memo.txt"}',
+        }
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                assistant_item,
+                function_call_item,
+                {"type": "function_call_output", "call_id": "call_9", "output": "memo " * 400},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, ToolOutputRewriteGuardrail())
+
+        assert result["input"][0] is assistant_item
+        assert result["input"][1] is function_call_item
+        assert result["input"][2] == {"type": "function_call_output", "call_id": "call_9", "output": COMPRESSED_MARKER}
+
+    @pytest.mark.asyncio
+    async def test_rewrite_of_merged_tool_call_message_falls_back(self):
+        handler = OpenAIResponsesHandler()
+        raw_input = _parallel_tool_call_input()
+        data = {"model": "gpt-5.6", "input": raw_input}
+
+        result = await handler.process_input_messages(data, AssistantRewriteGuardrail())
+
+        assert not any(item is original for item in result["input"] for original in raw_input)
+        assistant_items = [item for item in result["input"] if item.get("role") == "assistant"]
+        assert [_texts(item) for item in assistant_items] == [[COMPRESSED_MARKER]]
+
+    @pytest.mark.asyncio
+    async def test_rewrite_of_lone_function_call_message_falls_back(self):
+        handler = OpenAIResponsesHandler()
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                {"id": "fc_1", "type": "function_call", "call_id": "call_1", "name": "read_a", "arguments": "{}"},
+                {"type": "function_call_output", "call_id": "call_1", "output": "memo memo"},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        raw_input = data["input"]
+        result = await handler.process_input_messages(data, AssistantRewriteGuardrail())
+
+        assert not any(item is original for item in result["input"] for original in raw_input)
+        assistant_items = [item for item in result["input"] if item.get("role") == "assistant"]
+        assert [_texts(item) for item in assistant_items] == [[COMPRESSED_MARKER]]
+
+    def test_provenance_bails_on_non_mapping_item(self):
+        from litellm.llms.openai.responses.guardrail_translation.handler import _input_item_provenance
+
+        assert _input_item_provenance(["not a mapping"], []) is None
+
+    def test_provenance_bails_when_expected_messages_disagree(self):
+        from litellm.llms.openai.responses.guardrail_translation.handler import _input_item_provenance
+
+        assert _input_item_provenance([{"role": "user", "content": "hi"}], [{"role": "user", "content": "bye"}]) is None
+
+    def test_provenance_bails_on_unpredicted_merge(self):
+        from litellm.llms.openai.responses.guardrail_translation.handler import _input_item_provenance
+        from litellm.responses.litellm_completion_transformation.transformation import (
+            LiteLLMCompletionResponsesConfig,
+        )
+
+        raw_input = [
+            {"id": "fc_1", "type": "function_call", "call_id": "call_1", "name": "read_a", "arguments": "{}"},
+            {"role": "assistant", "content": "Reading the memo now."},
+        ]
+        expected = LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=raw_input, responses_api_request={}
+        )
+        assert len(expected) == 1
+        assert _input_item_provenance(raw_input, expected) is None
+
+    def test_provenance_maps_and_taints_parallel_tool_calls(self):
+        from litellm.llms.openai.responses.guardrail_translation.handler import _input_item_provenance
+        from litellm.responses.litellm_completion_transformation.transformation import (
+            LiteLLMCompletionResponsesConfig,
+        )
+
+        raw_input = _parallel_tool_call_input()
+        expected = LiteLLMCompletionResponsesConfig.transform_responses_api_input_to_messages(
+            input=raw_input, responses_api_request={}
+        )
+        provenance = _input_item_provenance(raw_input, expected)
+        assert provenance is not None
+        item_for_message, tainted = provenance
+        assert tainted == {0}
+        assert dict(item_for_message) == {1: 2, 2: 3, 3: 4}
+
+
+class TestDictStructuredMessagesGuard:
+    """A guardrail handing back a non-list structured_messages payload must not
+    blow up the request; the write-back is skipped instead."""
+
+    @pytest.mark.asyncio
+    async def test_list_input_survives_dict_structured_messages(self):
+        handler = OpenAIResponsesHandler()
+        original_input = [{"role": "user", "content": "Hello"}]
+        data = {"model": "gpt-5.6", "input": original_input}
+
+        result = await handler.process_input_messages(data, DictStructuredMessagesGuardrail())
+
+        assert result["input"] is original_input
+        assert result["input"] == [{"role": "user", "content": "Hello"}]
+
+    @pytest.mark.asyncio
+    async def test_string_input_survives_dict_structured_messages(self):
+        handler = OpenAIResponsesHandler()
+        data = {"model": "gpt-5.6", "input": "Hello there"}
+
+        result = await handler.process_input_messages(data, DictStructuredMessagesGuardrail())
+
+        assert result["input"] == "Hello there"
+
+
+class SystemRewriteGuardrail(CustomGuardrail):
+    """Guardrail that rewrites the system row, the way prompt-hardening guardrails do."""
+
+    def __init__(self, rewritten_content: Any = COMPRESSED_MARKER):
+        super().__init__()
+        self.rewritten_content = rewritten_content
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        messages = list(inputs.get("structured_messages") or [])
+        first = next(i for i, m in enumerate(messages) if isinstance(m, dict) and m.get("role") == "system")
+        rewritten = [
+            {**m, "content": self.rewritten_content} if i == first else m for i, m in enumerate(messages)
+        ]
+        return {**inputs, "structured_messages": rewritten}
+
+
+class TestPatchEdgeBranches:
+    @pytest.mark.asyncio
+    async def test_multimodal_user_item_rewritten_through_conversion(self):
+        handler = OpenAIResponsesHandler()
+        data = {
+            "model": "gpt-5.6",
+            "input": [
+                {"role": "user", "content": [{"type": "input_text", "text": "memo " * 400}]},
+                {"role": "user", "content": "What is the codename?"},
+            ],
+        }
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert _texts(result["input"][0]) == [COMPRESSED_MARKER]
+        assert result["input"][1] == {"role": "user", "content": "What is the codename?"}
+
+    @pytest.mark.asyncio
+    async def test_instructions_rewrite_lands_in_instructions_field(self):
+        handler = OpenAIResponsesHandler()
+        user_item = {"role": "user", "content": "What is the codename?"}
+        data = {
+            "model": "gpt-5.6",
+            "instructions": "Answer from the memo only.",
+            "input": [user_item],
+        }
+
+        result = await handler.process_input_messages(data, SystemRewriteGuardrail())
+
+        assert result["instructions"] == COMPRESSED_MARKER
+        assert result["input"][0] is user_item
+
+    @pytest.mark.asyncio
+    async def test_non_string_instructions_rewrite_falls_back(self):
+        handler = OpenAIResponsesHandler()
+        user_item = {"role": "user", "content": "What is the codename?"}
+        data = {
+            "model": "gpt-5.6",
+            "instructions": "Answer from the memo only.",
+            "input": [user_item],
+        }
+
+        result = await handler.process_input_messages(
+            data, SystemRewriteGuardrail(rewritten_content=[{"type": "text", "text": COMPRESSED_MARKER}])
+        )
+
+        assert result["input"][0] is not user_item
+
+    @pytest.mark.asyncio
+    async def test_unpredicted_merge_falls_back_through_patch(self):
+        handler = OpenAIResponsesHandler()
+        raw_input = [
+            {"id": "fc_1", "type": "function_call", "call_id": "call_1", "name": "read_a", "arguments": "{}"},
+            {"role": "assistant", "content": "Reading the memo now."},
+            {"type": "function_call_output", "call_id": "call_1", "output": "memo memo"},
+            {"role": "user", "content": "memo " * 400},
+        ]
+        data = {"model": "gpt-5.6", "input": raw_input}
+
+        result = await handler.process_input_messages(data, StructuredRewriteGuardrail())
+
+        assert not any(item is original for item in result["input"] for original in raw_input)
+        user_items = [item for item in result["input"] if item.get("role") == "user"]
+        assert _texts(user_items[0]) == [COMPRESSED_MARKER]
+
+    def test_item_rewrite_field_ignores_non_string_type(self):
+        from litellm.llms.openai.responses.guardrail_translation.handler import _item_rewrite_field
+
+        assert _item_rewrite_field({"type": 123, "content": "hello"}) is None
+
+
+class ToolEditingGuardrail(CustomGuardrail):
+    """Guardrail that rewrites the flattened chat tools it was handed through ``edit``"""
+
+    def __init__(self, edit: Callable[[list[dict]], list[dict]], **kwargs):
+        super().__init__(**kwargs)
+        self.edit = edit
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Any | None = None,
+    ) -> GenericGuardrailAPIInputs:
+        inputs["tools"] = self.edit(list(inputs.get("tools") or []))
+        return inputs
+
+
+def _codex_request(input_value):
+    """A Responses API request shaped like what the Codex CLI sends when an MCP server is configured"""
+    return {
+        "model": "gpt-5.3-codex",
+        "input": input_value,
+        "tools": [
+            {
+                "type": "function",
+                "name": "get_weather",
+                "description": "Weather lookup",
+                "parameters": {"type": "object", "properties": {"city": {"type": "string"}}},
+                "strict": False,
+            },
+            {
+                "type": "namespace",
+                "name": "mcp__confluence",
+                "description": "Confluence tools",
+                "tools": [
+                    {
+                        "type": "function",
+                        "name": "confluence_get_page",
+                        "description": "Get a page",
+                        "parameters": {"type": "object", "properties": {"id": {"type": "string"}}, "required": ["id"]},
+                        "strict": False,
+                    },
+                    {
+                        "type": "function",
+                        "name": "confluence_search",
+                        "description": "Search pages",
+                        "parameters": {"type": "object", "properties": {"q": {"type": "string"}}},
+                        "strict": False,
+                    },
+                ],
+            },
+            {
+                "type": "custom",
+                "name": "apply_patch",
+                "description": "Apply a patch",
+                "format": {"type": "grammar", "syntax": "lark", "definition": 'start: "x"'},
+            },
+            {"type": "web_search"},
+        ],
+    }
+
+
+def _tool_named(tools, name):
+    return next(tool for tool in tools if tool.get("name") == name)
+
+
+class TestOpenAIResponsesHandlerNamespaceTools:
+    """Codex sends MCP tools as ``namespace`` tools; a guardrail must never flatten them (GH #39183)"""
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "input_value",
+        ["hi", [{"role": "user", "content": "hi", "type": "message"}]],
+        ids=["string_input", "list_input"],
+    )
+    async def test_pass_through_guardrail_leaves_tools_untouched(self, input_value):
+        data = _codex_request(input_value)
+        expected_tools = copy.deepcopy(data["tools"])
+
+        result = await OpenAIResponsesHandler().process_input_messages(
+            data, MockPassThroughGuardrail(guardrail_name="test")
+        )
+
+        assert result["tools"] == expected_tools
+
+    @pytest.mark.asyncio
+    async def test_appending_guardrail_keeps_namespace_and_adds_tool(self):
+        data = _codex_request("hi")
+        expected_tools = copy.deepcopy(data["tools"])
+
+        result = await OpenAIResponsesHandler().process_input_messages(
+            data, ToolAppendingGuardrail(guardrail_name="test")
+        )
+
+        assert result["tools"][:-1] == expected_tools
+        assert result["tools"][-1]["type"] == "function"
+        assert result["tools"][-1]["name"] == "injected_tool"
+
+    @pytest.mark.asyncio
+    async def test_dropping_one_member_prunes_only_that_member(self):
+        data = _codex_request("hi")
+        expected_tools = copy.deepcopy(data["tools"])
+        guardrail = ToolEditingGuardrail(
+            edit=lambda tools: [t for t in tools if t["function"]["name"] != "mcp__confluence__confluence_search"],
+            guardrail_name="test",
+        )
+
+        result = await OpenAIResponsesHandler().process_input_messages(data, guardrail)
+
+        namespace = _tool_named(result["tools"], "mcp__confluence")
+        assert [member["name"] for member in namespace["tools"]] == ["confluence_get_page"]
+        assert namespace["tools"][0] == expected_tools[1]["tools"][0]
+        assert [t for t in result["tools"] if t is not namespace] == [expected_tools[0], *expected_tools[2:]]
+
+    @pytest.mark.asyncio
+    async def test_editing_a_member_lands_on_that_member_without_the_namespace_prefix(self):
+        data = _codex_request("hi")
+        expected_tools = copy.deepcopy(data["tools"])
+
+        def redact_search(tools):
+            for tool in tools:
+                if tool["function"]["name"] == "mcp__confluence__confluence_search":
+                    tool["function"]["description"] = "Confluence tools\n\nREDACTED"
+            return tools
+
+        result = await OpenAIResponsesHandler().process_input_messages(
+            data, ToolEditingGuardrail(edit=redact_search, guardrail_name="test")
+        )
+
+        namespace = _tool_named(result["tools"], "mcp__confluence")
+        assert namespace["tools"][0] == expected_tools[1]["tools"][0]
+        assert namespace["tools"][1] == {**expected_tools[1]["tools"][1], "description": "REDACTED"}
+        assert {k: v for k, v in namespace.items() if k != "tools"} == {
+            k: v for k, v in expected_tools[1].items() if k != "tools"
+        }
+
+    @pytest.mark.asyncio
+    async def test_dropping_every_member_drops_the_namespace(self):
+        data = _codex_request("hi")
+        expected_tools = copy.deepcopy(data["tools"])
+        guardrail = ToolEditingGuardrail(
+            edit=lambda tools: [t for t in tools if not t["function"]["name"].startswith("mcp__confluence__")],
+            guardrail_name="test",
+        )
+
+        result = await OpenAIResponsesHandler().process_input_messages(data, guardrail)
+
+        assert result["tools"] == [expected_tools[0], *expected_tools[2:]]
+
+    @pytest.mark.asyncio
+    async def test_edited_top_level_function_is_rewritten_in_place(self):
+        data = _codex_request("hi")
+        expected_tools = copy.deepcopy(data["tools"])
+
+        def rename_weather(tools):
+            for tool in tools:
+                if tool["function"]["name"] == "get_weather":
+                    tool["function"]["description"] = "Weather lookup (guarded)"
+            return tools
+
+        result = await OpenAIResponsesHandler().process_input_messages(
+            data, ToolEditingGuardrail(edit=rename_weather, guardrail_name="test")
+        )
+
+        assert result["tools"][0] == {**expected_tools[0], "description": "Weather lookup (guarded)"}
+        assert result["tools"][1:] == expected_tools[1:]
+
+
+class TestOpenAIResponsesHandlerMalformedTools:
+    @pytest.mark.asyncio
+    async def test_request_tools_that_are_not_a_list_never_reach_the_guardrail(self):
+        handler = OpenAIResponsesHandler()
+        seen: list[list[dict]] = []
+
+        def record(tools):
+            seen.append(tools)
+            return tools
+
+        guardrail = ToolEditingGuardrail(edit=record, guardrail_name="test")
+        data = {"input": "hi", "tools": {"type": "function", "name": "get_weather"}}
+
+        result = await handler.process_input_messages(data, guardrail)
+
+        assert seen == [[]]
+        assert result["input"] == "hi"
+
+
+class TestBuildBlockSseChunks:
+    """build_block_sse_chunks turns a streaming ModifyResponseException into 200 SSE events"""
+
+    def _exc(self, original_response=None):
+        from litellm.exceptions import ModifyResponseException
+
+        return ModifyResponseException(
+            message="Blocked by policy.",
+            model="gpt-5.4-mini",
+            request_data={},
+            guardrail_name="test",
+            original_response=original_response,
+        )
+
+    def _payloads(self, chunks):
+        import json
+
+        return [json.loads(chunk.decode().removeprefix("data: ").strip()) for chunk in chunks]
+
+    def test_standalone_block_emits_complete_synthetic_stream(self):
+        handler = OpenAIResponsesHandler()
+        payloads = self._payloads(handler.build_block_sse_chunks(self._exc(), stream_started=False))
+        types = [payload["type"] for payload in payloads]
+        assert types[0] == "response.created"
+        assert types[-1] == "response.completed"
+        completed = payloads[-1]["response"]
+        assert completed["id"].startswith("resp_")
+        assert completed["model"] == "gpt-5.4-mini"
+        assert completed["output"][0]["content"][0]["text"] == "Blocked by policy."
+
+    def test_continuation_appends_item_at_next_output_index_with_real_usage(self):
+        handler = OpenAIResponsesHandler()
+        yielded = [
+            {"type": "response.created", "response": {"id": "resp_live", "model": "gpt-5.4-mini-2026-01-01"}},
+            {"type": "response.output_item.added", "output_index": 2, "item": {"id": "msg_orig"}},
+        ]
+        original = yielded + [
+            {
+                "type": "response.completed",
+                "response": {
+                    "id": "resp_live",
+                    "model": "gpt-5.4-mini-2026-01-01",
+                    "output": [],
+                    "usage": {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28},
+                },
+            }
+        ]
+        payloads = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=original), stream_started=True, responses_so_far=yielded
+            )
+        )
+        types = [payload["type"] for payload in payloads]
+        assert "response.created" not in types
+        assert types[0] == "response.output_item.done"
+        assert payloads[0]["output_index"] == 2
+        assert payloads[0]["item"]["id"] == "msg_orig"
+        assert payloads[0]["item"]["status"] == "completed"
+        assert types[1] == "response.output_item.added"
+        assert payloads[1]["output_index"] == 3
+        completed = payloads[-1]["response"]
+        assert completed["id"] == "resp_live"
+        assert completed["model"] == "gpt-5.4-mini-2026-01-01"
+        assert completed["output"][0]["content"][0]["text"] == "Blocked by policy."
+        assert completed["usage"] == {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28}
+
+    def test_continuation_reads_usage_from_typed_completed_event(self):
+        from litellm.types.llms.openai import (
+            ResponseCompletedEvent,
+            ResponsesAPIResponse,
+            ResponsesAPIStreamEvents,
+        )
+
+        handler = OpenAIResponsesHandler()
+        original = [
+            ResponseCompletedEvent(
+                type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+                response=ResponsesAPIResponse.model_validate(
+                    {
+                        "id": "resp_live",
+                        "created_at": 1,
+                        "model": "gpt-5.4-mini",
+                        "output": [],
+                        "usage": {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28},
+                    }
+                ),
+            )
+        ]
+        payloads = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=original), stream_started=True, responses_so_far=[]
+            )
+        )
+        completed = payloads[-1]["response"]
+        assert completed["usage"]["input_tokens"] == 7
+        assert completed["usage"]["output_tokens"] == 21
+        assert completed["usage"]["total_tokens"] == 28
+
+    def test_continuation_closes_open_item_given_pydantic_events_with_enum_types(self):
+        from litellm.types.llms.openai import (
+            BaseLiteLLMOpenAIResponseObject,
+            ContentPartAddedEvent,
+            OutputItemAddedEvent,
+            OutputTextDeltaEvent,
+            ResponsesAPIStreamEvents,
+        )
+
+        handler = OpenAIResponsesHandler()
+        open_item = GenericResponseOutputItem.model_validate(
+            {"type": "message", "id": "msg_live", "status": "in_progress", "role": "assistant", "content": []}
+        )
+        yielded = [
+            OutputItemAddedEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_ITEM_ADDED, output_index=0, item=open_item
+            ),
+            ContentPartAddedEvent(
+                type=ResponsesAPIStreamEvents.CONTENT_PART_ADDED,
+                item_id="msg_live",
+                output_index=0,
+                content_index=0,
+                part=BaseLiteLLMOpenAIResponseObject.model_validate(
+                    {"type": "output_text", "text": "", "annotations": []}
+                ),
+            ),
+            OutputTextDeltaEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+                item_id="msg_live",
+                output_index=0,
+                content_index=0,
+                delta="partial ",
+            ),
+            OutputTextDeltaEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+                item_id="msg_live",
+                output_index=0,
+                content_index=0,
+                delta="text",
+            ),
+        ]
+        payloads = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=yielded), stream_started=True, responses_so_far=yielded
+            )
+        )
+        types = [payload["type"] for payload in payloads]
+        assert types[:3] == [
+            "response.output_text.done",
+            "response.content_part.done",
+            "response.output_item.done",
+        ]
+        assert payloads[0]["text"] == "partial text"
+        assert payloads[2]["item"]["id"] == "msg_live"
+        assert payloads[2]["item"]["status"] == "completed"
+        assert payloads[2]["item"]["content"][0]["text"] == "partial text"
+        assert types[3] == "response.output_item.added"
+        assert payloads[3]["output_index"] == 1
+
+    def test_continuation_closes_open_function_call_as_incomplete(self):
+        handler = OpenAIResponsesHandler()
+        yielded = [
+            {"type": "response.created", "response": {"id": "resp_live", "model": "gpt-5.4-mini"}},
+            {
+                "type": "response.output_item.added",
+                "output_index": 0,
+                "item": {
+                    "id": "fc_live",
+                    "type": "function_call",
+                    "status": "in_progress",
+                    "call_id": "call_1",
+                    "name": "run_payment",
+                    "arguments": "",
+                },
+            },
+            {
+                "type": "response.function_call_arguments.delta",
+                "item_id": "fc_live",
+                "output_index": 0,
+                "delta": '{"amount": 100}',
+            },
+        ]
+        payloads = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=yielded), stream_started=True, responses_so_far=yielded
+            )
+        )
+        types = [payload["type"] for payload in payloads]
+        assert types[0] == "response.output_item.done"
+        closed = payloads[0]["item"]
+        assert closed["id"] == "fc_live"
+        assert closed["type"] == "function_call"
+        assert closed["status"] == "incomplete"
+        assert closed["name"] == "run_payment"
+        assert "content" not in closed
+        assert types[1] == "response.output_item.added"
+        assert payloads[1]["output_index"] == 1
+        assert types[-1] == "response.completed"
+
+    def test_continuation_without_open_item_emits_no_closing_events(self):
+        handler = OpenAIResponsesHandler()
+        yielded = [
+            {"type": "response.created", "response": {"id": "resp_live", "model": "gpt-5.4-mini"}},
+            {"type": "response.in_progress", "response": {"id": "resp_live"}},
+        ]
+        payloads = self._payloads(
+            handler.build_block_sse_chunks(
+                self._exc(original_response=yielded), stream_started=True, responses_so_far=yielded
+            )
+        )
+        types = [payload["type"] for payload in payloads]
+        assert types[0] == "response.output_item.added"
+        assert types[-1] == "response.completed"
+        dones = [payload for payload in payloads if payload["type"] == "response.output_item.done"]
+        assert len(dones) == 1
+        assert dones[0]["item"]["content"][0]["text"] == "Blocked by policy."
+
+
+class TestOpenAIResponsesHandlerStreamingScanKey:
+    """get_streaming_scan_key mirrors what process_output_streaming_response would scan"""
+
+    @staticmethod
+    def _delta(sequence_number, text):
+        return {
+            "type": "response.output_text.delta",
+            "sequence_number": sequence_number,
+            "item_id": "msg_1",
+            "output_index": 0,
+            "content_index": 0,
+            "delta": text,
+        }
+
+    def test_no_events_yields_no_key(self):
+        assert OpenAIResponsesHandler().get_streaming_scan_key([]) is None
+
+    def test_key_accumulates_deltas_while_the_stream_is_open(self):
+        from litellm.llms.base_llm.guardrail_translation.base_translation import StreamingScanKey
+
+        key = OpenAIResponsesHandler().get_streaming_scan_key([self._delta(0, "hel"), self._delta(1, "lo")])
+        assert key == StreamingScanKey(texts=("hello",))
+
+    def test_typed_delta_events_accumulate_like_dicts(self):
+        from litellm.types.llms.openai import OutputTextDeltaEvent
+
+        events = [
+            OutputTextDeltaEvent(
+                type="response.output_text.delta",
+                item_id="msg_1",
+                output_index=0,
+                content_index=0,
+                delta=text,
+                sequence_number=i,
+            )
+            for i, text in enumerate(("hel", "lo"))
+        ]
+        key = OpenAIResponsesHandler().get_streaming_scan_key(events)
+        assert key.texts == ("hello",)
+        assert key.stream_ended is False
+
+    def test_events_without_text_leave_the_key_unchanged(self):
+        handler = OpenAIResponsesHandler()
+        events = [self._delta(0, "hi")]
+        quiet = events + [{"type": "response.in_progress", "sequence_number": 1}]
+        assert handler.get_streaming_scan_key(quiet) == handler.get_streaming_scan_key(events)
+
+    @staticmethod
+    def _completed(sequence_number, output):
+        return {"type": "response.completed", "sequence_number": sequence_number, "response": {"output": output}}
+
+    def test_completed_event_keys_on_the_final_output_text(self):
+        handler = OpenAIResponsesHandler()
+        message = {"type": "message", "content": [{"type": "output_text", "text": "hi"}]}
+        open_key = handler.get_streaming_scan_key([self._delta(0, "hi")])
+        ended_key = handler.get_streaming_scan_key([self._delta(0, "hi"), self._completed(1, [message])])
+        assert ended_key.stream_ended is True
+        assert ended_key == open_key
+
+    def test_completed_event_with_a_function_call_changes_the_key(self):
+        handler = OpenAIResponsesHandler()
+        message = {"type": "message", "content": [{"type": "output_text", "text": "hi"}]}
+        function_call = {"type": "function_call", "call_id": "call_1", "name": "get_weather", "arguments": "{}"}
+        open_key = handler.get_streaming_scan_key([self._delta(0, "hi")])
+        ended_key = handler.get_streaming_scan_key([self._delta(0, "hi"), self._completed(1, [message, function_call])])
+        assert ended_key.texts == ("hi",)
+        assert len(ended_key.tool_calls) == 1 and "get_weather" in ended_key.tool_calls[0]
+        assert ended_key != open_key
+
+    def test_completed_event_reads_every_output_text_part(self):
+        from litellm.types.responses.main import GenericResponseOutputItem, OutputText
+
+        item = GenericResponseOutputItem(
+            type="message",
+            id="msg_1",
+            status="completed",
+            role="assistant",
+            content=[
+                OutputText(type="output_text", text="one", annotations=[]),
+                OutputText(type="output_text", text="two", annotations=[]),
+            ],
+        )
+        key = OpenAIResponsesHandler().get_streaming_scan_key([self._completed(0, [item])])
+        assert key.texts == ("one", "two")
+
+    def test_output_item_done_round_is_never_deduped(self):
+        done = {"type": "response.output_item.done", "sequence_number": 1, "item": {"type": "function_call"}}
+        assert OpenAIResponsesHandler().get_streaming_scan_key([self._delta(0, "hi"), done]) is None
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_tool_merge.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_tool_merge.py
new file mode 100644
index 00000000000..9c236d81f51
--- /dev/null
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_guardrail_tool_merge.py
@@ -0,0 +1,198 @@
+"""
+Unit tests for merge_guardrailed_tools, which writes guardrail-returned chat tools back onto the
+Responses API request tools they were flattened from
+"""
+
+import copy
+
+from litellm.llms.openai.responses.guardrail_translation.tool_merge import merge_guardrailed_tools
+from litellm.responses.litellm_completion_transformation.transformation import (
+    LiteLLMCompletionResponsesConfig,
+)
+from litellm.types.proxy.guardrails.guardrail_hooks.generic_guardrail_api import GuardrailToolParam
+
+
+def _groups(tools):
+    return [form.chat_tools for form in LiteLLMCompletionResponsesConfig.responses_tools_to_chat_forms(tools)]
+
+
+def _flat(groups):
+    return [chat_tool for group in groups for chat_tool in group]
+
+
+def _function(name, description=""):
+    return {"type": "function", "name": name, "description": description, "parameters": {"type": "object"}}
+
+
+def test_unchanged_tools_come_back_as_the_original_objects():
+    original = [
+        _function("a"),
+        {"type": "namespace", "name": "ns", "description": "NS", "tools": [_function("x"), _function("y")]},
+        {"type": "mcp", "server_label": "deepwiki", "server_url": "https://mcp.deepwiki.com/mcp"},
+        {"type": "web_search"},
+    ]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, _flat(groups))
+
+    assert list(merged) == original
+    assert all(merged_tool is original_tool for merged_tool, original_tool in zip(merged, original))
+
+
+def test_guardrail_reordering_unchanged_tools_keeps_request_order():
+    original = [_function("a"), {"type": "namespace", "name": "ns", "tools": [_function("x")]}, {"type": "web_search"}]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, list(reversed(_flat(groups))))
+
+    assert list(merged) == original
+
+
+def test_duplicate_function_names_are_matched_by_ordinal():
+    original = [_function("dup", "first"), _function("dup", "second")]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, _flat(groups)[:1])
+
+    assert list(merged) == [original[0]]
+
+
+def test_interleaved_duplicate_names_keep_their_own_ordinals():
+    original = [
+        _function("dup", "a"),
+        _function("other", "x"),
+        _function("dup", "b"),
+        _function("dup", "c"),
+        _function("other", "y"),
+    ]
+    groups = _groups(original)
+    flat = _flat(groups)
+    edited = {**flat[3], "function": {**flat[3]["function"], "description": "changed"}}
+
+    merged = merge_guardrailed_tools(original, groups, [*flat[:3], edited, flat[4]])
+
+    assert list(merged) == [*original[:3], {**_function("dup", "changed"), "strict": False}, original[4]]
+    assert all(merged[position] is original[position] for position in (0, 1, 2, 4))
+
+
+def test_edited_mcp_tool_is_rewritten():
+    original = [{"type": "mcp", "server_label": "deepwiki", "server_url": "https://mcp.deepwiki.com/mcp"}]
+    groups = _groups(original)
+    edited = [{**groups[0][0], "allowed_tools": ["read_wiki_structure"]}]
+
+    merged = merge_guardrailed_tools(original, groups, edited)
+
+    assert list(merged) == edited
+
+
+def test_injected_tool_lands_after_the_request_tools_when_request_had_none():
+    injected = {"type": "function", "function": {"name": "b", "description": "d", "parameters": {"type": "object"}}}
+
+    merged = merge_guardrailed_tools([], [], [injected])
+
+    assert list(merged) == [
+        {"type": "function", "name": "b", "description": "d", "parameters": {"type": "object"}, "strict": False}
+    ]
+
+
+def test_empty_guardrail_output_keeps_only_tools_never_sent_to_the_guardrail():
+    original = [_function("a"), {"type": "web_search"}, {"type": "namespace", "name": "ns", "tools": [_function("x")]}]
+
+    merged = merge_guardrailed_tools(original, _groups(original), [])
+
+    assert list(merged) == [{"type": "web_search"}]
+
+
+def test_member_edit_strips_only_the_namespace_description_prefix():
+    original = [{"type": "namespace", "name": "ns", "description": "NS", "tools": [_function("x", "X doc")]}]
+    groups = _groups(original)
+    assert groups[0][0]["function"]["description"] == "NS\n\nX doc"
+    edited = [{**groups[0][0], "function": {**groups[0][0]["function"], "description": "NS\n\nX doc (guarded)"}}]
+
+    merged = merge_guardrailed_tools(original, groups, edited)
+
+    assert list(merged) == [
+        {"type": "namespace", "name": "ns", "description": "NS", "tools": [_function("x", "X doc (guarded)")]}
+    ]
+
+
+def test_namespace_keeps_a_non_function_member_when_a_function_member_is_edited():
+    custom_member = {"type": "custom", "name": "grep", "description": "Grep", "format": {"type": "text"}}
+    original = [
+        {"type": "namespace", "name": "ns", "description": "NS", "tools": [_function("read", "Read"), custom_member]}
+    ]
+    groups = _groups(original)
+    edited = copy.deepcopy(_flat(groups))
+    edited[0]["function"]["description"] = "NS\n\nEDITED"
+
+    merged = merge_guardrailed_tools(original, groups, edited)
+
+    assert len(merged) == 1
+    assert [member["name"] for member in merged[0]["tools"]] == ["read", "grep"]
+    assert merged[0]["tools"][0]["description"] == "EDITED"
+    assert merged[0]["tools"][1] == custom_member
+
+
+def test_namespace_keeps_its_non_function_members_when_every_function_member_is_dropped():
+    custom_member = {"type": "custom", "name": "grep", "description": "Grep", "format": {"type": "text"}}
+    original = [
+        {"type": "namespace", "name": "ns", "description": "NS", "tools": [_function("read"), custom_member]},
+        _function("a"),
+    ]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, [groups[1][0]])
+
+    assert list(merged) == [{"type": "namespace", "name": "ns", "description": "NS", "tools": [custom_member]}, _function("a")]
+
+
+def test_member_extras_edited_by_the_guardrail_land_on_that_member():
+    original = [{"type": "namespace", "name": "ns", "tools": [_function("read")]}]
+    groups = _groups(original)
+    edited = copy.deepcopy(_flat(groups))
+    edited[0]["cache_control"] = {"type": "ephemeral"}
+
+    merged = merge_guardrailed_tools(original, groups, edited)
+
+    assert merged[0]["tools"][0]["cache_control"] == {"type": "ephemeral"}
+    assert merged[0]["tools"][0]["name"] == "read"
+
+
+def test_guardrail_output_is_read_once():
+    original = [_function("a"), {"type": "namespace", "name": "ns", "tools": [_function("x")]}]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, (chat_tool for chat_tool in _flat(groups)))
+
+    assert list(merged) == original
+
+
+def test_pydantic_guardrail_tools_round_trip_like_dicts():
+    original = [_function("a"), {"type": "namespace", "name": "ns", "tools": [_function("x", "X doc")]}]
+    groups = _groups(original)
+    models = [GuardrailToolParam.model_validate(chat_tool) for chat_tool in _flat(groups)]
+
+    merged = merge_guardrailed_tools(original, groups, models)
+
+    assert list(merged) == original
+    assert all(merged_tool is original_tool for merged_tool, original_tool in zip(merged, original))
+
+
+def test_pydantic_guardrail_edit_lands_on_the_member():
+    original = [{"type": "namespace", "name": "ns", "tools": [_function("x", "X doc")]}]
+    groups = _groups(original)
+    edited = copy.deepcopy(_flat(groups))
+    edited[0]["function"]["description"] = "EDITED"
+
+    merged = merge_guardrailed_tools(original, groups, [GuardrailToolParam.model_validate(edited[0])])
+
+    assert list(merged) == [{"type": "namespace", "name": "ns", "tools": [_function("x", "EDITED")]}]
+
+
+def test_non_object_guardrail_items_are_dropped():
+    original = [_function("a")]
+    groups = _groups(original)
+
+    merged = merge_guardrailed_tools(original, groups, [*_flat(groups), "junk", None])
+
+    assert list(merged) == original
diff --git a/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py b/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
index b0ffd1845fe..4ac072d0ca6 100644
--- a/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
+++ b/tests/test_litellm/llms/openai/responses/test_openai_responses_transformation.py
@@ -1718,6 +1718,8 @@ class TestResponsesSurfaceSharesTheEffortRule:
             ("gpt-5.6-sol", None, False),
             ("gpt-5.6-terra", "none", True),
             ("gpt-5.6-terra", "medium", False),
+            ("gpt-6-astra", None, False),
+            ("gpt-6-astra", "low", False),
         ],
     )
     def test_temperature_follows_the_resolved_effort(
diff --git a/tests/test_litellm/llms/openai/test_gpt5_transformation.py b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
index 9c5bd34d59a..c86ce4df2ac 100644
--- a/tests/test_litellm/llms/openai/test_gpt5_transformation.py
+++ b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
@@ -1505,3 +1505,17 @@ class TestACatalogueOlderThanTheCodeDoesNotStripTemperature:
             drop_params=True,
         )
         assert "temperature" not in mapped
+
+
+def test_gpt_6_astra_takes_the_reasoning_series_request_shape():
+    params = litellm.get_optional_params(
+        model="gpt-6-astra",
+        custom_llm_provider="openai",
+        max_tokens=100,
+        reasoning_effort="max",
+        verbosity="low",
+    )
+    assert params["max_completion_tokens"] == 100
+    assert "max_tokens" not in params
+    assert params["reasoning_effort"] == "max"
+    assert params["verbosity"] == "low"
diff --git a/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py b/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
index 1095819c98c..107a1afb2c6 100644
--- a/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
+++ b/tests/test_litellm/llms/openai/test_is_model_gpt_5_model.py
@@ -41,6 +41,8 @@ from litellm.llms.azure.chat.gpt_5_transformation import AzureOpenAIGPT5Config
 
 # Models that MUST be classified as GPT-5 (routed through GPT-5 reasoning path)
 GPT5_MODELS = [
+    "gpt-6-astra",
+    "openai/gpt-6-astra",
     "gpt-5",
     "gpt-5.1",
     "gpt-5.2",
@@ -120,6 +122,8 @@ class TestOpenAIGPT5ConfigIsModelGpt5Model:
 # /v1/responses bridge (when reasoning_effort is set and tools are passed) on
 # is_model_gpt_5_4_plus_model, so the gpt-5.6 family must land on the True side.
 GPT5_4_PLUS_MODELS = [
+    "gpt-6-astra",
+    "openai/gpt-6-astra",
     "gpt-5.4",
     "gpt-5.5",
     "gpt-5.5-pro",
diff --git a/tests/test_litellm/llms/openai/test_openai.py b/tests/test_litellm/llms/openai/test_openai.py
new file mode 100644
index 00000000000..136b837f191
--- /dev/null
+++ b/tests/test_litellm/llms/openai/test_openai.py
@@ -0,0 +1,52 @@
+import pytest
+
+from litellm.llms.openai.openai import OpenAIChatCompletion
+
+
+@pytest.mark.parametrize(
+    "api_base",
+    [
+        None,
+        "https://api.openai.com/v1",
+        "https://api.openai.com:443/v1",
+        "https://southcentralus.privatelink.api.openai.com/v1",
+        "https://eu.api.openai.com/v1",
+        "https://us.api.openai.com/v1",
+        "HTTPS://API.OPENAI.COM/v1/",
+    ],
+)
+def test_get_stream_options_defaults_include_usage_on_every_openai_backed_host(api_base):
+    """
+    PrivateLink and regional hostnames reach the real OpenAI backend, so a stream with no caller
+    stream_options must ask for the usage chunk exactly as the default base does. Regression guard
+    for LIT-6875: spend for those deployments fell back to local token counting.
+    """
+    assert OpenAIChatCompletion().get_stream_options(stream_options=None, api_base=api_base) == {
+        "stream_options": {"include_usage": True}
+    }
+
+
+@pytest.mark.parametrize(
+    "api_base",
+    [
+        "https://my-gateway.example/v1",
+        "https://api.openai.com.evil.example/v1",
+        "https://notapi.openai.com/v1",
+        "https://gateway.example/v1?upstream=api.openai.com",
+        "https://openai.internal.example/api.openai.com/v1",
+    ],
+)
+def test_get_stream_options_leaves_foreign_hosts_without_a_usage_default(api_base):
+    """Only the host decides: an OpenAI-compatible backend elsewhere may not support stream_options at all."""
+    assert OpenAIChatCompletion().get_stream_options(stream_options=None, api_base=api_base) == {}
+
+
+@pytest.mark.parametrize(
+    "api_base",
+    ["https://southcentralus.privatelink.api.openai.com/v1", "https://my-gateway.example/v1"],
+)
+def test_get_stream_options_passes_caller_stream_options_through_on_any_host(api_base):
+    caller_options = {"include_usage": False}
+    assert OpenAIChatCompletion().get_stream_options(stream_options=caller_options, api_base=api_base) == {
+        "stream_options": caller_options
+    }
diff --git a/tests/test_litellm/llms/openai/test_openai_common_utils.py b/tests/test_litellm/llms/openai/test_openai_common_utils.py
index 3ae29e411e8..d3c21c5bd5a 100644
--- a/tests/test_litellm/llms/openai/test_openai_common_utils.py
+++ b/tests/test_litellm/llms/openai/test_openai_common_utils.py
@@ -7,7 +7,7 @@ import pytest
 
 import litellm
 from litellm.litellm_core_utils.token_counter import token_counter
-from litellm.llms.openai.common_utils import BaseOpenAILLM
+from litellm.llms.openai.common_utils import BaseOpenAILLM, is_openai_backed_api_base
 
 # Test parameters for different API functions
 API_FUNCTION_PARAMS = [
@@ -392,3 +392,22 @@ async def test_async_genuine_bad_request_still_raises(provider, stream):
 
     with pytest.raises(litellm.BadRequestError):
         await _call_and_drain()
+
+
+@pytest.mark.parametrize(
+    ("api_base", "expected"),
+    [
+        ("https://api.openai.com/v1", True),
+        ("https://api.openai.com:443/v1/", True),
+        ("https://southcentralus.privatelink.api.openai.com/v1", True),
+        ("https://eu.api.openai.com/v1", True),
+        ("HTTPS://API.OPENAI.COM/v1", True),
+        ("https://my-gateway.example/v1", False),
+        ("https://api.openai.com.evil.example/v1", False),
+        ("https://notapi.openai.com/v1", False),
+        ("https://gateway.example/v1?upstream=api.openai.com", False),
+        ("not a url", False),
+    ],
+)
+def test_is_openai_backed_api_base_decides_by_hostname_only(api_base, expected):
+    assert is_openai_backed_api_base(api_base) is expected
diff --git a/tests/test_litellm/llms/openai/test_openai_workload_identity.py b/tests/test_litellm/llms/openai/test_openai_workload_identity.py
index d8d9936e9a1..db107e00df0 100644
--- a/tests/test_litellm/llms/openai/test_openai_workload_identity.py
+++ b/tests/test_litellm/llms/openai/test_openai_workload_identity.py
@@ -85,6 +85,31 @@ class TestResolveConfig:
     def test_plaintext_http_api_base_disables(self, wif_env: OpenAIWorkloadIdentityConfig) -> None:
         assert resolve_openai_workload_identity_config(api_key=None, api_base="http://api.openai.com/v1") is None
 
+    @pytest.mark.parametrize(
+        "api_base",
+        (
+            "https://southcentralus.privatelink.api.openai.com/v1",
+            "https://eu.api.openai.com/v1",
+            "https://us.api.openai.com/v1",
+        ),
+    )
+    def test_openai_backed_api_base_allows(self, wif_env: OpenAIWorkloadIdentityConfig, api_base: str) -> None:
+        assert resolve_openai_workload_identity_config(api_key=None, api_base=api_base) == wif_env
+
+    @pytest.mark.parametrize(
+        "api_base",
+        (
+            "https://api.openai.com.evil.example/v1",
+            "https://openai.com/v1",
+            "https://euapi.openai.com/v1",
+            "http://southcentralus.privatelink.api.openai.com/v1",
+        ),
+    )
+    def test_lookalike_or_plaintext_api_base_disables(
+        self, wif_env: OpenAIWorkloadIdentityConfig, api_base: str
+    ) -> None:
+        assert resolve_openai_workload_identity_config(api_key=None, api_base=api_base) is None
+
     def test_foreign_env_base_url_disables(
         self, wif_env: OpenAIWorkloadIdentityConfig, monkeypatch: pytest.MonkeyPatch
     ) -> None:
@@ -158,6 +183,14 @@ class TestClientConstruction:
         assert client.api_key == "workload-identity-auth"
         assert client._workload_identity_auth is not None
 
+    def test_privatelink_client_uses_workload_identity(self, wif_env: OpenAIWorkloadIdentityConfig) -> None:
+        client: Final = OpenAIChatCompletion()._get_openai_client(
+            is_async=False, api_key=None, api_base="https://southcentralus.privatelink.api.openai.com/v1"
+        )
+        assert isinstance(client, OpenAI)
+        assert client.api_key == "workload-identity-auth"
+        assert client._workload_identity_auth is not None
+
     def test_static_key_client_unaffected(self, wif_env: OpenAIWorkloadIdentityConfig) -> None:
         client: Final = OpenAIChatCompletion()._get_openai_client(is_async=False, api_key="sk-static", api_base=None)
         assert isinstance(client, OpenAI)
@@ -231,6 +264,16 @@ class TestResponsesValidateEnvironment:
         )
         assert headers["Authorization"] == "Bearer None"
 
+    @respx.mock
+    def test_privatelink_api_base_mints_bearer(self, wif_env: OpenAIWorkloadIdentityConfig) -> None:
+        mock_token_exchange()
+        headers: Final = OpenAIResponsesAPIConfig().validate_environment(
+            headers={},
+            model="gpt-4o-mini",
+            litellm_params=GenericLiteLLMParams(api_base="https://southcentralus.privatelink.api.openai.com/v1"),
+        )
+        assert headers["Authorization"] == "Bearer exchanged-bearer-token"
+
     def test_litellm_proxy_subclass_never_mints_wif(self, wif_env: OpenAIWorkloadIdentityConfig) -> None:
         headers: Final = LiteLLMProxyResponsesAPIConfig().validate_environment(
             headers={}, model="gpt-4o-mini", litellm_params=GenericLiteLLMParams()
diff --git a/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py b/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
index 9a6a039a470..67a56fdcd79 100644
--- a/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
+++ b/tests/test_litellm/llms/openai_like/messages/test_openai_like_anthropic_messages_transformation.py
@@ -318,3 +318,203 @@ def test_json_provider_messages_config_probes_capabilities_under_provider_slug()
     )
     assert JSONProviderAnthropicMessagesConfig(provider).custom_llm_provider == "exampleprovider"
     assert OpenAILikeAnthropicMessagesConfig().custom_llm_provider == "anthropic"
+
+
+def _cache_control_request_params() -> tuple[list, dict]:
+    messages = [
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "write a regex for a US phone number",
+                    "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                }
+            ],
+        }
+    ]
+    optional_params = {
+        "max_tokens": 256,
+        "system": [
+            {
+                "type": "text",
+                "text": "You are Claude Code.",
+                "cache_control": {"type": "ephemeral", "ttl": "5m"},
+            }
+        ],
+        "tools": [
+            {
+                "name": "lookup",
+                "input_schema": {"type": "object"},
+                "cache_control": {"type": "ephemeral", "ttl": "1h"},
+            }
+        ],
+    }
+    return messages, optional_params
+
+
+def test_request_strips_cache_control_ttl_everywhere(config):
+    """Regression: Claude Code always sends ``cache_control: {type: ephemeral,
+    ttl: 1h}``, and strict non-Anthropic /v1/messages validators 400 the whole
+    request on the ttl extension (``cache_control.ttl: 1h is not supported``)."""
+    messages, optional_params = _cache_control_request_params()
+
+    payload = config.transform_anthropic_messages_request(
+        model="some-model",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert payload["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral"}
+    assert payload["system"][0]["cache_control"] == {"type": "ephemeral"}
+    assert payload["tools"][0]["cache_control"] == {"type": "ephemeral"}
+    assert messages[0]["content"][0]["cache_control"] == {"type": "ephemeral", "ttl": "1h"}
+
+
+def test_request_defaults_missing_cache_control_type_and_drops_non_dict(config):
+    payload = config.transform_anthropic_messages_request(
+        model="some-model",
+        messages=[
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": "a", "cache_control": {"ttl": "1h"}},
+                    {"type": "text", "text": "b", "cache_control": None},
+                ],
+            }
+        ],
+        anthropic_messages_optional_request_params={"max_tokens": 64},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    blocks = payload["messages"][0]["content"]
+    assert blocks[0]["cache_control"] == {"type": "ephemeral"}
+    assert "cache_control" not in blocks[1]
+
+
+def test_native_anthropic_config_keeps_cache_control_ttl():
+    """Anthropic itself accepts ttl, so the normalization must stay scoped to
+    the OpenAI-like passthrough and never reach the native Anthropic path."""
+    from litellm.llms.anthropic.experimental_pass_through.messages.transformation import (
+        AnthropicMessagesConfig,
+    )
+
+    messages, optional_params = _cache_control_request_params()
+    payload = AnthropicMessagesConfig().transform_anthropic_messages_request(
+        model="claude-sonnet-4-20250514",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert payload["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral", "ttl": "1h"}
+    assert payload["system"][0]["cache_control"] == {"type": "ephemeral", "ttl": "5m"}
+
+
+def test_deployment_opt_in_keeps_cache_control_ttl():
+    config = OpenAILikeAnthropicMessagesConfig(cache_control_ttl=True)
+    payload = config.transform_anthropic_messages_request(
+        model="some-model",
+        messages=[
+            {
+                "role": "user",
+                "content": [{"type": "text", "text": "hi", "cache_control": {"type": "ephemeral", "ttl": "1h"}}],
+            }
+        ],
+        anthropic_messages_optional_request_params={"max_tokens": 16},
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+    assert payload["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral", "ttl": "1h"}
+
+
+def test_json_provider_constraint_opts_into_cache_control_ttl():
+    from litellm.llms.openai_like.json_loader import SimpleProviderConfig
+    from litellm.llms.openai_like.messages.transformation import (
+        JSONProviderAnthropicMessagesConfig,
+    )
+
+    base_data = {"base_url": "https://api.example.com/v1", "api_key_env": "EXAMPLE_API_KEY"}
+    strict = JSONProviderAnthropicMessagesConfig(SimpleProviderConfig(slug="strictprov", data=base_data))
+    lenient = JSONProviderAnthropicMessagesConfig(
+        SimpleProviderConfig(slug="lenientprov", data={**base_data, "constraints": {"cache_control_ttl": True}})
+    )
+
+    def transform(provider_config):
+        messages, optional_params = _cache_control_request_params()
+        return provider_config.transform_anthropic_messages_request(
+            model="some-model",
+            messages=messages,
+            anthropic_messages_optional_request_params=optional_params,
+            litellm_params=GenericLiteLLMParams(),
+            headers={},
+        )
+
+    assert transform(strict)["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral"}
+    assert transform(lenient)["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral", "ttl": "1h"}
+
+
+def test_request_strips_ttl_only_where_the_messages_api_defines_cache_control(config):
+    """Regression: the sanitizer must only touch ``cache_control`` where the
+    Messages API defines it (request, system, tools, content blocks, tool_result
+    content), never application data such as ``tool_use.input`` or a tool's
+    ``input_schema`` that happens to contain a ``cache_control`` key."""
+    tool_input = {"cache_control": {"type": "ephemeral", "ttl": "1h"}, "query": "x"}
+    input_schema = {
+        "type": "object",
+        "properties": {"cache_control": {"type": "string", "ttl": "1h"}},
+    }
+    messages = [
+        {
+            "role": "assistant",
+            "content": [{"type": "tool_use", "id": "toolu_1", "name": "lookup", "input": tool_input}],
+        },
+        {
+            "role": "user",
+            "content": [
+                {
+                    "type": "tool_result",
+                    "tool_use_id": "toolu_1",
+                    "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                    "content": [
+                        {"type": "text", "text": "result", "cache_control": {"type": "ephemeral", "ttl": "1h"}}
+                    ],
+                },
+                {"type": "text", "text": "plain string content stays", "cache_control": {"ttl": "1h"}},
+            ],
+        },
+        {"role": "user", "content": "a plain string message"},
+    ]
+    optional_params = {
+        "max_tokens": 64,
+        "cache_control": {"type": "ephemeral", "ttl": "1h"},
+        "tools": [
+            {
+                "name": "lookup",
+                "input_schema": input_schema,
+                "cache_control": {"type": "ephemeral", "ttl": "1h"},
+            }
+        ],
+    }
+
+    payload = config.transform_anthropic_messages_request(
+        model="some-model",
+        messages=messages,
+        anthropic_messages_optional_request_params=optional_params,
+        litellm_params=GenericLiteLLMParams(),
+        headers={},
+    )
+
+    assert payload["cache_control"] == {"type": "ephemeral"}
+    assert payload["tools"][0]["cache_control"] == {"type": "ephemeral"}
+    assert payload["tools"][0]["input_schema"] == input_schema
+    assert payload["messages"][0]["content"][0]["input"] == tool_input
+    tool_result = payload["messages"][1]["content"][0]
+    assert tool_result["cache_control"] == {"type": "ephemeral"}
+    assert tool_result["content"][0]["cache_control"] == {"type": "ephemeral"}
+    assert payload["messages"][1]["content"][1]["cache_control"] == {"type": "ephemeral"}
+    assert payload["messages"][2] == {"role": "user", "content": "a plain string message"}
diff --git a/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py b/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py
index 8a9ae4dae6d..62b4d003b45 100644
--- a/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py
+++ b/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search.py
@@ -2,6 +2,7 @@
 Tests for Parallel AI Search API integration (v1 endpoint).
 """
 
+import json
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -30,13 +31,41 @@ MOCK_V1_RESPONSE = {
 }
 
 
-def _mock_response():
+def _mock_response(payload=None):
     mock_response = MagicMock()
     mock_response.status_code = 200
-    mock_response.json.return_value = MOCK_V1_RESPONSE
+    mock_response.json.return_value = payload if payload is not None else MOCK_V1_RESPONSE
     return mock_response
 
 
+@pytest.fixture
+def httpx_transport(monkeypatch):
+    monkeypatch.setattr(  # test-quality-ok: respx needs HTTPX enabled to fake the provider HTTP boundary.
+        litellm,
+        "disable_aiohttp_transport",
+        True,
+    )
+    litellm.in_memory_llm_clients_cache.flush_cache()
+    yield
+    litellm.in_memory_llm_clients_cache.flush_cache()
+
+
+@pytest.fixture
+def bundled_cost_map(monkeypatch):
+    """Price lookups against the bundled cost map.
+
+    litellm caches model-info lookups, so swapping ``model_cost`` only takes
+    effect once those caches are invalidated -- on the way in and back out.
+    """
+    from litellm.utils import _invalidate_model_cost_lowercase_map
+
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    _invalidate_model_cost_lowercase_map()
+    yield
+    monkeypatch.undo()
+    _invalidate_model_cost_lowercase_map()
+
+
 class TestParallelAISearch:
     @pytest.fixture(autouse=True)
     def _set_api_key(self, monkeypatch):
@@ -135,9 +164,7 @@ class TestParallelAISearch:
             json_data = mock_post.call_args.kwargs.get("json")
             assert json_data["mode"] == "basic"
 
-    @pytest.mark.parametrize(
-        "processor,expected_mode", [("base", "basic"), ("pro", "advanced")]
-    )
+    @pytest.mark.parametrize("processor,expected_mode", [("base", "basic"), ("pro", "advanced")])
     @pytest.mark.asyncio
     async def test_legacy_processor_maps_to_mode(self, processor, expected_mode):
         with patch(
@@ -222,9 +249,7 @@ class TestParallelAISearch:
                 "arxiv.org",
                 "nature.com",
             ]
-            assert advanced_settings["source_policy"]["exclude_domains"] == [
-                "reddit.com"
-            ]
+            assert advanced_settings["source_policy"]["exclude_domains"] == ["reddit.com"]
             assert advanced_settings["excerpt_settings"]["max_chars_per_result"] == 1500
 
             assert "max_results" not in json_data
@@ -306,10 +331,7 @@ class TestParallelAISearch:
             )
 
             call_args = mock_post.call_args
-            assert (
-                call_args.kwargs["url"]
-                == "https://proxy.internal.example.com/v1/search"
-            )
+            assert call_args.kwargs["url"] == "https://proxy.internal.example.com/v1/search"
 
     @pytest.mark.asyncio
     async def test_caller_api_base_without_key_is_refused(self, monkeypatch):
@@ -338,3 +360,147 @@ class TestParallelAISearch:
                 query="AI developments",
                 search_provider="parallel_ai",
             )
+
+    @pytest.mark.asyncio
+    async def test_flat_source_and_fetch_params_nest_under_advanced_settings(self, respx_mock, httpx_transport):
+        route = respx_mock.post("https://api.parallel.ai/v1/search").respond(json=MOCK_V1_RESPONSE)
+
+        await litellm.asearch(
+            query="AI developments",
+            search_provider="parallel_ai",
+            objective="find peer-reviewed AI research",
+            include_domains=["arxiv.org"],
+            after_date="2026-01-01",
+            location="gb",
+            fetch_policy={"max_age_seconds": 600, "disable_cache_fallback": True},
+            client_model="claude-fable-5",
+        )
+
+        json_data = json.loads(route.calls[0].request.content)
+        assert json_data["objective"] == "find peer-reviewed AI research"
+        assert json_data["client_model"] == "claude-fable-5"
+
+        advanced_settings = json_data["advanced_settings"]
+        assert advanced_settings["location"] == "gb"
+        assert advanced_settings["fetch_policy"] == {
+            "max_age_seconds": 600,
+            "disable_cache_fallback": True,
+        }
+        assert advanced_settings["source_policy"]["include_domains"] == ["arxiv.org"]
+        assert advanced_settings["source_policy"]["after_date"] == "2026-01-01"
+
+        assert "include_domains" not in json_data
+        assert "after_date" not in json_data
+        assert "location" not in json_data
+        assert "fetch_policy" not in json_data
+
+    @pytest.mark.asyncio
+    async def test_response_preserves_raw_parallel_fields(self, respx_mock, httpx_transport):
+        respx_mock.post("https://api.parallel.ai/v1/search").respond(json=MOCK_V1_RESPONSE)
+
+        response = await litellm.asearch(
+            query="AI developments",
+            search_provider="parallel_ai",
+        )
+
+        dumped = response.model_dump()
+        assert dumped["search_id"] == "search_abc123"
+        assert dumped["session_id"] == "session_xyz"
+        assert dumped["parallel_usage"] == [{"name": "search_advanced", "count": 1}]
+
+        first = response.results[0].model_dump()
+        assert first["excerpts"] == ["First excerpt.", "Second excerpt."]
+
+    @pytest.mark.asyncio
+    async def test_response_normalizes_null_result_fields(self, respx_mock, httpx_transport):
+        response_payload = {
+            **MOCK_V1_RESPONSE,
+            "results": [{"url": None, "title": None, "publish_date": None, "excerpts": None}],
+        }
+        respx_mock.post("https://api.parallel.ai/v1/search").respond(json=response_payload)
+
+        response = await litellm.asearch(
+            query="AI developments",
+            search_provider="parallel_ai",
+        )
+
+        assert len(response.results) == 1
+        result = response.results[0]
+        assert result.url == ""
+        assert result.title == ""
+        assert result.snippet == ""
+        assert result.date is None
+        assert result.model_dump()["excerpts"] == ()
+
+    @pytest.mark.parametrize(
+        "mode,usage,max_results,expected_cost",
+        [
+            ("turbo", [{"name": "sku_search", "count": 1}], None, 0.001),
+            ("fast", [{"name": "sku_search", "count": 1}], None, 0.001),
+            ("basic", [{"name": "sku_search", "count": 1}], None, 0.005),
+            ("advanced", [{"name": "sku_search", "count": 1}], None, 0.005),
+            (
+                "basic",
+                [
+                    {"name": "sku_search", "count": 1},
+                    {"name": "sku_search_additional_results", "count": 2},
+                ],
+                20,
+                0.007,
+            ),
+            ("basic", None, 20, 0.015),
+        ],
+    )
+    @pytest.mark.asyncio
+    async def test_search_cost_uses_mode_and_provider_usage(
+        self, mode, usage, max_results, expected_cost, bundled_cost_map, respx_mock, httpx_transport
+    ):
+        response_payload = {**MOCK_V1_RESPONSE, "usage": usage}
+        respx_mock.post("https://api.parallel.ai/v1/search").respond(json=response_payload)
+
+        response = await litellm.asearch(
+            query="AI developments",
+            search_provider="parallel_ai",
+            mode=mode,
+            max_results=max_results,
+        )
+
+        assert response._hidden_params["response_cost"] == pytest.approx(expected_cost)
+
+    @pytest.mark.asyncio
+    async def test_search_cost_treats_keyword_queries_as_one_request(
+        self, bundled_cost_map, respx_mock, httpx_transport
+    ):
+        response_payload = {
+            **MOCK_V1_RESPONSE,
+            "usage": [{"name": "sku_search", "count": 1}],
+        }
+        respx_mock.post("https://api.parallel.ai/v1/search").respond(json=response_payload)
+
+        response = await litellm.asearch(
+            query=["AI developments", "machine learning trends"],
+            search_provider="parallel_ai",
+            mode="basic",
+        )
+
+        assert response._hidden_params["response_cost"] == pytest.approx(0.005)
+
+    @pytest.mark.asyncio
+    async def test_caller_cannot_supply_provider_usage(self, bundled_cost_map, respx_mock, httpx_transport):
+        """`_parallel_ai_usage` prices the request, so a caller must not be able to set it.
+
+        The provider reports no usage here, which is the case where a caller-supplied
+        value would otherwise survive into the cost calculation.
+        """
+        response_payload = {k: v for k, v in MOCK_V1_RESPONSE.items() if k != "usage"}
+        route = respx_mock.post("https://api.parallel.ai/v1/search").respond(json=response_payload)
+
+        response = await litellm.asearch(
+            query="AI developments",
+            search_provider="parallel_ai",
+            mode="basic",
+            _parallel_ai_usage=[{"name": "sku_search", "count": 0}],
+        )
+
+        assert response._hidden_params["response_cost"] == pytest.approx(0.005)
+        assert "_parallel_ai_usage" not in json.loads(route.calls[0].request.content)
diff --git a/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search_gateway.py b/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search_gateway.py
new file mode 100644
index 00000000000..72c69fc622c
--- /dev/null
+++ b/tests/test_litellm/llms/parallel_ai/test_parallel_ai_search_gateway.py
@@ -0,0 +1,191 @@
+"""Gateway coverage for Parallel AI Search."""
+
+from __future__ import annotations
+
+from collections.abc import Iterator
+from typing import Final
+from unittest.mock import AsyncMock
+
+import httpx
+import pytest
+from fastapi.testclient import TestClient
+
+import litellm
+from litellm import Router
+from litellm.integrations.websearch_interception.handler import (
+    WebSearchInterceptionLogger,
+)
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
+from litellm.proxy import proxy_server
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.types.utils import LlmProviders
+
+PARALLEL_SEARCH_URL: Final = "https://api.parallel.ai/v1/search"
+
+
+@pytest.fixture
+def client() -> TestClient:
+    return TestClient(proxy_server.app, raise_server_exceptions=False)
+
+
+@pytest.fixture
+def auth_as() -> Iterator[None]:
+    async def _authorized_request() -> UserAPIKeyAuth:
+        return UserAPIKeyAuth(
+            api_key="hashed-sk-test",
+            user_id="parallel-test-user",
+        )
+
+    previous: Final = proxy_server.app.dependency_overrides.get(user_api_key_auth)
+    proxy_server.app.dependency_overrides[user_api_key_auth] = _authorized_request
+    try:
+        yield
+    finally:
+        if previous is None:
+            proxy_server.app.dependency_overrides.pop(user_api_key_auth, None)
+        else:
+            proxy_server.app.dependency_overrides[user_api_key_auth] = previous
+
+
+def _parallel_search_body() -> dict[str, object]:
+    return {
+        "search_id": "search_parallel_gateway",
+        "results": [
+            {
+                "url": "https://example.com/parallel",
+                "title": "Parallel result",
+                "publish_date": "2026-08-13",
+                "excerpts": ["First excerpt", "Second excerpt"],
+            }
+        ],
+        "usage": [{"name": "sku_search", "count": 1}],
+    }
+
+
+def _parallel_router(mode: str = "turbo") -> Router:
+    return Router(
+        model_list=[],
+        search_tools=[
+            {
+                "search_tool_name": "parallel-search",
+                "litellm_params": {
+                    "search_provider": "parallel_ai",
+                    "api_key": "parallel-search-key",
+                    "mode": mode,
+                },
+            }
+        ],
+        num_retries=0,
+    )
+
+
+def _mock_async_post(
+    monkeypatch,
+    *,
+    url: str,
+    response_body: dict[str, object],
+) -> AsyncMock:
+    response = httpx.Response(
+        status_code=200,
+        json=response_body,
+        request=httpx.Request("POST", url),
+    )
+    mock_post = AsyncMock(return_value=response)
+    monkeypatch.setattr(AsyncHTTPHandler, "post", mock_post)
+    return mock_post
+
+
+def test_parallel_search_gateway_route(client, auth_as, monkeypatch):
+    """The named search route selects its configured Parallel Search tool.
+
+    The tool-level `mode` must survive the router hop, so the upstream request
+    is sent as `turbo` rather than falling back to the adapter default.
+    """
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    monkeypatch.setattr(proxy_server, "llm_router", _parallel_router())
+    mock_post = _mock_async_post(
+        monkeypatch,
+        url=PARALLEL_SEARCH_URL,
+        response_body=_parallel_search_body(),
+    )
+
+    response = client.post(
+        "/v1/search/parallel-search",
+        json={"query": "Parallel AI news", "max_results": 3},
+    )
+
+    assert response.status_code == 200, response.text
+    assert response.json()["results"] == [
+        {
+            "title": "Parallel result",
+            "url": "https://example.com/parallel",
+            "snippet": "First excerpt ... Second excerpt",
+            "date": "2026-08-13",
+            "last_updated": None,
+            "excerpts": ["First excerpt", "Second excerpt"],
+        }
+    ]
+
+    request_kwargs = mock_post.await_args.kwargs
+    assert request_kwargs["url"] == PARALLEL_SEARCH_URL
+    assert request_kwargs["headers"]["x-api-key"] == "parallel-search-key"
+    assert request_kwargs["json"] == {
+        "objective": "Parallel AI news",
+        "search_queries": ["Parallel AI news"],
+        "mode": "turbo",
+        "advanced_settings": {"max_results": 3},
+    }
+
+
+@pytest.mark.asyncio
+async def test_web_search_interception_executes_parallel_search(monkeypatch):
+    """An intercepted web-search call uses the configured Parallel Search tool."""
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    monkeypatch.setattr(proxy_server, "llm_router", _parallel_router(mode="fast"))
+    mock_post = _mock_async_post(
+        monkeypatch,
+        url=PARALLEL_SEARCH_URL,
+        response_body=_parallel_search_body(),
+    )
+    logger = WebSearchInterceptionLogger(
+        enabled_providers=[LlmProviders.OPENAI],
+        search_tool_name="parallel-search",
+    )
+
+    plan = await logger.async_build_responses_agentic_loop_plan(
+        tools={
+            "tool_calls": [
+                {
+                    "id": "fc_parallel",
+                    "call_id": "fc_parallel",
+                    "type": "function_call",
+                    "name": "litellm_web_search",
+                    "arguments": '{"query":"Parallel AI news"}',
+                    "input": {"query": "Parallel AI news"},
+                }
+            ]
+        },
+        model="gpt-5",
+        messages=[{"role": "user", "content": "Research Parallel"}],
+        response=None,
+        optional_params={"tools": [{"type": "function", "name": "litellm_web_search"}]},
+        logging_obj=None,
+        stream=False,
+        kwargs={"custom_llm_provider": "openai"},
+    )
+
+    assert plan.run_agentic_loop is True
+    assert plan.request_patch is not None
+    assert plan.request_patch.messages[-1] == {
+        "type": "function_call_output",
+        "call_id": "fc_parallel",
+        "output": (
+            "Title: Parallel result\nURL: https://example.com/parallel\nSnippet: First excerpt ... Second excerpt"
+        ),
+    }
+
+    request_kwargs = mock_post.await_args.kwargs
+    assert request_kwargs["url"] == PARALLEL_SEARCH_URL
+    assert request_kwargs["headers"]["x-api-key"] == "parallel-search-key"
+    assert request_kwargs["json"]["mode"] == "fast"
diff --git a/tests/test_litellm/llms/perplexity/test_perplexity_cost_calculator.py b/tests/test_litellm/llms/perplexity/test_perplexity_cost_calculator.py
index 117379c331a..6630039e92e 100644
--- a/tests/test_litellm/llms/perplexity/test_perplexity_cost_calculator.py
+++ b/tests/test_litellm/llms/perplexity/test_perplexity_cost_calculator.py
@@ -8,6 +8,7 @@ search queries, and reasoning tokens.
 import json
 import math
 import os
+from datetime import datetime, timezone
 from unittest.mock import patch
 
 import pytest
@@ -21,6 +22,7 @@ from litellm.llms.perplexity.cost_calculator import (
 )
 from litellm.types.utils import (
     CompletionTokensDetailsWrapper,
+    OffPeakPricing,
     Usage,
     PromptTokensDetailsWrapper,
 )
@@ -523,3 +525,94 @@ class TestPerplexityCostCalculator:
         )
 
         assert math.isclose(total_cost, 1000 * 1.4e-06 + 500 * 4.4e-06, rel_tol=1e-9)
+
+    OFF_PEAK_MODEL = "sonar-off-peak-test"
+    OFF_PEAK_WINDOW = "14:00-00:00"
+    INSIDE_WINDOW = datetime(2026, 9, 3, 17, 25, tzinfo=timezone.utc)
+    OUTSIDE_WINDOW = datetime(2026, 9, 3, 9, 0, tzinfo=timezone.utc)
+
+    def _register_off_peak_model(self, off_peak_pricing: OffPeakPricing) -> None:
+        litellm.model_cost[f"perplexity/{self.OFF_PEAK_MODEL}"] = {
+            "litellm_provider": "perplexity",
+            "mode": "chat",
+            "input_cost_per_token": 1e-06,
+            "output_cost_per_token": 1e-06,
+            "output_cost_per_reasoning_token": 3e-06,
+            "citation_cost_per_token": 2e-06,
+            "search_context_cost_per_query": {"search_context_size_low": 0.005},
+            "off_peak_pricing": off_peak_pricing,
+        }
+
+    def test_off_peak_window_swaps_in_the_off_peak_rates(self):
+        """
+        Regression (LIT-6874): a deployment configured with off_peak_pricing kept billing the
+        standard perplexity rates inside its window, while the same block on a deepseek
+        deployment billed the off-peak rates.
+        """
+        self._register_off_peak_model(
+            {"hours_utc": self.OFF_PEAK_WINDOW, "input_cost_per_token": 1e-07, "output_cost_per_token": 2e-07}
+        )
+        usage = Usage(prompt_tokens=1000, completion_tokens=200, total_tokens=1200)
+
+        prompt_cost, completion_cost = perplexity_cost_per_token(
+            model=self.OFF_PEAK_MODEL, usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(prompt_cost, 1000 * 1e-07, rel_tol=1e-10)
+        assert math.isclose(completion_cost, 200 * 2e-07, rel_tol=1e-10)
+
+        peak_prompt_cost, peak_completion_cost = perplexity_cost_per_token(
+            model=self.OFF_PEAK_MODEL, usage=usage, current_time=self.OUTSIDE_WINDOW
+        )
+
+        assert math.isclose(peak_prompt_cost, 1000 * 1e-06, rel_tol=1e-10)
+        assert math.isclose(peak_completion_cost, 200 * 1e-06, rel_tol=1e-10)
+
+    def test_off_peak_rates_leave_citation_search_and_reasoning_fees_alone(self):
+        """Inside the window only the plain input and output rates change: citation tokens, the
+        per-request search fee, and a dedicated reasoning rate keep billing as published."""
+        self._register_off_peak_model(
+            {"hours_utc": self.OFF_PEAK_WINDOW, "input_cost_per_token": 1e-07, "output_cost_per_token": 2e-07}
+        )
+        usage = Usage(
+            prompt_tokens=1000,
+            completion_tokens=200,
+            total_tokens=1200,
+            prompt_tokens_details=PromptTokensDetailsWrapper(web_search_requests=1),
+            completion_tokens_details=CompletionTokensDetailsWrapper(reasoning_tokens=50),
+        )
+        usage.citation_tokens = 100
+
+        prompt_cost, completion_cost = perplexity_cost_per_token(
+            model=self.OFF_PEAK_MODEL, usage=usage, current_time=self.INSIDE_WINDOW
+        )
+
+        assert math.isclose(prompt_cost, (1000 * 1e-07) + (100 * 2e-06), rel_tol=1e-10)
+        assert math.isclose(completion_cost, (150 * 2e-07) + (50 * 3e-06) + 0.005, rel_tol=1e-10)
+
+    def test_off_peak_defaults_to_the_current_time(self):
+        """The proxy's cost dispatch passes no clock, so an all-day window has to apply on the
+        default current time."""
+        self._register_off_peak_model(
+            {"hours_utc": "00:00-00:00", "input_cost_per_token": 1e-07, "output_cost_per_token": 2e-07}
+        )
+        usage = Usage(prompt_tokens=1000, completion_tokens=200, total_tokens=1200)
+
+        prompt_cost, completion_cost = perplexity_cost_per_token(model=self.OFF_PEAK_MODEL, usage=usage)
+
+        assert math.isclose(prompt_cost, 1000 * 1e-07, rel_tol=1e-10)
+        assert math.isclose(completion_cost, 200 * 2e-07, rel_tol=1e-10)
+
+    def test_provider_stated_cost_still_wins_inside_an_off_peak_window(self):
+        """A response that carries Perplexity's own metered cost bills that cost whatever the
+        window says; the caller strips it when the deployment carries custom pricing."""
+        self._register_off_peak_model(
+            {"hours_utc": "00:00-00:00", "input_cost_per_token": 1e-07, "output_cost_per_token": 2e-07}
+        )
+        usage = Usage(prompt_tokens=1000, completion_tokens=200, total_tokens=1200)
+        usage.cost = {"total_cost": 0.00501}
+
+        prompt_cost, completion_cost = perplexity_cost_per_token(model=self.OFF_PEAK_MODEL, usage=usage)
+
+        assert prompt_cost == 0.0
+        assert completion_cost == 0.00501
diff --git a/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py b/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
index 7085e45cdc3..e313b749d06 100644
--- a/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
+++ b/tests/test_litellm/llms/s3_vectors/vector_stores/test_s3_vectors_transformation.py
@@ -1,69 +1,256 @@
-from unittest.mock import MagicMock, Mock
+from collections.abc import Mapping
+from unittest.mock import AsyncMock, MagicMock, Mock, patch
 
 import httpx
 import pytest
 
+from litellm.llms.base_llm.vector_store.transformation import (
+    RouterVectorStoreEmbeddingExecutor,
+)
 from litellm.llms.s3_vectors.vector_stores.transformation import (
     S3VectorsVectorStoreConfig,
 )
+from litellm.types.utils import EmbeddingResponse
 from litellm.types.vector_stores import VectorStoreSearchResponse
 
+QUERY_VECTOR = [0.1, 0.2, 0.3]
+
+
+def _embedding_response(vector):
+    return EmbeddingResponse(data=[{"embedding": vector, "index": 0, "object": "embedding"}])
+
+
+class _RecordingExecutor:
+    def __init__(self, vector=QUERY_VECTOR):
+        self.vector = vector
+        self.calls = []
+
+    def embed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        self.calls.append((model, query, dict(configuration)))
+        return _embedding_response(self.vector)
+
+    async def aembed(self, model: str, query: str, configuration: Mapping[str, object]) -> EmbeddingResponse:
+        self.calls.append((model, query, dict(configuration)))
+        return _embedding_response(self.vector)
+
+
+def _logging_obj():
+    logging_obj = Mock()
+    logging_obj.model_call_details = {}
+    return logging_obj
+
+
+def _search_kwargs(**overrides):
+    kwargs = {
+        "vector_store_id": "test-bucket:test-index",
+        "query": "test query",
+        "vector_store_search_optional_params": {},
+        "api_base": "https://s3vectors.us-west-2.api.aws",
+        "litellm_logging_obj": _logging_obj(),
+        "litellm_params": {},
+        "extra_body": None,
+    }
+    kwargs.update(overrides)
+    return kwargs
+
 
 class TestS3VectorsVectorStoreConfig:
     def test_init(self):
-        """Test that S3VectorsVectorStoreConfig initializes correctly"""
         config = S3VectorsVectorStoreConfig()
         assert config is not None
 
     def test_get_supported_openai_params(self):
-        """Test that supported OpenAI params are returned"""
         config = S3VectorsVectorStoreConfig()
         params = config.get_supported_openai_params("test-model")
         assert "max_num_results" in params
 
     def test_get_complete_url(self):
-        """Test URL generation for S3 Vectors"""
         config = S3VectorsVectorStoreConfig()
         litellm_params = {"aws_region_name": "us-west-2"}
         url = config.get_complete_url(None, litellm_params)
         assert url == "https://s3vectors.us-west-2.api.aws"
 
-    def test_get_complete_url_missing_region(self):
-        """Test that missing region raises error"""
+    def test_get_complete_url_missing_region(self, monkeypatch):
+        """Missing region falls back to the default region (parity with ingestion)"""
+        monkeypatch.delenv("AWS_REGION_NAME", raising=False)
+        monkeypatch.delenv("AWS_REGION", raising=False)
         config = S3VectorsVectorStoreConfig()
-        litellm_params = {}
-        with pytest.raises(ValueError, match="aws_region_name is required"):
-            config.get_complete_url(None, litellm_params)
+        url = config.get_complete_url(None, {})
+        assert url == "https://s3vectors.us-west-2.api.aws"
+
+    def test_get_complete_url_uses_env_region(self, monkeypatch):
+        """Missing region param resolves from AWS_REGION_NAME env var"""
+        monkeypatch.setenv("AWS_REGION_NAME", "eu-west-1")
+        monkeypatch.delenv("AWS_REGION", raising=False)
+        config = S3VectorsVectorStoreConfig()
+        url = config.get_complete_url(None, {})
+        assert url == "https://s3vectors.eu-west-1.api.aws"
+
+    def test_get_complete_url_invalid_region_format(self):
+        config = S3VectorsVectorStoreConfig()
+        with pytest.raises(ValueError, match="Invalid AWS region format"):
+            config.get_complete_url(None, {"aws_region_name": "Bad_Region!"})
 
-    @pytest.mark.skip(reason="Requires embedding API call, tested in integration tests")
     def test_transform_search_request(self):
-        """Test search request transformation"""
-        # This test requires making an actual embedding API call
-        # It's better tested in integration tests
-        pass
+        config = S3VectorsVectorStoreConfig()
+        logging_obj = _logging_obj()
+        executor = _RecordingExecutor()
+
+        url, request_body = config.transform_search_vector_store_request(
+            **_search_kwargs(
+                vector_store_search_optional_params={"max_num_results": 7},
+                litellm_logging_obj=logging_obj,
+                embedding_executor=executor,
+            )
+        )
+
+        assert url == "https://s3vectors.us-west-2.api.aws/QueryVectors"
+        assert request_body == {
+            "vectorBucketName": "test-bucket",
+            "indexName": "test-index",
+            "queryVector": {"float32": QUERY_VECTOR},
+            "topK": 7,
+            "returnDistance": True,
+            "returnMetadata": True,
+        }
+        assert executor.calls == [("text-embedding-3-small", "test query", {})]
+        assert logging_obj.model_call_details["query"] == "test query"
+
+    @pytest.mark.parametrize(
+        ("litellm_params", "expected_model"),
+        [
+            ({}, "text-embedding-3-small"),
+            ({"embedding_model": ""}, "text-embedding-3-small"),
+            ({"embedding_model": "my-embedding-model"}, "my-embedding-model"),
+            ({"litellm_embedding_model": "shared-key-model"}, "shared-key-model"),
+            (
+                {"litellm_embedding_model": "shared-key-model", "embedding_model": "legacy-alias"},
+                "shared-key-model",
+            ),
+        ],
+    )
+    def test_query_embedding_model_accepts_embedding_model_alias(self, litellm_params, expected_model):
+        assert S3VectorsVectorStoreConfig.query_embedding_model(litellm_params) == expected_model
+
+    @pytest.mark.asyncio
+    async def test_atransform_search_embeds_alias_and_store_config_through_executor(self):
+        config = S3VectorsVectorStoreConfig()
+        executor = _RecordingExecutor(vector=[0.4, 0.5])
+
+        _, request_body = await config.atransform_search_vector_store_request(
+            **_search_kwargs(
+                query=["test", "query"],
+                litellm_params={
+                    "embedding_model": "my-embedding-model",
+                    "litellm_embedding_config": {"api_key": "store-key"},
+                },
+                embedding_executor=executor,
+            )
+        )
+
+        assert executor.calls == [("my-embedding-model", "test query", {"api_key": "store-key"})]
+        assert request_body["queryVector"]["float32"] == [0.4, 0.5]
+        assert request_body["topK"] == 5
+
+    @pytest.mark.asyncio
+    async def test_atransform_search_router_executor_carries_request_metadata(self):
+        """Regression (LIT-6750): a bare Router alias resolves through the Router with the request's
+        team metadata on the embedding call, so the embedding is attributed to the calling key and team."""
+        config = S3VectorsVectorStoreConfig()
+        router = MagicMock()
+        router.aembedding = AsyncMock(return_value=_embedding_response(QUERY_VECTOR))
+        request_metadata = {"user_api_key_team_id": "team-a", "user_api_key": "hashed-key"}
+
+        _, request_body = await config.atransform_search_vector_store_request(
+            **_search_kwargs(
+                litellm_params={"embedding_model": "team-embeddings"},
+                embedding_executor=RouterVectorStoreEmbeddingExecutor(router=router, metadata=request_metadata),
+            )
+        )
+
+        router.aembedding.assert_awaited_once_with(
+            model="team-embeddings", input=["test query"], metadata=request_metadata
+        )
+        assert request_body["queryVector"]["float32"] == QUERY_VECTOR
+
+    @pytest.mark.asyncio
+    async def test_atransform_search_default_model_falls_back_to_the_sdk(self):
+        """Regression (LIT-6750): a store that never named an embedding model keeps working on a proxy
+        whose model list has no text-embedding-3-small, embedding through the SDK instead of erroring."""
+        config = S3VectorsVectorStoreConfig()
+        router = MagicMock()
+        router.get_model_list.return_value = [
+            {"model_name": "team-embeddings", "litellm_params": {"model": "openai/text-embedding-3-small"}}
+        ]
+        router.resolved_litellm_models.return_value = []
+        router.aembedding = AsyncMock(side_effect=AssertionError("unserved model must not reach the Router"))
+        request_metadata = {"user_api_key_team_id": "team-a"}
+
+        mock_bare = AsyncMock(return_value=_embedding_response(QUERY_VECTOR))
+        with patch("litellm.aembedding", new=mock_bare):  # test-quality-ok: stubs the bare-embedding fallback whose call the test asserts on
+            _, request_body = await config.atransform_search_vector_store_request(
+                **_search_kwargs(
+                    embedding_executor=RouterVectorStoreEmbeddingExecutor(router=router, metadata=request_metadata)
+                )
+            )
+
+        mock_bare.assert_awaited_once_with(
+            model="text-embedding-3-small", input=["test query"], metadata=request_metadata
+        )
+        assert request_body["queryVector"]["float32"] == QUERY_VECTOR
+
+    @pytest.mark.asyncio
+    async def test_atransform_search_without_executor_uses_bare_embedding(self):
+        config = S3VectorsVectorStoreConfig()
+
+        mock_bare = AsyncMock(return_value=_embedding_response([0.6, 0.7]))
+        with patch("litellm.aembedding", new=mock_bare):  # test-quality-ok: stubs the bare-embedding fallback whose request body the test asserts on
+            _, request_body = await config.atransform_search_vector_store_request(**_search_kwargs())
+
+        mock_bare.assert_awaited_once_with(model="text-embedding-3-small", input=["test query"])
+        assert request_body["queryVector"]["float32"] == [0.6, 0.7]
+
+    def test_transform_search_without_executor_uses_bare_embedding_sync(self):
+        config = S3VectorsVectorStoreConfig()
+
+        mock_bare = MagicMock(return_value=_embedding_response([0.8, 0.9]))
+        with patch("litellm.embedding", new=mock_bare):  # test-quality-ok: stubs the bare-embedding fallback whose request body the test asserts on
+            _, request_body = config.transform_search_vector_store_request(
+                **_search_kwargs(litellm_params={"embedding_model": "my-embedding-model"})
+            )
+
+        mock_bare.assert_called_once_with(model="my-embedding-model", input=["test query"])
+        assert request_body["queryVector"]["float32"] == [0.8, 0.9]
 
     def test_transform_search_request_invalid_vector_store_id(self):
-        """Test that invalid vector_store_id format raises error"""
         config = S3VectorsVectorStoreConfig()
-        mock_logging_obj = Mock()
-        mock_logging_obj.model_call_details = {}
+        executor = _RecordingExecutor()
 
         with pytest.raises(
             ValueError,
             match="vector_store_id must be in format 'bucket_name:index_name'",
         ):
             config.transform_search_vector_store_request(
-                vector_store_id="invalid-format",
-                query="test query",
-                vector_store_search_optional_params={},
-                api_base="https://s3vectors.us-west-2.api.aws",
-                litellm_logging_obj=mock_logging_obj,
-                litellm_params={},
-                extra_body=None,
+                **_search_kwargs(vector_store_id="invalid-format", embedding_executor=executor)
             )
 
+        assert executor.calls == []
+
+    def test_transform_search_request_bucket_from_litellm_params(self):
+        config = S3VectorsVectorStoreConfig()
+
+        _, request_body = config.transform_search_vector_store_request(
+            **_search_kwargs(
+                vector_store_id="only-index",
+                litellm_params={"vector_bucket_name": "params-bucket"},
+                embedding_executor=_RecordingExecutor(),
+            )
+        )
+
+        assert request_body["vectorBucketName"] == "params-bucket"
+        assert request_body["indexName"] == "only-index"
+
     def test_transform_search_response(self):
-        """Test search response transformation"""
         config = S3VectorsVectorStoreConfig()
         mock_logging_obj = Mock()
         mock_logging_obj.model_call_details = {"query": "test query"}
@@ -72,7 +259,7 @@ class TestS3VectorsVectorStoreConfig:
         mock_response.json.return_value = {
             "vectors": [
                 {
-                    "distance": 0.05,  # S3 Vectors returns distance, not score
+                    "distance": 0.05,
                     "metadata": {
                         "source_text": "This is test content",
                         "chunk_index": "0",
@@ -91,23 +278,18 @@ class TestS3VectorsVectorStoreConfig:
         mock_response.status_code = 200
         mock_response.headers = {}
 
-        result = config.transform_search_vector_store_response(
-            mock_response, mock_logging_obj
-        )
+        result = config.transform_search_vector_store_response(mock_response, mock_logging_obj)
 
-        # VectorStoreSearchResponse is a TypedDict, so check structure instead of isinstance
         assert result["object"] == "vector_store.search_results.page"
         assert result["search_query"] == "test query"
         assert len(result["data"]) == 2
-        # Score should be 1 - distance (cosine similarity)
-        assert result["data"][0]["score"] == 0.95  # 1 - 0.05
+        assert result["data"][0]["score"] == 0.95
         assert result["data"][0]["content"][0]["text"] == "This is test content"
         assert result["data"][0]["filename"] == "test.pdf"
-        assert result["data"][1]["score"] == 0.85  # 1 - 0.15
+        assert result["data"][1]["score"] == 0.85
         assert result["data"][1]["content"][0]["text"] == "More test content"
 
     def test_map_openai_params(self):
-        """Test OpenAI parameter mapping"""
         config = S3VectorsVectorStoreConfig()
         non_default_params = {"max_num_results": 5}
         optional_params = {}
diff --git a/tests/test_litellm/llms/snowflake/chat/test_snowflake_chat_transformation.py b/tests/test_litellm/llms/snowflake/chat/test_snowflake_chat_transformation.py
index a182656e4a8..25a961c3413 100644
--- a/tests/test_litellm/llms/snowflake/chat/test_snowflake_chat_transformation.py
+++ b/tests/test_litellm/llms/snowflake/chat/test_snowflake_chat_transformation.py
@@ -17,7 +17,7 @@ import pytest
 import litellm
 from litellm import completion, acompletion
 from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
-from litellm.llms.snowflake.chat.transformation import SnowflakeConfig
+from litellm.llms.snowflake.chat.transformation import SnowflakeConfig, SnowflakeStreamingHandler
 from litellm.types.utils import ModelResponse
 
 
@@ -114,8 +114,7 @@ class TestSnowflakeToolTransformation:
             )
 
             assert transformed_request["tool_choice"] == value, (
-                f"tool_choice='{value}' should pass through unchanged, "
-                f"got {transformed_request['tool_choice']}"
+                f"tool_choice='{value}' should pass through unchanged, got {transformed_request['tool_choice']}"
             )
 
     def test_transform_response_with_tool_calls(self):
@@ -159,9 +158,7 @@ class TestSnowflakeToolTransformation:
             headers={"Content-Type": "application/json"},
         )
 
-        model_response = ModelResponse(
-            choices=[litellm.Choices(index=0, message=litellm.Message())]
-        )
+        model_response = ModelResponse(choices=[litellm.Choices(index=0, message=litellm.Message())])
 
         logging_obj = MagicMock()
 
@@ -232,9 +229,7 @@ class TestSnowflakeToolTransformation:
             headers={"Content-Type": "application/json"},
         )
 
-        model_response = ModelResponse(
-            choices=[litellm.Choices(index=0, message=litellm.Message())]
-        )
+        model_response = ModelResponse(choices=[litellm.Choices(index=0, message=litellm.Message())])
 
         logging_obj = MagicMock()
 
@@ -280,9 +275,7 @@ class TestSnowflakeToolTransformation:
             headers={"Content-Type": "application/json"},
         )
 
-        model_response = ModelResponse(
-            choices=[litellm.Choices(index=0, message=litellm.Message())]
-        )
+        model_response = ModelResponse(choices=[litellm.Choices(index=0, message=litellm.Message())])
 
         logging_obj = MagicMock()
 
@@ -300,10 +293,7 @@ class TestSnowflakeToolTransformation:
 
         # Verify standard response works
         assert isinstance(result, ModelResponse)
-        assert (
-            result.choices[0].message.content
-            == "Hello! I'm doing well, thank you for asking."
-        )
+        assert result.choices[0].message.content == "Hello! I'm doing well, thank you for asking."
 
     def test_get_supported_openai_params_includes_tools(self):
         """
@@ -318,6 +308,385 @@ class TestSnowflakeToolTransformation:
         assert "max_tokens" in supported_params
 
 
+class TestSnowflakeCortexClaudeFixes:
+    def setup_method(self):
+        self.config = SnowflakeConfig()
+
+    @staticmethod
+    def _transform(messages, optional_params=None):
+        return SnowflakeConfig().transform_request(
+            model="snowflake/claude-sonnet-4-6",
+            messages=messages,
+            optional_params=optional_params or {},
+            litellm_params={},
+            headers={},
+        )
+
+    def test_thinking_is_offered_on_every_claude_model(self):
+        """Cortex documents extended thinking (budget_tokens) for Claude generally, so a
+        4.6-only gate would silently drop it on the models that do support it."""
+        for model in (
+            "snowflake/claude-sonnet-4-6",
+            "snowflake/claude-sonnet-4-5",
+            "snowflake/claude-3-7-sonnet",
+            "snowflake/claude-4-opus",
+        ):
+            assert "thinking" in self.config.get_supported_openai_params(model), model
+        assert "thinking" not in self.config.get_supported_openai_params("snowflake/llama3.1-70b")
+
+    def test_system_blocks_preserve_cache_control_and_strip_ttl(self):
+        body = self._transform(
+            [
+                {
+                    "role": "system",
+                    "content": [
+                        {
+                            "type": "text",
+                            "text": "You are helpful",
+                            "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                        }
+                    ],
+                },
+                {"role": "user", "content": "hi"},
+            ]
+        )
+        assert body["system"] == [{"type": "text", "text": "You are helpful", "cache_control": {"type": "ephemeral"}}]
+
+    def test_direct_system_param_is_normalized(self):
+        body = self._transform(
+            [{"role": "user", "content": "hi"}],
+            {"system": [{"type": "text", "text": "direct", "cache_control": {"type": "ephemeral", "ttl": "1h"}}]},
+        )
+        assert body["system"] == [{"type": "text", "text": "direct", "cache_control": {"type": "ephemeral"}}]
+
+    def test_message_and_tool_cache_control_are_normalized(self):
+        body = self._transform(
+            [
+                {
+                    "role": "user",
+                    "content": [{"type": "text", "text": "hi", "cache_control": {"type": "ephemeral", "ttl": "1h"}}],
+                }
+            ],
+            {
+                "tools": [
+                    {
+                        "name": "f",
+                        "input_schema": {"type": "object", "properties": {}},
+                        "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                    }
+                ]
+            },
+        )
+        assert body["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral"}
+        assert body["tools"][0]["cache_control"] == {"type": "ephemeral"}
+
+    def test_extra_body_message_override_is_normalized(self):
+        body = self._transform(
+            [{"role": "user", "content": "original"}],
+            {
+                "extra_body": {
+                    "messages": [
+                        {
+                            "role": "user",
+                            "content": [
+                                {
+                                    "type": "text",
+                                    "text": "override",
+                                    "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                                }
+                            ],
+                        }
+                    ]
+                }
+            },
+        )
+        assert body["messages"][0]["content"][0]["cache_control"] == {"type": "ephemeral"}
+
+    def test_image_blocks_are_converted_to_anthropic_source(self):
+        body = self._transform(
+            [
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "image_url",
+                            "image_url": {"url": "data:image/png;base64,ZmFrZQ==", "format": "image/jpeg"},
+                        }
+                    ],
+                }
+            ]
+        )
+        assert body["messages"][0]["content"] == [
+            {"type": "image", "source": {"type": "base64", "media_type": "image/jpeg", "data": "ZmFrZQ=="}}
+        ]
+
+    def test_tool_result_image_list_is_converted(self):
+        body = self._transform(
+            [
+                {"role": "user", "content": "look"},
+                {
+                    "role": "assistant",
+                    "content": None,
+                    "tool_calls": [
+                        {"id": "call_1", "type": "function", "function": {"name": "read", "arguments": "{}"}}
+                    ],
+                },
+                {
+                    "role": "tool",
+                    "tool_call_id": "call_1",
+                    "content": [{"type": "image_url", "image_url": {"url": "data:image/png;base64,ZmFrZQ=="}}],
+                },
+            ]
+        )
+        assert body["messages"][2]["content"][0]["content"] == [
+            {"type": "image", "source": {"type": "base64", "media_type": "image/png", "data": "ZmFrZQ=="}}
+        ]
+
+    def test_tool_result_preserves_cache_control(self):
+        """A cache breakpoint the bridge puts on a tool message must survive onto the tool_result."""
+        for tool_content in ("done", [{"type": "text", "text": "done"}]):
+            body = self._transform(
+                [
+                    {"role": "user", "content": "look"},
+                    {
+                        "role": "tool",
+                        "tool_call_id": "call_1",
+                        "content": tool_content,
+                        "cache_control": {"type": "ephemeral", "ttl": "1h"},
+                    },
+                ]
+            )
+            tool_result = body["messages"][1]["content"][0]
+            assert tool_result["cache_control"] == {"type": "ephemeral"}, tool_content
+
+    def test_pdf_data_uri_becomes_a_document_block(self):
+        """A bridged pdf data URI is a document block; forwarding it as an image is malformed."""
+        body = self._transform(
+            [
+                {
+                    "role": "user",
+                    "content": [
+                        {"type": "image_url", "image_url": {"url": "data:application/pdf;base64,ZmFrZQ=="}},
+                    ],
+                }
+            ]
+        )
+        assert body["messages"][0]["content"] == [
+            {
+                "type": "document",
+                "source": {"type": "base64", "media_type": "application/pdf", "data": "ZmFrZQ=="},
+            }
+        ]
+
+    def test_multipart_tool_result_preserves_text_and_converts_image(self):
+        body = self._transform(
+            [
+                {"role": "user", "content": "look"},
+                {
+                    "role": "tool",
+                    "tool_call_id": "call_1",
+                    "content": [
+                        {"type": "text", "text": "first"},
+                        {"type": "image_url", "image_url": {"url": "data:image/png;base64,ZmFrZQ=="}},
+                        {"type": "text", "text": "last"},
+                    ],
+                },
+            ]
+        )
+        assert body["messages"][1]["content"][0]["content"] == [
+            {"type": "text", "text": "first"},
+            {"type": "image", "source": {"type": "base64", "media_type": "image/png", "data": "ZmFrZQ=="}},
+            {"type": "text", "text": "last"},
+        ]
+
+    def test_plain_text_tool_result_remains_string(self):
+        body = self._transform(
+            [{"role": "user", "content": "look"}, {"role": "tool", "tool_call_id": "call_1", "content": "done"}]
+        )
+        assert body["messages"][1]["content"][0]["content"] == "done"
+
+    def test_anthropic_tool_schema_strips_only_top_level_schema_key(self):
+        tools = [
+            {
+                "name": "f",
+                "input_schema": {"$schema": "schema", "type": "object", "properties": {"$schema": {"type": "string"}}},
+            }
+        ]
+        body = self._transform([{"role": "user", "content": "hi"}], {"tools": tools})
+        schema = body["tools"][0]["input_schema"]
+        assert "$schema" not in schema
+        assert "$schema" in schema["properties"]
+
+    def test_tool_schema_strips_only_top_level_schema_key(self):
+        tools = [
+            {
+                "type": "function",
+                "function": {
+                    "name": "f",
+                    "parameters": {
+                        "$schema": "https://json-schema.org/draft/2020-12/schema",
+                        "type": "object",
+                        "properties": {"$schema": {"type": "string"}},
+                    },
+                },
+            }
+        ]
+        body = self._transform([{"role": "user", "content": "hi"}], {"tools": tools})
+        schema = body["tools"][0]["input_schema"]
+        assert "$schema" not in schema
+        assert "$schema" in schema["properties"]
+
+    def test_streaming_tool_identity_is_emitted_only_on_start(self):
+        handler = SnowflakeStreamingHandler(streaming_response=[], sync_stream=True)
+        start = handler.chunk_parser(
+            {
+                "type": "content_block_start",
+                "index": 0,
+                "content_block": {"type": "tool_use", "id": "tool_1", "name": "read"},
+            }
+        )
+        first_delta = handler.chunk_parser(
+            {
+                "type": "content_block_delta",
+                "index": 0,
+                "delta": {"type": "input_json_delta", "partial_json": '{"path":'},
+            }
+        )
+        second_delta = handler.chunk_parser(
+            {
+                "type": "content_block_delta",
+                "index": 0,
+                "delta": {"type": "input_json_delta", "partial_json": '"/tmp"}'},
+            }
+        )
+
+        def _tool_call(chunk):
+            return chunk.choices[0].delta.tool_calls[0]
+
+        assert _tool_call(start).id == "tool_1"
+        assert _tool_call(start).function.name == "read"
+        assert _tool_call(first_delta).id is None
+        assert _tool_call(first_delta).function.name is None
+        assert _tool_call(second_delta).id is None
+        assert _tool_call(second_delta).function.name is None
+        assert _tool_call(first_delta).function.arguments == '{"path":'
+        assert _tool_call(second_delta).function.arguments == '"/tmp"}'
+
+    def test_signed_thinking_blocks_lead_the_assistant_turn(self):
+        """Multi-turn tool use with thinking only works if the signed block is echoed back first."""
+        body = self._transform(
+            [
+                {"role": "user", "content": "hi"},
+                {
+                    "role": "assistant",
+                    "content": None,
+                    "thinking_blocks": [
+                        {"type": "thinking", "thinking": "391", "signature": "Eto"},
+                        {"type": "thinking", "thinking": "unsigned"},
+                    ],
+                    "tool_calls": [
+                        {"id": "call_1", "type": "function", "function": {"name": "read", "arguments": "{}"}}
+                    ],
+                },
+            ]
+        )
+        blocks = body["messages"][1]["content"]
+        assert blocks[0] == {"type": "thinking", "thinking": "391", "signature": "Eto"}
+        assert [b["type"] for b in blocks] == ["thinking", "tool_use"]
+
+    def test_signed_thinking_blocks_lead_a_plain_text_assistant_turn(self):
+        """A thinking response without a tool call must also round-trip on the next request."""
+        body = self._transform(
+            [
+                {"role": "user", "content": "hi"},
+                {
+                    "role": "assistant",
+                    "content": "391",
+                    "thinking_blocks": [{"type": "thinking", "thinking": "391", "signature": "Eto"}],
+                },
+                {"role": "user", "content": "continue"},
+            ]
+        )
+        assert body["messages"][1] == {
+            "role": "assistant",
+            "content": [
+                {"type": "thinking", "thinking": "391", "signature": "Eto"},
+                {"type": "text", "text": "391"},
+            ],
+        }
+
+    def test_signed_thinking_blocks_preserve_list_content(self):
+        """Cached assistant text reaches this transform as a content list, not a string."""
+        body = self._transform(
+            [
+                {"role": "user", "content": "hi"},
+                {
+                    "role": "assistant",
+                    "content": [{"type": "text", "text": "391", "cache_control": {"type": "ephemeral"}}],
+                    "thinking_blocks": [{"type": "thinking", "thinking": "391", "signature": "Eto"}],
+                },
+                {"role": "user", "content": "continue"},
+            ]
+        )
+        assert body["messages"][1] == {
+            "role": "assistant",
+            "content": [
+                {"type": "thinking", "thinking": "391", "signature": "Eto"},
+                {"type": "text", "text": "391", "cache_control": {"type": "ephemeral"}},
+            ],
+        }
+
+    def test_thinking_only_assistant_turn_sends_no_empty_text_block(self):
+        """Anthropic-shaped APIs reject empty text blocks, so a content-less thinking turn is thinking only."""
+        body = self._transform(
+            [
+                {"role": "user", "content": "hi"},
+                {
+                    "role": "assistant",
+                    "content": None,
+                    "thinking_blocks": [{"type": "thinking", "thinking": "391", "signature": "Eto"}],
+                },
+                {"role": "user", "content": "continue"},
+            ]
+        )
+        assert body["messages"][1]["content"] == [{"type": "thinking", "thinking": "391", "signature": "Eto"}]
+
+    def test_streaming_surfaces_thinking_and_prompt_cache_usage(self):
+        """Cortex streams thinking deltas, signatures and cache counts; all must reach the caller."""
+        handler = SnowflakeStreamingHandler(streaming_response=[], sync_stream=True)
+        handler.chunk_parser(
+            {
+                "type": "message_start",
+                "message": {"usage": {"input_tokens": 18, "cache_creation_input_tokens": 1323}},
+            }
+        )
+        thinking = handler.chunk_parser(
+            {
+                "type": "content_block_delta",
+                "index": 0,
+                "delta": {"type": "thinking_delta", "thinking": "391"},
+            }
+        )
+        signature = handler.chunk_parser(
+            {
+                "type": "content_block_delta",
+                "index": 0,
+                "delta": {"type": "signature_delta", "signature": "Eto"},
+            }
+        )
+        final = handler.chunk_parser(
+            {
+                "type": "message_delta",
+                "delta": {"stop_reason": "end_turn"},
+                "usage": {"output_tokens": 8, "cache_read_input_tokens": 1323},
+            }
+        )
+
+        assert thinking.choices[0].delta.reasoning_content == "391"
+        assert signature.choices[0].delta.thinking_blocks[0]["signature"] == "Eto"
+        assert final.usage.prompt_tokens_details.cached_tokens == 1323
+
+
 class TestSnowFlakeCompletion:
     model_name = "mistral"
 
@@ -380,10 +749,7 @@ class TestSnowFlakeCompletion:
         # PAT key was used
         post_kwargs = mock_post.call_args_list[-1][1]
         assert "xxxxx" in post_kwargs["headers"]["Authorization"]
-        assert (
-            post_kwargs["headers"]["X-Snowflake-Authorization-Token-Type"]
-            == "PROGRAMMATIC_ACCESS_TOKEN"
-        )
+        assert post_kwargs["headers"]["X-Snowflake-Authorization-Token-Type"] == "PROGRAMMATIC_ACCESS_TOKEN"
 
         # account id was used
         assert "AAAA-BBBB" in post_kwargs["url"]
@@ -495,9 +861,7 @@ class TestSnowflakeChatCompletion:
                 )
                 mock_post.assert_called_once()
         else:
-            with patch.object(
-                AsyncHTTPHandler, "post", new_callable=AsyncMock, return_value=mock_resp
-            ) as mock_post:
+            with patch.object(AsyncHTTPHandler, "post", new_callable=AsyncMock, return_value=mock_resp) as mock_post:
                 response = asyncio.run(
                     acompletion(
                         model="snowflake/mistral-7b",
@@ -580,8 +944,4 @@ class TestSnowflakeChatCompletion:
             chunks_received = asyncio.run(_run())
 
         assert len(chunks_received) > 0
-        content = "".join(
-            c.choices[0].delta.content
-            for c in chunks_received
-            if c.choices[0].delta.content
-        )
+        content = "".join(c.choices[0].delta.content for c in chunks_received if c.choices[0].delta.content)
diff --git a/tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py b/tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py
index fb21e2e6f6b..7970f7771fc 100644
--- a/tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py
+++ b/tests/test_litellm/llms/snowflake/test_snowflake_native_endpoints.py
@@ -338,7 +338,7 @@ class TestAnthropicConfigRequest:
             litellm_params={},
             headers={},
         )
-        assert body["system"] == "You are helpful."
+        assert body["system"] == [{"type": "text", "text": "You are helpful."}]
         assert all(m["role"] != "system" for m in body["messages"])
         assert body["messages"][0] == {"role": "user", "content": "Hello"}
 
@@ -422,6 +422,64 @@ class TestAnthropicConfigResponse:
         assert result.usage.completion_tokens == 5
         assert result.usage.total_tokens == 15
 
+    def test_prompt_cache_usage_is_surfaced(self):
+        """Cortex reports cache creation/read counts; dropping them hides caching and bills cached input at full price."""
+        raw = httpx.Response(
+            200,
+            json={
+                "id": "msg_1",
+                "model": "claude-sonnet-4-6",
+                "content": [{"type": "text", "text": "hi"}],
+                "stop_reason": "end_turn",
+                "usage": {"input_tokens": 18, "cache_creation_input_tokens": 1323, "cache_read_input_tokens": 0},
+            },
+        )
+        result = self.cfg.transform_response(
+            model="snowflake/claude-sonnet-4-6",
+            raw_response=raw,
+            model_response=ModelResponse(),
+            logging_obj=_mock_logging(),
+            request_data={},
+            messages=[],
+            optional_params={},
+            litellm_params={},
+            encoding=None,
+        )
+        assert result.usage.prompt_tokens == 1341
+        assert result.usage.prompt_tokens_details.cache_creation_tokens == 1323
+        assert result.usage.prompt_tokens_details.cached_tokens == 0
+
+    def test_thinking_block_and_signature_are_preserved(self):
+        """The signature must survive so a client can echo the thinking block on the next turn."""
+        raw = httpx.Response(
+            200,
+            json={
+                "id": "msg_1",
+                "model": "claude-sonnet-4-6",
+                "content": [
+                    {"type": "thinking", "thinking": "391", "signature": "Eto"},
+                    {"type": "text", "text": "391"},
+                ],
+                "stop_reason": "end_turn",
+                "usage": {"input_tokens": 10, "output_tokens": 5},
+            },
+        )
+        result = self.cfg.transform_response(
+            model="snowflake/claude-sonnet-4-6",
+            raw_response=raw,
+            model_response=ModelResponse(),
+            logging_obj=_mock_logging(),
+            request_data={},
+            messages=[],
+            optional_params={},
+            litellm_params={},
+            encoding=None,
+        )
+        message = result.choices[0].message
+        assert message.content == "391"
+        assert message.reasoning_content == "391"
+        assert message.thinking_blocks[0]["signature"] == "Eto"
+
     def test_stop_reason_end_turn_maps_to_stop(self):
         raw = _make_anthropic_response()
         result = self.cfg.transform_response(
diff --git a/tests/test_litellm/llms/test_file_search_responses.py b/tests/test_litellm/llms/test_file_search_responses.py
index 2f7ad3874fa..887f14ce80e 100644
--- a/tests/test_litellm/llms/test_file_search_responses.py
+++ b/tests/test_litellm/llms/test_file_search_responses.py
@@ -13,6 +13,7 @@ Coverage:
 
 import base64
 from typing import Any, Dict, List, Optional
+from importlib import import_module
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -223,28 +224,28 @@ class TestFileSearchGuardInResponsesMain:
         expected = {"ok": True}
 
         with (
-            patch(
-                "litellm.responses.main.litellm.get_llm_provider",
+            patch.object(
+                import_module("litellm.responses.main").litellm, "get_llm_provider",
                 return_value=("claude-sonnet-4-5", "anthropic", None, None),
             ),
-            patch(
-                "litellm.responses.main.update_responses_input_with_model_file_ids",
+            patch.object(
+                import_module("litellm.responses.main"), "update_responses_input_with_model_file_ids",
                 return_value="hello",
             ),
-            patch(
-                "litellm.responses.main.update_responses_tools_with_model_file_ids",
+            patch.object(
+                import_module("litellm.responses.main"), "update_responses_tools_with_model_file_ids",
                 return_value=tools,
             ),
-            patch(
-                "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config",
+            patch.object(
+                import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config",
                 return_value=None,
             ),
-            patch(
-                "litellm.responses.main.ResponsesAPIRequestUtils.get_requested_response_api_optional_param",
+            patch.object(
+                import_module("litellm.responses.main").ResponsesAPIRequestUtils, "get_requested_response_api_optional_param",
                 return_value={},
             ),
-            patch(
-                "litellm.responses.main.run_async_function", return_value=expected
+            patch.object(
+                import_module("litellm.responses.main"), "run_async_function", return_value=expected
             ) as run_async_mock,
         ):
             result = responses(
@@ -274,28 +275,28 @@ class TestFileSearchGuardInResponsesMain:
         mock_config.supports_native_file_search.return_value = False
 
         with (
-            patch(
-                "litellm.responses.main.litellm.get_llm_provider",
+            patch.object(
+                import_module("litellm.responses.main").litellm, "get_llm_provider",
                 return_value=("claude-sonnet-4-5", "anthropic", None, None),
             ),
-            patch(
-                "litellm.responses.main.update_responses_input_with_model_file_ids",
+            patch.object(
+                import_module("litellm.responses.main"), "update_responses_input_with_model_file_ids",
                 return_value="hello",
             ),
-            patch(
-                "litellm.responses.main.update_responses_tools_with_model_file_ids",
+            patch.object(
+                import_module("litellm.responses.main"), "update_responses_tools_with_model_file_ids",
                 return_value=tools,
             ),
-            patch(
-                "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config",
+            patch.object(
+                import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config",
                 return_value=mock_config,
             ),
-            patch(
-                "litellm.responses.main.ResponsesAPIRequestUtils.get_requested_response_api_optional_param",
+            patch.object(
+                import_module("litellm.responses.main").ResponsesAPIRequestUtils, "get_requested_response_api_optional_param",
                 return_value={},
             ),
-            patch(
-                "litellm.responses.main.run_async_function", return_value=expected
+            patch.object(
+                import_module("litellm.responses.main"), "run_async_function", return_value=expected
             ) as run_async_mock,
         ):
             result = responses(
@@ -758,8 +759,8 @@ class TestEmulatedFileSearchHandler:
         mock_search_response.data = [search_result]
 
         with (
-            patch(
-                "litellm.responses.file_search.emulated_handler._call_aresponses",
+            patch.object(
+                import_module("litellm.responses.file_search.emulated_handler"), "_call_aresponses",
                 new=AsyncMock(side_effect=[first_resp, final_resp]),
             ),
             patch(
@@ -821,8 +822,8 @@ class TestEmulatedFileSearchHandler:
         mock_search_response.data = [search_result]
 
         with (
-            patch(
-                "litellm.responses.file_search.emulated_handler._call_aresponses",
+            patch.object(
+                import_module("litellm.responses.file_search.emulated_handler"), "_call_aresponses",
                 new=AsyncMock(side_effect=[first_resp_plural, final_resp]),
             ),
             patch(
@@ -855,8 +856,8 @@ class TestEmulatedFileSearchHandler:
             text="I already know the answer."
         )
 
-        with patch(
-            "litellm.responses.file_search.emulated_handler._call_aresponses",
+        with patch.object(
+            import_module("litellm.responses.file_search.emulated_handler"), "_call_aresponses",
             new=AsyncMock(return_value=direct_resp),
         ):
             result = await aresponses_with_emulated_file_search(
@@ -905,8 +906,8 @@ class TestEmulatedFileSearchHandler:
         mock_search_response.data = [search_result]
 
         with (
-            patch(
-                "litellm.responses.file_search.emulated_handler._call_aresponses",
+            patch.object(
+                import_module("litellm.responses.file_search.emulated_handler"), "_call_aresponses",
                 new=AsyncMock(side_effect=[first_resp, final_resp]),
             ) as mock_call,
             patch(
diff --git a/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py b/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py
index a2ee2c2bdb1..aa114f128c5 100644
--- a/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py
+++ b/tests/test_litellm/llms/valkey/vector_stores/test_valkey_transformation.py
@@ -67,20 +67,52 @@ class FakeAsyncEmbeddingFn(FakeEmbeddingFn):
         return SimpleNamespace(data=[{"embedding": self.embedding}])
 
 
+class FakeEmbeddingExecutor:
+    def __init__(self, embedding):
+        self.embedding = embedding
+        self.captured = None
+
+    def embed(self, model, query, configuration):
+        self.captured = (model, query, configuration)
+        return SimpleNamespace(data=[{"embedding": self.embedding}])
+
+    async def aembed(self, model, query, configuration):
+        self.captured = (model, query, configuration)
+        return SimpleNamespace(data=[{"embedding": self.embedding}])
+
+
 def _doc(doc_id, distance, **fields):
     return SimpleNamespace(id=doc_id, vector_distance=str(distance), **fields)
 
 
-def _search(config, client=None, query="what is litellm", optional_params=None, litellm_params=None):
+def _search(config, client=None, query="what is litellm", optional_params=None, litellm_params=None, executor=None):
     return config.execute_search_vector_store_request(
         vector_store_id="my_index",
         query=query,
         vector_store_search_optional_params=optional_params or {},
         litellm_logging_obj=MagicMock(),
         litellm_params={"litellm_embedding_model": "openai/text-embedding-3-small", **(litellm_params or {})},
+        embedding_executor=executor,
     )
 
 
+def test_sync_search_uses_request_embedding_executor_without_overwriting_explicit_config():
+    executor = FakeEmbeddingExecutor([0.1, 0.2])
+    config = ValkeyVectorStoreConfig(sync_client=FakeRedis())
+    embedding_config = {"api_key": "store-specific-key", "aws_region_name": "us-west-2"}
+
+    _search(
+        config,
+        litellm_params={
+            "litellm_embedding_model": "team-embedding-alias",
+            "litellm_embedding_config": embedding_config,
+        },
+        executor=executor,
+    )
+
+    assert executor.captured == ("team-embedding-alias", "what is litellm", embedding_config)
+
+
 def test_sync_search_builds_knn_query_with_packed_vector():
     embedding_fn = FakeEmbeddingFn([0.1, 0.2, 0.3])
     client = FakeRedis()
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_ai_gemini_transformation.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_ai_gemini_transformation.py
index 8c1de12e7d9..4679b978f78 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_ai_gemini_transformation.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_ai_gemini_transformation.py
@@ -1096,10 +1096,13 @@ def test_natively_signed_parallel_turn_never_carries_a_placeholder(model):
         "gemini-3.5-flash",
         "gemini-3.6-flash",
         "gemini-3.7-flash",
+        "gemini-3.8-flash",
         "vertex_ai/gemini-3.5-flash",
         "vertex_ai/gemini-3.7-flash",
+        "vertex_ai/gemini-3.8-flash",
         "gemini/gemini-3.5-flash",
         "gemini/gemini-3.7-flash",
+        "gemini/gemini-3.8-flash",
     ],
 )
 def test_placeholder_scoped_to_first_call_across_gemini_3_variants(model):
diff --git a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
index bd07bec900f..d2788408e09 100644
--- a/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
+++ b/tests/test_litellm/llms/vertex_ai/gemini/test_vertex_and_google_ai_studio_gemini.py
@@ -1185,6 +1185,18 @@ def test_vertex_ai_map_thinking_param_with_budget_tokens_0():
     }
 
 
+def test_vertex_ai_map_thinking_param_without_budget_tokens_for_gemini_3():
+    v = VertexGeminiConfig()
+    result = v.map_openai_params(
+        non_default_params={"thinking": {"type": "enabled"}},
+        optional_params={},
+        model="gemini-3.5-flash",
+        drop_params=False,
+    )
+
+    assert result["thinkingConfig"] == {"includeThoughts": True}
+
+
 def test_vertex_ai_map_tools():
     v = VertexGeminiConfig()
     optional_params = {}
diff --git a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
index d1d751989ea..dddc95bf54a 100644
--- a/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
+++ b/tests/test_litellm/llms/vertex_ai/test_vertex_ai_common_utils.py
@@ -964,6 +964,48 @@ def test_construct_target_url_with_version_prefix():
     assert str(target_url) == expected_url
 
 
+@pytest.mark.parametrize(
+    ("requested_route", "expected_url"),
+    [
+        (
+            "/projects/test-project/locations/global/publishers/anthropic/models/claude-sonnet-4-6:streamRawPredict",
+            "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/publishers/anthropic/models/claude-sonnet-4-6:streamRawPredict",
+        ),
+        (
+            "/projects/test-project/locations/global/publishers/anthropic/models/count-tokens:rawPredict",
+            "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/publishers/anthropic/models/count-tokens:rawPredict",
+        ),
+        (
+            "/projects/other-project/locations/us-east5/publishers/anthropic/models/claude-sonnet-4-6:rawPredict",
+            "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/publishers/anthropic/models/claude-sonnet-4-6:rawPredict",
+        ),
+        (
+            "/projects/test-project/locations/global/cachedContents",
+            "https://aiplatform.googleapis.com/v1beta1/projects/test-project/locations/global/cachedContents",
+        ),
+        (
+            "/v1/projects/test-project/locations/global/publishers/anthropic/models/claude-sonnet-4-6:streamRawPredict",
+            "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/publishers/anthropic/models/claude-sonnet-4-6:streamRawPredict",
+        ),
+        (
+            "/v1beta1/projects/test-project/locations/global/cachedContents",
+            "https://aiplatform.googleapis.com/v1beta1/projects/test-project/locations/global/cachedContents",
+        ),
+    ],
+)
+def test_construct_target_url_versionless_project_route_gets_api_version(requested_route: str, expected_url: str) -> None:
+    from litellm.llms.vertex_ai.common_utils import construct_target_url
+
+    target_url = construct_target_url(
+        base_url="https://aiplatform.googleapis.com",
+        requested_route=requested_route,
+        vertex_project="test-project",
+        vertex_location="global",
+    )
+
+    assert str(target_url) == expected_url
+
+
 def test_fix_enum_types():
     """
     Test _fix_enum_types function removes enum fields when type is not string.
diff --git a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
index 9419f88a981..a57672cfbfb 100644
--- a/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
+++ b/tests/test_litellm/llms/vertex_ai/vertex_ai_partner_models/anthropic/test_vertex_ai_partner_models_anthropic_transformation.py
@@ -752,3 +752,26 @@ def test_vertex_ai_fable_5_1_response_format_uses_native_output_format(local_mod
     assert "output_format" in result_params
     assert "tool_choice" not in result_params
     assert "tools" not in result_params
+
+
+def test_vertex_ai_anthropic_tool_based_response_format_still_upgrades_legacy_thinking(local_model_cost_map):
+    result_params = VertexAIAnthropicConfig().map_openai_params(
+        non_default_params={
+            "response_format": {
+                "type": "json_schema",
+                "json_schema": {
+                    "name": "test_schema",
+                    "schema": {"type": "object", "properties": {"result": {"type": "string"}}},
+                },
+            },
+            "thinking": {"type": "enabled", "budget_tokens": 4096},
+            "max_tokens": 8192,
+        },
+        optional_params={},
+        model="claude-opus-4-8",
+        drop_params=False,
+    )
+
+    assert "tools" in result_params
+    assert result_params["thinking"] == {"type": "adaptive"}
+    assert result_params["output_config"] == {"effort": "high"}
diff --git a/tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py b/tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py
index befd4c5ffbd..4cff5c76b9e 100644
--- a/tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py
+++ b/tests/test_litellm/llms/xai/responses/test_xai_responses_transformation.py
@@ -7,12 +7,13 @@ transformations for the Responses API.
 Source: litellm/llms/xai/responses/transformation.py
 """
 
-from unittest.mock import MagicMock
-
+from unittest.mock import MagicMock, Mock
 
+import httpx
 import pytest
 
 import litellm
+from litellm.llms.xai.cost_calculator import cost_per_token
 from litellm.llms.xai.responses.transformation import XAIResponsesAPIConfig
 from litellm.responses.utils import ResponseAPILoggingUtils
 from litellm.types.llms.openai import (
@@ -400,3 +401,94 @@ class TestXAIResponsesWebSearchBilling:
 
         bridged = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(event.response.usage)
         assert getattr(bridged, "server_side_tool_usage_details") == self._TOOL_DETAILS
+
+
+class TestXAIResponsesReportedCost:
+    """xAI reports what it charged; the transformation moves it to where litellm bills from.
+
+    ``ResponseAPILoggingUtils`` copies ``usage.cost`` onto the chat Usage that cost
+    tracking prices, so restating ``cost_in_usd_ticks`` there is what makes /v1/responses
+    bill the reported figure. At 10^10 ticks to the dollar, 37756000 ticks is $0.0037756.
+    """
+
+    @staticmethod
+    def _response_body(usage: dict) -> dict:
+        return {
+            "id": "resp_xai",
+            "object": "response",
+            "created_at": 0,
+            "model": "grok-4-latest",
+            "status": "completed",
+            "output": [],
+            "parallel_tool_calls": False,
+            "tool_choice": "auto",
+            "tools": [],
+            "usage": usage,
+        }
+
+    def _transformed_usage(self, usage: dict) -> ResponseAPIUsage | None:
+        raw_response = httpx.Response(status_code=200, json=self._response_body(usage))
+
+        response = XAIResponsesAPIConfig().transform_response_api_response(
+            model="grok-4-latest",
+            raw_response=raw_response,
+            logging_obj=Mock(),
+        )
+        return response.usage
+
+    def test_reported_cost_reaches_the_cost_calculator(self):
+        usage = self._transformed_usage(
+            {
+                "input_tokens": 100,
+                "output_tokens": 200,
+                "total_tokens": 300,
+                "cost_in_usd_ticks": 37756000,
+            }
+        )
+
+        assert usage.cost == 0.0037756
+
+        chat_usage = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(usage)
+        assert cost_per_token(model="grok-4-latest", usage=chat_usage) == (0.0, 0.0037756)
+
+    def test_streamed_reported_cost_reaches_the_cost_calculator(self):
+        event = XAIResponsesAPIConfig().transform_streaming_response(
+            model="grok-4-latest",
+            parsed_chunk={
+                "type": "response.completed",
+                "sequence_number": 7,
+                "response": self._response_body(
+                    {
+                        "input_tokens": 100,
+                        "output_tokens": 200,
+                        "total_tokens": 300,
+                        "cost_in_usd_ticks": 37756000,
+                    }
+                ),
+            },
+            logging_obj=Mock(),
+        )
+
+        assert isinstance(event, ResponseCompletedEvent)
+        chat_usage = ResponseAPILoggingUtils._transform_response_api_usage_to_chat_usage(event.response.usage)
+        assert cost_per_token(model="grok-4-latest", usage=chat_usage) == (0.0, 0.0037756)
+
+    def test_usage_without_a_reported_cost_is_left_alone(self):
+        usage = self._transformed_usage(
+            {"input_tokens": 100, "output_tokens": 200, "total_tokens": 300}
+        )
+
+        assert usage.cost is None
+
+    def test_negative_reported_cost_is_not_carried(self):
+        """A caller who can set api_base must not be able to report negative spend."""
+        usage = self._transformed_usage(
+            {
+                "input_tokens": 100,
+                "output_tokens": 200,
+                "total_tokens": 300,
+                "cost_in_usd_ticks": -37756000,
+            }
+        )
+
+        assert usage.cost is None
diff --git a/tests/test_litellm/llms/xai/test_xai_chat_transformation.py b/tests/test_litellm/llms/xai/test_xai_chat_transformation.py
index e5e853ec82f..c67dca11a56 100644
--- a/tests/test_litellm/llms/xai/test_xai_chat_transformation.py
+++ b/tests/test_litellm/llms/xai/test_xai_chat_transformation.py
@@ -1,9 +1,14 @@
+from unittest.mock import Mock
 
-
+import httpx
 import pytest
 
 import litellm
-from litellm.llms.xai.chat.transformation import XAIChatConfig
+from litellm.llms.xai.chat.transformation import (
+    XAIChatCompletionStreamingHandler,
+    XAIChatConfig,
+)
+from litellm.llms.xai.cost_calculator import cost_per_token
 from litellm.types.utils import (
     CompletionTokensDetailsWrapper,
     ModelResponse,
@@ -195,3 +200,113 @@ class TestXAIChatWebSearchBilling:
         )
 
         assert with_search - without_search == pytest.approx(3 * 5.0 / 1000.0)
+
+
+class TestXAIReportedCost:
+    """xAI reports what it charged; the transformation moves it to where litellm bills from.
+
+    ``cost`` is the field litellm already carries a provider stated cost in, so restating
+    ``cost_in_usd_ticks`` there is what lets ``llms/xai/cost_calculator.py`` bill the
+    reported figure. At 10^10 ticks to the dollar, 37756000 ticks is $0.0037756.
+    """
+
+    @staticmethod
+    def _transformed_usage(usage: dict) -> Usage:
+        raw_response = httpx.Response(
+            status_code=200,
+            json={
+                "id": "chatcmpl-xai",
+                "object": "chat.completion",
+                "created": 0,
+                "model": "grok-4-latest",
+                "choices": [
+                    {
+                        "index": 0,
+                        "message": {"role": "assistant", "content": "hi"},
+                        "finish_reason": "stop",
+                    }
+                ],
+                "usage": usage,
+            },
+        )
+
+        response = XAIChatConfig().transform_response(
+            model="grok-4-latest",
+            raw_response=raw_response,
+            model_response=ModelResponse(),
+            logging_obj=Mock(),
+            request_data={},
+            messages=[{"role": "user", "content": "hi"}],
+            optional_params={},
+            litellm_params={},
+            encoding=None,
+        )
+        return response.usage
+
+    def test_reported_cost_reaches_the_cost_calculator(self):
+        usage = self._transformed_usage(
+            {
+                "prompt_tokens": 100,
+                "completion_tokens": 200,
+                "total_tokens": 300,
+                "cost_in_usd_ticks": 37756000,
+            }
+        )
+
+        assert usage.cost == 0.0037756
+        assert cost_per_token(model="grok-4-latest", usage=usage) == (0.0, 0.0037756)
+
+    def test_usage_without_a_reported_cost_is_left_alone(self):
+        usage = self._transformed_usage(
+            {"prompt_tokens": 100, "completion_tokens": 200, "total_tokens": 300}
+        )
+
+        assert getattr(usage, "cost", None) is None
+
+    def test_negative_reported_cost_is_not_carried(self):
+        """A caller who can set api_base must not be able to report negative spend."""
+        usage = self._transformed_usage(
+            {
+                "prompt_tokens": 100,
+                "completion_tokens": 200,
+                "total_tokens": 300,
+                "cost_in_usd_ticks": -37756000,
+            }
+        )
+
+        assert getattr(usage, "cost", None) is None
+
+    def test_streamed_reported_cost_survives_chunk_aggregation(self):
+        """Streamed spend only matches if the conversion happens on the chunk.
+
+        Chunk aggregation rebuilds usage from the fields it models plus ``cost``, so a
+        chunk still carrying only ``cost_in_usd_ticks`` loses the reported amount.
+        """
+        handler = XAIChatCompletionStreamingHandler(
+            streaming_response=iter([]), sync_stream=True
+        )
+
+        parsed = handler.chunk_parser(
+            {
+                "id": "chatcmpl-xai",
+                "object": "chat.completion.chunk",
+                "created": 0,
+                "model": "grok-4-latest",
+                "choices": [],
+                "usage": {
+                    "prompt_tokens": 100,
+                    "completion_tokens": 200,
+                    "total_tokens": 300,
+                    "cost_in_usd_ticks": 37756000,
+                },
+            }
+        )
+
+        assert parsed.usage.cost == 0.0037756
+
+        assembled = litellm.stream_chunk_builder(chunks=[parsed])
+        assert assembled.usage.cost == 0.0037756
+        assert cost_per_token(model="grok-4-latest", usage=assembled.usage) == (
+            0.0,
+            0.0037756,
+        )
diff --git a/tests/test_litellm/llms/xai/test_xai_cost_calculator.py b/tests/test_litellm/llms/xai/test_xai_cost_calculator.py
index 92e76fd18ab..6503e956a51 100644
--- a/tests/test_litellm/llms/xai/test_xai_cost_calculator.py
+++ b/tests/test_litellm/llms/xai/test_xai_cost_calculator.py
@@ -7,7 +7,10 @@ import os
 
 import litellm
 from litellm.types.utils import (
+    Choices,
     CompletionTokensDetailsWrapper,
+    Message,
+    ModelResponse,
     PromptTokensDetailsWrapper,
     Usage,
 )
@@ -361,6 +364,145 @@ class TestXAICostCalculator:
             response_object=object(), usage=usage
         )
 
+    def test_reported_cost_is_preferred_over_token_math(self):
+        """The amount xAI reported, carried on usage.cost by the transformation, is billed.
+
+        It lands entirely on completion cost because xAI does not split its total by
+        direction, the same shape the perplexity calculator returns.
+        """
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=200,
+            total_tokens=300,
+            cost=0.0037756,
+        )
+
+        prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+        assert prompt_cost == 0.0
+        assert math.isclose(completion_cost, 0.0037756, rel_tol=1e-10)
+
+    def test_reported_cost_suppresses_web_search_surcharge(self):
+        """The reported total already covers server-side tool calls.
+
+        Without the suppression these 3 searches would be billed a second time on
+        top of the total xAI already charged.
+        """
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=50,
+            total_tokens=150,
+            prompt_tokens_details=PromptTokensDetailsWrapper(
+                text_tokens=100,
+                web_search_requests=3,
+            ),
+            cost=0.0037756,
+        )
+
+        assert cost_per_web_search_request(usage=usage, model_info={}) == 0.0
+
+    def test_web_search_surcharge_suppressed_through_the_dispatcher(self):
+        """The suppression has to hold on the path cost tracking actually uses.
+
+        Legacy behaviour stays intact when xAI reports no cost.
+        """
+        from litellm.llms import get_cost_for_web_search_request
+
+        usage = Usage(prompt_tokens=100, completion_tokens=50, total_tokens=150)
+        setattr(usage, "server_side_tool_usage_details", {"web_search_calls": 3})
+
+        assert get_cost_for_web_search_request("xai", usage, {}) > 0.0
+
+        reported = Usage(
+            prompt_tokens=100, completion_tokens=50, total_tokens=150, cost=0.0037756
+        )
+        setattr(reported, "server_side_tool_usage_details", {"web_search_calls": 3})
+        assert get_cost_for_web_search_request("xai", reported, {}) == 0.0
+
+    def test_no_reported_cost_falls_back_to_token_math(self):
+        """Absent the provider figure, nothing changes for existing callers."""
+        usage = Usage(prompt_tokens=100, completion_tokens=200, total_tokens=300)
+
+        prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+        assert prompt_cost > 0.0
+        assert completion_cost > 0.0
+
+    def test_malformed_reported_cost_falls_back_to_token_math(self):
+        """A junk value must not fail the request, fall back to calculating."""
+        usage = Usage(prompt_tokens=100, completion_tokens=200, total_tokens=300)
+        setattr(usage, "cost", "not-a-number")
+
+        prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+        assert prompt_cost > 0.0
+        assert completion_cost > 0.0
+
+    def test_boolean_reported_cost_falls_back_to_token_math(self):
+        """True is an int in python and would otherwise be billed as $1."""
+        usage = Usage(prompt_tokens=100, completion_tokens=200, total_tokens=300)
+        setattr(usage, "cost", True)
+
+        prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+        assert prompt_cost > 0.0
+        assert completion_cost > 0.0
+        assert completion_cost != 1.0
+
+    def test_negative_reported_cost_is_rejected(self):
+        """A negative amount must never reach spend tracking.
+
+        A caller who can set api_base controls the response body, so trusting a
+        negative figure would let them subtract from their own recorded spend and
+        slip past a budget. Fall back to token pricing instead, and keep charging
+        the web search surcharge, since no trustworthy total was reported.
+        """
+        usage = Usage(
+            prompt_tokens=100,
+            completion_tokens=200,
+            total_tokens=300,
+            cost=-0.0037756,
+        )
+        setattr(usage, "server_side_tool_usage_details", {"web_search_calls": 3})
+
+        prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+        assert prompt_cost > 0.0
+        assert completion_cost > 0.0
+        assert cost_per_web_search_request(usage=usage, model_info={}) > 0.0
+
+    def test_non_finite_reported_cost_is_rejected(self):
+        """NaN compares false against every budget threshold.
+
+        Usage stores a provider supplied cost without validating it, so a caller who
+        controls the response body could report NaN and leave spend >= max_budget
+        false for the life of the key rather than mispricing one request. The
+        infinities are refused alongside it. Fall back to token pricing and keep
+        charging the web search surcharge, since no trustworthy total was reported.
+        """
+        for reported_cost in (float("nan"), float("inf"), float("-inf")):
+            usage = Usage(
+                prompt_tokens=100,
+                completion_tokens=200,
+                total_tokens=300,
+                cost=reported_cost,
+            )
+            setattr(usage, "server_side_tool_usage_details", {"web_search_calls": 3})
+
+            prompt_cost, completion_cost = cost_per_token(model="grok-4-latest", usage=usage)
+
+            assert math.isfinite(prompt_cost), reported_cost
+            assert math.isfinite(completion_cost), reported_cost
+            assert prompt_cost > 0.0, reported_cost
+            assert completion_cost > 0.0, reported_cost
+            assert cost_per_web_search_request(usage=usage, model_info={}) > 0.0, reported_cost
+
+    def test_zero_reported_cost_is_honoured(self):
+        """A reported zero is a real answer, not a missing value."""
+        usage = Usage(prompt_tokens=100, completion_tokens=200, total_tokens=300, cost=0.0)
+
+        assert cost_per_token(model="grok-4-latest", usage=usage) == (0.0, 0.0)
+
     def test_grok_4_20_beta_reasoning_cost_calculation(self):
         """Test cost calculation for grok-4.20-beta-0309-reasoning model."""
         usage = Usage(prompt_tokens=100, completion_tokens=200, total_tokens=300)
@@ -437,6 +579,48 @@ class TestXAICostCalculator:
         assert math.isclose(prompt_cost, expected_prompt_cost, rel_tol=1e-10)
         assert math.isclose(completion_cost, expected_completion_cost, rel_tol=1e-10)
 
+    def test_custom_pricing_beats_the_reported_cost(self):
+        response = ModelResponse(
+            id="chatcmpl-xai",
+            model="grok-4-latest",
+            choices=[Choices(index=0, message=Message(role="assistant", content="x"), finish_reason="stop")],
+            usage=Usage(prompt_tokens=198, completion_tokens=353, total_tokens=551, cost=0.0009956),
+        )
+
+        billed = litellm.completion_cost(
+            completion_response=response,
+            model="xai/grok-4-latest",
+            custom_llm_provider="xai",
+            custom_cost_per_token={"input_cost_per_token": 0.001, "output_cost_per_token": 0.001},
+            custom_pricing=True,
+        )
+
+        assert math.isclose(billed, 0.551, rel_tol=1e-10)
+
+    def test_deployment_custom_pricing_beats_the_reported_cost(self, monkeypatch):
+        deployment_id = "xai-deployment-priced-by-the-operator"
+        monkeypatch.setitem(
+            litellm.model_cost,
+            deployment_id,
+            {"input_cost_per_token": 0.001, "output_cost_per_token": 0.001, "litellm_provider": "xai", "mode": "chat"},
+        )
+        response = ModelResponse(
+            id="chatcmpl-xai",
+            model="grok-4-latest",
+            choices=[Choices(index=0, message=Message(role="assistant", content="x"), finish_reason="stop")],
+            usage=Usage(prompt_tokens=198, completion_tokens=353, total_tokens=551, cost=0.0009956),
+        )
+
+        billed = litellm.completion_cost(
+            completion_response=response,
+            model="xai/grok-4-latest",
+            custom_llm_provider="xai",
+            custom_pricing=True,
+            router_model_id=deployment_id,
+        )
+
+        assert math.isclose(billed, 0.551, rel_tol=1e-10)
+
 
 class TestXAIWebSearchCostHelpers:
     """Focused coverage for web_search / tool-usage helpers in cost_calculator.py."""
diff --git a/tests/test_litellm/ocr/test_rust_bridge.py b/tests/test_litellm/ocr/test_rust_bridge.py
index acad249a2bb..1c2e07e0d24 100644
--- a/tests/test_litellm/ocr/test_rust_bridge.py
+++ b/tests/test_litellm/ocr/test_rust_bridge.py
@@ -1,7 +1,7 @@
 """Tests for the optional Rust-backed OCR path."""
 
-import importlib
 import builtins
+import importlib
 import types
 from typing import Any
 
@@ -10,6 +10,7 @@ import pytest
 
 import litellm
 from litellm.llms.base_llm.ocr.transformation import OCRResponse
+from litellm.rust_bridge import configuration
 
 # `litellm/__init__.py` does `from .ocr.main import *`, which binds the `ocr`
 # function onto `litellm.ocr` and shadows the submodule, so import the modules
@@ -214,10 +215,12 @@ def build_prepared_request(
 @pytest.fixture(autouse=True)
 def _reset_rust_flag():
     """Keep the global toggle isolated between tests."""
-    rust_bridge.use_litellm_rust(False, ocr=None, aocr=None)
+    rust_bridge.set_rust_ocr(ocr=None, aocr=None)
+    configuration.reset_rust_configuration()
     rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
     yield
-    rust_bridge.use_litellm_rust(False, ocr=None, aocr=None)
+    rust_bridge.set_rust_ocr(ocr=None, aocr=None)
+    configuration.reset_rust_configuration()
     rust_bridge_loader._cached_bridge = rust_bridge_loader._BRIDGE_SENTINEL
 
 
@@ -225,7 +228,8 @@ def _reset_rust_flag():
 def fake_bridge():
     """Enable the Rust path with an injected recording bridge (no native wheel)."""
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
     return bridge
 
 
@@ -233,26 +237,35 @@ def fake_bridge():
 def fake_async_bridge():
     """Enable the async Rust path with an injected recording bridge."""
     bridge = RecordingAsyncBridge()
-    litellm.use_litellm_rust(True, aocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(aocr=bridge)
     return bridge
 
 
-def test_use_litellm_rust_toggles_flag():
+def test_rust_toggles_flag():
     assert rust_bridge.rust_ocr_enabled() is False
-    litellm.use_litellm_rust()
+    litellm.rust(True)
     assert rust_bridge.rust_ocr_enabled() is True
-    litellm.use_litellm_rust(False)
+    litellm.rust(False)
     assert rust_bridge.rust_ocr_enabled() is False
 
 
 def test_env_var_enables_rust_ocr(monkeypatch):
     monkeypatch.setenv("LITELLM_USE_RUST_OCR", "1")
-    assert rust_bridge._env_enables_rust_ocr() is True
+    with pytest.warns(DeprecationWarning, match="LITELLM_USE_RUST_OCR is deprecated"):
+        assert rust_bridge.rust_ocr_enabled() is True
+
+
+def test_explicit_false_overrides_process_enable():
+    litellm.rust(True)
+
+    assert ocr_main._rust_ocr_enabled(build_prepared_request(litellm_params={"rust": False})) is False
 
 
 def test_load_rust_ocr_returns_injected_impl():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
     assert rust_bridge.load_rust_ocr() is bridge
 
 
@@ -287,6 +300,25 @@ def test_native_bridge_loader_caches_absent_extension(monkeypatch):
     assert attempts == 1
 
 
+def test_native_bridge_loader_reset_forces_relookup(monkeypatch):
+    real_import = builtins.__import__
+    attempts = 0
+
+    def fake_import(name, globals=None, locals=None, fromlist=(), level=0):
+        nonlocal attempts
+        if name == "litellm.rust_bridge" and "_native" in fromlist:
+            attempts += 1
+            raise ImportError
+        return real_import(name, globals, locals, fromlist, level)
+
+    monkeypatch.setattr(builtins, "__import__", fake_import)
+
+    assert rust_bridge_loader.get_native_bridge() is None
+    rust_bridge_loader.reset_native_bridge_cache()
+    assert rust_bridge_loader.get_native_bridge() is None
+    assert attempts == 2
+
+
 def test_native_bridge_available_reflects_loader(monkeypatch):
     fake_module = types.ModuleType("litellm.rust_bridge._native")
     monkeypatch.setattr(rust_bridge_loader, "get_native_bridge", lambda: fake_module)
@@ -296,25 +328,22 @@ def test_native_bridge_available_reflects_loader(monkeypatch):
 
 def test_load_rust_aocr_returns_injected_impl():
     bridge = RecordingAsyncBridge()
-    litellm.use_litellm_rust(True, aocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(aocr=bridge)
     assert rust_bridge.load_rust_aocr() is bridge
 
 
 def test_toggle_without_ocr_arg_preserves_injected_impl():
-    """Regression: routine enable/disable calls must not clobber a prior injection.
-
-    Earlier, ``use_litellm_rust()`` unconditionally assigned the keyword default
-    of ``None`` to ``_rust_ocr_impl``, silently dropping a custom bridge whenever
-    a caller toggled the flag without re-passing ``ocr=``.
-    """
+    """The public flag must not clobber an internal test binding."""
     bridge = RecordingBridge()
     async_bridge = RecordingAsyncBridge()
-    litellm.use_litellm_rust(True, ocr=bridge, aocr=async_bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge, aocr=async_bridge)
 
-    litellm.use_litellm_rust(False)
+    litellm.rust(False)
     assert rust_bridge.load_rust_ocr() is bridge
     assert rust_bridge.load_rust_aocr() is async_bridge
-    litellm.use_litellm_rust(True)
+    litellm.rust(True)
     assert rust_bridge.load_rust_ocr() is bridge
     assert rust_bridge.load_rust_aocr() is async_bridge
 
@@ -327,9 +356,10 @@ def test_explicit_ocr_none_clears_injected_impl(monkeypatch):
     )
     bridge = RecordingBridge()
     async_bridge = RecordingAsyncBridge()
-    litellm.use_litellm_rust(True, ocr=bridge, aocr=async_bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge, aocr=async_bridge)
 
-    litellm.use_litellm_rust(True, ocr=None, aocr=None)
+    rust_bridge.set_rust_ocr(ocr=None, aocr=None)
     assert rust_bridge.load_rust_ocr() is None
     assert rust_bridge.load_rust_aocr() is None
 
@@ -342,7 +372,7 @@ def test_load_rust_ocr_none_when_extension_absent(monkeypatch):
         "get_native_bridge",
         lambda: None,
     )
-    litellm.use_litellm_rust(True)  # no impl injected; extension isn't built in CI
+    litellm.rust(True)  # no impl injected; extension isn't built in CI
     assert rust_bridge.load_rust_ocr() is None
     assert rust_bridge.load_rust_aocr() is None
 
@@ -360,7 +390,7 @@ def test_load_rust_ocr_uses_compiled_extension(monkeypatch):
         lambda: fake_module,
     )
 
-    litellm.use_litellm_rust(True)  # enabled, no impl injected -> import the extension
+    litellm.rust(True)  # enabled, no impl injected -> import the extension
     assert rust_bridge.load_rust_ocr() is fake_module.ocr
     assert rust_bridge.load_rust_aocr() is fake_module.aocr
 
@@ -374,7 +404,9 @@ def test_timeout_to_seconds_handles_float_timeout_and_none():
 def test_bridge_wrapper_forwards_prepared_args_and_wraps_response():
     bridge = RecordingBridge()
 
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+
+    rust_bridge.set_rust_ocr(ocr=bridge)
     response = rust_bridge.ocr(
         model="mistral-ocr-latest",
         document=DOCUMENT,
@@ -407,7 +439,9 @@ def test_bridge_wrapper_forwards_prepared_args_and_wraps_response():
 async def test_bridge_wrapper_forwards_prepared_async_args_and_wraps_response():
     bridge = RecordingAsyncBridge()
 
-    litellm.use_litellm_rust(True, aocr=bridge)
+    litellm.rust(True)
+
+    rust_bridge.set_rust_ocr(aocr=bridge)
     response = await rust_bridge.aocr(
         model="mistral-ocr-maas",
         document=DOCUMENT,
@@ -435,7 +469,8 @@ async def test_bridge_wrapper_forwards_prepared_async_args_and_wraps_response():
 def test_run_rust_ocr_prepares_request_and_wraps_response():
     bridge = RecordingBridge()
     logging_obj = RecordingLogging()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     response = ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(
@@ -467,13 +502,12 @@ def test_run_rust_ocr_prepares_request_and_wraps_response():
 
 def test_run_rust_ocr_resolves_key_via_secret_manager_when_missing():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(api_key=None, timeout=None),
-        resolve_api_key=lambda name: (
-            "sk-from-vault" if name == "MISTRAL_API_KEY" else None
-        ),
+        resolve_api_key=lambda name: "sk-from-vault" if name == "MISTRAL_API_KEY" else None,
     )
 
     assert bridge.calls[0]["api_key"] == "sk-from-vault"
@@ -481,7 +515,8 @@ def test_run_rust_ocr_resolves_key_via_secret_manager_when_missing():
 
 def test_run_rust_ocr_prefers_explicit_key_over_resolver():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     def _resolver(name: str) -> str | None:
         raise AssertionError(f"resolver should not be called for {name}")
@@ -500,7 +535,8 @@ def test_run_rust_ocr_prefers_explicit_key_over_resolver():
 def test_run_rust_ocr_uses_provider_api_key_env_var():
     bridge = RecordingBridge()
     resolver_calls = []
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     def _resolver(name):
         resolver_calls.append(name)
@@ -522,7 +558,8 @@ def test_run_rust_ocr_uses_provider_api_key_env_var():
 
 def test_prepare_rust_ocr_call_forwards_vertex_routing_metadata():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(
@@ -548,7 +585,8 @@ def test_prepare_rust_ocr_call_forwards_vertex_routing_metadata():
 
 def test_prepare_rust_ocr_call_resolves_vertex_routing_metadata_from_secret_manager():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     def _resolver(name: str) -> str | None:
         return {
@@ -571,7 +609,8 @@ def test_prepare_rust_ocr_call_resolves_vertex_routing_metadata_from_secret_mana
 
 def test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(
@@ -580,9 +619,7 @@ def test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager():
             api_base=None,
             timeout=None,
         ),
-        resolve_api_key=lambda name: (
-            "https://azure.example.com" if name == "AZURE_AI_API_BASE" else None
-        ),
+        resolve_api_key=lambda name: "https://azure.example.com" if name == "AZURE_AI_API_BASE" else None,
     )
 
     assert bridge.calls[0]["api_base"] == "https://azure.example.com"
@@ -590,7 +627,8 @@ def test_prepare_rust_ocr_call_resolves_azure_ai_api_base_from_secret_manager():
 
 def test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint():
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(
@@ -600,9 +638,7 @@ def test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint():
             timeout=None,
         ),
         resolve_api_key=lambda name: (
-            "https://document-intelligence.example.com"
-            if name == "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT"
-            else None
+            "https://document-intelligence.example.com" if name == "AZURE_DOCUMENT_INTELLIGENCE_ENDPOINT" else None
         ),
     )
 
@@ -612,7 +648,8 @@ def test_prepare_rust_ocr_call_resolves_document_intelligence_endpoint():
 def test_run_rust_ocr_runs_pre_call_logging():
     logging_obj = RecordingLogging()
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(True, ocr=bridge)
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     ocr_main._run_rust_ocr(
         prepared_request=build_prepared_request(
@@ -699,7 +736,8 @@ def test_ocr_exception_type_uses_resolved_provider_context(
         return CapturedException("wrapped")
 
     monkeypatch.setattr(ocr_main.litellm, "exception_type", fake_exception_type)
-    litellm.use_litellm_rust(True, ocr=RaisingBridge())
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(ocr=RaisingBridge())
 
     with pytest.raises(CapturedException):
         litellm.ocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
@@ -744,7 +782,8 @@ async def test_aocr_exception_type_uses_resolved_provider_context(
         return CapturedException("wrapped")
 
     monkeypatch.setattr(ocr_main.litellm, "exception_type", fake_exception_type)
-    litellm.use_litellm_rust(True, aocr=RaisingAsyncBridge())
+    litellm.rust(True)
+    rust_bridge.set_rust_ocr(aocr=RaisingAsyncBridge())
 
     with pytest.raises(CapturedException):
         await litellm.aocr(model=MODEL, document=DOCUMENT, api_key="sk-test")
@@ -772,7 +811,8 @@ def test_ocr_passes_default_request_timeout_to_rust(fake_bridge):
 def test_ocr_does_not_route_to_rust_when_disabled():
     """With the flag off, the bridge must not be consulted even if an impl exists."""
     bridge = RecordingBridge()
-    litellm.use_litellm_rust(False, ocr=bridge)
+    litellm.rust(False)
+    rust_bridge.set_rust_ocr(ocr=bridge)
 
     assert rust_bridge.rust_ocr_enabled() is False
     # The impl stays available for injection, but the disabled flag gates usage,
@@ -784,7 +824,7 @@ def test_ocr_falls_back_to_python_when_bridge_unavailable(monkeypatch):
     """Rust enabled but no bridge available (no injected impl, no compiled wheel):
     ocr() must degrade to the Python HTTP handler instead of raising."""
     monkeypatch.setattr(rust_bridge, "load_rust_ocr", lambda: None)
-    litellm.use_litellm_rust(True)  # enabled, but load_rust_ocr() returns None in CI
+    litellm.rust(True)  # enabled, but load_rust_ocr() returns None in CI
 
     captured = {}
 
@@ -815,9 +855,6 @@ def test_ocr_provider_configs_expose_api_key_env_vars():
     assert BaseOCRConfig().get_api_key_env_var() is None
     assert MistralOCRConfig().get_api_key_env_var() == "MISTRAL_API_KEY"
     assert AzureAIOCRConfig().get_api_key_env_var() == "AZURE_AI_API_KEY"
-    assert (
-        AzureDocumentIntelligenceOCRConfig().get_api_key_env_var()
-        == "AZURE_DOCUMENT_INTELLIGENCE_API_KEY"
-    )
+    assert AzureDocumentIntelligenceOCRConfig().get_api_key_env_var() == "AZURE_DOCUMENT_INTELLIGENCE_API_KEY"
     assert VertexAIOCRConfig().get_api_key_env_var() == "VERTEX_AI_API_KEY"
     assert VertexAIDeepSeekOCRConfig().get_api_key_env_var() == "VERTEX_AI_API_KEY"
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
index 0144fbb17dd..f1e299802fb 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/auth/test_user_api_key_auth_mcp.py
@@ -667,6 +667,44 @@ class TestMCPRequestHandler:
 
         assert result == []
 
+    async def test_db_default_empty_key_scope_keeps_org_substitution(self):
+        """A key whose object_permission row carries only the DB-default empty mcp_servers
+        list (e.g. a vector-stores-only key) places no lower-level MCP restriction: the org
+        list still substitutes with the flag off, while the access result stays scoped so
+        the opt-in allow-all ceiling can still bind"""
+        user_api_key_auth = UserAPIKeyAuth(api_key="test-key", org_id="org-1")
+        key_object_permission = self._toolset_only_object_permission([])
+        key_object_permission.mcp_toolsets = None
+        mock_manager = self._mock_manager_with_toolsets({})
+
+        with (
+            patch.object(  # test-quality-ok: stub the level's perm loader; the resolver reads module globals with no injection seam
+                MCPRequestHandler, "_get_key_object_permission", return_value=key_object_permission
+            ),
+            patch.object(  # test-quality-ok: team resolution has its own tests; pin it empty here
+                MCPRequestHandler, "_get_allowed_mcp_servers_for_team", AsyncMock(return_value=[])
+            ),
+            patch.object(  # test-quality-ok: access-group lookup hits the DB, not under test here
+                MCPRequestHandler, "_get_key_access_group_mcp_server_extras", AsyncMock(return_value=[])
+            ),
+            patch.object(  # test-quality-ok: access-group lookup hits the DB, not under test here
+                MCPRequestHandler, "_get_mcp_servers_from_access_groups", AsyncMock(return_value=[])
+            ),
+            patch(  # test-quality-ok: isolate the MCP registry, same seam as the sibling tests
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
+                mock_manager,
+            ),
+            patch.object(  # test-quality-ok: stub the level's perm loader; the resolver reads module globals with no injection seam
+                MCPRequestHandler,
+                "_get_allowed_mcp_servers_for_org",
+                AsyncMock(return_value=["server-x", "server-y"]),
+            ),
+        ):
+            access = await MCPRequestHandler.get_mcp_server_access(user_api_key_auth)
+
+        assert sorted(access.server_ids) == ["server-x", "server-y"]
+        assert access.scope == "scoped"
+
     async def test_team_dangling_toolset_denies_key_own_grants(self):
         """A team toolset that cannot be resolved must deny on the SERVER axis too,
         not silently drop the team ceiling and pass the key's own grants through"""
@@ -6005,6 +6043,44 @@ class TestMCPDcrBridgeDelegateAdmission:
                 await MCPRequestHandler.process_mcp_request(scope)
 
         assert exc_info.value.status_code == 503
+        assert exc_info.value.detail == (
+            "Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly."
+        )
+
+    async def test_user_subject_envelope_permanent_db_fault_is_503_not_worded_as_transient(self):
+        """A query engine fault that never heals (a missing engine binary) still fails admission with 503,
+        but the detail must not call the database "temporarily unreachable" or ask the client to retry: the
+        DCR client would loop on a retry that can never succeed. The fault reaches the handler wrapped in
+        get_user_object's bare ValueError, so the wording has to be picked off the wrapped cause."""
+        from prisma.engine.errors import BinaryNotFoundError
+
+        envelope = self._mint_bridge_envelope(user_id="sso-user-7")
+        scope = {
+            "type": "http",
+            "method": "POST",
+            "path": "/mcp/bridge_delegate_server",
+            "headers": [(b"authorization", f"Bearer {envelope}".encode("latin-1"))],
+        }
+        with (
+            patch(  # test-quality-ok: isolate the MCP registry, same seam as the sibling admission tests
+                "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager"
+            ) as mock_mgr,
+            patch(  # test-quality-ok: the envelope opener reads master_key off the proxy module, no injection seam
+                "litellm.proxy.proxy_server.master_key", self._MASTER_KEY
+            ),
+            self._patch_user_reload(
+                side_effect=self._wrapped_user_lookup_error(BinaryNotFoundError("query engine binary not found"))
+            ),
+        ):
+            mock_mgr.get_mcp_server_by_name.return_value = self._bridge_delegate_server()
+            with pytest.raises(HTTPException) as exc_info:
+                await MCPRequestHandler.process_mcp_request(scope)
+
+        assert exc_info.value.status_code == 503
+        assert "temporarily unreachable" not in exc_info.value.detail
+        assert "retry shortly" not in exc_info.value.detail.lower()
+        assert "BinaryNotFoundError" in exc_info.value.detail
+        assert "will not clear by retrying" in exc_info.value.detail
 
     async def test_user_subject_envelope_scim_deactivated_user_fails_closed_401(self):
         """SCIM-deactivating the envelope's user revokes it immediately: the reloaded user carries
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
index c667db7f07c..c6f3b9cb1f4 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_adapter.py
@@ -12,6 +12,7 @@ import pytest
 from fastapi import HTTPException
 from pydantic import ValidationError
 
+from litellm.experimental_mcp_client.client import MCPClient
 from litellm.proxy._experimental.mcp_server.outbound_credentials.adapter import (
     oauth_protected_resource_path,
     raise_public,
@@ -94,6 +95,49 @@ def test_basic_scheme_base64_encodes_the_token():
     assert spec.config.key_source.value.get_secret_value() == expected
 
 
+@pytest.mark.parametrize(
+    "auth_type, authentication_token, expected_value, expected_header",
+    [
+        (MCPAuth.bearer_token, "Bearer abc", "abc", ("Authorization", "Bearer abc")),
+        (MCPAuth.token, "token abc", "abc", ("Authorization", "token abc")),
+        (MCPAuth.basic, "user:pass", "dXNlcjpwYXNz", ("Authorization", "Basic dXNlcjpwYXNz")),
+        (MCPAuth.basic, "Basic dXNlcjpwYXNz", "dXNlcjpwYXNz", ("Authorization", "Basic dXNlcjpwYXNz")),
+        (MCPAuth.basic, "Basic user:pass", "dXNlcjpwYXNz", ("Authorization", "Basic dXNlcjpwYXNz")),
+    ],
+)
+def test_shared_key_normalizes_schemed_authentication_token(
+    auth_type, authentication_token, expected_value, expected_header
+):
+    spec = to_server_spec(_server(auth_type=auth_type, authentication_token=authentication_token))
+    assert spec is not None and isinstance(spec.config, ApiKeyConfig)
+    assert spec.config.key_source.value.get_secret_value() == expected_value
+    assert spec.config.header(expected_value) == expected_header
+
+
+@pytest.mark.parametrize(
+    "auth_type, authentication_token",
+    [
+        (MCPAuth.bearer_token, "Bearer abc"),
+        (MCPAuth.bearer_token, "abc"),
+        (MCPAuth.token, "token abc"),
+        (MCPAuth.token, "abc"),
+        (MCPAuth.basic, "user:pass"),
+        (MCPAuth.basic, "Basic dXNlcjpwYXNz"),
+        (MCPAuth.basic, "Basic user:pass"),
+    ],
+)
+def test_shared_key_authorization_matches_v1(auth_type, authentication_token):
+    spec = to_server_spec(_server(auth_type=auth_type, authentication_token=authentication_token))
+    assert spec is not None and isinstance(spec.config, ApiKeyConfig)
+
+    client = MCPClient(server_url="https://x", auth_type=auth_type)
+    client.update_auth_value(authentication_token)
+
+    assert spec.config.header(spec.config.key_source.value.get_secret_value())[1] == client._get_auth_headers()[
+        "Authorization"
+    ]
+
+
 @pytest.mark.parametrize(
     "oauth2_flow",
     [None, "authorization_code"],
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_sso_assertion_store.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_sso_assertion_store.py
index 7b82e004f37..5d6d47b8c38 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_sso_assertion_store.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_sso_assertion_store.py
@@ -7,6 +7,7 @@ round-trips exactly, a store failure never escapes into the login path, and a sa
 rotation re-encrypts stored rows like the sibling per-user credential tables.
 """
 
+import asyncio
 import json
 import os
 import time
@@ -16,8 +17,10 @@ import jwt as pyjwt
 import pytest
 
 from litellm.proxy._experimental.mcp_server.outbound_credentials.sso_assertion_store import (
+    _ASSERTION_CACHE,
     AssertionStoreUnavailable,
     DbSSOAssertionStore,
+    SSOAssertionCache,
     assertion_from_sso_login,
     ema_assertion_retention_enabled,
     fetch_sso_identity_assertion,
@@ -25,7 +28,7 @@ from litellm.proxy._experimental.mcp_server.outbound_credentials.sso_assertion_s
     retain_sso_identity_assertion_for_ema,
     rotate_sso_identity_assertions_master_key,
 )
-from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper
+from litellm.proxy.common_utils.encrypt_decrypt_utils import decrypt_value_helper, encrypt_value_helper
 from litellm.types.mcp import MCPAuth
 
 SALT_KEY = "test-salt-key-for-sso-assertion-tests-1234"
@@ -38,6 +41,11 @@ def _set_salt_key(monkeypatch):
     monkeypatch.setenv("LITELLM_SALT_KEY", SALT_KEY)
 
 
+@pytest.fixture(autouse=True)
+def _flush_assertion_cache():
+    _ASSERTION_CACHE.flush()
+
+
 def _make_id_token(exp_offset: int = 3600, iss: str = ISSUER) -> str:
     return pyjwt.encode(
         {"iss": iss, "sub": "u1", "exp": int(time.time()) + exp_offset},
@@ -52,9 +60,7 @@ def _make_prisma(stored: dict, db_has_id_jag_server: bool = False):
     ``db_has_id_jag_server`` drives the retention gate's authoritative DB fallback;
     it is wired explicitly so the gate never reads a truthy bare MagicMock."""
     prisma = MagicMock()
-    prisma.db.litellm_mcpservertable.find_first = AsyncMock(
-        return_value=MagicMock() if db_has_id_jag_server else None
-    )
+    prisma.db.litellm_mcpservertable.find_first = AsyncMock(return_value=MagicMock() if db_has_id_jag_server else None)
 
     async def _upsert(where, data):
         stored[where["user_id"]] = data["update"]["assertion_b64"]
@@ -235,6 +241,78 @@ async def test_persist_overwrites_previous_login():
     assert fetched.refresh_token is not None
 
 
+@pytest.mark.asyncio
+async def test_fetch_serves_second_read_from_cache_without_db_read():
+    stored = {}
+    prisma = _make_prisma(stored)
+    cache = SSOAssertionCache()
+    token = _make_id_token()
+    assertion = assertion_from_sso_login(token, "rt_1")
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        await persist_sso_identity_assertion("user-a", assertion, cache=cache)
+        first = await fetch_sso_identity_assertion("user-a", cache=cache)
+        second = await fetch_sso_identity_assertion("user-a", cache=cache)
+    assert first is not None
+    assert second is not None
+    assert first.id_token.get_secret_value() == token
+    assert second.id_token.get_secret_value() == token
+    prisma.db.litellm_ssoidentityassertion.find_unique.assert_awaited_once()
+
+
+@pytest.mark.asyncio
+async def test_persist_busts_cache_so_relogin_is_visible_immediately():
+    stored = {}
+    prisma = _make_prisma(stored)
+    cache = SSOAssertionCache()
+    first_token = _make_id_token(exp_offset=100)
+    second_token = _make_id_token(exp_offset=7200)
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        await persist_sso_identity_assertion("user-a", assertion_from_sso_login(first_token, None), cache=cache)
+        first = await fetch_sso_identity_assertion("user-a", cache=cache)
+        await persist_sso_identity_assertion("user-a", assertion_from_sso_login(second_token, "rt_new"), cache=cache)
+        second = await fetch_sso_identity_assertion("user-a", cache=cache)
+    assert first is not None
+    assert second is not None
+    assert first.id_token.get_secret_value() == first_token
+    assert second.id_token.get_secret_value() == second_token
+
+
+@pytest.mark.asyncio
+async def test_fetch_racing_a_relogin_does_not_cache_the_previous_assertion():
+    stored = {}
+    prisma = _make_prisma(stored)
+    cache = SSOAssertionCache()
+    first_token = _make_id_token(exp_offset=100)
+    second_token = _make_id_token(exp_offset=7200)
+    db_read_started = asyncio.Event()
+    relogin_done = asyncio.Event()
+    unpaused_find_unique = prisma.db.litellm_ssoidentityassertion.find_unique
+
+    async def _paused_find_unique(where):
+        row = await unpaused_find_unique(where=where)
+        db_read_started.set()
+        await relogin_done.wait()
+        return row
+
+    prisma.db.litellm_ssoidentityassertion.find_unique = _paused_find_unique
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        await persist_sso_identity_assertion("user-a", assertion_from_sso_login(first_token, None), cache=cache)
+        racing_fetch = asyncio.create_task(fetch_sso_identity_assertion("user-a", cache=cache))
+        await db_read_started.wait()
+        await persist_sso_identity_assertion(
+            "user-a",
+            assertion_from_sso_login(second_token, "rt_new"),
+            cache=cache,
+        )
+        relogin_done.set()
+        raced = await racing_fetch
+        after = await fetch_sso_identity_assertion("user-a", cache=cache)
+    assert raced is not None
+    assert after is not None
+    assert raced.id_token.get_secret_value() == first_token
+    assert after.id_token.get_secret_value() == second_token
+
+
 @pytest.mark.asyncio
 async def test_fetch_missing_row_returns_none():
     prisma = _make_prisma({})
@@ -242,6 +320,18 @@ async def test_fetch_missing_row_returns_none():
         assert await fetch_sso_identity_assertion("nobody") is None
 
 
+@pytest.mark.asyncio
+async def test_fetch_does_not_cache_a_missing_row():
+    prisma = _make_prisma({})
+    cache = SSOAssertionCache()
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        first = await fetch_sso_identity_assertion("nobody", cache=cache)
+        second = await fetch_sso_identity_assertion("nobody", cache=cache)
+    assert first is None
+    assert second is None
+    assert prisma.db.litellm_ssoidentityassertion.find_unique.await_count == 2
+
+
 @pytest.mark.asyncio
 async def test_fetch_undecryptable_row_returns_none():
     prisma = _make_prisma({"user-a": "not-an-encrypted-blob"})
@@ -251,13 +341,37 @@ async def test_fetch_undecryptable_row_returns_none():
 
 @pytest.mark.asyncio
 async def test_fetch_unparseable_payload_returns_none():
-    from litellm.proxy.common_utils.encrypt_decrypt_utils import encrypt_value_helper
-
     prisma = _make_prisma({"user-a": encrypt_value_helper("]]not json")})
     with patch("litellm.proxy.proxy_server.prisma_client", prisma):
         assert await fetch_sso_identity_assertion("user-a") is None
 
 
+@pytest.mark.asyncio
+async def test_cached_assertion_expires_after_ttl():
+    stored = {}
+    prisma = _make_prisma(stored)
+    cache = SSOAssertionCache(ttl_seconds=1)
+    first_token = _make_id_token(exp_offset=100)
+    second_token = _make_id_token(exp_offset=7200)
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        await persist_sso_identity_assertion("user-a", assertion_from_sso_login(first_token, None), cache=cache)
+        first = await fetch_sso_identity_assertion("user-a", cache=cache)
+        await persist_sso_identity_assertion(
+            "user-a",
+            assertion_from_sso_login(second_token, "rt_new"),
+            cache=SSOAssertionCache(),
+        )
+        cached = await fetch_sso_identity_assertion("user-a", cache=cache)
+        time.sleep(1.1)
+        expired = await fetch_sso_identity_assertion("user-a", cache=cache)
+    assert first is not None
+    assert cached is not None
+    assert expired is not None
+    assert first.id_token.get_secret_value() == first_token
+    assert cached.id_token.get_secret_value() == first_token
+    assert expired.id_token.get_secret_value() == second_token
+
+
 @pytest.mark.asyncio
 async def test_retain_noop_when_no_id_jag_server():
     stored = {}
@@ -357,6 +471,24 @@ async def test_db_store_converts_a_driver_failure_into_assertion_store_unavailab
             await DbSSOAssertionStore().fetch("alice")
 
 
+@pytest.mark.asyncio
+async def test_db_store_uses_injected_cache():
+    stored = {}
+    prisma = _make_prisma(stored)
+    cache = SSOAssertionCache()
+    token = _make_id_token()
+    with patch("litellm.proxy.proxy_server.prisma_client", prisma):  # test-quality-ok: fake DB seam has no injection boundary
+        await persist_sso_identity_assertion("alice", assertion_from_sso_login(token, None), cache=cache)
+        store = DbSSOAssertionStore(cache=cache)
+        first = await store.fetch("alice")
+        second = await store.fetch("alice")
+    assert first is not None
+    assert second is not None
+    assert first.id_token.get_secret_value() == token
+    assert second.id_token.get_secret_value() == token
+    prisma.db.litellm_ssoidentityassertion.find_unique.assert_awaited_once()
+
+
 @pytest.mark.asyncio
 async def test_db_store_returns_none_for_a_user_with_no_stored_assertion():
     """An absent row stays an absence, not an outage, so a user who never signed in still gets the
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_endpoint.py b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_endpoint.py
index 5f277db2f72..db3a1a386a3 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_endpoint.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/outbound_credentials/test_token_endpoint.py
@@ -7,6 +7,7 @@ cache's hit/single-flight behavior. Each assertion fails under a real mutation o
 """
 
 import asyncio
+import gc
 import json
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -359,6 +360,110 @@ async def test_cache_invalidate_only_evicts_the_named_key():
     assert calls == 2
 
 
+@pytest.mark.asyncio
+async def test_cache_invalidate_mid_compute_is_not_overwritten_by_that_compute():
+    """A bearer minted before an invalidation must never be served after it.
+
+    The compute is suspended at the token endpoint when the invalidation lands, so its write is
+    the one that would resurrect the evicted bearer for the rest of its TTL. The caller it was
+    minted for still gets it; the *cache* is what the invalidation is about.
+    """
+    cache = ExchangedTokenCache()
+    mint_started, release_mint = asyncio.Event(), asyncio.Event()
+
+    async def slow_mint():
+        mint_started.set()
+        await release_mint.wait()
+        return _ok_token("bearer-minted-before-invalidation")
+
+    async def re_mint():
+        return _ok_token("bearer-minted-after-invalidation")
+
+    in_flight = asyncio.create_task(cache.get_or_compute("slot", slow_mint, fingerprint="fp"))
+    await mint_started.wait()
+
+    assert not in_flight.done()
+    cache.invalidate("slot")
+    release_mint.set()
+
+    raced = await in_flight
+    assert isinstance(raced, Ok) and raced.ok == "bearer-minted-before-invalidation"
+
+    after = await cache.get_or_compute("slot", re_mint, fingerprint="fp")
+    assert isinstance(after, Ok) and after.ok == "bearer-minted-after-invalidation"
+
+
+@pytest.mark.asyncio
+async def test_cache_invalidate_mid_compute_survives_garbage_collection():
+    """The record of an invalidation must outlive a collection cycle taken mid-compute.
+
+    Per-key state is held weakly so idle keys do not accumulate. If the state a compute checks
+    before writing were collectible while that compute is suspended, the check would read as
+    "nothing was invalidated" and the stale write would land; the running compute has to pin it.
+    """
+    cache = ExchangedTokenCache()
+    mint_started, release_mint = asyncio.Event(), asyncio.Event()
+
+    async def slow_mint():
+        mint_started.set()
+        await release_mint.wait()
+        return _ok_token("bearer-minted-before-invalidation")
+
+    async def re_mint():
+        return _ok_token("bearer-minted-after-invalidation")
+
+    in_flight = asyncio.create_task(cache.get_or_compute("slot", slow_mint, fingerprint="fp"))
+    await mint_started.wait()
+
+    assert not in_flight.done()
+    cache.invalidate("slot")
+    gc.collect()
+    release_mint.set()
+    await in_flight
+
+    after = await cache.get_or_compute("slot", re_mint, fingerprint="fp")
+    assert isinstance(after, Ok) and after.ok == "bearer-minted-after-invalidation"
+
+
+@pytest.mark.asyncio
+async def test_cache_stores_a_compute_that_started_after_the_invalidation():
+    """Only the mint that predates the invalidation loses its write.
+
+    A caller queued behind the single-flight lock computes after the eviction, so its token is
+    fresh and must be cached; otherwise the fix would trade one stale bearer for re-minting on
+    every subsequent resolution.
+    """
+    cache = ExchangedTokenCache()
+    mint_started, release_mint = asyncio.Event(), asyncio.Event()
+
+    async def slow_mint():
+        mint_started.set()
+        await release_mint.wait()
+        return _ok_token("bearer-minted-before-invalidation")
+
+    async def re_mint():
+        return _ok_token("bearer-minted-after-invalidation")
+
+    async def must_not_run():
+        pytest.fail("the mint that followed the invalidation should have been cached")
+
+    in_flight = asyncio.create_task(cache.get_or_compute("slot", slow_mint, fingerprint="fp"))
+    await mint_started.wait()
+    queued = asyncio.create_task(cache.get_or_compute("slot", re_mint, fingerprint="fp"))
+    await asyncio.sleep(0)
+
+    assert not queued.done()
+    cache.invalidate("slot")
+    release_mint.set()
+
+    raced, fresh = await asyncio.gather(in_flight, queued)
+    assert isinstance(raced, Ok) and raced.ok == "bearer-minted-before-invalidation"
+    assert isinstance(fresh, Ok) and fresh.ok == "bearer-minted-after-invalidation"
+
+    served = await cache.get_or_compute("slot", must_not_run, fingerprint="fp")
+    assert isinstance(served, Ok) and served.ok == "bearer-minted-after-invalidation"
+
+
 @pytest.mark.asyncio
 async def test_cache_does_not_store_a_failed_compute():
     cache = ExchangedTokenCache()
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
index 598e9276423..775f6e5f3b8 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_discoverable_endpoints.py
@@ -3508,6 +3508,169 @@ def _create_oauth2_server(
     )
 
 
+def _create_id_lookup_oauth2_server():
+    return _create_oauth2_server(
+        server_id="oauth-server-id",
+        name="oauth-server-name",
+        server_name="oauth-server-name",
+        alias="oauth-server-alias",
+    )
+
+
+@pytest.mark.asyncio
+async def test_authorize_resolves_server_by_id_when_name_lookup_fails():
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server import discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+
+    server = _create_id_lookup_oauth2_server()
+    request = MagicMock(spec=Request)
+    request.base_url = "https://llm.example.com/"
+    request.headers = {}
+
+    with (
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_name", return_value=None) as by_name,  # test-quality-ok: resolver seam
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=server) as by_id,  # test-quality-ok: resolver seam
+        patch.object(discoverable_endpoints, "encrypt_value_helper", return_value="encrypted-state"),  # test-quality-ok: flow seam
+    ):
+        response = await discoverable_endpoints.authorize(
+            request=request,
+            client_id=server.client_id,
+            mcp_server_name=server.server_id,
+            redirect_uri="http://localhost:62646/callback",
+            state="test_state",
+        )
+
+    assert response.status_code == 307
+    assert "https://provider.com/oauth/authorize" in response.headers["location"]
+    by_name.assert_called_once_with(server.server_id, client_ip=None)
+    by_id.assert_called_once_with(server.server_id, client_ip=None)
+
+
+@pytest.mark.asyncio
+async def test_token_endpoint_resolves_server_by_id_when_name_lookup_fails():
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server import discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+
+    server = _create_id_lookup_oauth2_server()
+    request = MagicMock(spec=Request)
+    request.base_url = "https://llm.example.com/"
+    request.headers = {}
+    response = MagicMock()
+    response.json.return_value = {"access_token": "token", "token_type": "Bearer"}
+    response.raise_for_status = MagicMock()
+    client = MagicMock()
+    client.post = AsyncMock(return_value=response)
+
+    with (
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_name", return_value=None) as by_name,  # test-quality-ok: resolver seam
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=server) as by_id,  # test-quality-ok: resolver seam
+        patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=client),  # test-quality-ok: HTTP seam
+    ):
+        result = await discoverable_endpoints.token_endpoint(
+            request=request,
+            grant_type="authorization_code",
+            code="test_code",
+            redirect_uri="http://localhost:62646/callback",
+            client_id=server.client_id,
+            mcp_server_name=server.server_id,
+            client_secret=server.client_secret,
+        )
+
+    assert json.loads(result.body)["access_token"] == "token"
+    by_name.assert_called_once_with(server.server_id, client_ip=None)
+    by_id.assert_called_once_with(server.server_id, client_ip=None)
+
+
+@pytest.mark.asyncio
+async def test_register_client_resolves_server_by_id_when_name_lookup_fails():
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server import discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+
+    server = _create_id_lookup_oauth2_server().model_copy(
+        update={"client_id": None, "client_secret": None, "registration_url": "https://provider.com/oauth/register"}
+    )
+    request = MagicMock(spec=Request)
+    request.base_url = "https://llm.example.com/"
+    request.headers = {}
+    response = MagicMock()
+    response.json.return_value = {"client_id": "registered-client", "client_secret": "registered-secret"}
+    response.raise_for_status = MagicMock()
+    client = MagicMock()
+    client.post = AsyncMock(return_value=response)
+
+    with (
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_name", return_value=None) as by_name,  # test-quality-ok: resolver seam
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=server) as by_id,  # test-quality-ok: resolver seam
+        patch.object(discoverable_endpoints, "_read_request_body", new=AsyncMock(return_value={})),  # test-quality-ok: request seam
+        patch.object(discoverable_endpoints, "get_async_httpx_client", return_value=client),  # test-quality-ok: HTTP seam
+    ):
+        result = await discoverable_endpoints.register_client(request=request, mcp_server_name=server.server_id)
+
+    assert json.loads(result.body)["client_id"] == "registered-client"
+    by_name.assert_called_once_with(server.server_id, client_ip=None)
+    by_id.assert_called_once_with(server.server_id, client_ip=None)
+
+
+@pytest.mark.asyncio
+async def test_protected_resource_metadata_resolves_server_by_id_when_name_lookup_fails():
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server import discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+
+    server = _create_id_lookup_oauth2_server()
+    request = MagicMock(spec=Request)
+    request.base_url = "https://llm.example.com/"
+    request.headers = {}
+
+    with (
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_name", return_value=None) as by_name,  # test-quality-ok: resolver seam
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=server) as by_id,  # test-quality-ok: resolver seam
+    ):
+        result = await discoverable_endpoints._build_oauth_protected_resource_response(
+            request=request,
+            mcp_server_name=server.server_id,
+            use_standard_pattern=True,
+        )
+
+    assert result["authorization_servers"] == ["https://llm.example.com/mcp"]
+    assert result["resource"] == f"https://llm.example.com/mcp/{server.server_id}"
+    by_name.assert_called_once_with(server.server_id, client_ip=None)
+    by_id.assert_called_once_with(server.server_id, client_ip=None)
+
+
+def test_authorization_server_metadata_resolves_server_by_id_when_name_lookup_fails():
+    from fastapi import Request
+
+    from litellm.proxy._experimental.mcp_server import discoverable_endpoints
+    from litellm.proxy._experimental.mcp_server.mcp_server_manager import global_mcp_server_manager
+
+    server = _create_id_lookup_oauth2_server()
+    request = MagicMock(spec=Request)
+    request.base_url = "https://llm.example.com/"
+    request.headers = {}
+
+    with (
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_name", return_value=None) as by_name,  # test-quality-ok: resolver seam
+        patch.object(global_mcp_server_manager, "get_mcp_server_by_id", return_value=server) as by_id,  # test-quality-ok: resolver seam
+    ):
+        result = discoverable_endpoints._build_oauth_authorization_server_response(
+            request=request,
+            mcp_server_name=server.server_id,
+        )
+
+    assert result["scopes_supported"] == server.scopes
+    assert result["issuer"] == f"https://llm.example.com/{server.server_id}"
+    by_name.assert_called_once_with(server.server_id, client_ip=None)
+    by_id.assert_called_once_with(server.server_id, client_ip=None)
+
+
 @pytest.mark.asyncio
 async def test_authorize_root_resolves_single_oauth2_server():
     """When /authorize is hit without server name and exactly 1 OAuth2 server exists, resolve it."""
@@ -6432,6 +6595,23 @@ async def test_bridge_mint_db_outage_is_503_before_upstream():
     response, post = await _prepare_only_bridge_exchange("unavailable")
     assert response.status_code == 503
     assert json.loads(response.body)["error"] == "temporarily_unavailable"
+    assert "retry shortly" in json.loads(response.body)["error_description"]
+    post.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_bridge_mint_permanent_db_fault_is_503_without_retry_advice():
+    """A query engine fault that never heals is still a 503 (the gateway is at fault, not the client), but
+    the description must not tell the client the database is temporarily unreachable and to retry: that
+    sends an operator to wait out an outage that is not one. The code stays temporarily_unavailable, the
+    only RFC 6749 error a client treats as a server-side 503."""
+    response, post = await _prepare_only_bridge_exchange("faulted")
+    assert response.status_code == 503
+    body = json.loads(response.body)
+    assert body["error"] == "temporarily_unavailable"
+    assert "temporarily unreachable" not in body["error_description"]
+    assert "retry shortly" not in body["error_description"]
+    assert "not a transient outage" in body["error_description"]
     post.assert_not_called()
 
 
@@ -7143,6 +7323,56 @@ async def test_resolve_active_litellm_key_db_outage_is_unavailable(proxy_globals
     assert await _resolve_active_litellm_key(request) == "unavailable"
 
 
+@pytest.mark.asyncio
+async def test_resolve_active_litellm_key_permanent_engine_fault_is_faulted(proxy_globals):
+    """A query engine that is missing or version-skewed cannot resolve any key until the deployment is
+    repaired, so the resolver reports "faulted" (still statused 503 by the mint) rather than "unavailable",
+    whose wording promises the outage is transient and asks the client to retry."""
+    from prisma.engine.errors import BinaryNotFoundError
+
+    from litellm.proxy._experimental.mcp_server.bridge_token_flow import (
+        _resolve_active_litellm_key,
+    )
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    class _FaultedPrisma:
+        async def get_data(self, token, table_name, parent_otel_span=None, proxy_logging_obj=None):
+            raise BinaryNotFoundError("query engine binary not found")
+
+    proxy_globals.user_api_key_cache = UserApiKeyCache()
+    proxy_globals.prisma_client = _FaultedPrisma()
+
+    request = _token_request({"x-litellm-api-key": "sk-during-engine-fault"})
+    assert await _resolve_active_litellm_key(request) == "faulted"
+
+
+@pytest.mark.asyncio
+async def test_resolve_active_litellm_key_transport_error_over_permanent_fault_is_faulted(proxy_globals):
+    """A reconnect that dies on a missing engine binary raises the transport error last, with the
+    BinaryNotFoundError as __context__. The binary is what blocks recovery, so the key read is "faulted",
+    not the "unavailable" that the outer ConnectError alone would suggest."""
+    import httpx
+    from prisma.engine.errors import BinaryNotFoundError
+
+    from litellm.proxy._experimental.mcp_server.bridge_token_flow import (
+        _resolve_active_litellm_key,
+    )
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    class _ReconnectFailedPrisma:
+        async def get_data(self, token, table_name, parent_otel_span=None, proxy_logging_obj=None):
+            try:
+                raise BinaryNotFoundError("query engine binary not found")
+            except BinaryNotFoundError:
+                raise httpx.ConnectError("All connection attempts failed")
+
+    proxy_globals.user_api_key_cache = UserApiKeyCache()
+    proxy_globals.prisma_client = _ReconnectFailedPrisma()
+
+    request = _token_request({"x-litellm-api-key": "sk-during-failed-reconnect"})
+    assert await _resolve_active_litellm_key(request) == "faulted"
+
+
 @pytest.mark.asyncio
 async def test_resolve_active_litellm_key_no_database_is_unresolvable(proxy_globals):
     """With no database connection configured the gateway cannot verify the presented key at all, so
@@ -7214,6 +7444,26 @@ async def test_reload_active_user_by_id_db_outage_is_unavailable(proxy_globals):
         assert await _reload_active_user_by_id("sso-user-7") == "unavailable"
 
 
+@pytest.mark.asyncio
+async def test_reload_active_user_by_id_permanent_engine_fault_is_faulted(proxy_globals):
+    """A permanent query engine fault while re-validating the user on refresh is "faulted", not
+    "unavailable": both are 503s, but only the transient one may tell the client to retry. get_user_object
+    wraps the fault in a bare ValueError, so the classification has to read the wrapped cause."""
+    from prisma.engine.errors import MismatchedVersionsError
+
+    from litellm.proxy._experimental.mcp_server.bridge_token_flow import _reload_active_user_by_id
+    from litellm.proxy.common_utils.user_api_key_cache import UserApiKeyCache
+
+    proxy_globals.user_api_key_cache = UserApiKeyCache()
+    proxy_globals.prisma_client = object()
+
+    with patch(  # test-quality-ok: get_user_object is the DB seam that wraps the fault; same patch as the outage sibling
+        "litellm.proxy.auth.auth_checks.get_user_object",
+        new=AsyncMock(side_effect=_wrapped_user_lookup_error(MismatchedVersionsError(expected="1", got="2"))),
+    ):
+        assert await _reload_active_user_by_id("sso-user-7") == "faulted"
+
+
 @pytest.mark.asyncio
 async def test_token_endpoint_uses_client_secret_basic_when_configured():
     """LIT-4091: a server with token_endpoint_auth_method=client_secret_basic must send the
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
index 32a3f70c357..1670370f082 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_gateway_dcr_flow.py
@@ -426,6 +426,7 @@ async def test_token_rejects_expired_code_and_missing_configuration():
     [
         ("no_active_key", 400, "invalid_grant"),
         ("unavailable", 503, "temporarily_unavailable"),
+        ("faulted", 503, "temporarily_unavailable"),
         ("unresolvable", 500, "server_error"),
     ],
 )
@@ -460,6 +461,25 @@ async def test_token_gates_on_live_user_revalidation(failure, expected_status, e
     assert json.loads(response.body)["error"] == expected_error
 
 
+def test_permanent_db_fault_503_does_not_promise_a_retry_will_help():
+    """Both DB failures are 503 temporarily_unavailable (the only OAuth error a client reads as a
+    server-side outage), so the description is the one place the two are told apart: a transient outage
+    says retry, a fault that never heals must say retrying will not help and point at the deployment."""
+    from litellm.proxy._experimental.mcp_server.gateway_dcr_flow import (
+        _consent_lookup_failure_response,
+        _mint_failure_response,
+        _reload_failure_response,
+    )
+
+    for render in (_reload_failure_response, _consent_lookup_failure_response, _mint_failure_response):
+        transient = json.loads(render("unavailable").body)["error_description"]
+        faulted = json.loads(render("faulted").body)["error_description"]
+        assert transient == "the gateway database is unavailable; retry"
+        assert "retry" not in faulted.replace("retrying will not help", "")
+        assert "not a transient outage" in faulted
+        assert "retrying will not help" in faulted
+
+
 @pytest.mark.asyncio
 async def test_flow_is_single_use_shared_cache_rejects_second_complete():
     """A double-submit of the finish step mints only ONE code: the second complete over the
@@ -1250,6 +1270,7 @@ async def test_native_authorize_refuses_a_hosted_redirect_for_the_proxy_api():
     "failure, status, error",
     [
         ("unavailable", 503, "temporarily_unavailable"),
+        ("faulted", 503, "temporarily_unavailable"),
         ("unresolvable", 500, "server_error"),
         ("no_active_key", 403, "access_denied"),
     ],
@@ -1424,6 +1445,7 @@ async def test_native_code_without_a_minter_is_refused_server_side():
         ("team_required", 400, "invalid_grant"),
         ("no_active_key", 400, "invalid_grant"),
         ("unavailable", 503, "temporarily_unavailable"),
+        ("faulted", 503, "temporarily_unavailable"),
         ("unresolvable", 500, "server_error"),
     ],
 )
@@ -1805,5 +1827,12 @@ async def test_introspect_fails_closed_on_dead_user_and_503s_on_outage():
     status, body = await _introspect(minted.token.get_secret_value(), reload_user=_reload_user_outage)
     assert (status, body["error"]) == (503, "temporarily_unavailable")
 
+    async def _reload_user_faulted(user_id: str):
+        return "faulted"
+
+    status, body = await _introspect(minted.token.get_secret_value(), reload_user=_reload_user_faulted)
+    assert (status, body["error"]) == (503, "temporarily_unavailable")
+    assert "not a transient outage" in body["error_description"]
+
     status, body = await _introspect(minted.token.get_secret_value(), master_key=None)
     assert (status, body["error"]) == (500, "server_error")
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_header_alias_utils.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_header_alias_utils.py
index 2627199570b..6c24205c258 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_header_alias_utils.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_header_alias_utils.py
@@ -16,3 +16,67 @@ def test_lookup_mcp_server_auth_in_headers_sanitized_alias():
     headers = {"github_mcp": {"Authorization": "Bearer token"}}
     result = lookup_mcp_server_auth_in_headers(headers, alias="GitHub-MCP")
     assert result == {"Authorization": "Bearer token"}
+
+
+def test_lookup_mcp_server_auth_in_headers_group_header_is_default_for_members():
+    headers = {"shared": {"Authorization": "Bearer group-token"}}
+    assert lookup_mcp_server_auth_in_headers(headers, alias="alpha", server_name="alpha", access_groups=["shared"]) == {
+        "Authorization": "Bearer group-token"
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="beta", server_name="beta", access_groups=["Shared"]) == {
+        "Authorization": "Bearer group-token"
+    }
+
+
+def test_lookup_mcp_server_auth_in_headers_group_header_sanitized_group_name():
+    headers = {"dev_group": {"Authorization": "Bearer group-token"}}
+    assert lookup_mcp_server_auth_in_headers(headers, alias="alpha", access_groups=["Dev Group"]) == {
+        "Authorization": "Bearer group-token"
+    }
+
+
+def test_lookup_mcp_server_auth_in_headers_server_header_overrides_group_header():
+    headers = {
+        "shared": {"Authorization": "Bearer group-token"},
+        "beta": {"Authorization": "Bearer beta-token"},
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="beta", server_name="beta", access_groups=["shared"]) == {
+        "Authorization": "Bearer beta-token"
+    }
+
+
+def test_lookup_mcp_server_auth_in_headers_group_header_not_forwarded_outside_group():
+    headers = {"shared": {"Authorization": "Bearer group-token"}}
+    assert (
+        lookup_mcp_server_auth_in_headers(headers, alias="gamma", server_name="gamma", access_groups=["other"]) is None
+    )
+    assert lookup_mcp_server_auth_in_headers(headers, alias="gamma", server_name="gamma", access_groups=None) is None
+
+
+def test_lookup_mcp_server_auth_in_headers_alias_colliding_with_group_name_keeps_server_level_match():
+    headers = {"shared": {"Authorization": "Bearer shared-token"}}
+    assert lookup_mcp_server_auth_in_headers(headers, alias="shared", access_groups=["other"]) == {
+        "Authorization": "Bearer shared-token"
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="alpha", access_groups=["shared"]) == {
+        "Authorization": "Bearer shared-token"
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="gamma", access_groups=["other"]) is None
+
+
+def test_lookup_mcp_server_auth_in_headers_conflicting_group_headers_fail_closed():
+    headers = {
+        "shared": {"Authorization": "Bearer group-token"},
+        "other": {"Authorization": "Bearer other-token"},
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="delta", access_groups=["shared", "other"]) is None
+
+
+def test_lookup_mcp_server_auth_in_headers_identical_group_headers_resolve():
+    headers = {
+        "shared": {"Authorization": "Bearer group-token"},
+        "other": {"Authorization": "Bearer group-token"},
+    }
+    assert lookup_mcp_server_auth_in_headers(headers, alias="delta", access_groups=["shared", "other"]) == {
+        "Authorization": "Bearer group-token"
+    }
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
index 6d66748bf3f..9667224de98 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_oauth_passthrough_tools.py
@@ -1,11 +1,16 @@
 """Unit tests for MCP OAuth passthrough tool-fetch behavior."""
 
+import sys
 from unittest.mock import AsyncMock, MagicMock
 
 import httpx
 import pytest
 
 
+if sys.version_info < (3, 11):
+    from exceptiongroup import ExceptionGroup
+
+
 from litellm.proxy._experimental.mcp_server.exceptions import MCPUpstreamAuthError
 from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
     MCPServerManager,
@@ -37,7 +42,7 @@ def test_extract_upstream_auth_failure_walks_exception_group():
     inner = httpx.HTTPStatusError("401", request=response.request, response=response)
 
     try:
-        raise ExceptionGroup("wrapped", [inner])  # noqa: F821 (PEP 654, py3.11+)
+        raise ExceptionGroup("wrapped", [inner])
     except Exception as group:
         result = _extract_upstream_auth_failure(group)
 
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
index 82f74cda835..086ab854e36 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server.py
@@ -303,6 +303,43 @@ def test_prepare_mcp_server_headers_case_insensitive_extra_headers():
     assert extra_headers == {"Authorization": "Bearer token"}
 
 
+def test_prepare_mcp_server_headers_group_header_defaults_for_members_only():
+    try:
+        from litellm.proxy._experimental.mcp_server.server import (
+            _prepare_mcp_server_headers,
+        )
+    except ImportError:
+        pytest.skip("MCP server not available")
+
+    def server(alias: str, group: str) -> MCPServer:
+        return MCPServer(
+            server_id=f"server-{alias}",
+            name=alias,
+            alias=alias,
+            transport=MCPTransport.http,
+            access_groups=[group],
+        )
+
+    mcp_server_auth_headers = {
+        "shared": {"Authorization": "Bearer group-token"},
+        "beta": {"Authorization": "Bearer beta-token"},
+    }
+
+    def resolve(mcp_server: MCPServer):
+        server_auth_header, _ = _prepare_mcp_server_headers(
+            server=mcp_server,
+            mcp_server_auth_headers=mcp_server_auth_headers,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers={"x-litellm-api-key": "Bearer sk-litellm-key"},
+        )
+        return server_auth_header
+
+    assert resolve(server("alpha", "shared")) == {"Authorization": "Bearer group-token"}
+    assert resolve(server("beta", "shared")) == {"Authorization": "Bearer beta-token"}
+    assert resolve(server("gamma", "other")) is None
+
+
 def test_prepare_mcp_server_headers_passthrough_strips_authorization_without_admission_header():
     try:
         from litellm.proxy._experimental.mcp_server.server import (
@@ -914,6 +951,7 @@ async def test_mcp_get_prompt_success():
     )
     mock_manager.get_prompt_from_server.assert_awaited_once_with(
         server=server,
+        user_api_key_auth=user_api_key_auth,
         prompt_name="hello",
         arguments={"foo": "bar"},
         mcp_auth_header={"Authorization": "token"},
@@ -976,6 +1014,7 @@ async def test_mcp_read_resource_success():
     )
     mock_manager.read_resource_from_server.assert_awaited_once_with(
         server=server,
+        user_api_key_auth=user_api_key_auth,
         url="https://example.com/resource",
         mcp_auth_header={"Authorization": "token"},
         extra_headers={"X-Test": "1"},
@@ -3365,6 +3404,7 @@ async def test_mcp_manager_returns_public_when_permission_lookup_fails():
 @pytest.mark.asyncio
 async def test_mcp_manager_merges_public_and_restricted_servers():
     try:
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import MCPServerAccess
         from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
             MCPServerManager,
         )
@@ -3396,8 +3436,8 @@ async def test_mcp_manager_merges_public_and_restricted_servers():
             return_value=False,
         ),
         patch(
-            "litellm.proxy._experimental.mcp_server.mcp_server_manager.MCPRequestHandler.get_allowed_mcp_servers",
-            AsyncMock(return_value=["restricted"]),
+            "litellm.proxy._experimental.mcp_server.mcp_server_manager.MCPRequestHandler.get_mcp_server_access",
+            AsyncMock(return_value=MCPServerAccess(server_ids=("restricted",), scope="scoped")),
         ),
     ):
         allowed = await manager.get_allowed_mcp_servers(UserAPIKeyAuth())
@@ -8198,6 +8238,204 @@ class TestPreemptive401ModeAware:
         await self._run(delegate, self.LITELLM_KEY_HEADERS, has_stored_token=False)
 
 
+class TestSingleServerPreflightReachesIdJag:
+    """The connect-time preflight is what turns a credential failure into an HTTP status the client
+    can read. An oauth2_id_jag server has to reach it: its subject comes from the assertion stored at
+    SSO login, so the failure is decided before any IdP call and there is nothing later in the session
+    that can report it (tools/list degrades to an empty list, tools/call to 'tool not found')."""
+
+    def _id_jag_server(self) -> MCPServer:
+        return MCPServer(
+            server_id="id-idjag",
+            name="idjag",
+            alias="idjag",
+            server_name="idjag",
+            url="https://idjag.test/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_id_jag,
+            client_id="gateway-client",
+            client_secret="gateway-secret",
+            token_exchange_endpoint="https://org-idp.test/oauth2/token",
+            id_jag_resource_token_endpoint="https://resource-as.test/oauth2/token",
+            mcp_info={"server_name": "idjag"},
+        )
+
+    async def _run(self, server: MCPServer, mcp_servers: list[str], preflight: AsyncMock) -> None:
+        from litellm.proxy._experimental.mcp_server import server as server_module
+
+        with (
+            patch.object(  # test-quality-ok: route wiring must use the manager's configured server
+                server_module.global_mcp_server_manager,
+                "get_mcp_server_by_name",
+                return_value=server,
+            ),
+            patch.object(  # test-quality-ok: route wiring must invoke the manager preflight
+                server_module.global_mcp_server_manager,
+                "preflight_token_exchange",
+                preflight,
+            ),
+            patch.object(  # test-quality-ok: allowed-set resolution needs the DB; the test controls its answer
+                server_module, "_get_allowed_mcp_servers", AsyncMock(return_value=[server])
+            ),
+        ):
+            await server_module._raise_preemptive_401_for_unauthenticated_servers(
+                scope={"type": "http", "method": "POST", "path": "/mcp/idjag", "headers": []},
+                mcp_servers=mcp_servers,
+                oauth2_headers={"Authorization": "Bearer sk-litellm-virtual-key"},
+                mcp_server_auth_headers=None,
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1"),
+                client_ip=None,
+            )
+
+    @pytest.mark.asyncio
+    async def test_id_jag_single_server_route_surfaces_the_preflight_status(self):
+        """The 412 the preflight raises must propagate out of connect, not be swallowed."""
+        server = self._id_jag_server()
+        preflight = AsyncMock(side_effect=HTTPException(status_code=412, detail="no stored assertion"))
+
+        with pytest.raises(HTTPException) as exc:
+            await self._run(server, ["idjag"], preflight)
+
+        assert exc.value.status_code == 412
+        assert preflight.await_args.kwargs["server"] is server
+
+    @pytest.mark.asyncio
+    async def test_token_exchange_without_a_bearer_still_challenges_and_never_pre_flights(self):
+        """The already-shipped OBO path must be untouched by the call site dropping its mode test.
+        A token_exchange server with no inbound bearer has nothing to exchange, so it still gets the
+        RFC 9728 discovery challenge from the block above and the preflight is never reached; pushing
+        a subject-less exchange through the resolver would turn that challenge into some other status
+        and strand a client that only had to SSO and retry."""
+        from litellm.proxy._experimental.mcp_server import server as server_module
+
+        token_exchange = MCPServer(
+            server_id="id-obo",
+            name="obo",
+            alias="obo",
+            server_name="obo",
+            url="https://obo.test/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.test/oauth2/token",
+            client_id="cid",
+            client_secret="csec",
+            mcp_info={"server_name": "obo"},
+        )
+        preflight = AsyncMock()
+
+        with (
+            patch.object(  # test-quality-ok: route wiring must use the manager's configured server
+                server_module.global_mcp_server_manager,
+                "get_mcp_server_by_name",
+                return_value=token_exchange,
+            ),
+            patch.object(  # test-quality-ok: route wiring must invoke the manager preflight
+                server_module.global_mcp_server_manager,
+                "preflight_token_exchange",
+                preflight,
+            ),
+            pytest.raises(HTTPException) as exc,
+        ):
+            await server_module._raise_preemptive_401_for_unauthenticated_servers(
+                scope={"type": "http", "method": "POST", "path": "/mcp/obo", "headers": []},
+                mcp_servers=["obo"],
+                oauth2_headers=None,
+                mcp_server_auth_headers=None,
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1"),
+                client_ip=None,
+            )
+
+        assert exc.value.status_code == 401
+        headers = exc.value.headers or {}
+        assert "resource_metadata" in (headers.get("WWW-Authenticate") or headers.get("www-authenticate") or "")
+        preflight.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_id_jag_multi_server_route_still_absorbs_the_failure(self):
+        """The aggregate contract is unchanged: with more than one target the preflight does not run,
+        so one server with no stored assertion cannot fail the whole connect."""
+        preflight = AsyncMock(side_effect=HTTPException(status_code=412, detail="no stored assertion"))
+
+        await self._run(self._id_jag_server(), ["idjag", "other"], preflight)
+
+        preflight.assert_not_awaited()
+
+
+def _make_obo_server(alias: str) -> MCPServer:
+    return MCPServer(
+        server_id=f"id-{alias}",
+        name=alias,
+        alias=alias,
+        server_name=alias,
+        url=f"https://{alias}.test/mcp",
+        transport=MCPTransport.http,
+        auth_type=MCPAuth.oauth2_token_exchange,
+        token_exchange_endpoint="https://idp.test/token",
+        client_id="cid",
+        client_secret="csecret",
+        mcp_info={"server_name": alias},
+    )
+
+
+class TestOboPreflightScopedToAllowedServers:
+    """The connect-time OBO exchange is an outbound IdP call whose result is cached, so it must
+    only run for a server the caller's key resolves to through the allowed set, not for any
+    server the requested path happens to name."""
+
+    SUBJECT_HEADERS = {"Authorization": "Bearer upstream-subject-token"}
+
+    async def _run(self, requested: MCPServer, allowed: list[MCPServer], user_api_key_auth: UserAPIKeyAuth | None):
+        from litellm.proxy._experimental.mcp_server import server as server_module
+
+        allowed_lookup = AsyncMock(return_value=allowed)
+        preflight = AsyncMock()
+        with (
+            patch.object(  # test-quality-ok: route handler reads the module-level manager, no injection seam
+                server_module.global_mcp_server_manager, "get_mcp_server_by_name", return_value=requested
+            ),
+            patch.object(  # test-quality-ok: the exchanger is the observable; a real one would call an IdP
+                server_module.global_mcp_server_manager, "preflight_token_exchange", preflight
+            ),
+            patch.object(  # test-quality-ok: allowed-set resolution needs the DB; the test controls its answer
+                server_module, "_get_allowed_mcp_servers", allowed_lookup
+            ),
+        ):
+            await server_module._raise_preemptive_401_for_unauthenticated_servers(
+                scope={"type": "http", "method": "POST", "path": f"/mcp/{requested.alias}", "headers": []},
+                mcp_servers=[requested.alias],
+                oauth2_headers=self.SUBJECT_HEADERS,
+                mcp_server_auth_headers=None,
+                user_api_key_auth=user_api_key_auth,
+                client_ip="10.0.0.7",
+            )
+        return allowed_lookup, preflight
+
+    @pytest.mark.asyncio
+    async def test_unentitled_key_never_reaches_the_exchanger(self):
+        requested = _make_obo_server("obo_tools")
+        key = UserAPIKeyAuth(api_key="sk-plain-only")
+
+        allowed_lookup, preflight = await self._run(
+            requested, allowed=[_make_obo_server("plain_tools")], user_api_key_auth=key
+        )
+
+        preflight.assert_not_awaited()
+        allowed_lookup.assert_awaited_once_with(
+            user_api_key_auth=key, mcp_servers=[requested.alias], client_ip="10.0.0.7"
+        )
+
+    @pytest.mark.asyncio
+    async def test_entitled_key_still_exchanges_at_connect(self):
+        requested = _make_obo_server("obo_tools")
+        key = UserAPIKeyAuth(api_key="sk-obo")
+
+        _, preflight = await self._run(requested, allowed=[requested], user_api_key_auth=key)
+
+        preflight.assert_awaited_once_with(
+            server=requested, oauth2_headers=self.SUBJECT_HEADERS, user_api_key_auth=key, raw_headers=None
+        )
+
+
 @pytest.mark.asyncio
 async def test_post_mcp_call_guardrails_return_the_rewritten_result():
     """The result a post_mcp_call guardrail rewrote must be what the caller sends back."""
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
index 5508259273d..02b1a19081a 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_server_manager.py
@@ -30,6 +30,7 @@ from mcp.types import (
     TextResourceContents,
 )
 from mcp.types import Tool as MCPTool
+from pydantic import AnyUrl
 
 from litellm.constants import MCP_METADATA_TIMEOUT
 from litellm.proxy._experimental.mcp_server.mcp_server_manager import (
@@ -128,6 +129,32 @@ class TestMCPServerManager:
         assert added_server.args == ["-m", "server"]
         assert added_server.env == {"DEBUG": "1", "TEST": "1"}
 
+    def test_get_mcp_server_by_id_allows_internal_or_unspecified_client_ip(self):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="private-server",
+            name="private-server",
+            transport=MCPTransport.http,
+            available_on_public_internet=False,
+        )
+        manager.registry[server.server_id] = server
+
+        assert manager.get_mcp_server_by_id(server.server_id) is server
+        assert manager.get_mcp_server_by_id(server.server_id, client_ip="10.0.0.1") is server
+
+    def test_get_mcp_server_by_id_rejects_private_server_for_public_ip(self):
+        manager = MCPServerManager()
+        server = MCPServer(
+            server_id="private-server",
+            name="private-server",
+            transport=MCPTransport.http,
+            available_on_public_internet=False,
+        )
+        manager.registry[server.server_id] = server
+
+        with patch.object(manager, "_get_general_settings", return_value={}):
+            assert manager.get_mcp_server_by_id(server.server_id, client_ip="8.8.8.8") is None
+
     async def test_create_mcp_client_stdio(self):
         """Test creating MCP client for stdio transport"""
         manager = MCPServerManager()
@@ -2270,7 +2297,9 @@ class TestMCPServerManager:
         """prompts/list on an OBO server must exchange the caller's bearer, not connect with none."""
         server = self._token_exchange_server("te-prompts")
         st = await self._capture_subject_token(
-            lambda m: m.get_prompts_from_server(server=server, raw_headers={"authorization": "Bearer subj-jwt"})
+            lambda m: m.get_prompts_from_server(
+                server=server, user_api_key_auth=None, raw_headers={"authorization": "Bearer subj-jwt"}
+            )
         )
         assert st == "subj-jwt"
 
@@ -2279,7 +2308,9 @@ class TestMCPServerManager:
         """resources/list on an OBO server must exchange the caller's bearer."""
         server = self._token_exchange_server("te-resources")
         st = await self._capture_subject_token(
-            lambda m: m.get_resources_from_server(server=server, raw_headers={"authorization": "Bearer subj-jwt"})
+            lambda m: m.get_resources_from_server(
+                server=server, user_api_key_auth=None, raw_headers={"authorization": "Bearer subj-jwt"}
+            )
         )
         assert st == "subj-jwt"
 
@@ -2290,6 +2321,7 @@ class TestMCPServerManager:
         st = await self._capture_subject_token(
             lambda m: m.read_resource_from_server(
                 server=server,
+                user_api_key_auth=None,
                 url="https://up.example.com/r",
                 raw_headers={"authorization": "Bearer subj-jwt"},
             )
@@ -2307,7 +2339,9 @@ class TestMCPServerManager:
             auth_type=MCPAuth.none,
         )
         st = await self._capture_subject_token(
-            lambda m: m.get_prompts_from_server(server=server, raw_headers={"authorization": "Bearer subj-jwt"})
+            lambda m: m.get_prompts_from_server(
+                server=server, user_api_key_auth=None, raw_headers={"authorization": "Bearer subj-jwt"}
+            )
         )
         assert st is None
 
@@ -2582,6 +2616,232 @@ class TestMCPServerManager:
         await manager.preflight_token_exchange(server=server, oauth2_headers=None, user_api_key_auth=None)
         assert resolved == ["good-subject"]
 
+    def _id_jag_server(self, server_id: str) -> "MCPServer":
+        return MCPServer(
+            server_id=server_id,
+            name=f"{server_id}-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_id_jag,
+            client_id="gateway-client",
+            client_secret="gateway-secret",
+            token_exchange_endpoint="https://org-idp.example/oauth2/token",
+            id_jag_resource_token_endpoint="https://resource-as.example/oauth2/token",
+        )
+
+    @pytest.mark.asyncio
+    async def test_preflight_id_jag_surfaces_missing_assertion_as_a_plain_412(self):
+        """ID-JAG's missing/expired-assertion precondition must reach the client as a 412 whose body
+        names the fix, at the transport edge. Without the preflight the session opens and the caller
+        gets a 200 with an empty tool list and then 'tool not found', which is not what happened.
+        412 is a precondition, not an RFC 9728 discovery challenge, so it carries no
+        WWW-Authenticate: there is nothing for the client to discover and retry against."""
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError
+
+        summary = (
+            "ID-JAG requires an IdP identity assertion for this user and none is stored. "
+            "Sign in through LiteLLM SSO so the gateway captures one."
+        )
+
+        class _FakeProvider:
+            async def resolve_credentials(self, subject, server):
+                return Error(CredError.of_precondition_required(summary))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+
+        with pytest.raises(HTTPException) as exc_info:
+            await manager.preflight_token_exchange(
+                server=self._id_jag_server("id-jag-preflight-412"),
+                oauth2_headers=None,
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1"),
+            )
+        assert exc_info.value.status_code == 412
+        assert summary in exc_info.value.detail
+        assert not (exc_info.value.headers or {})
+
+    @pytest.mark.asyncio
+    async def test_preflight_id_jag_surfaces_assertion_store_outage_as_503(self):
+        """A store outage is the other failure the session would swallow, and it is a different
+        answer than 412: the user has nothing to fix by signing in again."""
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError
+
+        class _FakeProvider:
+            async def resolve_credentials(self, subject, server):
+                return Error(CredError.of_upstream_unavailable("assertion store unreachable"))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+
+        with pytest.raises(HTTPException) as exc_info:
+            await manager.preflight_token_exchange(
+                server=self._id_jag_server("id-jag-preflight-503"),
+                oauth2_headers=None,
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1"),
+            )
+        assert exc_info.value.status_code == 503
+
+    @pytest.mark.asyncio
+    async def test_preflight_id_jag_preflights_litellm_key_and_skips_identity_bearer(self):
+        """ID-JAG preflights when Authorization carries a LiteLLM key, but skips a caller identity
+        bearer that the session passes through unchanged."""
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import (
+            StaticHeaderAuth,
+        )
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Ok
+
+        subjects = []
+
+        class _FakeProvider:
+            async def resolve_credentials(self, subject, server):
+                subjects.append(
+                    (
+                        subject.subject_id,
+                        subject.inbound_token.get_secret_value() if subject.inbound_token else None,
+                    )
+                )
+                return Ok(StaticHeaderAuth("Bearer minted-id-jag", header_name="Authorization"))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+        caller = UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1")
+
+        await manager.preflight_token_exchange(
+            server=self._id_jag_server("id-jag-preflight-key"),
+            oauth2_headers={"Authorization": "Bearer sk-litellm-virtual-key"},
+            raw_headers={"authorization": "Bearer sk-litellm-virtual-key"},
+            user_api_key_auth=caller,
+        )
+        assert subjects == [("u-1", None)]
+
+        await manager.preflight_token_exchange(
+            server=self._id_jag_server("id-jag-preflight-identity"),
+            oauth2_headers={"Authorization": "Bearer caller-idp-id-token"},
+            raw_headers={
+                "x-litellm-api-key": "Bearer sk-admission-key",
+                "authorization": "Bearer caller-idp-id-token",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="u-1"),
+        )
+        assert subjects == [("u-1", None)]
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "server_fields",
+        [
+            {"auth_type": MCPAuth.none},
+            {"auth_type": MCPAuth.api_key, "authentication_token": "static-upstream-key"},
+            {"auth_type": MCPAuth.bearer_token, "authentication_token": "static-upstream-key"},
+            {
+                "auth_type": MCPAuth.oauth2,
+                "oauth2_flow": "client_credentials",
+                "client_id": "cid",
+                "client_secret": "csec",
+                "token_url": "https://idp.example.com/token",
+            },
+            {"auth_type": MCPAuth.true_passthrough},
+        ],
+    )
+    async def test_preflight_resolves_nothing_for_a_mode_that_does_not_pre_flight(self, server_fields):
+        """The manager is the only thing deciding which modes pre-flight, so it has to reject every
+        other mode itself. The single-server call site no longer tests the mode before calling, so a
+        mode that falls through here would start resolving its credential a second time, at connect,
+        for flows that never had a connect-time resolution at all."""
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Error
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError
+
+        calls = []
+
+        class _FakeProvider:
+            async def resolve_credentials(self, subject, server):
+                calls.append(server.server_id)
+                return Error(CredError.of_misconfigured("the preflight must never get here"))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+        server = MCPServer(
+            server_id="not-pre-flighted",
+            name="not-pre-flighted-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            **server_fields,
+        )
+
+        assert (
+            await manager.preflight_token_exchange(
+                server=server,
+                oauth2_headers={"Authorization": "Bearer sk-litellm-virtual-key"},
+                user_api_key_auth=UserAPIKeyAuth(api_key="sk-litellm-virtual-key", user_id="u-1"),
+            )
+            is None
+        )
+        assert calls == []
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "authorization",
+        [
+            "Bearer subj-jwt",
+            "bearer subj-jwt",
+            "BEARER subj-jwt",
+            "Bearer\tsubj-jwt",
+            "Bearer  subj-jwt",
+        ],
+    )
+    async def test_preflight_token_exchange_strips_inbound_authorization_scheme(self, authorization):
+        """The resolver posts inbound_token verbatim as subject_token."""
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import (
+            StaticHeaderAuth,
+        )
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Ok
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError, ServerSpec, Subject
+
+        resolved: Final[list[str | None]] = []
+
+        class _FakeProvider:
+            async def resolve_credentials(
+                self, subject: Subject, server: ServerSpec
+            ) -> Ok[StaticHeaderAuth, CredError]:
+                resolved.append(subject.inbound_token.get_secret_value() if subject.inbound_token else None)
+                return Ok(StaticHeaderAuth("Bearer MINTED", header_name="Authorization"))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+        server = self._token_exchange_server(f"te-preflight-auth-{authorization!r}")
+
+        await manager.preflight_token_exchange(
+            server=server,
+            oauth2_headers={"Authorization": authorization},
+            user_api_key_auth=None,
+        )
+
+        assert resolved == ["subj-jwt"]
+
+    @pytest.mark.asyncio
+    async def test_preflight_token_exchange_preserves_authorization_without_separator(self):
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import (
+            StaticHeaderAuth,
+        )
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Ok
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.types import CredError, ServerSpec, Subject
+
+        resolved: Final[list[str | None]] = []
+
+        class _FakeProvider:
+            async def resolve_credentials(
+                self, subject: Subject, server: ServerSpec
+            ) -> Ok[StaticHeaderAuth, CredError]:
+                resolved.append(subject.inbound_token.get_secret_value() if subject.inbound_token else None)
+                return Ok(StaticHeaderAuth("Bearer MINTED", header_name="Authorization"))
+
+        manager = MCPServerManager(cred_provider=_FakeProvider())
+        server = self._token_exchange_server("te-preflight-auth-no-separator")
+
+        await manager.preflight_token_exchange(
+            server=server,
+            oauth2_headers={"Authorization": "Bearersubj-jwt"},
+            user_api_key_auth=None,
+        )
+
+        assert resolved == ["Bearersubj-jwt"]
+
     @pytest.mark.asyncio
     async def test_preflight_token_exchange_skips_discovery_for_other_auth_modes(self):
         """Preflight must not make unrelated auth modes depend on OAuth discovery."""
@@ -3254,7 +3514,7 @@ class TestMCPServerManager:
             new_callable=AsyncMock,
             return_value=mock_client,
         ):
-            prompts = await manager.get_prompts_from_server(server, add_prefix=True)
+            prompts = await manager.get_prompts_from_server(server, user_api_key_auth=None, add_prefix=True)
 
         mock_client.list_prompts.assert_awaited_once()
         assert len(prompts) == 1
@@ -3289,6 +3549,7 @@ class TestMCPServerManager:
         ):
             result = await manager.get_prompt_from_server(
                 server=server,
+                user_api_key_auth=None,
                 prompt_name="hello",
                 arguments={"tone": "casual"},
             )
@@ -3334,6 +3595,7 @@ class TestMCPServerManager:
         ):
             result = await manager.get_resources_from_server(
                 server=server,
+                user_api_key_auth=None,
                 mcp_auth_header="auth",
                 extra_headers={"X-Test": "1"},
                 add_prefix=True,
@@ -3391,6 +3653,7 @@ class TestMCPServerManager:
         ):
             result = await manager.get_resource_templates_from_server(
                 server=server,
+                user_api_key_auth=None,
                 mcp_auth_header="auth",
                 extra_headers=None,
                 add_prefix=False,
@@ -3441,6 +3704,7 @@ class TestMCPServerManager:
         ) as mock_create_client:
             result = await manager.read_resource_from_server(
                 server=server,
+                user_api_key_auth=None,
                 url="https://example.com/resource",
                 mcp_auth_header="auth",
                 extra_headers={"X-Test": "1"},
@@ -4533,6 +4797,81 @@ class TestMCPServerManager:
         # auth_type is none here, so a 401 from this upstream must not be dressed up as a re-auth signal
         assert captured["relays_upstream_auth"] is False
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "auth_type, authentication_token, expected_authorization",
+        [
+            (MCPAuth.bearer_token, "Bearer abc", "Bearer abc"),
+            (MCPAuth.bearer_token, "abc", "Bearer abc"),
+            (MCPAuth.api_key, "ApiKey abc", "ApiKey abc"),
+            (MCPAuth.token, "token abc", "token abc"),
+            (MCPAuth.basic, "user:pass", "Basic dXNlcjpwYXNz"),
+            (MCPAuth.basic, "Basic dXNlcjpwYXNz", "Basic dXNlcjpwYXNz"),
+            (MCPAuth.basic, "Basic user:pass", "Basic dXNlcjpwYXNz"),
+        ],
+    )
+    async def test_register_openapi_tools_normalizes_authentication_token(
+        self, tmp_path, monkeypatch, auth_type, authentication_token, expected_authorization
+    ):
+        manager = MCPServerManager()
+        spec_path = tmp_path / "openapi.json"
+        spec_path.write_text(
+            json.dumps(
+                {
+                    "openapi": "3.0.0",
+                    "info": {"title": "Demo", "version": "1.0.0"},
+                    "paths": {
+                        "/health": {
+                            "get": {
+                                "operationId": "health_check",
+                                "summary": "health",
+                            }
+                        }
+                    },
+                }
+            )
+        )
+        server = MCPServer(
+            server_id="openapi-server",
+            name="openapi-server",
+            server_name="openapi-server",
+            url="https://example.com",
+            transport=MCPTransport.http,
+            auth_type=auth_type,
+            authentication_token=authentication_token,
+        )
+        captured: dict = {}
+
+        def fake_create_tool_function(
+            path, method, operation, base_url, headers=None, server_label=None, relays_upstream_auth=False
+        ):
+            captured["headers"] = headers
+
+            async def tool_func(**kwargs):
+                return "ok"
+
+            return tool_func
+
+        monkeypatch.setattr(
+            "litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator.create_tool_function",
+            fake_create_tool_function,
+        )
+        monkeypatch.setattr(
+            "litellm.proxy._experimental.mcp_server.openapi_to_mcp_generator.build_input_schema",
+            lambda *args, **kwargs: {"type": "object", "properties": {}, "required": []},
+        )
+        monkeypatch.setattr(
+            "litellm.proxy._experimental.mcp_server.tool_registry.global_mcp_tool_registry.register_tool",
+            lambda *args, **kwargs: None,
+        )
+        await manager._register_openapi_tools(
+            spec_path=str(spec_path),
+            server=server,
+            base_url="https://example.com",
+        )
+
+        assert captured["headers"]["Authorization"] == expected_authorization
+
     @pytest.mark.asyncio
     async def test_pre_call_tool_check_allowed_tools_list_allows_tool(self):
         """Test pre_call_tool_check allows tool when it's in allowed_tools list"""
@@ -5872,6 +6211,7 @@ class TestMCPServerManager:
         """
         from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
             MCPRequestHandler,
+            MCPServerAccess,
         )
         from litellm.proxy._types import LiteLLM_ObjectPermissionTable, UserAPIKeyAuth
 
@@ -5891,19 +6231,22 @@ class TestMCPServerManager:
             object_permission_id="perm_123",
         )
 
-        # Mock MCPRequestHandler.get_allowed_mcp_servers to verify it receives user_api_key_auth
+        # Mock MCPRequestHandler.get_mcp_server_access to verify it receives user_api_key_auth
         with patch.object(
             MCPRequestHandler,
-            "get_allowed_mcp_servers",
+            "get_mcp_server_access",
             new_callable=AsyncMock,
         ) as mock_get_allowed:
             # Configure mock to return servers from object_permission
-            mock_get_allowed.return_value = ["test_server_1", "test_server_2"]
+            mock_get_allowed.return_value = MCPServerAccess(
+                server_ids=("test_server_1", "test_server_2"),
+                scope="scoped",
+            )
 
             # Call get_allowed_mcp_servers with user_api_key_auth
             result = await manager.get_allowed_mcp_servers(user_api_key_auth)
 
-            # Verify MCPRequestHandler.get_allowed_mcp_servers was called with user_api_key_auth
+            # Verify MCPRequestHandler.get_mcp_server_access was called with user_api_key_auth
             mock_get_allowed.assert_called_once()
             call_args = mock_get_allowed.call_args
             assert call_args[0][0] is user_api_key_auth  # First positional arg should be user_api_key_auth
@@ -6060,6 +6403,7 @@ class TestMCPServerManager:
         from litellm.proxy import proxy_server as proxy_server_module
         from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import (
             MCPRequestHandler,
+            MCPServerAccess,
         )
         from litellm.proxy._experimental.mcp_server.mcp_context import (
             _mcp_active_toolset_id,
@@ -6092,9 +6436,12 @@ class TestMCPServerManager:
                 patch.object(manager, "get_allow_all_keys_server_ids", return_value=["global-server"]),
                 patch.object(
                     MCPRequestHandler,
-                    "get_allowed_mcp_servers",
+                    "get_mcp_server_access",
                     new_callable=AsyncMock,
-                    return_value=["toolset-server"],
+                    return_value=MCPServerAccess(
+                        server_ids=("toolset-server",),
+                        scope="scoped",
+                    ),
                 ),
             ):
                 result = await manager.get_allowed_mcp_servers(user_api_key_auth)
@@ -6193,6 +6540,79 @@ class TestMCPServerManager:
 
         assert set(result) == {"global-server", "submitted-server"}
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "flag_enabled, via_virtual_key, resolved_server_ids, scope, submitted_server_ids, expected_server_ids",
+        [
+            (False, True, ("granted",), "scoped", (), {"granted", "public"}),
+            (True, True, ("granted",), "scoped", (), {"granted"}),
+            (True, True, ("granted", "public"), "scoped", (), {"granted", "public"}),
+            (True, True, (), "scoped", (), set()),
+            (True, True, (), "unscoped", (), {"public"}),
+            (
+                True,
+                True,
+                ("team-granted",),
+                "scoped",
+                ("submitted",),
+                {"team-granted", "submitted"},
+            ),
+            (
+                True,
+                True,
+                ("team-granted",),
+                "scoped",
+                ("public",),
+                {"team-granted", "public"},
+            ),
+            (True, False, ("granted",), "scoped", (), {"granted", "public"}),
+        ],
+        ids=(
+            "flag_off_preserves_allow_all",
+            "flag_on_scoped_key_excludes_allow_all",
+            "flag_on_keeps_allow_all_when_granted",
+            "flag_on_restricted_empty_excludes_allow_all",
+            "flag_on_unscoped_key_preserves_allow_all",
+            "flag_on_preserves_submitted_byom",
+            "flag_on_preserves_submitted_byom_when_it_is_allow_all",
+            "flag_on_non_virtual_key_preserves_allow_all",
+        ),
+    )
+    async def test_allow_all_keys_scope_flag(
+        self,
+        flag_enabled,
+        via_virtual_key,
+        resolved_server_ids,
+        scope,
+        submitted_server_ids,
+        expected_server_ids,
+    ):  # test-quality-ok: parameterized matrix covers the scope state machine
+        from litellm.proxy._experimental.mcp_server.auth.user_api_key_auth_mcp import MCPServerAccess
+
+        manager = MCPServerManager()
+        auth = UserAPIKeyAuth(api_key="sk-test", user_id="user-123")
+        auth.via_virtual_key = via_virtual_key
+        access = MCPServerAccess(server_ids=resolved_server_ids, scope=scope)
+
+        with (
+            patch.object(manager, "get_allow_all_keys_server_ids", return_value=["public"]),
+            patch.object(
+                manager,
+                "_get_active_submitted_mcp_server_ids_for_user",
+                new=AsyncMock(return_value=list(submitted_server_ids)),
+            ),
+        ):
+            assert (
+                set(
+                    await manager.get_allowed_mcp_servers(
+                        auth,
+                        access=access,
+                        general_settings={"mcp_allow_all_keys_respects_mcp_scope": flag_enabled},
+                    )
+                )
+                == expected_server_ids
+            )
+
     @pytest.mark.asyncio
     async def test_get_allowed_mcp_servers_anonymous_delegate_requires_oauth2(self):
         """Anonymous delegated auth listing should only include oauth2 servers."""
@@ -11006,3 +11426,294 @@ class TestOpenApiHandlerRelaysUpstreamAuth:
 
         assert result.isError is True
         assert "upstream returned HTTP 503" in result.content[0].text
+
+
+class TestLitellmAdmissionKeyIsNeverTheSubjectToken:
+    """The bearer that admitted the request as a LiteLLM key must not be sent to the IdP as the
+    RFC 8693 subject_token (or ID-JAG assertion). Only ``x-litellm-api-key`` disambiguates: with it
+    present, ``Authorization`` is the caller's own identity token and is exchanged as before."""
+
+    _ADMISSION_KEY: Final = "sk-litellm-virtual-key"
+    _USER_TOKEN: Final = "user-idp-jwt"
+
+    @staticmethod
+    def _token_exchange_server(server_id: str) -> MCPServer:
+        return MCPServer(
+            server_id=server_id,
+            name=f"{server_id}-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/token",
+            client_id="cid",
+            client_secret="csec",
+        )
+
+    @staticmethod
+    def _id_jag_server(server_id: str) -> MCPServer:
+        return MCPServer(
+            server_id=server_id,
+            name=f"{server_id}-server",
+            url="https://up.example.com/mcp",
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_id_jag,
+            client_id="cid",
+            client_secret="csec",
+            token_exchange_endpoint="https://idp.example.com/token",
+            id_jag_resource_token_endpoint="https://resource-as.example.com/token",
+        )
+
+    @staticmethod
+    def _recording_provider() -> MagicMock:
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.httpx_auth import StaticHeaderAuth
+        from litellm.proxy._experimental.mcp_server.outbound_credentials.result import Ok
+
+        provider: Final = MagicMock()
+        provider.resolve_credentials = AsyncMock(
+            return_value=Ok(StaticHeaderAuth("Bearer MINTED", header_name="Authorization"))
+        )
+        return provider
+
+    @staticmethod
+    def _subjects_seen_by(provider: MagicMock) -> list[str | None]:
+        return [
+            call.args[0].inbound_token.get_secret_value() if call.args[0].inbound_token else None
+            for call in provider.resolve_credentials.call_args_list
+        ]
+
+    @staticmethod
+    def _manager_with_recording_client() -> MCPServerManager:
+        manager: Final = MCPServerManager()
+        client: Final = AsyncMock()
+        client.call_tool = AsyncMock(return_value=CallToolResult(content=[], isError=False))
+        client.list_prompts = AsyncMock(return_value=[])
+        client.read_resource = AsyncMock(return_value=ReadResourceResult(contents=[]))
+        manager._create_mcp_client = AsyncMock(return_value=client)
+        return manager
+
+    @staticmethod
+    def _subject_token_given_to_client(manager: MCPServerManager) -> str | None:
+        return manager._create_mcp_client.call_args.kwargs["subject_token"]
+
+    async def _call_tool_subject(self, server: MCPServer, oauth2_headers, raw_headers, user_api_key_auth):
+        manager: Final = self._manager_with_recording_client()
+        await manager._call_regular_mcp_tool(
+            mcp_server=server,
+            original_tool_name="tool",
+            arguments={},
+            tasks=[],
+            mcp_auth_header=None,
+            mcp_server_auth_headers=None,
+            oauth2_headers=oauth2_headers,
+            raw_headers=raw_headers,
+            proxy_logging_obj=None,
+            user_api_key_auth=user_api_key_auth,
+        )
+        return self._subject_token_given_to_client(manager)
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("auth_type", [MCPAuth.oauth2_token_exchange, MCPAuth.oauth2_id_jag])
+    async def test_tools_call_with_only_the_litellm_key_has_no_subject(self, auth_type):
+        server = (
+            self._token_exchange_server("te-call")
+            if auth_type == MCPAuth.oauth2_token_exchange
+            else self._id_jag_server("jag-call")
+        )
+        subject_token = await self._call_tool_subject(
+            server,
+            oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token is None
+
+    @pytest.mark.asyncio
+    async def test_rest_tools_call_with_only_the_litellm_key_has_no_subject(self):
+        """The REST facade passes no oauth2_headers; the bearer is reached through raw_headers only."""
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-rest"),
+            oauth2_headers=None,
+            raw_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token is None
+
+    @pytest.mark.asyncio
+    async def test_tools_call_exchanges_the_user_token_when_x_litellm_api_key_admits(self):
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-split"),
+            oauth2_headers={"Authorization": f"Bearer {self._USER_TOKEN}"},
+            raw_headers={
+                "X-LiteLLM-API-Key": f"Bearer {self._ADMISSION_KEY}",
+                "authorization": f"Bearer {self._USER_TOKEN}",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token == self._USER_TOKEN
+
+    @pytest.mark.asyncio
+    async def test_tools_call_with_an_empty_x_litellm_api_key_has_no_subject(self):
+        """Admission ignores an empty ``x-litellm-api-key`` and validates ``Authorization`` instead."""
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-empty-header"),
+            oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            raw_headers={"x-litellm-api-key": "", "authorization": f"Bearer {self._ADMISSION_KEY}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token is None
+
+    @pytest.mark.asyncio
+    async def test_tools_call_with_the_same_litellm_key_in_both_headers_has_no_subject(self):
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-same-key"),
+            oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            raw_headers={
+                "x-litellm-api-key": self._ADMISSION_KEY,
+                "authorization": f"Bearer {self._ADMISSION_KEY}",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token is None
+
+    @pytest.mark.asyncio
+    async def test_tools_call_with_a_different_litellm_key_in_authorization_has_no_subject(self):
+        """A second ``sk-`` virtual key next to ``x-litellm-api-key`` is still a gateway credential."""
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-second-key"),
+            oauth2_headers={"Authorization": "Bearer sk-another-virtual-key"},
+            raw_headers={
+                "x-litellm-api-key": f"Bearer {self._ADMISSION_KEY}",
+                "authorization": "Bearer sk-another-virtual-key",
+            },
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert subject_token is None
+
+    @pytest.mark.asyncio
+    async def test_tools_call_exchanges_the_bearer_when_jwt_admission_left_api_key_unset(self):
+        subject_token = await self._call_tool_subject(
+            self._token_exchange_server("te-jwt"),
+            oauth2_headers={"Authorization": f"Bearer {self._USER_TOKEN}"},
+            raw_headers={"authorization": f"Bearer {self._USER_TOKEN}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key=None, user_id="alice"),
+        )
+        assert subject_token == self._USER_TOKEN
+
+    @pytest.mark.asyncio
+    async def test_tools_list_with_only_the_litellm_key_has_no_subject(self):
+        manager: Final = self._manager_with_recording_client()
+        manager._fetch_tools_with_timeout = AsyncMock(return_value=[])
+        await manager._get_tools_from_server(
+            server=self._token_exchange_server("te-list-key"),
+            oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+        )
+        assert self._subject_token_given_to_client(manager) is None
+
+    @pytest.mark.asyncio
+    async def test_prompts_list_with_only_the_litellm_key_has_no_subject(self):
+        manager: Final = self._manager_with_recording_client()
+        await manager.get_prompts_from_server(
+            server=self._token_exchange_server("te-prompts-key"),
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+            raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+        )
+        assert self._subject_token_given_to_client(manager) is None
+
+    @pytest.mark.asyncio
+    async def test_resource_read_with_only_the_litellm_key_has_no_subject(self):
+        manager: Final = self._manager_with_recording_client()
+        await manager.read_resource_from_server(
+            server=self._token_exchange_server("te-read-key"),
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+            url=AnyUrl("file:///notes.txt"),
+            raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+        )
+        assert self._subject_token_given_to_client(manager) is None
+
+    @pytest.mark.asyncio
+    async def test_resource_read_exchanges_the_user_token_when_x_litellm_api_key_admits(self):
+        manager: Final = self._manager_with_recording_client()
+        await manager.read_resource_from_server(
+            server=self._token_exchange_server("te-read-split"),
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+            url=AnyUrl("file:///notes.txt"),
+            raw_headers={
+                "x-litellm-api-key": f"Bearer {self._ADMISSION_KEY}",
+                "authorization": f"Bearer {self._USER_TOKEN}",
+            },
+        )
+        assert self._subject_token_given_to_client(manager) == self._USER_TOKEN
+
+    @pytest.mark.asyncio
+    async def test_openapi_call_never_hands_the_litellm_key_to_the_exchanger(self):
+        provider: Final = self._recording_provider()
+        manager = MCPServerManager(cred_provider=provider)
+        server = MCPServer(
+            server_id="te-openapi",
+            name="te_openapi",
+            server_name="te_openapi",
+            url=None,
+            transport=MCPTransport.http,
+            auth_type=MCPAuth.oauth2_token_exchange,
+            token_exchange_endpoint="https://idp.example.com/token",
+            client_id="cid",
+            client_secret="csec",
+            spec_path="https://api.example.com/openapi.json",
+        )
+        user_auth = UserAPIKeyAuth(api_key="hashed-key", user_id="alice")
+
+        await manager.resolve_openapi_upstream_auth(
+            mcp_server=server,
+            oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+            raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+            mcp_auth_header=None,
+            user_api_key_auth=user_auth,
+            forwarded_headers=None,
+        )
+        await manager.resolve_openapi_upstream_auth(
+            mcp_server=server,
+            oauth2_headers={"Authorization": f"Bearer {self._USER_TOKEN}"},
+            raw_headers={
+                "x-litellm-api-key": f"Bearer {self._ADMISSION_KEY}",
+                "authorization": f"Bearer {self._USER_TOKEN}",
+            },
+            mcp_auth_header=None,
+            user_api_key_auth=user_auth,
+            forwarded_headers=None,
+        )
+        assert self._subjects_seen_by(provider) == [None, self._USER_TOKEN]
+
+    @pytest.mark.asyncio
+    async def test_preflight_challenges_instead_of_exchanging_the_litellm_key(self):
+        provider: Final = self._recording_provider()
+        manager = MCPServerManager(cred_provider=provider)
+
+        with pytest.raises(HTTPException) as exc_info:
+            await manager.preflight_token_exchange(
+                server=self._token_exchange_server("te-preflight-key"),
+                oauth2_headers={"Authorization": f"Bearer {self._ADMISSION_KEY}"},
+                user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+                raw_headers={"authorization": f"Bearer {self._ADMISSION_KEY}"},
+            )
+        assert exc_info.value.status_code == 401
+        headers = exc_info.value.headers or {}
+        assert "resource_metadata" in (headers.get("WWW-Authenticate") or headers.get("www-authenticate") or "")
+        assert self._subjects_seen_by(provider) == []
+
+    @pytest.mark.asyncio
+    async def test_preflight_exchanges_the_user_token_when_x_litellm_api_key_admits(self):
+        provider: Final = self._recording_provider()
+        manager = MCPServerManager(cred_provider=provider)
+
+        await manager.preflight_token_exchange(
+            server=self._token_exchange_server("te-preflight-split"),
+            oauth2_headers={"Authorization": f"Bearer {self._USER_TOKEN}"},
+            user_api_key_auth=UserAPIKeyAuth(api_key="hashed-key", user_id="alice"),
+            raw_headers={
+                "x-litellm-api-key": f"Bearer {self._ADMISSION_KEY}",
+                "authorization": f"Bearer {self._USER_TOKEN}",
+            },
+        )
+        assert self._subjects_seen_by(provider) == [self._USER_TOKEN]
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
index 16221f44efe..239f89ebd90 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_mcp_tool_search.py
@@ -10,33 +10,36 @@ Covers:
 """
 
 import json
+from collections.abc import Sequence
 from typing import Any
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
+from mcp.types import Tool
 
+import litellm
 from litellm.models.object_permission import LiteLLM_ObjectPermissionTable
 from litellm.proxy._experimental.mcp_server.faults.list_outcomes import AggregateToolListing
 from litellm.proxy._experimental.mcp_server.tool_search import (
     AGENT_SEARCH_TOOL_NAME,
     MCP_TOOL_CALL_TOOL_NAME,
     MCP_TOOL_SEARCH_TOOL_NAME,
+    SemanticToolRanker,
+    ToolSearchResult,
     coerce_top_k,
     get_virtual_tool_definitions,
+    search_mcp_tools,
     search_tools,
 )
 from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+from litellm.proxy.common_utils.semantic_text_index import EmbeddingFailed, SemanticTextIndex, Vector
+from litellm.types.mcp import MCPToolSearchSettings
 
 
-def _make_tools(specs: list[tuple[str, str]]) -> list[dict[str, Any]]:
-    return [
-        {
-            "name": name,
-            "description": desc,
-            "inputSchema": {"type": "object", "properties": {}},
-        }
-        for name, desc in specs
-    ]
+def _make_tools(specs: list[tuple[str, str]]) -> tuple[Tool, ...]:
+    return tuple(
+        Tool(name=name, description=desc, inputSchema={"type": "object", "properties": {}}) for name, desc in specs
+    )
 
 
 def _make_perm(**kwargs: Any) -> LiteLLM_ObjectPermissionTable:
@@ -54,6 +57,160 @@ SAMPLE_TOOLS = _make_tools(
 )
 
 
+FX_TOOL = Tool(
+    name="treasury-get_rates",
+    description="Get foreign exchange rates for a currency pair",
+    inputSchema={"type": "object", "properties": {}},
+)
+WEATHER_TOOL = Tool(
+    name="weather-forecast",
+    description="Get the weather forecast for a city",
+    inputSchema={"type": "object", "properties": {}},
+)
+CALENDAR_TOOL = Tool(
+    name="calendar-create_event",
+    description="Create a calendar event",
+    inputSchema={"type": "object", "properties": {}},
+)
+CATALOG = (FX_TOOL, WEATHER_TOOL, CALENDAR_TOOL)
+
+# A stand-in embedding space: "FX" sits next to the foreign-exchange tool and far from the rest.
+FAKE_VECTORS: dict[str, Vector] = {
+    "FX": (1.0, 0.0),
+    f"{FX_TOOL.name}\n{FX_TOOL.description}": (0.9, 0.1),
+    f"{WEATHER_TOOL.name}\n{WEATHER_TOOL.description}": (0.3, 1.0),
+    f"{CALENDAR_TOOL.name}\n{CALENDAR_TOOL.description}": (0.0, 1.0),
+}
+
+
+class RecordingEmbedder:
+    def __init__(self) -> None:
+        self.calls: list[tuple[str, ...]] = []
+
+    async def __call__(self, texts: Sequence[str]) -> Sequence[Vector]:
+        self.calls.append(tuple(texts))
+        return tuple(FAKE_VECTORS[text] for text in texts)
+
+
+def _ranker(embedder: RecordingEmbedder | None = None) -> SemanticToolRanker:
+    return SemanticToolRanker(embed=embedder or RecordingEmbedder(), embedding_model="emb", index=SemanticTextIndex())
+
+
+def _names(results: Sequence[ToolSearchResult] | EmbeddingFailed) -> list[str]:
+    assert not isinstance(results, EmbeddingFailed)
+    return [tool["name"] for tool in results]
+
+
+class TestSearchMcpTools:
+    @pytest.mark.asyncio
+    async def test_semantic_mode_finds_foreign_exchange_tool_for_fx(self) -> None:
+        keyword_only = await search_mcp_tools("FX", CATALOG, 5, MCPToolSearchSettings(), ranker=None)
+        assert _names(keyword_only) == []
+
+        results = await search_mcp_tools("FX", CATALOG, 5, MCPToolSearchSettings(embedding_model="emb"), _ranker())
+        assert _names(results) == [FX_TOOL.name, WEATHER_TOOL.name, CALENDAR_TOOL.name]
+        assert not isinstance(results, EmbeddingFailed)
+        assert results[0]["score"] > results[1]["score"] > results[2]["score"]
+        assert results[0]["inputSchema"] == FX_TOOL.inputSchema
+
+    @pytest.mark.asyncio
+    async def test_similarity_threshold_drops_weak_matches(self) -> None:
+        settings = MCPToolSearchSettings(embedding_model="emb", similarity_threshold=0.5)
+        results = await search_mcp_tools("FX", CATALOG, 5, settings, _ranker())
+        assert _names(results) == [FX_TOOL.name]
+
+    @pytest.mark.asyncio
+    async def test_request_top_k_limits_semantic_results(self) -> None:
+        results = await search_mcp_tools("FX", CATALOG, 2, MCPToolSearchSettings(embedding_model="emb"), _ranker())
+        assert _names(results) == [FX_TOOL.name, WEATHER_TOOL.name]
+
+    @pytest.mark.asyncio
+    async def test_configured_top_k_caps_request_top_k(self) -> None:
+        settings = MCPToolSearchSettings(embedding_model="emb", top_k=1)
+        assert _names(await search_mcp_tools("FX", CATALOG, 50, settings, _ranker())) == [FX_TOOL.name]
+        assert _names(await search_mcp_tools("weather", CATALOG, 50, MCPToolSearchSettings(top_k=1), None)) == [
+            WEATHER_TOOL.name
+        ]
+
+    @pytest.mark.asyncio
+    async def test_core_tools_lead_and_do_not_consume_top_k(self) -> None:
+        settings = MCPToolSearchSettings(embedding_model="emb", top_k=1, core_tools=(CALENDAR_TOOL.name,))
+        results = await search_mcp_tools("FX", CATALOG, 1, settings, _ranker())
+        assert _names(results) == [CALENDAR_TOOL.name, FX_TOOL.name]
+        assert not isinstance(results, EmbeddingFailed)
+        assert "score" not in results[0]
+
+    @pytest.mark.asyncio
+    async def test_core_tools_apply_in_keyword_mode_too(self) -> None:
+        settings = MCPToolSearchSettings(core_tools=(CALENDAR_TOOL.name,))
+        assert _names(await search_mcp_tools("weather", CATALOG, 5, settings, None)) == [
+            CALENDAR_TOOL.name,
+            WEATHER_TOOL.name,
+        ]
+
+    @pytest.mark.asyncio
+    async def test_core_tools_outside_the_callers_catalog_are_not_returned(self) -> None:
+        settings = MCPToolSearchSettings(embedding_model="emb", core_tools=("payroll-run", CALENDAR_TOOL.name))
+        results = await search_mcp_tools("FX", (FX_TOOL, WEATHER_TOOL), 5, settings, _ranker())
+        assert _names(results) == [FX_TOOL.name, WEATHER_TOOL.name]
+
+    @pytest.mark.asyncio
+    async def test_core_tools_are_listed_once_and_never_embedded(self) -> None:
+        embedder = RecordingEmbedder()
+        settings = MCPToolSearchSettings(embedding_model="emb", core_tools=(FX_TOOL.name, FX_TOOL.name))
+        results = await search_mcp_tools("FX", CATALOG, 5, settings, _ranker(embedder))
+        assert _names(results) == [FX_TOOL.name, WEATHER_TOOL.name, CALENDAR_TOOL.name]
+        assert all(FX_TOOL.description not in text for call in embedder.calls for text in call)
+
+    @pytest.mark.asyncio
+    async def test_empty_query_returns_only_core_tools_without_embedding(self) -> None:
+        embedder = RecordingEmbedder()
+        settings = MCPToolSearchSettings(embedding_model="emb", core_tools=(CALENDAR_TOOL.name,))
+        assert _names(await search_mcp_tools("", CATALOG, 5, settings, _ranker(embedder))) == [CALENDAR_TOOL.name]
+        assert embedder.calls == []
+
+    @pytest.mark.asyncio
+    async def test_repeat_searches_only_embed_the_query(self) -> None:
+        embedder = RecordingEmbedder()
+        ranker = _ranker(embedder)
+        settings = MCPToolSearchSettings(embedding_model="emb")
+        await search_mcp_tools("FX", CATALOG, 5, settings, ranker)
+        await search_mcp_tools("FX", CATALOG, 5, settings, ranker)
+        assert [len(call) for call in embedder.calls] == [4, 1]
+
+    @pytest.mark.asyncio
+    async def test_embedding_failure_is_reported_not_raised(self) -> None:
+        async def failing(texts: Sequence[str]) -> Sequence[Vector]:
+            raise ValueError("embedding model is down")
+
+        ranker = SemanticToolRanker(embed=failing, embedding_model="emb", index=SemanticTextIndex())
+        result = await search_mcp_tools("FX", CATALOG, 5, MCPToolSearchSettings(embedding_model="emb"), ranker)
+        assert isinstance(result, EmbeddingFailed)
+        assert "embedding model is down" in result.reason
+
+
+class TestMcpToolSearchSettings:
+    def test_rejects_out_of_range_values(self) -> None:
+        from pydantic import ValidationError
+
+        with pytest.raises(ValidationError):
+            MCPToolSearchSettings(top_k=0)
+        with pytest.raises(ValidationError):
+            MCPToolSearchSettings(similarity_threshold=1.5)
+
+    def test_yaml_shape_round_trips(self) -> None:
+        settings = MCPToolSearchSettings.model_validate(
+            {"embedding_model": "emb", "top_k": 3, "similarity_threshold": 0.2, "core_tools": ["a", "b"]}
+        )
+        assert settings.core_tools == ("a", "b")
+        assert settings.model_dump() == {
+            "embedding_model": "emb",
+            "top_k": 3,
+            "similarity_threshold": 0.2,
+            "core_tools": ("a", "b"),
+        }
+
+
 class TestCoerceTopK:
     def test_int_passthrough(self) -> None:
         assert coerce_top_k(3) == 3
@@ -92,10 +249,10 @@ class TestSearchTools:
         assert len(results) <= 2
 
     def test_empty_query_returns_empty(self) -> None:
-        assert search_tools("", SAMPLE_TOOLS) == []
+        assert search_tools("", SAMPLE_TOOLS) == ()
 
     def test_no_match_returns_empty(self) -> None:
-        assert search_tools("xyzzy_nonexistent_zzz", SAMPLE_TOOLS) == []
+        assert search_tools("xyzzy_nonexistent_zzz", SAMPLE_TOOLS) == ()
 
     def test_matches_description_not_just_name(self) -> None:
         results = search_tools("channel", SAMPLE_TOOLS)
@@ -603,6 +760,63 @@ class TestCallToolRestApiVirtualTools:
         assert result.isError is True
         assert result.content[0].text == "set agent_search_embedding_model"
 
+    def _semantic_request(self, query: str = "FX") -> MagicMock:
+        return self._make_request({"name": MCP_TOOL_SEARCH_TOOL_NAME, "arguments": {"query": query}})
+
+    @pytest.mark.asyncio
+    async def test_mcp_tool_search_ranks_the_callers_catalog_with_the_configured_embedding_model(
+        self, monkeypatch: pytest.MonkeyPatch
+    ) -> None:
+        monkeypatch.setattr(litellm, "mcp_tool_search", {"embedding_model": "emb", "similarity_threshold": 0.5})
+        user_api_key_dict = UserAPIKeyAuth(
+            api_key="k", team_id="team-1", object_permission=_make_perm(mcp_tool_search_enabled=True)
+        )
+
+        async def fake_aembedding(model: str, input: list[str], metadata: dict[str, Any]) -> MagicMock:
+            assert model == "emb"
+            assert metadata["user_api_key"] == "k"
+            assert metadata["user_api_key_team_id"] == "team-1"
+            response = MagicMock()
+            response.model_dump.return_value = {"data": [{"embedding": list(FAKE_VECTORS[t])} for t in input]}
+            return response
+
+        router = MagicMock()
+        router.aembedding = AsyncMock(side_effect=fake_aembedding)
+        with (
+            patch(  # test-quality-ok: the proxy's router is a module global; the handler reaches it the way production does
+                "litellm.proxy.proxy_server.llm_router", router
+            ),
+            patch(  # test-quality-ok: the authorized catalog is the seam every virtual tool shares; the ranking under test stays real
+                "litellm.proxy._experimental.mcp_server.server._list_mcp_tools",
+                new_callable=AsyncMock,
+                return_value=AggregateToolListing(tools=list(CATALOG), outcomes={}),
+            ) as mock_list,
+        ):
+            result = await self._get_call_fn()(request=self._semantic_request(), user_api_key_dict=user_api_key_dict)
+
+        assert mock_list.await_args.kwargs["user_api_key_auth"] is user_api_key_dict
+        assert result.isError is False
+        assert [t["name"] for t in json.loads(result.content[0].text)] == [FX_TOOL.name]
+
+    @pytest.mark.asyncio
+    async def test_mcp_tool_search_reports_missing_router_as_tool_error(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setattr(litellm, "mcp_tool_search", {"embedding_model": "emb"})
+        user_api_key_dict = UserAPIKeyAuth(api_key="k", object_permission=_make_perm(mcp_tool_search_enabled=True))
+        with patch(  # test-quality-ok: the proxy's router is a module global; the handler reaches it the way production does
+            "litellm.proxy.proxy_server.llm_router", None
+        ):
+            result = await self._get_call_fn()(request=self._semantic_request(), user_api_key_dict=user_api_key_dict)
+        assert result.isError is True
+        assert "mcp_tool_search.embedding_model" in result.content[0].text
+
+    @pytest.mark.asyncio
+    async def test_mcp_tool_search_reports_invalid_settings_as_tool_error(self, monkeypatch: pytest.MonkeyPatch) -> None:
+        monkeypatch.setattr(litellm, "mcp_tool_search", {"top_k": 0})
+        user_api_key_dict = UserAPIKeyAuth(api_key="k", object_permission=_make_perm(mcp_tool_search_enabled=True))
+        result = await self._get_call_fn()(request=self._semantic_request(), user_api_key_dict=user_api_key_dict)
+        assert result.isError is True
+        assert "top_k" in result.content[0].text
+
     @pytest.mark.asyncio
     async def test_agent_search_requires_flag_enabled(self) -> None:
         from fastapi import HTTPException
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
index ef5631218f3..f2c8f8c80c5 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_rest_endpoints.py
@@ -1,4 +1,5 @@
 import asyncio
+import inspect
 import json
 import sys
 from datetime import datetime
@@ -13,6 +14,7 @@ import pytest
 from fastapi import HTTPException
 from starlette.requests import Request
 
+from litellm.constants import MCP_TOOL_LISTING_TIMEOUT
 from litellm.proxy._experimental.mcp_server import rest_endpoints
 from litellm.proxy._experimental.mcp_server.auth import (
     user_api_key_auth_mcp as auth_mcp,
@@ -23,7 +25,8 @@ from litellm.proxy._types import (
     UserAPIKeyAuth,
 )
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
-from litellm.types.mcp import MCPAuth
+from litellm.types.mcp import MCPAuth, MCPTransport
+from litellm.types.mcp_server.mcp_server_manager import MCPServer
 
 
 def _rendered_log_message(call):
@@ -109,6 +112,71 @@ class TestExecuteWithMcpClient:
         assert result["status"] == "error"
         assert "stack_trace" not in result
 
+    @pytest.mark.asyncio
+    async def test_timeout_caps_hanging_operation_and_names_url(self, monkeypatch):
+        async def fake_create_client(*args, **kwargs):
+            return object()
+
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "_create_mcp_client",
+            fake_create_client,
+        )
+
+        async def hanging_operation(client):
+            await asyncio.Event().wait()
+
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://mcp.example.com/mcp/",
+            auth_type=MCPAuth.none,
+        )
+
+        result = await asyncio.wait_for(
+            rest_endpoints._execute_with_mcp_client(payload, hanging_operation, timeout_seconds=0.05),
+            timeout=5,
+        )
+
+        assert result["error"] is True
+        assert "https://mcp.example.com/mcp/" in result["message"]
+
+    @pytest.mark.asyncio
+    async def test_timeout_covers_client_creation(self, monkeypatch):
+        async def hanging_create_client(*args, **kwargs):
+            await asyncio.Event().wait()
+
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "_create_mcp_client",
+            hanging_create_client,
+        )
+
+        async def unreached_operation(client):
+            return {"status": "ok"}
+
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://mcp.example.com/mcp/",
+            auth_type=MCPAuth.none,
+        )
+
+        result = await asyncio.wait_for(
+            rest_endpoints._execute_with_mcp_client(payload, unreached_operation, timeout_seconds=0.05),
+            timeout=5,
+        )
+
+        assert result["error"] is True
+        assert "https://mcp.example.com/mcp/" in result["message"]
+
+    def test_timeout_defaults_to_tool_listing_timeout(self):
+        default = inspect.signature(rest_endpoints._execute_with_mcp_client).parameters["timeout_seconds"].default
+        assert default == MCP_TOOL_LISTING_TIMEOUT
+
+    def test_connection_error_message_timeout_names_url_and_budget(self):
+        message = rest_endpoints._connection_error_message(TimeoutError(), "https://api.example.com/mcp/", 30.0)
+        assert "https://api.example.com/mcp/" in message
+        assert "30s" in message
+
     @pytest.mark.asyncio
     async def test_forwards_static_headers(self, monkeypatch):
         """Ensure static_headers are forwarded to the MCP client during test calls.
@@ -214,6 +282,46 @@ class TestExecuteWithMcpClient:
         assert server.scopes == ["read", "write"]
         assert server.has_client_credentials is True
 
+    async def test_preview_forwards_per_server_timeout_to_client_factory(self, monkeypatch):
+        """The request's per-server timeout must reach the temporary MCPServer model:
+        the client factory reads ``server.timeout`` for both the per-request timeout
+        and the preview's whole-walk listing deadline."""
+        captured: dict = {}
+
+        def fake_build_stdio_env(server, raw_headers):
+            return None
+
+        async def fake_create_client(*args, **kwargs):
+            captured["server"] = kwargs.get("server")
+            return object()
+
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "_build_stdio_env",
+            fake_build_stdio_env,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "_create_mcp_client",
+            fake_create_client,
+            raising=False,
+        )
+
+        async def ok_operation(client):
+            return {"status": "ok"}
+
+        payload = NewMCPServerRequest(
+            server_name="slow-catalog-server",
+            url="https://example.com",
+            timeout=120.5,
+        )
+
+        result = await rest_endpoints._execute_with_mcp_client(payload, ok_operation)
+
+        assert result["status"] == "ok"
+        assert captured["server"].timeout == 120.5
+
     @pytest.mark.asyncio
     async def test_m2m_drops_incoming_oauth2_headers(self, monkeypatch):
         """For M2M OAuth servers the incoming Authorization header (which carries
@@ -524,6 +632,131 @@ class TestTestToolsList:
         assert captured["oauth2_headers"] is None
         assert oauth_call_counter["count"] == 0
 
+    async def test_preview_tools_list_times_out_on_slow_pagination(self, monkeypatch):
+        """A preview whose upstream paginates past the listing deadline returns a
+        timeout error instead of holding the request open."""
+        monkeypatch.setattr(rest_endpoints, "MCP_CLIENT_TIMEOUT", 0.05, raising=False)
+        monkeypatch.setattr(rest_endpoints, "MCP_TOOL_LISTING_TIMEOUT", 0.05, raising=False)
+
+        class SlowClient:
+            async def list_tools(self, raise_on_error=False):
+                await asyncio.sleep(1)
+                return []
+
+        async def fake_execute(
+            request,
+            operation,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers=None,
+        ):
+            return await operation(SlowClient())
+
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
+
+        from litellm.proxy._types import LitellmUserRoles
+
+        request = _build_request()
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://example.com",
+            auth_type=MCPAuth.api_key,
+            credentials={"auth_value": "secret-key"},
+        )
+
+        result = await rest_endpoints.test_tools_list(
+            request,
+            payload,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+
+        assert result["status"] == "error"
+        assert result["error"] is True
+        assert "Timed out listing tools" in result["message"]
+
+    async def test_preview_tools_list_succeeds_within_deadline(self, monkeypatch):
+        """The preview timeout scope passes a fast listing through untouched."""
+        from mcp.types import Tool as MCPTool
+
+        class QuickClient:
+            async def list_tools(self, raise_on_error=False):
+                return [MCPTool(name="quick_tool", description="q", inputSchema={})]
+
+        async def fake_execute(
+            request,
+            operation,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers=None,
+        ):
+            return await operation(QuickClient())
+
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
+
+        from litellm.proxy._types import LitellmUserRoles
+
+        request = _build_request()
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://example.com",
+            auth_type=MCPAuth.api_key,
+            credentials={"auth_value": "secret-key"},
+        )
+
+        result = await rest_endpoints.test_tools_list(
+            request,
+            payload,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+
+        assert result["error"] is None
+        assert result["message"] == "Successfully retrieved tools"
+        assert [tool["name"] for tool in result["tools"]] == ["quick_tool"]
+
+    async def test_preview_tools_list_honors_per_server_timeout(self, monkeypatch):
+        """A per-server timeout above the global default extends the preview deadline."""
+        monkeypatch.setattr(rest_endpoints, "MCP_CLIENT_TIMEOUT", 0.05, raising=False)
+        monkeypatch.setattr(rest_endpoints, "MCP_TOOL_LISTING_TIMEOUT", 0.05, raising=False)
+
+        from mcp.types import Tool as MCPTool
+
+        class SlowConfiguredClient:
+            timeout = 1.0
+
+            async def list_tools(self, raise_on_error=False):
+                await asyncio.sleep(0.2)
+                return [MCPTool(name="slow_tool", description="s", inputSchema={})]
+
+        async def fake_execute(
+            request,
+            operation,
+            mcp_auth_header=None,
+            oauth2_headers=None,
+            raw_headers=None,
+        ):
+            return await operation(SlowConfiguredClient())
+
+        monkeypatch.setattr(rest_endpoints, "_execute_with_mcp_client", fake_execute, raising=False)
+
+        from litellm.proxy._types import LitellmUserRoles
+
+        request = _build_request()
+        payload = NewMCPServerRequest(
+            server_name="example",
+            url="https://example.com",
+            auth_type=MCPAuth.api_key,
+            credentials={"auth_value": "secret-key"},
+        )
+
+        result = await rest_endpoints.test_tools_list(
+            request,
+            payload,
+            user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+
+        assert result["error"] is None
+        assert [tool["name"] for tool in result["tools"]] == ["slow_tool"]
+
     async def test_extracts_oauth2_headers(self, monkeypatch):
         """Ensure oauth2 auth type pulls oauth headers and omits MCP auth header."""
 
@@ -786,9 +1019,7 @@ class TestListToolsRestAPI:
         they do for a gateway session, never to the bare session key."""
         from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
 
-        session_auth = UserAPIKeyAuth(
-            team_id=UI_SESSION_TOKEN_TEAM_ID, user_id="grant-user", user_role="internal_user"
-        )
+        session_auth = UserAPIKeyAuth(team_id=UI_SESSION_TOKEN_TEAM_ID, user_id="grant-user", user_role="internal_user")
         admitted_auth = UserAPIKeyAuth(user_id="grant-user", org_id="admitted-org")
 
         async def fake_reload(user_id):
@@ -868,9 +1099,7 @@ class TestListToolsRestAPI:
         from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
         from litellm.proxy._types import LiteLLM_ObjectPermissionTable
 
-        session_auth = UserAPIKeyAuth(
-            team_id=UI_SESSION_TOKEN_TEAM_ID, user_id="grant-user", user_role="internal_user"
-        )
+        session_auth = UserAPIKeyAuth(team_id=UI_SESSION_TOKEN_TEAM_ID, user_id="grant-user", user_role="internal_user")
         scoped_auth = UserAPIKeyAuth(
             object_permission=LiteLLM_ObjectPermissionTable(
                 object_permission_id="toolset-scope",
@@ -952,6 +1181,123 @@ class TestListToolsRestAPI:
         assert scope_inputs == [session_auth]
         assert reload_calls == []
 
+    async def test_single_server_response_includes_paginated_upstream_tools(
+        self,
+        monkeypatch,
+    ):
+        """The REST tools/list path should include tools beyond the upstream first page."""
+        import litellm.experimental_mcp_client.client as mcp_client_module
+        from mcp.types import ListToolsResult, PaginatedRequestParams
+        from mcp.types import Tool as MCPTool
+
+        from litellm.proxy._experimental.mcp_server.server import MCPServer
+        from litellm.types.mcp import MCPTransport
+
+        async def fake_contexts(user_api_key_auth):
+            return [user_api_key_auth]
+
+        async def fake_get_allowed_mcp_servers(*args, **kwargs):
+            return ["server-1"]
+
+        stub_server = MCPServer(
+            server_id="server-1",
+            name="stub",
+            server_name="stub",
+            alias="stub",
+            url="https://example.com/mcp",
+            transport=MCPTransport.http,
+            mcp_info={"server_name": "stub"},
+        )
+        stub_server.available_on_public_internet = True
+
+        mock_transport_ctx = AsyncMock()
+        mock_transport_ctx.__aenter__ = AsyncMock(return_value=(MagicMock(), MagicMock()))
+        mock_transport_ctx.__aexit__ = AsyncMock(return_value=None)
+        monkeypatch.setattr(
+            mcp_client_module,
+            "streamable_http_client",
+            MagicMock(return_value=mock_transport_ctx),
+            raising=False,
+        )
+
+        mock_session_ctx = AsyncMock()
+        mock_session_instance = AsyncMock()
+        mock_session_instance.initialize = AsyncMock(return_value=None)
+        mock_session_instance.list_tools.side_effect = [
+            ListToolsResult(
+                tools=[
+                    MCPTool(
+                        name="first_page_tool",
+                        description="First page tool",
+                        inputSchema={},
+                    )
+                ],
+                nextCursor="page-2",
+            ),
+            ListToolsResult(
+                tools=[
+                    MCPTool(
+                        name="second_page_tool",
+                        description="Second page tool",
+                        inputSchema={},
+                    )
+                ]
+            ),
+        ]
+        mock_session_ctx.__aenter__ = AsyncMock(return_value=mock_session_instance)
+        mock_session_ctx.__aexit__ = AsyncMock(return_value=None)
+        monkeypatch.setattr(
+            mcp_client_module,
+            "ClientSession",
+            MagicMock(return_value=mock_session_ctx),
+            raising=False,
+        )
+
+        monkeypatch.setattr(
+            rest_endpoints,
+            "build_effective_auth_contexts",
+            fake_contexts,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_allowed_mcp_servers",
+            fake_get_allowed_mcp_servers,
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "filter_server_ids_by_ip_with_info",
+            lambda server_ids, client_ip: (server_ids, 0),
+            raising=False,
+        )
+        monkeypatch.setattr(
+            rest_endpoints.global_mcp_server_manager,
+            "get_mcp_server_by_id",
+            lambda server_id: stub_server if server_id == "server-1" else None,
+            raising=False,
+        )
+
+        request = _build_request(path="/mcp-rest/tools/list", method="GET")
+        result = await rest_endpoints.list_tool_rest_api(
+            request,
+            server_id="server-1",
+            user_api_key_dict=UserAPIKeyAuth(),
+        )
+
+        assert set(result.keys()) == {"tools", "error", "message"}
+        assert [tool.name for tool in result["tools"]] == [
+            "first_page_tool",
+            "second_page_tool",
+        ]
+        assert result["error"] is None
+        assert result["message"] == "Successfully retrieved tools"
+
+        assert mock_session_instance.list_tools.call_count == 2
+        second_call_params = mock_session_instance.list_tools.call_args_list[1].kwargs["params"]
+        assert isinstance(second_call_params, PaginatedRequestParams)
+        assert second_call_params.cursor == "page-2"
+
     async def test_include_disabled_tools_is_admin_only(self, monkeypatch):
         """include_disabled_tools skips the allowlist filter only for PROXY_ADMIN;
         a non-admin passing it stays filtered so the REST endpoint can't be used
@@ -1153,7 +1499,11 @@ class TestListToolsRestAPI:
     async def test_aggregate_list_absorbs_one_server_auth_failure(self, monkeypatch):
         """The multi-server aggregate listing degrades a server whose upstream
         rejects auth to an empty contribution and still returns the healthy
-        server's tools with a 200, rather than surfacing a 401."""
+        server's tools with a 200, rather than surfacing a 401. The absorbed
+        server must still show up as a classified per-server outcome so a REST
+        caller can tell "needs upstream auth" apart from "has no tools"."""
+        from pydantic import TypeAdapter
+
         from litellm.proxy._experimental.mcp_server.exceptions import (
             MCPUpstreamAuthError,
         )
@@ -1219,6 +1569,11 @@ class TestListToolsRestAPI:
 
         assert result["tools"] == ["good-tool"]
         assert result["error"] is None
+        wire_body = json.loads(TypeAdapter(dict).dump_json(result))
+        assert wire_body["server_outcomes"] == {
+            "good": {"status": "ok", "tool_count": 1},
+            "bad": {"status": "auth_required", "http_status": 401},
+        }
 
     async def test_name_resolution_finds_server_by_uuid(self, monkeypatch):
         """When server_id is a name string, it should be resolved to its UUID
@@ -2881,17 +3236,21 @@ class TestConnectionErrorMessage:
         secret = "Bearer sk-super-secret-token"
         exc = httpx.LocalProtocolError(f"Illegal header value b' {secret}'")
 
-        message = rest_endpoints._connection_error_message(exc)
+        message = rest_endpoints._connection_error_message(exc, "https://example.com", 30.0)
 
         assert "header" in message.lower()
         assert secret not in message
 
     def test_connect_error_points_at_reachability(self):
-        message = rest_endpoints._connection_error_message(httpx.ConnectError("All connection attempts failed"))
+        message = rest_endpoints._connection_error_message(
+            httpx.ConnectError("All connection attempts failed"), "https://example.com", 30.0
+        )
         assert "unreachable" in message.lower()
 
     def test_timeout_error_message(self):
-        message = rest_endpoints._connection_error_message(httpx.ConnectTimeout("timed out"))
+        message = rest_endpoints._connection_error_message(
+            httpx.ConnectTimeout("timed out"), "https://example.com", 30.0
+        )
         assert "unreachable" in message.lower()
 
     def test_http_status_error_includes_status_code(self):
@@ -2901,15 +3260,49 @@ class TestConnectionErrorMessage:
             request=httpx.Request("POST", "http://x/"),
             response=response,
         )
-        message = rest_endpoints._connection_error_message(exc)
+        message = rest_endpoints._connection_error_message(exc, "https://example.com", 30.0)
         assert "503" in message
 
     def test_unknown_error_falls_back_to_generic(self):
-        message = rest_endpoints._connection_error_message(RuntimeError("weird"))
+        message = rest_endpoints._connection_error_message(RuntimeError("weird"), "https://example.com", 30.0)
         assert "weird" not in message
         assert "proxy logs" in message.lower()
 
 
+class TestGetServerAuthHeaderGroupDefault:
+    """``x-mcp-<access_group>-authorization`` is the default for group members, the per-server
+    header still wins, and servers outside the group never see the group credential."""
+
+    @staticmethod
+    def _server(alias: str, group: str) -> MCPServer:
+        return MCPServer(
+            server_id=f"server-{alias}",
+            name=alias,
+            server_name=alias,
+            alias=alias,
+            url="https://example.com/mcp",
+            transport=MCPTransport.http,
+            access_groups=[group],
+        )
+
+    def test_group_header_applies_to_members_and_per_server_header_overrides(self):
+        headers = {
+            "shared": {"Authorization": "Bearer group-token"},
+            "beta": {"Authorization": "Bearer beta-token"},
+        }
+        assert rest_endpoints._get_server_auth_header(self._server("alpha", "shared"), headers, None) == {
+            "Authorization": "Bearer group-token"
+        }
+        assert rest_endpoints._get_server_auth_header(self._server("beta", "shared"), headers, None) == {
+            "Authorization": "Bearer beta-token"
+        }
+
+    def test_group_header_falls_back_to_legacy_header_outside_group(self):
+        headers = {"shared": {"Authorization": "Bearer group-token"}}
+        assert rest_endpoints._get_server_auth_header(self._server("gamma", "other"), headers, None) is None
+        assert rest_endpoints._get_server_auth_header(self._server("gamma", "other"), headers, "legacy") == "legacy"
+
+
 class TestToolResponseMcpInfoEnrichment:
     """The REST tools/list response must expose the user-facing alias and the
     server_id alongside the internal server_name so clients (agent builder UIs)
@@ -3021,9 +3414,7 @@ class TestRestListToolsetFiltering:
 
         mock_manager = MagicMock()
         mock_manager.expand_tool_permissions = MagicMock(side_effect=lambda perms: perms or {})
-        mock_manager.resolve_toolset_tool_permissions = AsyncMock(
-            return_value={"server-a": ["lookup_status"]}
-        )
+        mock_manager.resolve_toolset_tool_permissions = AsyncMock(return_value={"server-a": ["lookup_status"]})
 
         monkeypatch.setattr(
             rest_endpoints.global_mcp_server_manager,
diff --git a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
index 054146d474d..bf0df17fafb 100644
--- a/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
+++ b/tests/test_litellm/proxy/_experimental/mcp_server/test_semantic_tool_filter.py
@@ -18,6 +18,12 @@ if sys.version_info < (3, 11):  # BaseExceptionGroup is a builtin only from 3.11
 from mcp.types import Tool as MCPTool
 
 
+requires_semantic_router = pytest.mark.skipif(
+    sys.version_info >= (3, 14), reason="The semantic-router extra excludes Python 3.14"
+)
+
+
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_basic_filtering():
     """
@@ -145,6 +151,7 @@ async def test_semantic_filter_basic_filtering():
     print(f"   Filter respects top_k parameter correctly")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_top_k_limiting():
     """
@@ -328,6 +335,7 @@ async def test_semantic_filter_extract_user_query():
     assert query3 == ""
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_triggers_on_completion():
     """
@@ -453,6 +461,7 @@ async def test_semantic_filter_hook_skips_no_tools():
     print("✅ Hook correctly skips requests without tools")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_preserves_native_tools():
     """
@@ -584,6 +593,7 @@ async def test_semantic_filter_hook_preserves_native_tools():
     )
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_all_native_tools():
     """
@@ -684,6 +694,7 @@ async def test_semantic_filter_hook_all_native_tools():
     )
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_responses_api_name_collision():
     """
@@ -774,6 +785,7 @@ async def test_semantic_filter_hook_responses_api_name_collision():
     print("✅ Responses API tool with MCP-matching name correctly classified as native")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_filters_expanded_litellm_proxy_tools():
     """
@@ -889,6 +901,7 @@ async def test_semantic_filter_hook_filters_expanded_litellm_proxy_tools():
     print(f"✅ Expanded litellm_proxy tools filtered: {len(expanded_tools)} -> {len(allowed_tools)}, stats={stats}")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_narrows_mcp_reference_for_chat_completions():
     """
@@ -1008,6 +1021,7 @@ async def test_semantic_filter_hook_narrows_mcp_reference_for_chat_completions()
     print(f"✅ chat completions: MCP reference preserved, narrowed to {allowed_tools}")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_zero_matches_exposes_all_tools_on_both_paths():
     """
@@ -1126,6 +1140,7 @@ async def test_semantic_filter_hook_zero_matches_exposes_all_tools_on_both_paths
     print("✅ zero matches: both the MCP reference path and the plain tool path expose every tool")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_filters_expanded_tools_with_string_input():
     """
@@ -1266,6 +1281,7 @@ async def test_semantic_filter_hook_expansion_skips_filter_when_disabled():
     print("✅ Disabled filter: MCP reference untouched, no spurious stats")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_preserves_tool_order():
     """
@@ -1651,6 +1667,7 @@ def _make_context_window_filter(state, top_k: int = 3):
     )
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_fails_closed_on_query_time_context_window_error():
     """
@@ -1682,6 +1699,7 @@ async def test_semantic_filter_fails_closed_on_query_time_context_window_error()
     print("✅ Query-time context window overflow fails closed")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_records_build_time_context_window_error():
     """
@@ -1715,6 +1733,7 @@ async def test_semantic_filter_records_build_time_context_window_error():
     print("✅ Build-time context window overflow is recorded and fails closed")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_fails_closed_on_context_window_error():
     """
@@ -1762,6 +1781,7 @@ async def test_semantic_filter_hook_fails_closed_on_context_window_error():
     print("✅ Hook fails closed with actionable 400 on context window overflow")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_fails_closed_on_expanded_tools_context_window_error():
     """
@@ -1828,6 +1848,7 @@ async def test_semantic_filter_hook_fails_closed_on_expanded_tools_context_windo
     print("✅ Expansion path fails closed with actionable 400 on context window overflow")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_semantic_filter_hook_ignores_build_error_for_native_only_tools():
     """
@@ -2018,6 +2039,7 @@ def _weather_tool():
     )
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_filter_indexes_request_tools_when_startup_index_is_empty():
     """
@@ -2042,6 +2064,7 @@ async def test_filter_indexes_request_tools_when_startup_index_is_empty():
     print("✅ Empty startup index is built from authed request-time tools")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_filter_indexes_tools_missing_from_partial_index():
     """
@@ -2070,6 +2093,7 @@ async def test_filter_indexes_tools_missing_from_partial_index():
     print("✅ Partial startup index is completed from request-time tools, embedding each tool once")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_filter_fails_open_when_matches_are_not_in_available_tools():
     """
@@ -2093,6 +2117,7 @@ async def test_filter_fails_open_when_matches_are_not_in_available_tools():
     print("✅ Matches outside available_tools fail open instead of dropping every tool")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_request_time_context_window_error_is_request_scoped():
     """
@@ -2129,6 +2154,7 @@ async def test_request_time_context_window_error_is_request_scoped():
     print("✅ Request-time context window overflow is scoped to the request, not the worker")
 
 
+@requires_semantic_router
 @pytest.mark.asyncio
 async def test_foreign_index_routes_cannot_displace_available_tools():
     """
diff --git a/tests/test_litellm/proxy/agent_endpoints/auth/test_agent_permission_handler.py b/tests/test_litellm/proxy/agent_endpoints/auth/test_agent_permission_handler.py
index 82528c58ae0..383b72e5c58 100644
--- a/tests/test_litellm/proxy/agent_endpoints/auth/test_agent_permission_handler.py
+++ b/tests/test_litellm/proxy/agent_endpoints/auth/test_agent_permission_handler.py
@@ -10,15 +10,42 @@ from unittest.mock import AsyncMock, patch
 import pytest
 
 
-from litellm.proxy._types import UserAPIKeyAuth
+from litellm.constants import UI_SESSION_TOKEN_TEAM_ID
+from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.agent_endpoints.agent_registry import AgentRegistry
 from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
+    AgentAccess,
     AgentRequestHandler,
     RestrictedAgentAccess,
     UnrestrictedAgentAccess,
+    accessible_agents,
 )
 
 
+def _registry_with(*agent_names: str) -> AgentRegistry:
+    registry: Final = AgentRegistry()
+    registry.load_agents_from_config(
+        [
+            {
+                "agent_name": name,
+                "agent_card_params": {"name": name, "url": "http://localhost", "version": "1.0.0"},
+            }
+            for name in agent_names
+        ]
+    )
+    return registry
+
+
+def _agent_id(registry: AgentRegistry, agent_name: str) -> str:
+    agent: Final = registry.get_agent_by_name(agent_name)
+    assert agent is not None
+    return agent.agent_id
+
+
+async def _single_context(user_api_key_auth: UserAPIKeyAuth) -> list[UserAPIKeyAuth]:
+    return [user_api_key_auth]
+
+
 @pytest.mark.asyncio
 class TestAgentRequestHandler:
     """
@@ -265,6 +292,78 @@ class TestAgentRequestHandler:
                 )
                 assert result == UnrestrictedAgentAccess()
 
+    async def test_accessible_agents_hides_ungranted_agents_from_non_admins(self):
+        """LIT-6862: a key with no agent grant on itself or its team must list nothing,
+        while a proxy admin with the same lack of grants still lists every agent."""
+        registry: Final = _registry_with("alpha", "beta")
+        internal_user: Final = UserAPIKeyAuth(
+            api_key="test-key", user_id="alice", team_id="team-no-perms", user_role=LitellmUserRoles.INTERNAL_USER
+        )
+        proxy_admin: Final = UserAPIKeyAuth(
+            api_key="admin-key", user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN
+        )
+
+        async def no_grant_anywhere(user_api_key_auth: UserAPIKeyAuth) -> AgentAccess:
+            return UnrestrictedAgentAccess()
+
+        assert (
+            await accessible_agents(internal_user, registry.get_agent_list(), no_grant_anywhere, _single_context) == ()
+        )
+        assert {
+            agent.agent_name
+            for agent in await accessible_agents(
+                proxy_admin, registry.get_agent_list(), no_grant_anywhere, _single_context
+            )
+        } == {"alpha", "beta"}
+
+    async def test_accessible_agents_lists_only_granted_agents(self):
+        """A grant for one agent lists that agent and hides the ungranted one."""
+        registry: Final = _registry_with("alpha", "beta")
+        granted_user: Final = UserAPIKeyAuth(
+            api_key="test-key", user_id="bob", team_id="team-granted", user_role=LitellmUserRoles.INTERNAL_USER
+        )
+
+        async def alpha_only(user_api_key_auth: UserAPIKeyAuth) -> AgentAccess:
+            return RestrictedAgentAccess(frozenset({_agent_id(registry, "alpha")}))
+
+        listed: Final = await accessible_agents(granted_user, registry.get_agent_list(), alpha_only, _single_context)
+        assert [agent.agent_name for agent in listed] == ["alpha"]
+
+    async def test_accessible_agents_resolves_dashboard_session_through_real_teams_and_user(self):
+        """LIT-6862: a dashboard session carries the shared litellm-dashboard team id, which holds no
+        grants. Listing must union the grants of the user's real teams and of the user row instead
+        of treating the session as ungranted or as unrestricted."""
+        registry: Final = _registry_with("alpha", "beta", "gamma")
+        session: Final = UserAPIKeyAuth(
+            api_key="session-key",
+            user_id="alice",
+            team_id=UI_SESSION_TOKEN_TEAM_ID,
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+        admitted_user: Final = UserAPIKeyAuth(user_id="alice", user_role=LitellmUserRoles.INTERNAL_USER)
+        grants: Final = {
+            "team-granted": RestrictedAgentAccess(frozenset({_agent_id(registry, "alpha")})),
+            "team-no-perms": UnrestrictedAgentAccess(),
+            UI_SESSION_TOKEN_TEAM_ID: UnrestrictedAgentAccess(),
+        }
+
+        async def effective_contexts(user_api_key_auth: UserAPIKeyAuth) -> list[UserAPIKeyAuth]:
+            assert user_api_key_auth is session
+            return [
+                session.model_copy(update={"team_id": "team-granted"}),
+                session.model_copy(update={"team_id": "team-no-perms"}),
+                admitted_user,
+            ]
+
+        async def resolve_access(user_api_key_auth: UserAPIKeyAuth) -> AgentAccess:
+            if user_api_key_auth is admitted_user:
+                return RestrictedAgentAccess(frozenset({_agent_id(registry, "beta")}))
+            assert user_api_key_auth.team_id is not None
+            return grants[user_api_key_auth.team_id]
+
+        listed: Final = await accessible_agents(session, registry.get_agent_list(), resolve_access, effective_contexts)
+        assert {agent.agent_name for agent in listed} == {"alpha", "beta"}
+
     async def test_get_allowed_agents_for_key_via_access_group_ids(self):
         """
         Test that _get_allowed_agents_for_key includes agents from key's access_group_ids
diff --git a/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py b/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
index 2ff38af80b1..43034f889f6 100644
--- a/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
+++ b/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
@@ -918,6 +918,62 @@ async def test_task_method_failure_hook_uses_enriched_request_data():
     assert failure_data.get("agent_id") == "test-agent"
 
 
+@pytest.mark.asyncio
+async def test_agentcore_invalid_context_id_returns_jsonrpc_invalid_params_400():
+    from litellm.proxy._types import UserAPIKeyAuth
+
+    agent = _make_agent_mock()
+    agent.litellm_params = {
+        "custom_llm_provider": "bedrock",
+        "model": "bedrock/agentcore/arn:aws:bedrock-agentcore:us-west-2:123456789012:runtime/demo",
+        "api_key": "test-jwt-token",
+    }
+    mock_request = _make_request_mock(
+        "message/send",
+        {
+            "message": {
+                "role": "user",
+                "parts": [{"kind": "text", "text": "Hello"}],
+                "messageId": "msg-1",
+                "contextId": "too-short",
+            }
+        },
+    )
+    user_api_key_dict = UserAPIKeyAuth(api_key="sk-test", user_id="u1", team_id="t1")
+
+    mock_proxy_logging = MagicMock()
+    mock_proxy_logging.pre_call_hook = AsyncMock(
+        side_effect=lambda user_api_key_dict, data, call_type: data
+    )
+    mock_proxy_logging.post_call_failure_hook = AsyncMock(return_value=None)
+
+    with ExitStack() as stack:
+        for p in _base_patches(agent):
+            stack.enter_context(p)
+        stack.enter_context(
+            patch(  # test-quality-ok: same proxy_logging_obj injection the sibling failure-hook test uses; no HTTP call is made because the request is rejected before signing
+                "litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging
+            )
+        )
+
+        from litellm.proxy.agent_endpoints.a2a_endpoints import invoke_agent_a2a
+
+        response = await invoke_agent_a2a(
+            agent_id="test-agent",
+            request=mock_request,
+            fastapi_response=MagicMock(),
+            user_api_key_dict=user_api_key_dict,
+        )
+
+    body = json.loads(response.body.decode())
+    assert response.status_code == 400
+    assert body["id"] == "req-1"
+    assert body["error"]["code"] == -32602
+    assert "Invalid AgentCore runtime session id" in body["error"]["message"]
+    assert "Internal error" not in body["error"]["message"]
+    mock_proxy_logging.post_call_failure_hook.assert_awaited_once()
+
+
 @pytest.mark.asyncio
 async def test_get_extended_agent_card_rewrites_url():
     from litellm.proxy._types import UserAPIKeyAuth
diff --git a/tests/test_litellm/proxy/agent_endpoints/test_agent_registry.py b/tests/test_litellm/proxy/agent_endpoints/test_agent_registry.py
index 7ce62fdf648..231626c7eb5 100644
--- a/tests/test_litellm/proxy/agent_endpoints/test_agent_registry.py
+++ b/tests/test_litellm/proxy/agent_endpoints/test_agent_registry.py
@@ -8,7 +8,18 @@ from unittest.mock import AsyncMock, MagicMock
 
 import pytest
 
-from litellm.proxy.agent_endpoints.agent_registry import AgentRegistry, GrantMigrationResult
+from litellm.constants import REDACTED_BY_LITELM_STRING
+from litellm.proxy.agent_endpoints.agent_registry import (
+    AgentRegistry,
+    GrantMigrationResult,
+    _restore_redacted_litellm_params,
+    redact_sensitive_agent_litellm_params,
+)
+
+# Obviously-fake stand-ins for a real AWS credential pair (LIT-6736 regression
+# fixtures) -- never a real key shape, and must never appear in any response.
+SENTINEL_AWS_ACCESS_KEY_ID: Final = "AKIATESTSENTINEL0000"
+SENTINEL_AWS_SECRET_ACCESS_KEY: Final = "test-sentinel-do-not-use-secret-value"
 
 
 def _sample_agent_card_params() -> dict:
@@ -49,6 +60,7 @@ async def test_update_agent_in_db_clears_static_headers_and_extra_headers_when_o
 
     mock_update = AsyncMock(return_value=updated_agent)
     mock_prisma.db.litellm_agentstable.update = mock_update
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(return_value=None)
 
     # Agent config WITHOUT static_headers or extra_headers (omitted)
     agent_config = {
@@ -95,6 +107,7 @@ async def test_update_agent_in_db_preserves_explicit_static_headers_and_extra_he
 
     mock_update = AsyncMock(return_value=updated_agent)
     mock_prisma.db.litellm_agentstable.update = mock_update
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(return_value=None)
 
     agent_config = {
         "agent_name": "Updated Agent",
@@ -436,6 +449,9 @@ async def test_update_agent_in_db_raises_when_row_deleted_mid_update():
     guard the code dereferences None and reports an opaque AttributeError instead of the id."""
     registry: Final = AgentRegistry()
     mock_prisma: Final = MagicMock()
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value=SimpleNamespace(litellm_params={}, object_permission_id=None)
+    )
     mock_prisma.db.litellm_agentstable.update = AsyncMock(return_value=None)
 
     with pytest.raises(Exception, match="Error updating agent in DB") as exc_info:
@@ -485,3 +501,492 @@ async def test_delete_agent_from_db_raises_when_row_already_gone():
         await registry.delete_agent_from_db(agent_id="agent-123", prisma_client=mock_prisma)
 
     assert str(exc_info.value) == "Error deleting agent from DB: Agent not found, passed agent_id=agent-123"
+
+
+# ---------- LIT-6736: agent litellm_params secret redaction ----------
+
+
+def test_redact_sensitive_agent_litellm_params_masks_secrets_keeps_the_rest():
+    """The sentinel secret must never appear in the redacted output; non-secret
+    keys (model reference, is_public) must survive untouched."""
+    redacted = redact_sensitive_agent_litellm_params(
+        {
+            "aws_access_key_id": SENTINEL_AWS_ACCESS_KEY_ID,
+            "aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY,
+            "model": "bedrock/agentcore/my-agent",
+            "is_public": True,
+        }
+    )
+
+    assert SENTINEL_AWS_ACCESS_KEY_ID not in json.dumps(redacted)
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY not in json.dumps(redacted)
+    assert redacted["aws_access_key_id"] == REDACTED_BY_LITELM_STRING
+    assert redacted["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["model"] == "bedrock/agentcore/my-agent"
+    assert redacted["is_public"] is True
+
+
+def test_redact_sensitive_agent_litellm_params_recurses_into_nested_dicts():
+    """A secret nested one level down (e.g. a per-provider sub-config) must
+    also be redacted, not just top-level keys."""
+    redacted = redact_sensitive_agent_litellm_params(
+        {"provider_config": {"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "region": "us-east-1"}}
+    )
+
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY not in json.dumps(redacted)
+    assert redacted["provider_config"]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["provider_config"]["region"] == "us-east-1"
+
+
+def test_redact_sensitive_agent_litellm_params_handles_none_and_json_string():
+    assert redact_sensitive_agent_litellm_params(None) is None
+
+    serialized = json.dumps({"api_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "model": "gpt-4"})
+    redacted = redact_sensitive_agent_litellm_params(serialized)
+
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY not in redacted
+    assert json.loads(redacted)["api_key"] == REDACTED_BY_LITELM_STRING
+    assert json.loads(redacted)["model"] == "gpt-4"
+
+
+def test_redact_sensitive_agent_litellm_params_recurses_into_lists_of_dicts():
+    """A secret nested inside a list of provider sub-configs (a shape a
+    non-sensitively-named key can legitimately hold) must also be redacted,
+    not silently returned as-is."""
+    redacted = redact_sensitive_agent_litellm_params(
+        {
+            "provider_configs": [
+                {"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "region": "us-east-1"},
+                {"aws_secret_access_key": "other-" + SENTINEL_AWS_SECRET_ACCESS_KEY, "region": "us-west-2"},
+            ]
+        }
+    )
+
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY not in json.dumps(redacted)
+    assert redacted["provider_configs"][0]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["provider_configs"][0]["region"] == "us-east-1"
+    assert redacted["provider_configs"][1]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["provider_configs"][1]["region"] == "us-west-2"
+
+
+def test_redact_sensitive_agent_litellm_params_redacts_secrets_inside_model_list():
+    """The exact shape flagged in review: litellm_params.model_list, where each
+    entry carries its own nested litellm_params with a provider credential."""
+    redacted = redact_sensitive_agent_litellm_params(
+        {
+            "model_list": [
+                {
+                    "model_name": "gpt-4",
+                    "litellm_params": {"api_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "model": "gpt-4"},
+                },
+                {
+                    "model_name": "claude",
+                    "litellm_params": {
+                        "aws_secret_access_key": "other-" + SENTINEL_AWS_SECRET_ACCESS_KEY,
+                        "model": "bedrock/claude",
+                    },
+                },
+            ]
+        }
+    )
+
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY not in json.dumps(redacted)
+    assert redacted["model_list"][0]["litellm_params"]["api_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["model_list"][0]["litellm_params"]["model"] == "gpt-4"
+    assert redacted["model_list"][1]["litellm_params"]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+    assert redacted["model_list"][1]["litellm_params"]["model"] == "bedrock/claude"
+
+
+def test_restore_redacted_litellm_params_preserves_secret_inside_model_list():
+    """The write-side counterpart: a caller editing a model_list entry's own
+    non-secret field (renaming it) while leaving that same entry's nested
+    secret masked must not corrupt the stored per-deployment credential.
+    List entries correspond by position (see the module docstring on
+    ``_restore_redacted_nested_value``), so this -- the common "edit this
+    entry, keep its secret" pattern -- must keep working."""
+    existing = {
+        "agent_name": "my-agent",
+        "model_list": [
+            {
+                "model_name": "gpt-4",
+                "litellm_params": {"api_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "model": "gpt-4"},
+            },
+        ],
+    }
+    incoming = {
+        "agent_name": "my-agent-renamed",
+        "model_list": [
+            {
+                "model_name": "gpt-4-renamed",
+                "litellm_params": {"api_key": REDACTED_BY_LITELM_STRING, "model": "gpt-4"},
+            },
+        ],
+    }
+
+    restored = _restore_redacted_litellm_params(incoming, existing)
+
+    assert SENTINEL_AWS_SECRET_ACCESS_KEY == restored["model_list"][0]["litellm_params"]["api_key"]
+    assert restored["model_list"][0]["model_name"] == "gpt-4-renamed"
+    assert restored["agent_name"] == "my-agent-renamed"
+
+
+def test_restore_redacted_litellm_params_matches_list_entries_by_position():
+    """Documents the accepted trade-off: a list has no stable per-element
+    identity in a plain ``dict[str, object]`` schema, so restoration matches
+    entries by index, the same correspondence every other part of this merge
+    (and the endpoints' full-replace-on-PUT semantics) already assumes. If a
+    caller both reorders the list AND echoes back a masked marker in the same
+    request, a credential can end up attached to a different logical entry.
+    That is a known, narrow limitation -- not a leak between different
+    agents or tenants, since it only reshuffles one agent's own stored
+    values -- and this test pins the current, deliberate behavior rather
+    than asserting it away."""
+    existing = {
+        "model_list": [
+            {"model_name": "gpt-4", "litellm_params": {"api_key": SENTINEL_AWS_SECRET_ACCESS_KEY}},
+            {"model_name": "claude", "litellm_params": {"api_key": "other-" + SENTINEL_AWS_SECRET_ACCESS_KEY}},
+        ],
+    }
+    incoming = {
+        "model_list": [
+            # Same index (0) now holds what used to be at index 1's entry.
+            {"model_name": "claude", "litellm_params": {"api_key": REDACTED_BY_LITELM_STRING}},
+        ],
+    }
+
+    restored = _restore_redacted_litellm_params(incoming, existing)
+
+    assert restored["model_list"][0]["litellm_params"]["api_key"] == SENTINEL_AWS_SECRET_ACCESS_KEY
+
+
+def test_restore_redacted_litellm_params_recovers_a_whole_subtree_collapsed_by_the_depth_cap():
+    """Past the read-side recursion depth cap, a whole nested subtree is
+    collapsed to the flat REDACTED_BY_LITELM marker rather than a dict/list.
+    If the caller echoes that flat marker back unchanged, the whole
+    subtree -- not just the literal marker string -- must be restored."""
+    existing_subtree = {"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY, "region": "us-east-1"}
+    incoming = {"provider_config": REDACTED_BY_LITELM_STRING}
+    existing = {"provider_config": existing_subtree}
+
+    restored = _restore_redacted_litellm_params(incoming, existing)
+
+    assert restored["provider_config"] == existing_subtree
+
+
+def test_redact_sensitive_agent_litellm_params_does_not_reinterpret_plain_string_values_as_json():
+    """A plain non-JSON string value (most string leaves) must pass through
+    unchanged rather than failing to parse and getting redacted."""
+    redacted = redact_sensitive_agent_litellm_params({"model": "bedrock/agentcore/my-agent", "is_public": True})
+
+    assert redacted["model"] == "bedrock/agentcore/my-agent"
+    assert redacted["is_public"] is True
+
+
+@pytest.mark.asyncio
+async def test_add_agent_to_db_drops_a_sentinel_value_instead_of_storing_the_placeholder():
+    """A create has nothing stored to restore behind a redaction marker, so a
+    sensitive key submitted as the literal marker is dropped rather than
+    persisted as the placeholder string itself."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+    created_agent = MagicMock()
+    created_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Test Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    created_agent.object_permission = None
+    mock_create = AsyncMock(return_value=created_agent)
+    mock_prisma.db.litellm_agentstable.create = mock_create
+
+    await registry.add_agent_to_db(
+        agent={
+            "agent_name": "Test Agent",
+            "agent_card_params": _sample_agent_card_params(),
+            "litellm_params": {
+                "aws_secret_access_key": REDACTED_BY_LITELM_STRING,
+                "model": "bedrock/agentcore/my-agent",
+            },
+        },
+        prisma_client=mock_prisma,
+        created_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_create.call_args.kwargs["data"]["litellm_params"])
+    assert "aws_secret_access_key" not in stored_params
+    assert stored_params["model"] == "bedrock/agentcore/my-agent"
+
+
+@pytest.mark.asyncio
+async def test_update_agent_in_db_preserves_secret_when_echoed_back_redacted():
+    """PUT round-trips the GET response, which shows the secret redacted. Saving
+    an unrelated field change must not overwrite the real stored credential
+    with the redaction marker."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value=SimpleNamespace(
+            litellm_params={
+                "aws_access_key_id": SENTINEL_AWS_ACCESS_KEY_ID,
+                "aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY,
+                "model": "bedrock/agentcore/my-agent",
+            },
+            object_permission_id=None,
+        )
+    )
+    updated_agent = MagicMock()
+    updated_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Renamed Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    updated_agent.object_permission = None
+    mock_update = AsyncMock(return_value=updated_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.update_agent_in_db(
+        agent_id="agent-123",
+        agent={
+            "agent_name": "Renamed Agent",
+            "agent_card_params": _sample_agent_card_params(),
+            # The UI round-tripped the redacted secret and the untouched
+            # access key id verbatim; only agent_name actually changed.
+            "litellm_params": {
+                "aws_access_key_id": SENTINEL_AWS_ACCESS_KEY_ID,
+                "aws_secret_access_key": REDACTED_BY_LITELM_STRING,
+                "model": "bedrock/agentcore/my-agent",
+            },
+        },
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_update.call_args.kwargs["data"]["litellm_params"])
+    assert stored_params["aws_secret_access_key"] == SENTINEL_AWS_SECRET_ACCESS_KEY
+    assert stored_params["aws_access_key_id"] == SENTINEL_AWS_ACCESS_KEY_ID
+    assert stored_params["model"] == "bedrock/agentcore/my-agent"
+
+
+@pytest.mark.asyncio
+async def test_update_agent_in_db_preserves_secret_when_key_omitted_entirely():
+    """Omitting the sensitive key altogether must fall back to the stored
+    value too, not just an explicit redaction-marker round-trip."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value=SimpleNamespace(
+            litellm_params={"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY},
+            object_permission_id=None,
+        )
+    )
+    updated_agent = MagicMock()
+    updated_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Test Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    updated_agent.object_permission = None
+    mock_update = AsyncMock(return_value=updated_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.update_agent_in_db(
+        agent_id="agent-123",
+        agent={
+            "agent_name": "Test Agent",
+            "agent_card_params": _sample_agent_card_params(),
+            "litellm_params": {"model": "bedrock/agentcore/my-agent"},
+        },
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_update.call_args.kwargs["data"]["litellm_params"])
+    assert stored_params["aws_secret_access_key"] == SENTINEL_AWS_SECRET_ACCESS_KEY
+
+
+@pytest.mark.asyncio
+async def test_update_agent_in_db_preserves_secret_nested_under_a_non_sensitive_key():
+    """A secret nested inside a dict held by a non-sensitively-named key
+    (e.g. a per-provider sub-config) must also survive an echoed-back
+    redaction marker, not just top-level secret keys."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value=SimpleNamespace(
+            litellm_params={
+                "provider_config": {
+                    "aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY,
+                    "region": "us-east-1",
+                }
+            },
+            object_permission_id=None,
+        )
+    )
+    updated_agent = MagicMock()
+    updated_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Test Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    updated_agent.object_permission = None
+    mock_update = AsyncMock(return_value=updated_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.update_agent_in_db(
+        agent_id="agent-123",
+        agent={
+            "agent_name": "Test Agent",
+            "agent_card_params": _sample_agent_card_params(),
+            "litellm_params": {
+                # The GET response redacted the nested secret; the caller
+                # round-trips it verbatim while changing nothing.
+                "provider_config": {
+                    "aws_secret_access_key": REDACTED_BY_LITELM_STRING,
+                    "region": "us-west-2",
+                }
+            },
+        },
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_update.call_args.kwargs["data"]["litellm_params"])
+    assert stored_params["provider_config"]["aws_secret_access_key"] == SENTINEL_AWS_SECRET_ACCESS_KEY
+    assert stored_params["provider_config"]["region"] == "us-west-2"
+
+
+@pytest.mark.asyncio
+async def test_update_agent_in_db_clears_secret_on_explicit_empty_value():
+    """An explicit empty string is a deliberate clear, distinct from an omitted
+    key or the redaction marker, and must actually clear the stored secret."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value=SimpleNamespace(
+            litellm_params={"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY},
+            object_permission_id=None,
+        )
+    )
+    updated_agent = MagicMock()
+    updated_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Test Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    updated_agent.object_permission = None
+    mock_update = AsyncMock(return_value=updated_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.update_agent_in_db(
+        agent_id="agent-123",
+        agent={
+            "agent_name": "Test Agent",
+            "agent_card_params": _sample_agent_card_params(),
+            "litellm_params": {"aws_secret_access_key": ""},
+        },
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_update.call_args.kwargs["data"]["litellm_params"])
+    assert stored_params["aws_secret_access_key"] == ""
+
+
+@pytest.mark.asyncio
+async def test_patch_agent_in_db_preserves_secret_when_litellm_params_omitted():
+    """A PATCH that only renames the agent must not touch (let alone drop) the
+    stored litellm_params secret."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value={
+            "agent_id": "agent-123",
+            "agent_name": "Old Name",
+            "litellm_params": {"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY},
+            "object_permission_id": None,
+        }
+    )
+    patched_agent = MagicMock()
+    patched_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "New Name",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {"aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY},
+        "object_permission": None,
+    }
+    patched_agent.object_permission = None
+    mock_update = AsyncMock(return_value=patched_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.patch_agent_in_db(
+        agent_id="agent-123",
+        agent={"agent_name": "New Name"},
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    update_data: Final = mock_update.call_args.kwargs["data"]
+    assert "litellm_params" not in update_data
+
+
+@pytest.mark.asyncio
+async def test_patch_agent_in_db_preserves_secret_when_echoed_back_redacted():
+    """A PATCH that includes litellm_params (e.g. to flip an unrelated flag)
+    with the secret round-tripped as the redaction marker must not clobber
+    the stored credential."""
+    registry: Final = AgentRegistry()
+    mock_prisma: Final = MagicMock()
+
+    mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+        return_value={
+            "agent_id": "agent-123",
+            "agent_name": "Test Agent",
+            "litellm_params": {
+                "aws_secret_access_key": SENTINEL_AWS_SECRET_ACCESS_KEY,
+                "is_public": False,
+            },
+            "object_permission_id": None,
+        }
+    )
+    patched_agent = MagicMock()
+    patched_agent.model_dump.return_value = {
+        "agent_id": "agent-123",
+        "agent_name": "Test Agent",
+        "agent_card_params": _sample_agent_card_params(),
+        "litellm_params": {},
+        "object_permission": None,
+    }
+    patched_agent.object_permission = None
+    mock_update = AsyncMock(return_value=patched_agent)
+    mock_prisma.db.litellm_agentstable.update = mock_update
+
+    await registry.patch_agent_in_db(
+        agent_id="agent-123",
+        agent={
+            "litellm_params": {
+                "aws_secret_access_key": REDACTED_BY_LITELM_STRING,
+                "is_public": True,
+            }
+        },
+        prisma_client=mock_prisma,
+        updated_by="test-user",
+    )
+
+    stored_params: Final = json.loads(mock_update.call_args.kwargs["data"]["litellm_params"])
+    assert stored_params["aws_secret_access_key"] == SENTINEL_AWS_SECRET_ACCESS_KEY
+    assert stored_params["is_public"] is True
diff --git a/tests/test_litellm/proxy/agent_endpoints/test_agent_search.py b/tests/test_litellm/proxy/agent_endpoints/test_agent_search.py
index 3fb09076e5f..daca244c0a1 100644
--- a/tests/test_litellm/proxy/agent_endpoints/test_agent_search.py
+++ b/tests/test_litellm/proxy/agent_endpoints/test_agent_search.py
@@ -16,13 +16,12 @@ from litellm.proxy.agent_endpoints.agent_search import (
     AgentSearchHits,
     AgentSearchIndex,
     AgentSearchNotConfigured,
-    Vector,
     agent_search_text,
-    cosine_similarity,
     search_agents,
 )
 from litellm.proxy.agent_endpoints.auth.agent_permission_handler import RestrictedAgentAccess
 from litellm.proxy.agent_endpoints.endpoints import router, user_api_key_auth
+from litellm.proxy.common_utils.semantic_text_index import Vector, cosine_similarity
 from litellm.types.agents import AgentResponse
 
 CALLER: Final = UserAPIKeyAuth(api_key="hashed-caller-key", team_id="team-1", user_id="user-1")
diff --git a/tests/test_litellm/proxy/agent_endpoints/test_endpoints.py b/tests/test_litellm/proxy/agent_endpoints/test_endpoints.py
index ea196bda529..13d6cd8a68c 100644
--- a/tests/test_litellm/proxy/agent_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/agent_endpoints/test_endpoints.py
@@ -1,14 +1,16 @@
+import json
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi import FastAPI
 from fastapi.testclient import TestClient
 
+from litellm.constants import REDACTED_BY_LITELM_STRING
 from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.agent_endpoints import endpoints as agent_endpoints
 from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
     RestrictedAgentAccess,
-    UnrestrictedAgentAccess,
 )
 from litellm.proxy.agent_endpoints.endpoints import (
     _attach_keys_to_agents,
@@ -484,11 +486,15 @@ class TestAgentRBACInternalUserViewOnly:
         assert resp.status_code == 403
 
 
+SENTINEL_AGENT_API_KEY = "sk-test-sentinel-do-not-use"
+
+
 class TestAgentRBACProxyAdminViewOnly:
     """Read-only proxy admins go through the object-permission scoped branch on
     GET /v1/agents (the admin fast path stays full PROXY_ADMIN only, so viewers
-    cannot fan out health checks beyond their allowlist), and secret unredaction
-    also stays gated on full PROXY_ADMIN."""
+    cannot fan out health checks beyond their allowlist). litellm_params
+    secrets are redacted for every caller, admin included (LIT-6736); only the
+    virtual-key/header visibility stays gated on full PROXY_ADMIN."""
 
     @pytest.fixture(autouse=True)
     def _setup(self, monkeypatch):
@@ -501,7 +507,7 @@ class TestAgentRBACProxyAdminViewOnly:
                 agent_id=f"agent-{index}",
                 agent_name=f"Agent {index}",
                 agent_card_params=_sample_agent_card_params(),
-                litellm_params={"api_key": "sk-super-secret-agent-key"},
+                litellm_params={"api_key": SENTINEL_AGENT_API_KEY},
             )
             for index in (1, 2)
         ]
@@ -543,9 +549,9 @@ class TestAgentRBACProxyAdminViewOnly:
         self.allowed_agents_spy.assert_awaited_once()
 
     def test_should_still_redact_secrets_for_view_only_admin(self):
-        """An unrestricted viewer sees the same agents as an admin but with keys
-        stripped and litellm_params masked."""
-        self.allowed_agents_spy.return_value = UnrestrictedAgentAccess()
+        """A viewer granted every agent sees the same agents as an admin but with keys
+        stripped; litellm_params secrets never appear in either response."""
+        self.allowed_agents_spy.return_value = RestrictedAgentAccess(frozenset({"agent-1", "agent-2"}))
         viewer_resp = self._list_agents(self.viewer_client)
         admin_resp = self._list_agents(self.admin_client)
 
@@ -553,14 +559,12 @@ class TestAgentRBACProxyAdminViewOnly:
         viewer_by_id = {agent["agent_id"]: agent for agent in viewer_resp.json()}
         assert set(viewer_by_id) == {"agent-1", "agent-2"}
         assert viewer_by_id["agent-1"]["keys"] is None
-        assert "sk-super-secret-agent-key" not in viewer_resp.text
+        assert SENTINEL_AGENT_API_KEY not in viewer_resp.text
 
         admin_by_id = {agent["agent_id"]: agent for agent in admin_resp.json()}
         assert admin_by_id["agent-1"]["keys"][0]["token"] == "hash-aaa"
-        assert (
-            admin_by_id["agent-1"]["litellm_params"]["api_key"]
-            == "sk-super-secret-agent-key"
-        )
+        assert SENTINEL_AGENT_API_KEY not in admin_resp.text
+        assert admin_by_id["agent-1"]["litellm_params"]["api_key"] == REDACTED_BY_LITELM_STRING
 
 
 class TestAgentRBACProxyAdmin:
@@ -616,6 +620,109 @@ class TestAgentRBACProxyAdmin:
             # Security scheme is the LiteLLM scheme.
             assert "LiteLLMKey" in stored_card["securitySchemes"]
 
+    def test_create_agent_response_never_echoes_secret(self):
+        """LIT-6736: POST /v1/agents must not echo the stored secret back, even
+        though it's the caller's own value and even for a proxy admin."""
+        with patch("litellm.proxy.proxy_server.prisma_client"):  # test-quality-ok: proxy_server module global is the endpoint's only injection point
+            self.mock_registry.get_agent_by_name = MagicMock(return_value=None)
+            self.mock_registry.add_agent_to_db = AsyncMock(
+                return_value=AgentResponse(
+                    agent_id="agent-123",
+                    agent_name="Test Agent",
+                    agent_card_params=_sample_agent_card_params(),
+                    litellm_params={
+                        "aws_secret_access_key": SENTINEL_AGENT_API_KEY,
+                        "model": "bedrock/agentcore/my-agent",
+                    },
+                )
+            )
+            self.mock_registry.register_agent = MagicMock()
+
+            resp = self.admin_client.post(
+                "/v1/agents",
+                json={
+                    "agent_name": "Test Agent",
+                    "agent_card_params": _sample_agent_card_params(),
+                    "litellm_params": {
+                        "aws_secret_access_key": SENTINEL_AGENT_API_KEY,
+                        "model": "bedrock/agentcore/my-agent",
+                    },
+                },
+                headers={"Authorization": "Bearer k"},
+            )
+
+            assert resp.status_code == 200
+            assert SENTINEL_AGENT_API_KEY not in resp.text
+            body = resp.json()
+            assert body["litellm_params"]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+            assert body["litellm_params"]["model"] == "bedrock/agentcore/my-agent"
+
+    def test_update_agent_response_never_echoes_secret(self):
+        """LIT-6736: PUT /v1/agents/{id} must not echo the stored secret back."""
+        with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma:  # test-quality-ok: proxy_server module global is the endpoint's only injection point
+            mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+                return_value={
+                    "agent_id": "agent-123",
+                    "agent_name": "Existing Agent",
+                    "agent_card_params": _sample_agent_card_params(),
+                }
+            )
+            self.mock_registry.update_agent_in_db = AsyncMock(
+                return_value=AgentResponse(
+                    agent_id="agent-123",
+                    agent_name="Test Agent",
+                    agent_card_params=_sample_agent_card_params(),
+                    litellm_params={"aws_secret_access_key": SENTINEL_AGENT_API_KEY},
+                )
+            )
+            self.mock_registry.deregister_agent = MagicMock()
+            self.mock_registry.register_agent = MagicMock()
+
+            resp = self.admin_client.put(
+                "/v1/agents/agent-123",
+                json={
+                    "agent_name": "Test Agent",
+                    "agent_card_params": _sample_agent_card_params(),
+                    "litellm_params": {"aws_secret_access_key": REDACTED_BY_LITELM_STRING},
+                },
+                headers={"Authorization": "Bearer k"},
+            )
+
+            assert resp.status_code == 200
+            assert SENTINEL_AGENT_API_KEY not in resp.text
+            assert resp.json()["litellm_params"]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+
+    def test_patch_agent_response_never_echoes_secret(self):
+        """LIT-6736: PATCH /v1/agents/{id} must not echo the stored secret back."""
+        with patch("litellm.proxy.proxy_server.prisma_client") as mock_prisma:  # test-quality-ok: proxy_server module global is the endpoint's only injection point
+            mock_prisma.db.litellm_agentstable.find_unique = AsyncMock(
+                return_value={
+                    "agent_id": "agent-123",
+                    "agent_name": "Existing Agent",
+                    "agent_card_params": _sample_agent_card_params(),
+                }
+            )
+            self.mock_registry.patch_agent_in_db = AsyncMock(
+                return_value=AgentResponse(
+                    agent_id="agent-123",
+                    agent_name="Renamed Agent",
+                    agent_card_params=_sample_agent_card_params(),
+                    litellm_params={"aws_secret_access_key": SENTINEL_AGENT_API_KEY},
+                )
+            )
+            self.mock_registry.deregister_agent = MagicMock()
+            self.mock_registry.register_agent = MagicMock()
+
+            resp = self.admin_client.patch(
+                "/v1/agents/agent-123",
+                json={"agent_name": "Renamed Agent"},
+                headers={"Authorization": "Bearer k"},
+            )
+
+            assert resp.status_code == 200
+            assert SENTINEL_AGENT_API_KEY not in resp.text
+            assert resp.json()["litellm_params"]["aws_secret_access_key"] == REDACTED_BY_LITELM_STRING
+
     def test_should_allow_admin_to_delete_agent(self):
         existing = {
             "agent_id": "agent-123",
@@ -956,3 +1063,77 @@ def test_merged_agent_card_url_has_no_double_slash_without_proxy_base_url(
     interface_url = merged["supportedInterfaces"][0]["url"]
     assert interface_url == f"{base_url.rstrip('/')}/a2a/agent-xyz"
     assert "//a2a" not in interface_url
+
+
+class _DbBackedProxyConfig:
+    """Round-trips `litellm_settings` through the DB overlay the proxy applies on every
+    `get_config()`, which is what re-assigns the `litellm.public_*` globals in production.
+
+    Storage goes through JSON the way the `litellm_config` row does, so every read hands back
+    freshly built values instead of the objects the endpoint still holds a reference to."""
+
+    def __init__(self, stored_litellm_settings: dict[str, object] | None = None) -> None:
+        self.stored_litellm_settings_json: str = json.dumps(stored_litellm_settings or {})
+
+    async def get_config(self) -> dict[str, dict[str, object]]:
+        from litellm.proxy.proxy_server import ProxyConfig
+
+        config: Final[dict[str, dict[str, object]]] = {"litellm_settings": {}}
+        db_param_value: Final[dict[str, object]] = json.loads(self.stored_litellm_settings_json)
+        if not db_param_value:
+            return config
+        return ProxyConfig()._update_config_fields(
+            current_config=config,
+            param_name="litellm_settings",
+            db_param_value=db_param_value,
+        )
+
+    async def save_config(self, new_config: dict[str, dict[str, object]]) -> None:
+        self.stored_litellm_settings_json = json.dumps(new_config.get("litellm_settings") or {})
+
+
+def test_make_agent_public_twice_keeps_both_agents_public(monkeypatch: pytest.MonkeyPatch) -> None:
+    """A second /make_public call must not drop the agent published by the first one."""
+    import litellm
+    from litellm.proxy.agent_endpoints import agent_registry as agent_registry_module
+    from litellm.proxy.agent_endpoints.agent_registry import AgentRegistry
+
+    registry: Final = AgentRegistry()
+    registry.register_agent(_sample_agent_response(agent_id="agent-1", agent_name="Agent One"))
+    registry.register_agent(_sample_agent_response(agent_id="agent-2", agent_name="Agent Two"))
+
+    monkeypatch.setattr(agent_registry_module, "global_agent_registry", registry)
+    monkeypatch.setattr(litellm, "public_agent_groups", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", MagicMock())
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", _DbBackedProxyConfig())
+
+    first: Final = client.post("/v1/agents/agent-1/make_public", headers={"Authorization": "Bearer test-key"})
+    second: Final = client.post("/v1/agents/agent-2/make_public", headers={"Authorization": "Bearer test-key"})
+
+    assert first.status_code == 200
+    assert second.status_code == 200
+    assert second.json()["public_agent_groups"] == ["agent-1", "agent-2"]
+    assert [agent.agent_id for agent in registry.get_public_agent_list()] == ["agent-1", "agent-2"]
+
+
+def test_make_agent_public_rejects_an_agent_published_only_in_the_db(monkeypatch: pytest.MonkeyPatch) -> None:
+    """The duplicate guard must fire off the stored list, not just what this process published."""
+    import litellm
+    from litellm.proxy.agent_endpoints import agent_registry as agent_registry_module
+    from litellm.proxy.agent_endpoints.agent_registry import AgentRegistry
+
+    registry: Final = AgentRegistry()
+    registry.register_agent(_sample_agent_response(agent_id="agent-1", agent_name="Agent One"))
+
+    monkeypatch.setattr(agent_registry_module, "global_agent_registry", registry)
+    monkeypatch.setattr(litellm, "public_agent_groups", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", MagicMock())
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_config",
+        _DbBackedProxyConfig({"public_agent_groups": ["agent-1"]}),
+    )
+
+    duplicate: Final = client.post("/v1/agents/agent-1/make_public", headers={"Authorization": "Bearer test-key"})
+
+    assert duplicate.status_code == 400
+    assert "already in public agent groups" in duplicate.json()["detail"]
diff --git a/tests/test_litellm/proxy/anthropic_endpoints/test_endpoints.py b/tests/test_litellm/proxy/anthropic_endpoints/test_endpoints.py
index c83ba142011..f809fadc879 100644
--- a/tests/test_litellm/proxy/anthropic_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/anthropic_endpoints/test_endpoints.py
@@ -125,11 +125,12 @@ class TestBlockedResponseUsage:
         mock_logging.post_call_failure_hook.assert_awaited_once()
 
 
-class TestProxyExceptionPassthrough:
+class TestProxyExceptionAnthropicEnvelope:
     @pytest.mark.asyncio
-    async def test_anthropic_response_reraises_proxy_exception_unwrapped(self):
-        """A 400 ProxyException from request validation must surface as-is,
-        not be re-wrapped into a code-500 ProxyException."""
+    async def test_anthropic_response_maps_proxy_exception_to_anthropic_envelope(self):
+        """LIT-6468: a 400 ProxyException from request validation must surface as
+        Anthropic's documented {"type": "error", "error": {...}} envelope with the
+        original status and message, not the OpenAI {"error": {...}} envelope."""
         import litellm.proxy.anthropic_endpoints.endpoints as ep
         import litellm.proxy.proxy_server as proxy_server
         from litellm.proxy._types import ProxyErrorTypes, ProxyException
@@ -140,6 +141,8 @@ class TestProxyExceptionPassthrough:
             param="metadata",
             code=400,
         )
+        request = MagicMock()
+        request.headers = {"x-request-id": "req_test_6468"}
 
         with (
             patch.object(ep, "_read_request_body", new=AsyncMock(return_value={})),
@@ -151,30 +154,61 @@ class TestProxyExceptionPassthrough:
             patch.object(proxy_server, "proxy_logging_obj") as mock_logging,
         ):
             mock_logging.post_call_failure_hook = AsyncMock()
-            with pytest.raises(ProxyException) as exc_info:
-                await ep.anthropic_response(
-                    fastapi_response=MagicMock(),
-                    request=MagicMock(),
-                    user_api_key_dict=MagicMock(),
-                )
+            response = await ep.anthropic_response(
+                fastapi_response=MagicMock(),
+                request=request,
+                user_api_key_dict=MagicMock(),
+            )
 
-        assert exc_info.value is exc
-        assert exc_info.value.code == "400"
-        assert exc_info.value.param == "metadata"
+        assert response.status_code == 400
+        body = json.loads(response.body)
+        assert body == {
+            "type": "error",
+            "error": {
+                "type": "invalid_request_error",
+                "message": "Invalid type for 'metadata': expected an object, but got a string instead.",
+            },
+            "request_id": "req_test_6468",
+        }
         mock_logging.post_call_failure_hook.assert_awaited_once()
 
+    @pytest.mark.asyncio
+    async def test_anthropic_response_maps_429_to_rate_limit_error(self):
+        """The Anthropic error type follows the status code (429 -> rate_limit_error),
+        and a code-less exception falls back to 500 api_error."""
+        import litellm.proxy.anthropic_endpoints.endpoints as ep
+        from litellm.proxy._types import ProxyException
+
+        request = MagicMock()
+        request.headers = {}
+
+        response = ep._anthropic_error_json_response(
+            ProxyException(message="Rate limit exceeded", type="rate_limit_error", param=None, code=429),
+            request,
+        )
+        assert response.status_code == 429
+        assert json.loads(response.body)["error"]["type"] == "rate_limit_error"
+
+        fallback = ep._anthropic_error_json_response(
+            ProxyException(message="boom", type="None", param=None, code=None),
+            request,
+        )
+        assert fallback.status_code == 500
+        assert json.loads(fallback.body)["error"]["type"] == "api_error"
+
 
 class TestHttpExceptionDictDetail:
     @pytest.mark.asyncio
     async def test_anthropic_response_serializes_dict_detail_http_exception(self):
-        """LIT-6466: a post_call guardrail's HTTPException(detail=<dict>) must
-        surface with a clean message plus provider_specific_fields, matching
-        /v1/chat/completions and /v1/responses, not the str() of the exception."""
+        """LIT-6466 + LIT-6468: a post_call guardrail's HTTPException(detail=<dict>)
+        must surface as Anthropic's {"type": "error", "error": {...}} envelope with
+        the guardrail's clean message plus provider_specific_fields, not the str()
+        of the exception and not the OpenAI envelope."""
         from fastapi import HTTPException
 
         import litellm.proxy.anthropic_endpoints.endpoints as ep
         import litellm.proxy.proxy_server as proxy_server
-        from litellm.proxy._types import ProxyException, UserAPIKeyAuth
+        from litellm.proxy._types import UserAPIKeyAuth
 
         detail = {
             "error": "Content blocked: keyword 'kumquat' detected",
@@ -182,6 +216,8 @@ class TestHttpExceptionDictDetail:
             "guardrail": "keyword-block",
         }
         exc = HTTPException(status_code=400, detail=detail)
+        request = MagicMock()
+        request.headers = {}
 
         with (
             patch.object(ep, "_read_request_body", new=AsyncMock(return_value={})),  # test-quality-ok: endpoint reads the body via a module function; no injection seam
@@ -193,17 +229,19 @@ class TestHttpExceptionDictDetail:
             patch.object(proxy_server, "proxy_logging_obj") as mock_logging,  # test-quality-ok: module global imported at call time; no injection seam
         ):
             mock_logging.post_call_failure_hook = AsyncMock()
-            with pytest.raises(ProxyException) as exc_info:
-                await ep.anthropic_response(
-                    fastapi_response=MagicMock(),
-                    request=MagicMock(),
-                    user_api_key_dict=UserAPIKeyAuth(),
-                )
+            response = await ep.anthropic_response(
+                fastapi_response=MagicMock(),
+                request=request,
+                user_api_key_dict=UserAPIKeyAuth(),
+            )
 
-        assert exc_info.value.message == "Content blocked: keyword 'kumquat' detected"
-        assert "{'error'" not in exc_info.value.message
-        assert exc_info.value.provider_specific_fields == detail
-        assert exc_info.value.code == "400"
+        assert response.status_code == 400
+        body = json.loads(response.body)
+        assert body["type"] == "error"
+        assert body["error"]["type"] == "invalid_request_error"
+        assert body["error"]["message"] == "Content blocked: keyword 'kumquat' detected"
+        assert "{'error'" not in body["error"]["message"]
+        assert body["error"]["provider_specific_fields"] == detail
         mock_logging.post_call_failure_hook.assert_awaited_once()
 
 
@@ -215,7 +253,7 @@ class TestFailureHookRequestData:
         handler must pass that replaced dict, not the raw request body dict."""
         import litellm.proxy.anthropic_endpoints.endpoints as ep
         import litellm.proxy.proxy_server as proxy_server
-        from litellm.proxy._types import ProxyException, UserAPIKeyAuth
+        from litellm.proxy._types import UserAPIKeyAuth
 
         captured = {}
 
@@ -224,18 +262,23 @@ class TestFailureHookRequestData:
             captured["processor_data"] = self.data
             raise RuntimeError("provider timeout")
 
+        request = MagicMock()
+        request.headers = {}
+
         with (
             patch.object(ep, "_read_request_body", new=AsyncMock(return_value={"model": "claude-sonnet"})),
             patch.object(ep.ProxyBaseLLMRequestProcessing, "base_process_llm_request", new=fake_process),
             patch.object(proxy_server, "proxy_logging_obj") as mock_logging,
         ):
             mock_logging.post_call_failure_hook = AsyncMock()
-            with pytest.raises(ProxyException):
-                await ep.anthropic_response(
-                    fastapi_response=MagicMock(),
-                    request=MagicMock(),
-                    user_api_key_dict=UserAPIKeyAuth(),
-                )
+            response = await ep.anthropic_response(
+                fastapi_response=MagicMock(),
+                request=request,
+                user_api_key_dict=UserAPIKeyAuth(),
+            )
+
+        assert response.status_code == 500
+        assert json.loads(response.body)["error"]["message"] == "provider timeout"
 
         hook_request_data = mock_logging.post_call_failure_hook.await_args.kwargs["request_data"]
         assert hook_request_data is captured["processor_data"]
diff --git a/tests/test_litellm/proxy/anthropic_endpoints/test_streaming_model_restamp.py b/tests/test_litellm/proxy/anthropic_endpoints/test_streaming_model_restamp.py
new file mode 100644
index 00000000000..b7bc670c7f8
--- /dev/null
+++ b/tests/test_litellm/proxy/anthropic_endpoints/test_streaming_model_restamp.py
@@ -0,0 +1,288 @@
+"""
+Tests for restamping the public model on Anthropic Messages streaming chunks.
+"""
+
+import json
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+from litellm.proxy.anthropic_endpoints.streaming_model_restamp import (
+    AnthropicStreamModelRestamper,
+    restamp_anthropic_stream_chunk_model,
+)
+from litellm.proxy.common_request_processing import ProxyBaseLLMRequestProcessing
+
+
+def _message_start_frame(model: str, line_end: str = "\n") -> bytes:
+    payload = {
+        "type": "message_start",
+        "message": {"id": "msg_1", "type": "message", "role": "assistant", "model": model, "content": []},
+    }
+    return f"event: message_start{line_end}data: {json.dumps(payload)}{line_end}{line_end}".encode()
+
+
+def _proxy_logging_obj_streaming(frames: list[bytes]) -> MagicMock:
+    async def _iterator_hook(**_kwargs):
+        for frame in frames:
+            yield frame
+
+    proxy_logging_obj = MagicMock()
+    proxy_logging_obj.async_post_call_streaming_iterator_hook = _iterator_hook
+    proxy_logging_obj.async_post_call_streaming_hook = AsyncMock(side_effect=lambda **kwargs: kwargs["response"])
+    return proxy_logging_obj
+
+
+def _model_from_frame(frame: bytes | str) -> str:
+    text = frame.decode("utf-8") if isinstance(frame, bytes) else frame
+    data_line = next(line for line in text.split("\n") if line.startswith("data:"))
+    return json.loads(data_line[len("data:") :])["message"]["model"]
+
+
+def test_restamps_sse_bytes_frame():
+    restamped = restamp_anthropic_stream_chunk_model(
+        _message_start_frame("claude-haiku-4-5-20251001"), "claude-auto-1"
+    )
+
+    assert isinstance(restamped, bytes)
+    assert _model_from_frame(restamped) == "claude-auto-1"
+    assert b"event: message_start" in restamped
+
+
+def test_restamps_event_dict():
+    chunk = {"type": "message_start", "message": {"id": "msg_1", "model": "claude-sonnet-4-6"}}
+
+    restamped = restamp_anthropic_stream_chunk_model(chunk, "claude-auto-2")
+
+    assert restamped == {"type": "message_start", "message": {"id": "msg_1", "model": "claude-auto-2"}}
+    assert chunk["message"]["model"] == "claude-sonnet-4-6"
+
+
+@pytest.mark.parametrize(
+    "chunk",
+    [
+        b'event: content_block_delta\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\n\n',
+        {"type": "content_block_delta", "delta": {"text": "hi"}},
+        {"type": "message_start", "message": "not-a-dict"},
+        b"event: message_start\ndata: not-json\n\n",
+        b"data: [DONE]\n\n",
+    ],
+)
+def test_leaves_chunks_without_a_model_untouched(chunk):
+    assert restamp_anthropic_stream_chunk_model(chunk, "claude-auto-1") == chunk
+
+
+@pytest.mark.asyncio
+async def test_sse_generator_publishes_requested_model_on_message_start():
+    """The message_start event reports the requested model, not the provider's."""
+    delta_frame = b'event: content_block_delta\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\n\n'
+    proxy_logging_obj = _proxy_logging_obj_streaming([_message_start_frame("claude-haiku-4-5-20251001"), delta_frame])
+
+    chunks = [
+        chunk
+        async for chunk in ProxyBaseLLMRequestProcessing.async_sse_data_generator(
+            response=MagicMock(),
+            user_api_key_dict=MagicMock(),
+            request_data={"model": "claude-auto-1"},
+            proxy_logging_obj=proxy_logging_obj,
+            restamp_model="claude-auto-1",
+        )
+    ]
+
+    assert _model_from_frame(chunks[0]) == "claude-auto-1"
+    assert chunks[1] == delta_frame
+
+
+@pytest.mark.asyncio
+async def test_sse_generator_keeps_provider_model_when_restamping_is_off():
+    proxy_logging_obj = _proxy_logging_obj_streaming([_message_start_frame("claude-haiku-4-5-20251001")])
+
+    chunks = [
+        chunk
+        async for chunk in ProxyBaseLLMRequestProcessing.async_sse_data_generator(
+            response=MagicMock(),
+            user_api_key_dict=MagicMock(),
+            request_data={"model": "claude-auto-1"},
+            proxy_logging_obj=proxy_logging_obj,
+        )
+    ]
+
+    assert _model_from_frame(chunks[0]) == "claude-haiku-4-5-20251001"
+
+
+def test_restamps_message_start_split_across_transport_chunks():
+    frame = _message_start_frame("claude-haiku-4-5-20251001")
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    held = restamper.process(frame[:25])
+    emitted = restamper.process(frame[25:])
+
+    assert held == b""
+    assert isinstance(emitted, bytes)
+    assert _model_from_frame(emitted) == "claude-auto-1"
+
+
+def test_emits_coalesced_frames_with_only_message_start_rewritten():
+    delta = b'event: content_block_delta\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\n\n'
+    combined = _message_start_frame("claude-haiku-4-5-20251001") + delta
+
+    emitted = restamper_output = AnthropicStreamModelRestamper("claude-auto-1").process(combined)
+
+    assert isinstance(restamper_output, bytes)
+    assert _model_from_frame(emitted) == "claude-auto-1"
+    assert emitted.endswith(delta)
+
+
+def test_ping_frames_keep_the_restamper_armed():
+    ping = b'event: ping\ndata: {"type": "ping"}\n\n'
+    frame = _message_start_frame("claude-haiku-4-5-20251001")
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    assert restamper.process(ping) == ping
+    reassembled = restamper.process(frame[:10])
+    reassembled += restamper.process(frame[10:])
+
+    assert _model_from_frame(reassembled) == "claude-auto-1"
+
+
+def test_first_non_ping_event_disarms_the_restamper():
+    delta = b'event: content_block_delta\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\n\n'
+    late_message_start = _message_start_frame("claude-haiku-4-5-20251001")
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    assert restamper.process(delta) == delta
+    assert restamper.process(late_message_start) == late_message_start
+
+
+def test_oversized_unterminated_chunk_flushes_unmodified():
+    blob = b"data: " + b"x" * 70000
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    assert restamper.process(blob) == blob
+    frame = _message_start_frame("claude-haiku-4-5-20251001")
+    assert restamper.process(frame) == frame
+
+
+def test_dict_message_start_disarms_after_restamp():
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+    first = restamper.process({"type": "message_start", "message": {"id": "msg_1", "model": "claude-sonnet-4-6"}})
+    second = {"type": "message_start", "message": {"id": "msg_2", "model": "claude-sonnet-4-6"}}
+
+    assert first == {"type": "message_start", "message": {"id": "msg_1", "model": "claude-auto-1"}}
+    assert restamper.process(second) == second
+
+
+@pytest.mark.asyncio
+async def test_sse_generator_restamps_message_start_split_across_chunks():
+    frame = _message_start_frame("claude-haiku-4-5-20251001")
+    proxy_logging_obj = _proxy_logging_obj_streaming([frame[:30], frame[30:]])
+
+    chunks = [
+        chunk
+        async for chunk in ProxyBaseLLMRequestProcessing.async_sse_data_generator(
+            response=MagicMock(),
+            user_api_key_dict=MagicMock(),
+            request_data={"model": "claude-auto-1"},
+            proxy_logging_obj=proxy_logging_obj,
+            restamp_model="claude-auto-1",
+        )
+    ]
+
+    joined = b"".join(chunk if isinstance(chunk, bytes) else chunk.encode("utf-8") for chunk in chunks)
+    assert _model_from_frame(joined) == "claude-auto-1"
+
+
+def test_restamps_crlf_terminated_message_start_frame():
+    frame = _message_start_frame("claude-haiku-4-5-20251001", line_end="\r\n")
+    delta = b'event: content_block_delta\r\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\r\n\r\n'
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    emitted = restamper.process(frame)
+
+    assert isinstance(emitted, bytes)
+    assert _model_from_frame(emitted) == "claude-auto-1"
+    assert emitted.endswith(b"\r\n\r\n")
+    assert restamper.process(delta) == delta
+
+
+def test_restamps_cr_terminated_message_start_frame():
+    frame = _message_start_frame("claude-haiku-4-5-20251001", line_end="\r")
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    emitted = restamper.process(frame)
+
+    assert isinstance(emitted, bytes)
+    assert b'"model":"claude-auto-1"' in emitted
+    assert emitted.endswith(b"\r\r")
+
+
+def test_restamps_crlf_message_start_split_across_transport_chunks():
+    frame = _message_start_frame("claude-haiku-4-5-20251001", line_end="\r\n")
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    held = restamper.process(frame[:25])
+    emitted = restamper.process(frame[25:])
+
+    assert held == b""
+    assert isinstance(emitted, bytes)
+    assert _model_from_frame(emitted) == "claude-auto-1"
+
+
+def test_flush_returns_restamped_held_tail():
+    unterminated = _message_start_frame("claude-haiku-4-5-20251001")[:-2]
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+
+    assert restamper.process(unterminated) == b""
+    flushed = restamper.flush()
+
+    assert b'"model":"claude-auto-1"' in flushed
+    assert restamper.flush() == b""
+
+
+def test_flush_disarms_the_restamper():
+    restamper = AnthropicStreamModelRestamper("claude-auto-1")
+    frame = _message_start_frame("claude-haiku-4-5-20251001")
+
+    assert restamper.flush() == b""
+    assert restamper.process(frame) == frame
+
+
+@pytest.mark.asyncio
+async def test_sse_generator_flushes_held_tail_at_end_of_stream():
+    unterminated = _message_start_frame("claude-haiku-4-5-20251001")[:-2]
+    proxy_logging_obj = _proxy_logging_obj_streaming([unterminated])
+
+    chunks = [
+        chunk
+        async for chunk in ProxyBaseLLMRequestProcessing.async_sse_data_generator(
+            response=MagicMock(),
+            user_api_key_dict=MagicMock(),
+            request_data={"model": "claude-auto-1"},
+            proxy_logging_obj=proxy_logging_obj,
+            restamp_model="claude-auto-1",
+        )
+    ]
+
+    joined = b"".join(chunk if isinstance(chunk, bytes) else chunk.encode("utf-8") for chunk in chunks)
+    assert b'"model":"claude-auto-1"' in joined
+
+
+@pytest.mark.asyncio
+async def test_sse_generator_restamps_crlf_stream():
+    frame = _message_start_frame("claude-haiku-4-5-20251001", line_end="\r\n")
+    delta = b'event: content_block_delta\r\ndata: {"type":"content_block_delta","delta":{"text":"hi"}}\r\n\r\n'
+    proxy_logging_obj = _proxy_logging_obj_streaming([frame, delta])
+
+    chunks = [
+        chunk
+        async for chunk in ProxyBaseLLMRequestProcessing.async_sse_data_generator(
+            response=MagicMock(),
+            user_api_key_dict=MagicMock(),
+            request_data={"model": "claude-auto-1"},
+            proxy_logging_obj=proxy_logging_obj,
+            restamp_model="claude-auto-1",
+        )
+    ]
+
+    assert _model_from_frame(chunks[0]) == "claude-auto-1"
+    assert chunks[1] == delta
diff --git a/tests/test_litellm/proxy/auth/test_auth_checks.py b/tests/test_litellm/proxy/auth/test_auth_checks.py
index 3dea89ed67b..be83ca57e76 100644
--- a/tests/test_litellm/proxy/auth/test_auth_checks.py
+++ b/tests/test_litellm/proxy/auth/test_auth_checks.py
@@ -1349,6 +1349,38 @@ async def test_vector_store_access_check_early_returns(
     assert result == expected_result
 
 
+@pytest.mark.asyncio
+async def test_vector_store_access_check_skips_db_lookup_when_no_vector_stores_requested():
+    """Registry returns [] (not None) for plain requests; no object permission DB lookup should happen."""
+    valid_token = UserAPIKeyAuth(token="test-token", object_permission_id="perm-123")
+    team_object = MagicMock()
+    team_object.object_permission_id = "team-permission"
+
+    mock_prisma_client = MagicMock()
+    find_unique = AsyncMock()
+    mock_prisma_client.db.litellm_objectpermissiontable.find_unique = find_unique
+
+    mock_vector_store_registry = MagicMock()
+    mock_vector_store_registry.get_vector_store_ids_to_run.return_value = []
+
+    with (
+        patch(  # test-quality-ok: production auth reads these module globals; no dependency injection seam exists
+            "litellm.proxy.proxy_server.prisma_client", mock_prisma_client
+        ),
+        patch(  # test-quality-ok: production auth reads this module global; no dependency injection seam exists
+            "litellm.vector_store_registry", mock_vector_store_registry
+        ),
+    ):
+        result = await vector_store_access_check(
+            request_body={"messages": [{"role": "user", "content": "test"}]},
+            team_object=team_object,
+            valid_token=valid_token,
+        )
+
+    assert result is True
+    find_unique.assert_not_awaited()
+
+
 @pytest.mark.parametrize(
     "object_permissions,vector_store_ids,should_raise,error_type",
     [
@@ -7448,3 +7480,64 @@ async def test_delete_cache_key_object_is_best_effort_when_the_cache_backend_fai
     healthy_cache.delete_cache.assert_called_once_with(key=hashed_token)
     healthy_logging_obj.internal_usage_cache.dual_cache.async_delete_cache.assert_awaited_once_with(key=hashed_token)
     assert caplog.records == [], "a healthy eviction must stay silent, and must still reach both caches"
+
+
+# ---------------------------------------------------------------------------
+# Budget-exceeded error text must not carry a raw virtual key (LIT-5909)
+# ---------------------------------------------------------------------------
+
+
+class _BudgetAlertRecorder:
+    async def budget_alerts(self, type, user_info):
+        return None
+
+
+async def _run_key_budget_check(key_name: str) -> str:
+    """Drive the over-budget key path and return the raised message."""
+    valid_token = UserAPIKeyAuth(
+        token="hashed-token",
+        key_name=key_name,
+        key_alias="prod-key",
+        spend=10.0,
+        max_budget=1.0,
+    )
+    with pytest.raises(litellm.BudgetExceededError, match="Budget has been exceeded") as exc_info:
+        await _virtual_key_max_budget_check(
+            valid_token=valid_token,
+            proxy_logging_obj=_BudgetAlertRecorder(),
+        )
+    await asyncio.sleep(0)
+    return exc_info.value.message
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "key_name",
+    [
+        "sk-mx5ous1o9Iezz5fj3pkLuA",
+        "my-company-key-2026",
+        "sk-...5LuA-but-longer",
+        # /key/generate takes a custom key ending in an escape sequence, and this
+        # message reaches a terminal and a log viewer
+        "sk-...\x1b[2J",
+        "sk-...a\x9bm",
+    ],
+)
+async def test_key_budget_error_does_not_carry_a_raw_key_name(key_name):
+    """key_name is written masked, but the column has no enforced shape (a direct DB
+    write bypasses abbreviate_api_key) and this message is returned to the caller."""
+    message = await _run_key_budget_check(key_name)
+    assert key_name not in message
+    assert "Key=prod-key Current cost" in message
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("key_name", ["sk-...5LuA", "sk-...", "sk-...ke.!", "sk-...café"])
+async def test_key_budget_error_keeps_the_masked_key_name(key_name):
+    """The masked form is the whole point of naming the key, so it must survive.
+
+    abbreviate_api_key takes the last four characters of the key verbatim, and a
+    custom key may end in punctuation or a non-ASCII character, so those masked
+    names are just as valid as the alphanumeric ones."""
+    message = await _run_key_budget_check(key_name)
+    assert f"Key=prod-key ({key_name}) Current cost" in message
diff --git a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
index 90be51cfa5b..21e0b83791f 100644
--- a/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
+++ b/tests/test_litellm/proxy/auth/test_auth_exception_handler.py
@@ -9,6 +9,7 @@ from prisma import errors as prisma_errors
 from prisma.engine.errors import (
     BinaryNotFoundError,
     EngineConnectionError,
+    EngineRequestError,
     MismatchedVersionsError,
 )
 from prisma.errors import (
@@ -32,6 +33,12 @@ from litellm.proxy._types import ProxyErrorTypes, ProxyException, UserAPIKeyAuth
 from litellm.proxy.auth.auth_exception_handler import UserAPIKeyAuthExceptionHandler
 
 
+class _EngineHttp500:
+    """The response half of an EngineRequestError: the query engine answered a request with HTTP 500."""
+
+    status = 500
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "db_error",
@@ -113,6 +120,90 @@ async def test_handle_authentication_error_permanent_fault_gets_no_fallback_iden
     assert exc_info.value.code == str(status.HTTP_503_SERVICE_UNAVAILABLE)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "prisma_error",
+    [
+        pytest.param(BinaryNotFoundError("query engine binary not found"), id="BinaryNotFoundError"),
+        pytest.param(MismatchedVersionsError(expected="1", got="2"), id="MismatchedVersionsError"),
+        pytest.param(EngineRequestError(_EngineHttp500(), "query engine crashed"), id="EngineRequestError"),
+        pytest.param(PrismaError(), id="bare_PrismaError"),
+    ],
+)
+async def test_handle_authentication_error_permanent_fault_503_is_not_worded_as_transient(prisma_error):
+    """The 503 for a fault that never heals must not say the database is
+    "temporarily unreachable" and ask the caller to retry. The status is right
+    (the service is at fault) but that wording sends the operator to wait out an
+    outage that is not one, so the message has to say retrying will not help and
+    name the engine fault."""
+    handler = UserAPIKeyAuthExceptionHandler()
+
+    with patch(  # test-quality-ok: the handler reads general_settings off the proxy module, no injection seam
+        "litellm.proxy.proxy_server.general_settings", {"allow_requests_on_db_unavailable": False}
+    ):
+        with pytest.raises(ProxyException) as exc_info:
+            await handler._handle_authentication_error(prisma_error, MagicMock(), {}, "/test", None, "test-key")
+
+    assert exc_info.value.code == str(status.HTTP_503_SERVICE_UNAVAILABLE)
+    assert exc_info.value.type == ProxyErrorTypes.no_db_connection
+    assert "temporarily unreachable" not in exc_info.value.message
+    assert "retry shortly" not in exc_info.value.message.lower()
+    assert "will not clear by retrying" in exc_info.value.message
+    assert type(prisma_error).__name__ in exc_info.value.message
+
+
+@pytest.mark.asyncio
+async def test_handle_authentication_error_transport_error_raised_over_a_permanent_fault_names_the_fault():
+    """A reconnect attempt that fails because the engine binary is missing surfaces as a transport
+    error with the BinaryNotFoundError as __context__. The response must describe the binary, which is
+    what keeps the database down, rather than promise the connection will come back."""
+    try:
+        raise BinaryNotFoundError("query engine binary not found")
+    except BinaryNotFoundError:
+        try:
+            raise httpx.ConnectError("All connection attempts failed")
+        except httpx.ConnectError as surfaced:
+            transport_over_fault = surfaced
+    handler = UserAPIKeyAuthExceptionHandler()
+
+    with patch(  # test-quality-ok: the handler reads general_settings off the proxy module, no injection seam
+        "litellm.proxy.proxy_server.general_settings", {"allow_requests_on_db_unavailable": False}
+    ):
+        with pytest.raises(ProxyException) as exc_info:
+            await handler._handle_authentication_error(transport_over_fault, MagicMock(), {}, "/test", None, "k")
+
+    assert exc_info.value.code == str(status.HTTP_503_SERVICE_UNAVAILABLE)
+    assert "temporarily unreachable" not in exc_info.value.message
+    assert "BinaryNotFoundError" in exc_info.value.message
+    assert "will not clear by retrying" in exc_info.value.message
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "db_error",
+    [
+        pytest.param(httpx.ConnectError("All connection attempts failed"), id="ConnectError"),
+        pytest.param(EngineConnectionError(), id="EngineConnectionError"),
+        pytest.param(PrismaError("can't reach database server"), id="P1001_text"),
+    ],
+)
+async def test_handle_authentication_error_transient_outage_503_keeps_retry_wording(db_error):
+    """A genuine outage is expected to come back, so its 503 keeps telling the
+    caller the database is temporarily unreachable and to retry."""
+    handler = UserAPIKeyAuthExceptionHandler()
+
+    with patch(  # test-quality-ok: the handler reads general_settings off the proxy module, no injection seam
+        "litellm.proxy.proxy_server.general_settings", {"allow_requests_on_db_unavailable": False}
+    ):
+        with pytest.raises(ProxyException) as exc_info:
+            await handler._handle_authentication_error(db_error, MagicMock(), {}, "/test", None, "test-key")
+
+    assert exc_info.value.code == str(status.HTTP_503_SERVICE_UNAVAILABLE)
+    assert exc_info.value.message == (
+        "Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly."
+    )
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "prisma_error",
diff --git a/tests/test_litellm/proxy/auth/test_auth_utils.py b/tests/test_litellm/proxy/auth/test_auth_utils.py
index 9301176f3ed..f513f397b64 100644
--- a/tests/test_litellm/proxy/auth/test_auth_utils.py
+++ b/tests/test_litellm/proxy/auth/test_auth_utils.py
@@ -3169,7 +3169,7 @@ class TestIsRequestBodySafeChecksBracketNotationMetadata:
 
 
 class TestHasUserSetupSso:
-    """_has_user_setup_sso must treat SAML IdP metadata as SSO configured.
+    """has_user_setup_sso must treat SAML IdP metadata as SSO configured.
 
     Regression: UI discovery used this helper for sso_configured, but it only
     checked OAuth client IDs, so SAML-only setups left the login button gray.
@@ -3187,29 +3187,167 @@ class TestHasUserSetupSso:
             monkeypatch.delenv(key, raising=False)
 
     def test_false_when_no_sso_env(self):
-        from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+        from litellm.proxy.auth.auth_utils import has_user_setup_sso
 
-        assert _has_user_setup_sso() is False
+        assert has_user_setup_sso() is False
 
     def test_true_for_oauth_client_ids(self, monkeypatch):
-        from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+        from litellm.proxy.auth.auth_utils import has_user_setup_sso
 
         monkeypatch.setenv("GOOGLE_CLIENT_ID", "google-client")
-        assert _has_user_setup_sso() is True
+        assert has_user_setup_sso() is True
 
     def test_true_for_saml_metadata_url(self, monkeypatch):
-        from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+        from litellm.proxy.auth.auth_utils import has_user_setup_sso
 
         monkeypatch.setenv(
             "SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml"
         )
-        assert _has_user_setup_sso() is True
+        assert has_user_setup_sso() is True
 
     def test_true_for_saml_metadata_xml(self, monkeypatch):
-        from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+        from litellm.proxy.auth.auth_utils import has_user_setup_sso
 
         monkeypatch.setenv("SAML_IDP_METADATA_XML", "<EntityDescriptor/>")
-        assert _has_user_setup_sso() is True
+        assert has_user_setup_sso() is True
+
+
+class TestIsSsoProviderFullyConfigured:
+    """A lone client id must not read as ready: `has_user_setup_sso()` only
+    checks the client id (correct for a UI-discovery "show the login button"
+    decision), but a gate that BLOCKS the password fallback needs every
+    companion setting the provider requires, or an incomplete setup locks
+    every admin out with no working login path at all."""
+
+    @pytest.fixture(autouse=True)
+    def _clear_sso_env(self, monkeypatch):
+        for key in (
+            "GOOGLE_CLIENT_ID",
+            "GOOGLE_CLIENT_SECRET",
+            "MICROSOFT_CLIENT_ID",
+            "MICROSOFT_CLIENT_SECRET",
+            "MICROSOFT_TENANT",
+            "GENERIC_CLIENT_ID",
+            "GENERIC_CLIENT_SECRET",
+            "GENERIC_AUTHORIZATION_ENDPOINT",
+            "GENERIC_TOKEN_ENDPOINT",
+            "GENERIC_USERINFO_ENDPOINT",
+            "SAML_IDP_METADATA_URL",
+            "SAML_IDP_METADATA_XML",
+        ):
+            monkeypatch.delenv(key, raising=False)
+
+    def test_false_when_nothing_configured(self):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        assert is_sso_provider_fully_configured() is False
+
+    def test_google_client_id_alone_is_not_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GOOGLE_CLIENT_ID", "google-client")
+        assert is_sso_provider_fully_configured() is False
+
+    def test_google_with_secret_is_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GOOGLE_CLIENT_ID", "google-client")
+        monkeypatch.setenv("GOOGLE_CLIENT_SECRET", "google-secret")
+        assert is_sso_provider_fully_configured() is True
+
+    def test_microsoft_client_id_alone_is_not_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("MICROSOFT_CLIENT_ID", "ms-client")
+        assert is_sso_provider_fully_configured() is False
+
+    def test_microsoft_missing_tenant_is_not_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("MICROSOFT_CLIENT_ID", "ms-client")
+        monkeypatch.setenv("MICROSOFT_CLIENT_SECRET", "ms-secret")
+        assert is_sso_provider_fully_configured() is False
+
+    def test_microsoft_with_secret_and_tenant_is_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("MICROSOFT_CLIENT_ID", "ms-client")
+        monkeypatch.setenv("MICROSOFT_CLIENT_SECRET", "ms-secret")
+        monkeypatch.setenv("MICROSOFT_TENANT", "ms-tenant")
+        assert is_sso_provider_fully_configured() is True
+
+    def test_generic_client_id_alone_is_not_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GENERIC_CLIENT_ID", "generic-client")
+        assert is_sso_provider_fully_configured() is False
+
+    def test_generic_missing_one_endpoint_is_not_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GENERIC_CLIENT_ID", "generic-client")
+        monkeypatch.setenv("GENERIC_CLIENT_SECRET", "generic-secret")
+        monkeypatch.setenv("GENERIC_AUTHORIZATION_ENDPOINT", "https://idp.example.com/authorize")
+        monkeypatch.setenv("GENERIC_TOKEN_ENDPOINT", "https://idp.example.com/token")
+        # GENERIC_USERINFO_ENDPOINT deliberately left unset.
+        assert is_sso_provider_fully_configured() is False
+
+    def test_generic_with_every_endpoint_is_ready(self, monkeypatch):
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GENERIC_CLIENT_ID", "generic-client")
+        monkeypatch.setenv("GENERIC_CLIENT_SECRET", "generic-secret")
+        monkeypatch.setenv("GENERIC_AUTHORIZATION_ENDPOINT", "https://idp.example.com/authorize")
+        monkeypatch.setenv("GENERIC_TOKEN_ENDPOINT", "https://idp.example.com/token")
+        monkeypatch.setenv("GENERIC_USERINFO_ENDPOINT", "https://idp.example.com/userinfo")
+        assert is_sso_provider_fully_configured() is True
+
+    def test_saml_metadata_url_is_ready_when_runtime_installed(self, monkeypatch):
+        from litellm.proxy.auth import auth_utils
+
+        monkeypatch.setenv("SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml")
+        monkeypatch.setattr(auth_utils.importlib.util, "find_spec", lambda name: object())
+        assert auth_utils.is_sso_provider_fully_configured() is True
+
+    def test_saml_metadata_url_is_not_ready_without_runtime(self, monkeypatch):
+        """Regression: python3-saml (``onelogin.saml2``) is an optional
+        dependency; SAMLAuthHandler fails closed on every request when it is
+        not installed, so IdP metadata alone must not read as ready."""
+        from litellm.proxy.auth import auth_utils
+
+        monkeypatch.setenv("SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml")
+        monkeypatch.setattr(auth_utils.importlib.util, "find_spec", lambda name: None)
+        assert auth_utils.is_sso_provider_fully_configured() is False
+
+    def test_saml_check_does_not_raise_when_package_entirely_absent(self, monkeypatch):
+        """Regression: `importlib.util.find_spec("onelogin.saml2.auth")`
+        raises ModuleNotFoundError (not merely returns None) when the
+        TOP-LEVEL `onelogin` package is not installed at all, which is
+        exactly the real-world "optional extra not installed" case. If the
+        gate does not catch this, every password login 500s instead of
+        falling back, on a deployment that configured SAML metadata but
+        skipped the extra."""
+        from litellm.proxy.auth import auth_utils
+
+        def _raise(name: str):
+            raise ModuleNotFoundError("No module named 'onelogin'")
+
+        monkeypatch.setenv("SAML_IDP_METADATA_URL", "https://idp.example.com/metadata.xml")
+        monkeypatch.setattr(auth_utils.importlib.util, "find_spec", _raise)
+        assert auth_utils.is_sso_provider_fully_configured() is False
+
+    def test_incomplete_earlier_provider_does_not_mask_a_ready_later_one(self, monkeypatch):
+        """Regression: a stray GOOGLE_CLIENT_ID with no secret (e.g. a
+        leftover from a migration) must not stop the check from reaching a
+        fully configured Microsoft provider set alongside it — every
+        provider is evaluated independently, not in a first-match order."""
+        from litellm.proxy.auth.auth_utils import is_sso_provider_fully_configured
+
+        monkeypatch.setenv("GOOGLE_CLIENT_ID", "google-client")
+        monkeypatch.setenv("MICROSOFT_CLIENT_ID", "ms-client")
+        monkeypatch.setenv("MICROSOFT_CLIENT_SECRET", "ms-secret")
+        monkeypatch.setenv("MICROSOFT_TENANT", "ms-tenant")
+        assert is_sso_provider_fully_configured() is True
 
 
 class TestIsRequestBodySafeBlocksAwsIdentitySelectors:
diff --git a/tests/test_litellm/proxy/auth/test_litellm_license.py b/tests/test_litellm/proxy/auth/test_litellm_license.py
index 8da365cb587..1db53638070 100644
--- a/tests/test_litellm/proxy/auth/test_litellm_license.py
+++ b/tests/test_litellm/proxy/auth/test_litellm_license.py
@@ -2,6 +2,8 @@ import asyncio
 import json
 from unittest.mock import AsyncMock, MagicMock, patch
 
+from cryptography.hazmat.primitives.asymmetric.rsa import RSAPublicKey
+
 
 from litellm.proxy.auth.litellm_license import LicenseCheck
 
@@ -30,3 +32,70 @@ def test_is_over_limit():
     assert license_check.is_over_limit(101) is False
     assert license_check.is_over_limit(100) is False
     assert license_check.is_over_limit(99) is False
+
+
+def test_heuristic_v2_router_limit() -> None:
+    """Only the signed license's auto_router feature lifts the one-router limit; an API-verified
+    license (no airgapped data) and an airgapped license without the feature keep it."""
+    license_check = LicenseCheck()
+    license_check.airgapped_license_data = {"expiration_date": "2999-01-01", "allowed_features": ["auto_router"]}
+    assert license_check.heuristic_v2_router_limit() is None
+
+    license_check.airgapped_license_data = {
+        "expiration_date": "2999-01-01",
+        "allowed_features": ["sso", "auto_router", "audit_logs"],
+    }
+    assert license_check.heuristic_v2_router_limit() is None
+
+    license_check.airgapped_license_data = {"expiration_date": "2999-01-01", "allowed_features": ["sso"]}
+    assert license_check.heuristic_v2_router_limit() == 1
+
+    license_check.airgapped_license_data = {"expiration_date": "2999-01-01"}
+    assert license_check.heuristic_v2_router_limit() == 1
+
+    license_check.airgapped_license_data = None
+    assert license_check.heuristic_v2_router_limit() == 1
+
+
+def _signed_license(expiration_date: str) -> tuple[RSAPublicKey, str]:
+    import base64
+
+    from cryptography.hazmat.primitives import hashes
+    from cryptography.hazmat.primitives.asymmetric import padding, rsa
+
+    private_key = rsa.generate_private_key(public_exponent=65537, key_size=2048)
+    message = json.dumps(
+        {"expiration_date": expiration_date, "user_id": "u", "allowed_features": ["auto_router"]}
+    ).encode()
+    signature = private_key.sign(
+        message,
+        padding.PSS(mgf=padding.MGF1(hashes.SHA256()), salt_length=padding.PSS.MAX_LENGTH),
+        hashes.SHA256(),
+    )
+    return private_key.public_key(), base64.b64encode(message + b"." + signature).decode()
+
+
+def test_expired_or_unreadable_license_grants_no_features() -> None:
+    """The verifier stores the signed payload only after the expiry check passes and clears it when a
+    later verify rejects the license, so a stale payload cannot keep lifting the heuristic_v2 limit."""
+    license_check = LicenseCheck()
+    public_key, valid_key = _signed_license("2999-01-01")
+    assert license_check.verify_license_without_api_request(public_key=public_key, license_key=valid_key) is True
+    assert license_check.heuristic_v2_router_limit() is None
+
+    _, expired_key = _signed_license("2000-01-01")
+    assert license_check.verify_license_without_api_request(public_key=public_key, license_key=expired_key) is not True
+    assert license_check.airgapped_license_data is None
+    assert license_check.heuristic_v2_router_limit() == 1
+
+    assert license_check.verify_license_without_api_request(public_key=public_key, license_key=valid_key) is True
+    assert license_check.verify_license_without_api_request(public_key=public_key, license_key="not-a-license") is not True
+    assert license_check.airgapped_license_data is None
+
+
+def test_valid_signed_license_with_auto_router_lifts_the_limit() -> None:
+    license_check = LicenseCheck()
+    public_key, license_key = _signed_license("2999-01-01")
+
+    assert license_check.verify_license_without_api_request(public_key=public_key, license_key=license_key) is True
+    assert license_check.heuristic_v2_router_limit() is None
diff --git a/tests/test_litellm/proxy/auth/test_login_utils.py b/tests/test_litellm/proxy/auth/test_login_utils.py
index 1c66acf8678..8d93d801bfd 100644
--- a/tests/test_litellm/proxy/auth/test_login_utils.py
+++ b/tests/test_litellm/proxy/auth/test_login_utils.py
@@ -6,6 +6,7 @@ to login_utils.py for better reusability.
 """
 
 import os
+from contextlib import ExitStack
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
@@ -598,3 +599,203 @@ class TestEncodeUiSessionJwt:
         request.cookies = {"token": token}
         with patch("litellm.proxy.proxy_server.master_key", "sk-master-for-tests"):
             assert _user_id_from_session_cookie(request) == "cornell-user"
+
+
+def _patch_sso_configured(stack: ExitStack, *, configured: bool) -> None:
+    stack.enter_context(
+        patch(  # test-quality-ok: no HTTP boundary here; same internal the pre-existing tests above already mock
+            "litellm.proxy.auth.login_utils.is_sso_provider_fully_configured", return_value=configured
+        )
+    )
+
+
+def _patch_successful_admin_login_deps(stack: ExitStack) -> None:
+    """The collaborators a real admin login exercises past the SSO gate:
+    generating the UI session key, syncing the admin role, and reading the
+    experimental-login flag. Shared so the two "still allowed" tests below
+    don't each repeat the same three-mock wiring."""
+    stack.enter_context(
+        patch(  # test-quality-ok: internal orchestration, no HTTP boundary; matches pre-existing tests
+            "litellm.proxy.auth.login_utils.generate_key_helper_fn",
+            new_callable=AsyncMock,
+            return_value={"token": "test-token", "user_id": LITELLM_PROXY_ADMIN_NAME},
+        )
+    )
+    stack.enter_context(
+        patch(  # test-quality-ok: internal orchestration, no HTTP boundary; matches pre-existing tests
+            "litellm.proxy.auth.login_utils.user_update",
+            new_callable=AsyncMock,
+            return_value=None,
+        )
+    )
+    stack.enter_context(
+        patch(  # test-quality-ok: internal orchestration, no HTTP boundary; matches pre-existing tests
+            "litellm.proxy.auth.login_utils.get_secret_bool",
+            return_value=False,
+        )
+    )
+
+
+class TestDisablePasswordLoginWhenSSOEnabled:
+    """`disable_password_login_when_sso_enabled` must reject every
+    username/password login attempt (including the UI_USERNAME/UI_PASSWORD
+    admin fallback) once SSO is configured, so SSO becomes the only way to
+    reach the Admin UI. It must not affect logins when SSO is unconfigured,
+    so admins can never lock themselves out with no SSO to fall back to."""
+
+    @pytest.mark.asyncio
+    async def test_rejects_correct_admin_credentials_when_sso_configured(self):
+        master_key = "sk-1234"
+        ui_username = "admin"
+
+        mock_prisma_client = MagicMock()
+        mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
+
+        with patch.dict(os.environ, {"UI_USERNAME": ui_username, "UI_PASSWORD": master_key}):
+            with ExitStack() as stack:
+                _patch_sso_configured(stack, configured=True)
+                with pytest.raises(ProxyException) as exc_info:
+                    await authenticate_user(
+                        username=ui_username,
+                        password=master_key,
+                        master_key=master_key,
+                        prisma_client=mock_prisma_client,
+                        general_settings={"disable_password_login_when_sso_enabled": True},
+                    )
+
+        assert exc_info.value.type == ProxyErrorTypes.auth_error
+        assert exc_info.value.code == "403"
+        # The credential comparison must never even run.
+        mock_prisma_client.db.litellm_usertable.find_first.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_rejects_correct_db_user_credentials_when_sso_configured(self):
+        master_key = "sk-1234"
+        user_email = "test@example.com"
+        password = "correct-password"
+
+        mock_user = LiteLLM_UserTable(
+            user_id="test-user-123",
+            user_email=user_email,
+            password=hash_token(token=password),
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+        mock_prisma_client = MagicMock()
+        mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=mock_user)
+
+        with patch.dict(os.environ, {"UI_USERNAME": "admin", "UI_PASSWORD": "unrelated"}):
+            with ExitStack() as stack:
+                _patch_sso_configured(stack, configured=True)
+                with pytest.raises(ProxyException) as exc_info:
+                    await authenticate_user(
+                        username=user_email,
+                        password=password,
+                        master_key=master_key,
+                        prisma_client=mock_prisma_client,
+                        general_settings={"disable_password_login_when_sso_enabled": True},
+                    )
+
+        assert exc_info.value.code == "403"
+        mock_prisma_client.db.litellm_usertable.find_first.assert_not_called()
+
+    @pytest.mark.asyncio
+    async def test_allows_password_login_when_setting_enabled_but_sso_not_configured(self):
+        """The setting alone must not lock out an admin who has not actually
+        configured SSO — there would be no fallback left."""
+        master_key = "sk-1234"
+        ui_username = "admin"
+
+        mock_prisma_client = MagicMock()
+        mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
+
+        with patch.dict(
+            os.environ,
+            {
+                "UI_USERNAME": ui_username,
+                "UI_PASSWORD": master_key,
+                "DATABASE_URL": "postgresql://test:test@localhost/test",
+            },
+            clear=True,
+        ):
+            with ExitStack() as stack:
+                _patch_sso_configured(stack, configured=False)
+                _patch_successful_admin_login_deps(stack)
+                result = await authenticate_user(
+                    username=ui_username,
+                    password=master_key,
+                    master_key=master_key,
+                    prisma_client=mock_prisma_client,
+                    general_settings={"disable_password_login_when_sso_enabled": True},
+                )
+
+        assert isinstance(result, LoginResult)
+        assert result.user_id == LITELLM_PROXY_ADMIN_NAME
+
+    @pytest.mark.asyncio
+    async def test_allows_password_login_when_sso_env_is_incomplete(self):
+        """Regression: a lone MICROSOFT_CLIENT_ID with no client secret or
+        tenant makes has_user_setup_sso() True, but a real SSO sign-in would
+        fail. The gate must read the real env (no is_sso_provider_fully_configured
+        mock here) and still let password login through, or an admin who set
+        one env var by mistake is locked out with no way in."""
+        master_key = "sk-1234"
+        ui_username = "admin"
+
+        mock_prisma_client = MagicMock()
+        mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
+
+        with patch.dict(
+            os.environ,
+            {
+                "UI_USERNAME": ui_username,
+                "UI_PASSWORD": master_key,
+                "DATABASE_URL": "postgresql://test:test@localhost/test",
+                "MICROSOFT_CLIENT_ID": "ms-client-id-only",
+            },
+            clear=True,
+        ):
+            with ExitStack() as stack:
+                _patch_successful_admin_login_deps(stack)
+                result = await authenticate_user(
+                    username=ui_username,
+                    password=master_key,
+                    master_key=master_key,
+                    prisma_client=mock_prisma_client,
+                    general_settings={"disable_password_login_when_sso_enabled": True},
+                )
+
+        assert isinstance(result, LoginResult)
+        assert result.user_id == LITELLM_PROXY_ADMIN_NAME
+
+    @pytest.mark.asyncio
+    async def test_allows_password_login_when_sso_configured_but_setting_not_enabled(self):
+        """SSO being configured must not, by itself, disable the password
+        fallback: the setting is opt-in."""
+        master_key = "sk-1234"
+        ui_username = "admin"
+
+        mock_prisma_client = MagicMock()
+        mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
+
+        with patch.dict(
+            os.environ,
+            {
+                "UI_USERNAME": ui_username,
+                "UI_PASSWORD": master_key,
+                "DATABASE_URL": "postgresql://test:test@localhost/test",
+            },
+            clear=True,
+        ):
+            with ExitStack() as stack:
+                _patch_sso_configured(stack, configured=True)
+                _patch_successful_admin_login_deps(stack)
+                result = await authenticate_user(
+                    username=ui_username,
+                    password=master_key,
+                    master_key=master_key,
+                    prisma_client=mock_prisma_client,
+                    general_settings={},
+                )
+
+        assert isinstance(result, LoginResult)
+        assert result.user_id == LITELLM_PROXY_ADMIN_NAME
diff --git a/tests/test_litellm/proxy/auth/test_mcp_ip_filtering.py b/tests/test_litellm/proxy/auth/test_mcp_ip_filtering.py
index e0585ab04f1..4c219760762 100644
--- a/tests/test_litellm/proxy/auth/test_mcp_ip_filtering.py
+++ b/tests/test_litellm/proxy/auth/test_mcp_ip_filtering.py
@@ -591,3 +591,100 @@ class TestFilterServerIdsByIpWithInfo:
         )
         assert allowed == []
         assert blocked == 2
+
+
+def _make_scheme_request(
+    scheme: str, client_host: str = "203.0.113.5", headers: dict[str, str] | None = None
+) -> Request:
+    request = MagicMock(spec=Request)
+    request.client = MagicMock()
+    request.client.host = client_host
+    request.headers = headers or {}
+    request.url = MagicMock()
+    request.url.scheme = scheme
+    return request
+
+
+class TestIsRequestHttps:
+    """Regression tests for the cookie Secure trust-boundary resolution.
+
+    litellm only sees a plain-HTTP hop when TLS terminates at a reverse
+    proxy, so a cookie's Secure attribute must not be derived from the
+    literal request scheme alone. It must also not blindly trust a
+    client-spoofable X-Forwarded-Proto header with no trust boundary.
+    """
+
+    def test_direct_https_is_secure(self, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request("https")
+        assert IPAddressUtils.is_request_https(request, general_settings={}) is True
+
+    def test_direct_http_is_not_secure(self, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request("http")
+        assert IPAddressUtils.is_request_https(request, general_settings={}) is False
+
+    def test_spoofed_forwarded_proto_without_trusted_proxy_config_is_ignored(
+        self, monkeypatch
+    ):
+        # Regression: an internal HTTP hop with an attacker-supplied
+        # X-Forwarded-Proto: https must NOT flip Secure on, because no
+        # trust boundary (use_x_forwarded_for + mcp_trusted_proxy_ranges)
+        # is configured. Blindly trusting this header is itself a
+        # vulnerability.
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request(
+            "http", headers={"X-Forwarded-Proto": "https"}
+        )
+        assert IPAddressUtils.is_request_https(request, general_settings={}) is False
+
+    def test_forwarded_proto_honored_only_from_trusted_proxy(self, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request(
+            "http",
+            client_host="10.0.0.5",
+            headers={"X-Forwarded-Proto": "https"},
+        )
+        general_settings = {
+            "use_x_forwarded_for": True,
+            "mcp_trusted_proxy_ranges": ["10.0.0.0/8"],
+        }
+        assert IPAddressUtils.is_request_https(request, general_settings=general_settings) is True
+
+    def test_forwarded_proto_http_from_trusted_proxy_is_not_secure(self, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request(
+            "https",
+            client_host="10.0.0.5",
+            headers={"X-Forwarded-Proto": "http"},
+        )
+        general_settings = {
+            "use_x_forwarded_for": True,
+            "mcp_trusted_proxy_ranges": ["10.0.0.0/8"],
+        }
+        assert IPAddressUtils.is_request_https(request, general_settings=general_settings) is False
+
+    def test_untrusted_direct_peer_falls_back_to_literal_scheme(self, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        request = _make_scheme_request(
+            "http",
+            client_host="203.0.113.5",
+            headers={"X-Forwarded-Proto": "https"},
+        )
+        general_settings = {
+            "use_x_forwarded_for": True,
+            "mcp_trusted_proxy_ranges": ["10.0.0.0/8"],
+        }
+        assert IPAddressUtils.is_request_https(request, general_settings=general_settings) is False
+
+    def test_proxy_base_url_https_overrides_literal_http_scheme(self, monkeypatch):
+        monkeypatch.setenv("PROXY_BASE_URL", "https://litellm.example.com")
+        request = _make_scheme_request("http")
+        assert IPAddressUtils.is_request_https(request, general_settings={}) is True
+
+    def test_proxy_base_url_http_overrides_literal_https_scheme(self, monkeypatch):
+        # An explicit operator-configured plain-http public origin wins over
+        # the literal connection scheme, same as the https direction above.
+        monkeypatch.setenv("PROXY_BASE_URL", "http://litellm.internal")
+        request = _make_scheme_request("https")
+        assert IPAddressUtils.is_request_https(request, general_settings={}) is False
diff --git a/tests/test_litellm/proxy/auth/test_model_checks.py b/tests/test_litellm/proxy/auth/test_model_checks.py
index 62073f4bf51..d58683fd1e5 100644
--- a/tests/test_litellm/proxy/auth/test_model_checks.py
+++ b/tests/test_litellm/proxy/auth/test_model_checks.py
@@ -754,6 +754,84 @@ def test_expand_wildcard_invalid_litellm_params_passthrough():
     assert result == [deployment]
 
 
+def test_get_complete_model_list_excludes_wildcard_routes_by_default():
+    """Regression (LIT-4108): a wildcard with a matching router deployment leaked into /v1/models."""
+    from litellm import Router
+    from litellm.proxy.auth.model_checks import get_complete_model_list
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "bedrock/*",
+                "litellm_params": {"model": "bedrock/*"},
+            },
+            {
+                "model_name": "gpt-4",
+                "litellm_params": {"model": "openai/gpt-4"},
+            },
+        ]
+    )
+
+    result = get_complete_model_list(
+        key_models=[],
+        team_models=[],
+        proxy_model_list=["bedrock/*", "gpt-4"],
+        user_model=None,
+        infer_model_from_keys=False,
+        return_wildcard_routes=False,
+        llm_router=router,
+    )
+
+    assert "bedrock/*" not in result
+    assert "gpt-4" in result
+    assert any(m.startswith("bedrock/") for m in result)
+
+
+def test_get_complete_model_list_excludes_wildcard_routes_without_router():
+    from litellm.proxy.auth.model_checks import get_complete_model_list
+
+    result = get_complete_model_list(
+        key_models=[],
+        team_models=[],
+        proxy_model_list=["bedrock/*", "gpt-4"],
+        user_model=None,
+        infer_model_from_keys=False,
+        return_wildcard_routes=False,
+        llm_router=None,
+    )
+
+    assert "bedrock/*" not in result
+    assert "gpt-4" in result
+    assert any(m.startswith("bedrock/") for m in result)
+
+
+def test_get_complete_model_list_includes_wildcard_routes_when_requested():
+    from litellm import Router
+    from litellm.proxy.auth.model_checks import get_complete_model_list
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "bedrock/*",
+                "litellm_params": {"model": "bedrock/*"},
+            },
+        ]
+    )
+
+    result = get_complete_model_list(
+        key_models=[],
+        team_models=[],
+        proxy_model_list=["bedrock/*"],
+        user_model=None,
+        infer_model_from_keys=False,
+        return_wildcard_routes=True,
+        llm_router=router,
+    )
+
+    assert result.count("bedrock/*") == 1
+    assert any(m.startswith("bedrock/") and m != "bedrock/*" for m in result)
+
+
 def test_add_known_models_refreshes_models_by_provider_for_wildcard_expansion():
     """models_by_provider was a frozen import-time snapshot of set unions, so cost map
     reloads (which call add_known_models) never reached wildcard expansion until a
diff --git a/tests/test_litellm/proxy/auth/test_onboarding.py b/tests/test_litellm/proxy/auth/test_onboarding.py
index d55a5472af1..524b655b465 100644
--- a/tests/test_litellm/proxy/auth/test_onboarding.py
+++ b/tests/test_litellm/proxy/auth/test_onboarding.py
@@ -231,7 +231,7 @@ async def test_claim_token_rejects_already_used_link():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with patch("litellm.proxy.proxy_server.prisma_client", prisma):
@@ -254,7 +254,7 @@ async def test_claim_token_rejects_expired_link():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with patch("litellm.proxy.proxy_server.prisma_client", prisma):
@@ -275,7 +275,7 @@ async def test_claim_token_rejects_mismatched_user_id():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="wrong-user",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with patch("litellm.proxy.proxy_server.prisma_client", prisma):
@@ -296,7 +296,7 @@ async def test_claim_token_rejects_missing_onboarding_token():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with (
@@ -322,7 +322,7 @@ async def test_claim_token_rejects_wrong_onboarding_session():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
     request = _make_claim_request(
         _make_onboarding_token(invitation_link="other-invite")
@@ -351,7 +351,7 @@ async def test_claim_token_rejects_invalid_bearer_token():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
     request = _make_claim_request("sk-regular-key")
 
@@ -380,7 +380,7 @@ async def test_claim_token_rejects_concurrent_reuse_before_password_write():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with (
@@ -418,7 +418,7 @@ async def test_claim_token_sets_accepted_at_after_password_written():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     mock_token_response = {"token": "sk-generated-key", "user_id": "user-123"}
@@ -477,7 +477,7 @@ async def test_claim_token_rolls_back_invite_when_session_key_mint_fails():
     data = InvitationClaim(
         invitation_link="invite-abc",
         user_id="user-123",
-        password="NewP@ssw0rd",
+        password="NewP@ssw0rd123",
     )
 
     with (
diff --git a/tests/test_litellm/proxy/auth/test_password_policy.py b/tests/test_litellm/proxy/auth/test_password_policy.py
new file mode 100644
index 00000000000..f6e7d443907
--- /dev/null
+++ b/tests/test_litellm/proxy/auth/test_password_policy.py
@@ -0,0 +1,136 @@
+"""
+Tests for the configurable password-strength policy in
+`litellm.proxy.auth.password_policy`, enforced on every path that persists a
+new or changed password for a locally-managed user.
+"""
+
+import pytest
+
+from litellm.proxy._types import ProxyErrorTypes, ProxyException
+from litellm.proxy.auth.password_policy import (
+    DEFAULT_MIN_LENGTH,
+    MIN_ALLOWED_LENGTH,
+    PasswordPolicy,
+    get_password_policy,
+    validate_password_policy,
+)
+
+STRONG_PASSWORD = "Str0ng!Passw0rd"
+
+
+def test_get_password_policy_defaults_to_pif_baseline():
+    policy = get_password_policy({})
+    assert policy == PasswordPolicy(
+        min_length=DEFAULT_MIN_LENGTH,
+        require_uppercase=True,
+        require_lowercase=True,
+        require_numbers=True,
+        require_special_characters=True,
+    )
+
+
+def test_get_password_policy_reads_overrides_from_general_settings():
+    policy = get_password_policy(
+        {
+            "password_policy_min_length": 20,
+            "password_policy_require_uppercase": False,
+            "password_policy_require_lowercase": False,
+            "password_policy_require_numbers": False,
+            "password_policy_require_special_characters": False,
+        }
+    )
+    assert policy == PasswordPolicy(
+        min_length=20,
+        require_uppercase=False,
+        require_lowercase=False,
+        require_numbers=False,
+        require_special_characters=False,
+    )
+
+
+def test_validate_password_policy_accepts_strong_password():
+    assert validate_password_policy(STRONG_PASSWORD, {}) is None
+
+
+@pytest.mark.parametrize(
+    "password,expected_fragment",
+    [
+        ("Sh0rt!Pw", "12 characters"),
+        ("weakpassword123!", "uppercase"),
+        ("WEAKPASSWORD123!", "lowercase"),
+        ("WeakPassword!!!!", "number"),
+        ("WeakPassword12345", "special character"),
+    ],
+)
+def test_validate_password_policy_rejects_each_missing_class(password, expected_fragment):
+    with pytest.raises(ProxyException) as exc_info:
+        validate_password_policy(password, {})
+    assert exc_info.value.code == "400"
+    assert exc_info.value.type == ProxyErrorTypes.validation_error
+    assert exc_info.value.param == "password"
+    assert expected_fragment in exc_info.value.message
+
+
+def test_validate_password_policy_reports_every_violation_at_once():
+    with pytest.raises(ProxyException) as exc_info:
+        validate_password_policy("weak", {})
+    assert "12 characters" in exc_info.value.message
+    assert "uppercase" in exc_info.value.message
+    assert "number" in exc_info.value.message
+    assert "special character" in exc_info.value.message
+
+
+def test_validate_password_policy_honors_relaxed_config():
+    general_settings = {
+        "password_policy_min_length": MIN_ALLOWED_LENGTH,
+        "password_policy_require_special_characters": False,
+    }
+    # 8 chars, has upper/lower/number, no special char: fails default policy,
+    # passes the relaxed one above.
+    validate_password_policy("Abcd1234", general_settings)
+    with pytest.raises(ProxyException):
+        validate_password_policy("Abcd1234", {})
+
+
+def test_validate_password_policy_honors_stricter_min_length():
+    general_settings = {"password_policy_min_length": 20}
+    with pytest.raises(ProxyException) as exc_info:
+        validate_password_policy(STRONG_PASSWORD, general_settings)
+    assert "20 characters" in exc_info.value.message
+
+
+@pytest.mark.parametrize("configured_min_length", [0, -1, -100, 1, 7])
+def test_get_password_policy_floors_nonpositive_or_too_low_min_length(configured_min_length):
+    """A misconfigured min_length must never disable the length check
+    entirely: it floors at MIN_ALLOWED_LENGTH instead of passing through."""
+    policy = get_password_policy({"password_policy_min_length": configured_min_length})
+    assert policy.min_length == MIN_ALLOWED_LENGTH
+
+
+def test_validate_password_policy_rejects_short_password_even_with_zero_min_length_configured():
+    general_settings = {"password_policy_min_length": 0}
+    with pytest.raises(ProxyException) as exc_info:
+        validate_password_policy("a", general_settings)
+    assert f"{MIN_ALLOWED_LENGTH} characters" in exc_info.value.message
+
+
+def test_get_password_policy_ignores_boolean_min_length():
+    """`bool` is a subclass of `int` in Python; a stray `true`/`false` value
+    must not silently coerce into a min_length of 1 or 0."""
+    policy = get_password_policy({"password_policy_min_length": False})
+    assert policy.min_length == DEFAULT_MIN_LENGTH
+
+
+def test_validate_password_policy_rejects_unicode_letter_as_special_character():
+    """Regression: an ASCII-only `[^A-Za-z0-9]` check would miscount an
+    accented letter as the required special character, so a letters-and-
+    digits-only password like this one (no real symbol) must still be
+    rejected."""
+    with pytest.raises(ProxyException) as exc_info:
+        validate_password_policy("Passwörd1234", {})
+    assert "special character" in exc_info.value.message
+
+
+def test_validate_password_policy_accepts_real_special_character_with_unicode_letters():
+    """Same base password as the rejection test above, plus an actual symbol."""
+    assert validate_password_policy("Passwörd1234!", {}) is None
diff --git a/tests/test_litellm/proxy/auth/test_route_checks.py b/tests/test_litellm/proxy/auth/test_route_checks.py
index 71ccef620e5..48926cb7bc2 100644
--- a/tests/test_litellm/proxy/auth/test_route_checks.py
+++ b/tests/test_litellm/proxy/auth/test_route_checks.py
@@ -3312,6 +3312,41 @@ def test_user_daily_activity_routes_reachable_by_non_admin(route, user_role):
     )
 
 
+@pytest.mark.parametrize(
+    "user_role",
+    [
+        LitellmUserRoles.INTERNAL_USER.value,
+        LitellmUserRoles.INTERNAL_USER_VIEW_ONLY.value,
+    ],
+)
+def test_team_spend_by_user_reachable_by_non_admin(user_role):
+    user_obj = LiteLLM_UserTable(
+        user_id="test_user",
+        user_email="test@example.com",
+        user_role=user_role,
+    )
+    valid_token = UserAPIKeyAuth(user_id="test_user", user_role=user_role)
+    request = MagicMock(spec=Request)
+    request.query_params = {}
+
+    def outcome(route: str) -> str:
+        try:
+            RouteChecks.non_proxy_admin_allowed_routes_check(
+                user_obj=user_obj,
+                _user_role=user_role,
+                route=route,
+                request=request,
+                valid_token=valid_token,
+                request_data={},
+            )
+        except Exception as exc:
+            return f"denied: {exc}"
+        return "allowed"
+
+    assert outcome("/team/spend/by_user") == "allowed"
+    assert outcome("/team/spend/by_key").startswith("denied: Only proxy admin")
+
+
 def test_user_daily_activity_aggregated_not_covered_by_prefix_match():
     """check_route_access is exact-match plus explicit wildcards, so listing the
     parent /user/daily/activity does not implicitly cover the /aggregated
diff --git a/tests/test_litellm/proxy/client/cli/test_agents.py b/tests/test_litellm/proxy/client/cli/test_agents.py
index 0191dad3d94..62b94e948be 100644
--- a/tests/test_litellm/proxy/client/cli/test_agents.py
+++ b/tests/test_litellm/proxy/client/cli/test_agents.py
@@ -78,9 +78,19 @@ class TestBuildAgentEnv:
         assert env["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
         assert env["ANTHROPIC_AUTH_TOKEN"] == "sk-key"
         assert env["ENABLE_TOOL_SEARCH"] == "true"
+        assert env["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
         assert "OPENAI_BASE_URL" not in env
         assert "OPENAI_API_KEY" not in env
 
+    def test_anthropic_profile_preserves_existing_gateway_model_discovery(self):
+        env = build_agent_env(
+            {"CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "0"},
+            "http://localhost:4000",
+            "sk-key",
+            frozenset({"anthropic"}),
+        )
+        assert env["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "0"
+
     def test_anthropic_profile_preserves_existing_tool_search(self):
         env = build_agent_env(
             {"ENABLE_TOOL_SEARCH": "false"},
@@ -107,6 +117,7 @@ class TestBuildAgentEnv:
         assert env["OPENAI_API_KEY"] == "sk-key"
         assert "ANTHROPIC_BASE_URL" not in env
         assert "ENABLE_TOOL_SEARCH" not in env
+        assert "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY" not in env
 
     def test_both_profiles_set_everything(self):
         env = build_agent_env(
diff --git a/tests/test_litellm/proxy/client/cli/test_auth_commands.py b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
index 1d0a99b8e0a..821323e722c 100644
--- a/tests/test_litellm/proxy/client/cli/test_auth_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_auth_commands.py
@@ -59,6 +59,7 @@ def _mock_cli_sso_start_response(
     login_id: str = "cli-session-uuid-456",
     poll_secret: str = "poll-secret",
     user_code: str = "ABCD-EFGH",
+    **extra_fields: object,
 ) -> Mock:
     mock_response = Mock()
     mock_response.status_code = 200
@@ -66,6 +67,7 @@ def _mock_cli_sso_start_response(
         "login_id": login_id,
         "poll_secret": poll_secret,
         "user_code": user_code,
+        **extra_fields,
     }
     mock_response.raise_for_status = Mock()
     return mock_response
@@ -333,7 +335,9 @@ class TestLoginCommand:
             call_args = mock_browser.call_args[0][0]
             assert "https://test.example.com/sso/key/generate" in call_args
             assert "cli-test-uuid-123" in call_args
+            assert "user_code" not in call_args
             assert "Verification code: ABCD-EFGH" in result.output
+            assert "pre-filled in the browser" not in result.output
             mock_post.assert_called_once()
             mock_get.assert_called()
             assert mock_get.call_args.kwargs["headers"] == {"x-litellm-cli-poll-secret": "poll-secret"}
@@ -347,6 +351,72 @@ class TestLoginCommand:
             # Verify commands were shown
             mock_show_commands.assert_called_once()
 
+    def test_login_prefills_the_code_in_the_browser_when_the_proxy_advertises_it(
+        self, isolated_home, secret_vault_factory
+    ) -> None:
+        vault = secret_vault_factory()
+        poll_response = Mock()
+        poll_response.status_code = 200
+        poll_response.json.return_value = {
+            "status": "ready",
+            "key": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt",
+            "user_id": "test-user-123",
+            "team_id": "team-1",
+            "teams": ["team-1"],
+        }
+        start_response = _mock_cli_sso_start_response(
+            login_id="cli-test-uuid-123",
+            verification_uri_complete=(
+                "https://internal-hostname.example.com/sso/key/generate"
+                "?source=litellm-cli&key=cli-test-uuid-123&user_code=ABCD-EFGH"
+            ),
+        )
+
+        with (
+            patch("webbrowser.open") as mock_browser,
+            patch("requests.post", return_value=start_response),
+            patch("requests.get", return_value=poll_response),
+        ):
+            result = self.runner.invoke(login, obj={"base_url": "https://test.example.com", "secret_vault": vault})
+
+        assert result.exit_code == 0, result.output
+        assert json.loads(vault.blob)["key"] == "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt"
+        assert json.loads((isolated_home / ".litellm" / "token.json").read_text())["user_id"] == "test-user-123"
+        opened_url = mock_browser.call_args[0][0]
+        assert opened_url.startswith("https://test.example.com/sso/key/generate?")
+        assert "internal-hostname" not in opened_url
+        assert "key=cli-test-uuid-123" in opened_url
+        assert "user_code=ABCD-EFGH" in opened_url
+        assert "Verification code: ABCD-EFGH (pre-filled in the browser, check it matches)" in result.output
+
+    def test_login_keeps_the_code_out_of_the_url_when_the_proxy_sends_a_non_url_verification_uri(
+        self, secret_vault_factory
+    ) -> None:
+        poll_response = Mock()
+        poll_response.status_code = 200
+        poll_response.json.return_value = {
+            "status": "ready",
+            "key": "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.test.jwt",
+            "user_id": "test-user-123",
+            "team_id": "team-1",
+            "teams": ["team-1"],
+        }
+        for advertised in (None, True):
+            start_response = _mock_cli_sso_start_response(verification_uri_complete=advertised)
+
+            with (
+                patch("webbrowser.open") as mock_browser,
+                patch("requests.post", return_value=start_response),
+                patch("requests.get", return_value=poll_response),
+            ):
+                result = self.runner.invoke(
+                    login, obj={"base_url": "https://test.example.com", "secret_vault": secret_vault_factory()}
+                )
+
+            assert result.exit_code == 0, result.output
+            assert "user_code" not in mock_browser.call_args[0][0]
+            assert "pre-filled in the browser" not in result.output
+
     def test_login_timeout(self):
         """Test login timeout scenario"""
         mock_context = Mock()
diff --git a/tests/test_litellm/proxy/client/cli/test_claude_settings.py b/tests/test_litellm/proxy/client/cli/test_claude_settings.py
index 898f9ab1ed7..e5f2a9d95bd 100644
--- a/tests/test_litellm/proxy/client/cli/test_claude_settings.py
+++ b/tests/test_litellm/proxy/client/cli/test_claude_settings.py
@@ -26,6 +26,64 @@ def _owners(*backup_paths):
 
 CLAUDE_SETTINGS_MODULE = "litellm.proxy.client.cli.commands.claude_settings"
 AUTH_MODULE = "litellm.proxy.client.cli.commands.auth"
+WINDOWS_LITE_EXE = "C:\\Users\\u\\AppData\\Local\\Programs\\Python\\Python313\\Scripts\\lite.EXE"
+
+CMD_METACHARACTERS = frozenset("&|<>^()")
+CMD_PERCENT_GUARD = "%%cd:~,%"
+
+
+def _through_cmd_exe(command):
+    """The line cmd.exe hands to CreateProcess after reading the apiKeyHelper.
+
+    A `"` toggles cmd's quote state and the metacharacters only act outside it. cmd expands
+    `%VAR%` even inside quotes, so every `%` has to arrive as the `%%cd:~,%` guard: the first
+    `%` has no variable name and stays literal, and `%cd:~,%` is a zero length substring of `cd`.
+    """
+    assert not any(CMD_METACHARACTERS & set(run) for run in command.split('"')[::2]), command
+    assert command.count("%") == 3 * command.count(CMD_PERCENT_GUARD), command
+    return command.replace(CMD_PERCENT_GUARD, "%")
+
+
+def _through_c_runtime(command_line):
+    """argv as the Microsoft C runtime builds it for the `lite` executable.
+
+    Outside quotes whitespace ends an argument. A `"` toggles quoting, and inside quotes `""`
+    is a literal quote. Backslashes are literal unless they run up to a `"`, where each pair
+    is one backslash and an odd one left over makes the quote literal.
+    """
+    argv = []
+    current = None
+    quoted = False
+    i = 0
+    while i < len(command_line):
+        ch = command_line[i]
+        if ch in " \t" and not quoted:
+            if current is not None:
+                argv.append(current)
+            current = None
+            i += 1
+            continue
+        if current is None:
+            current = ""
+        if ch == "\\":
+            run = len(command_line[i:]) - len(command_line[i:].lstrip("\\"))
+            before_quote = command_line[i + run : i + run + 1] == '"'
+            current += "\\" * (run // 2 if before_quote else run)
+            if before_quote and run % 2:
+                current += '"'
+                i += 1
+            i += run
+        elif ch == '"':
+            if quoted and command_line[i + 1 : i + 2] == '"':
+                current += '"'
+                i += 1
+            else:
+                quoted = not quoted
+            i += 1
+        else:
+            current += ch
+            i += 1
+    return argv if current is None else [*argv, current]
 
 
 @pytest.fixture
@@ -199,6 +257,36 @@ class TestApiKeyHelperIsActuallyInvocable:
 
         assert "Not authenticated for this server" in result.output
 
+    def _windows_argv(self, lite_exe, base_url):
+        with patch(f"{CLAUDE_SETTINGS_MODULE}.shutil.which", return_value=lite_exe):
+            helper = resolve_api_key_helper(base_url, platform="win32")
+        return _through_c_runtime(_through_cmd_exe(helper))
+
+    @pytest.mark.parametrize(
+        ("lite_exe", "base_url"),
+        [
+            (WINDOWS_LITE_EXE, "http://localhost:4000"),
+            ("C:\\Program Files\\LiteLLM\\lite.EXE", "https://gateway.example.com/?a=1&b=2"),
+            ("C:\\Users\\u\\Scripts\\lite.EXE", "https://gateway.example.com/team%20a/%7Eproxy"),
+            ('C:\\odd "dir"\\lite.EXE', "http://localhost:4000/x\\"),
+        ],
+    )
+    def test_the_windows_command_survives_cmd_exe_and_the_c_runtime(self, lite_exe, base_url):
+        assert self._windows_argv(lite_exe, base_url) == [lite_exe, "--base-url", base_url, "auth", "print-token"]
+
+    def test_the_windows_command_carries_the_base_url_through_cmd_quoting(self):
+        stale = CliTokenRecord(
+            base_url="http://other-proxy.example.com",
+            key="sk-stale",
+            timestamp=time.time(),
+        )
+        argv = self._windows_argv(WINDOWS_LITE_EXE, "http://localhost:4000")
+        with patch(f"{AUTH_MODULE}.load_cli_token", return_value=stale):
+            result = CliRunner().invoke(cli, argv[1:])
+
+        assert argv[0] == WINDOWS_LITE_EXE
+        assert "Not authenticated for this server" in result.output
+
 
 class TestConflictingOwnersOfTheSettingsFile:
     """Both `lite up` and `lite autoroute up` restore a backup when they stop.
diff --git a/tests/test_litellm/proxy/client/cli/test_up_commands.py b/tests/test_litellm/proxy/client/cli/test_up_commands.py
index 053c90c36b4..aead1764b0e 100644
--- a/tests/test_litellm/proxy/client/cli/test_up_commands.py
+++ b/tests/test_litellm/proxy/client/cli/test_up_commands.py
@@ -56,8 +56,14 @@ class TestMergeClaudeSettings:
         merged = merge_claude_settings(settings, "http://localhost:4000/", "new-helper")
         assert merged["env"]["ANTHROPIC_BASE_URL"] == "http://localhost:4000"
         assert merged["env"]["ENABLE_TOOL_SEARCH"] == "true"
+        assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "1"
         assert merged["apiKeyHelper"] == "new-helper"
 
+    def test_preserves_existing_gateway_model_discovery(self):
+        settings = {"env": {"CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "0"}}
+        merged = merge_claude_settings(settings, "http://localhost:4000", "helper")
+        assert merged["env"]["CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY"] == "0"
+
     def test_preserves_existing_tool_search(self):
         settings = {"env": {"ENABLE_TOOL_SEARCH": "false"}}
         merged = merge_claude_settings(settings, "http://localhost:4000", "helper")
@@ -73,6 +79,7 @@ class TestMergeClaudeSettings:
         assert merged["env"] == {
             "ANTHROPIC_BASE_URL": "http://localhost:4000",
             "ENABLE_TOOL_SEARCH": "true",
+            "CLAUDE_CODE_ENABLE_GATEWAY_MODEL_DISCOVERY": "1",
         }
         assert merged["apiKeyHelper"] == "helper"
 
@@ -225,6 +232,32 @@ class TestResolveApiKeyHelper:
         with pytest.raises(ClaudeSettingsError, match="Could not find `lite`"):
             resolve_api_key_helper("http://localhost:4000")
 
+    def test_windows_quotes_for_cmd_exe_instead_of_posix_sh(self, monkeypatch):
+        """cmd.exe takes a single quote literally, so a POSIX-quoted backslashed path is unrunnable."""
+        lite_exe = "C:\\Users\\u\\AppData\\Local\\Programs\\Python\\Python313\\Scripts\\lite.EXE"
+        monkeypatch.setattr(shutil, "which", lambda name: lite_exe)
+
+        helper = resolve_api_key_helper("https://gateway.example.com", platform="win32")
+
+        assert helper == f'"{lite_exe}" "--base-url" "https://gateway.example.com" "auth" "print-token"'
+
+    def test_windows_keeps_a_spaced_path_and_a_metacharacter_url_as_single_tokens(self, monkeypatch):
+        monkeypatch.setattr(shutil, "which", lambda name: "C:\\Program Files\\LiteLLM\\lite.EXE")
+
+        helper = resolve_api_key_helper("https://gateway.example.com/?a=1&b=2", platform="win32")
+
+        assert helper == (
+            '"C:\\Program Files\\LiteLLM\\lite.EXE" "--base-url" "https://gateway.example.com/?a=1&b=2" '
+            '"auth" "print-token"'
+        )
+
+    def test_non_windows_platforms_keep_posix_quoting(self, monkeypatch):
+        monkeypatch.setattr(shutil, "which", lambda name: "/usr/local/bin/lite")
+
+        helper = resolve_api_key_helper("http://example.com/path; rm -rf /", platform="darwin")
+
+        assert helper == "/usr/local/bin/lite --base-url 'http://example.com/path; rm -rf /' auth print-token"
+
 
 def _make_ctx(base_url):
     return click.Context(click.Command("test"), obj={"base_url": base_url})
diff --git a/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py b/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
index ef560bd1b7d..fcfb9342176 100644
--- a/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
+++ b/tests/test_litellm/proxy/common_utils/test_http_parsing_utils.py
@@ -1,4 +1,6 @@
+import io
 import json
+from typing import get_type_hints
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import orjson
@@ -18,9 +20,11 @@ from litellm.proxy.common_utils.http_parsing_utils import (
     _safe_get_request_parsed_body,
     _safe_get_request_query_params,
     _safe_set_request_parsed_body,
+    coerce_numeric_form_fields,
     get_form_data,
     get_request_body,
     get_tags_from_request_body,
+    numeric_form_fields,
     populate_request_with_path_params,
 )
 
@@ -1029,3 +1033,79 @@ class TestGetRequestBody:
         mock_request = MagicMock()
         mock_request.method = "GET"
         assert await get_request_body(mock_request) == {}
+
+
+class TestNumericFormFields:
+    def test_image_edit_schema_yields_only_n(self):
+        from litellm.types.images.main import ImageEditRequestParams
+
+        assert dict(numeric_form_fields(get_type_hints(ImageEditRequestParams))) == {"n": int}
+
+    def test_qualifiers_and_optionality_are_unwrapped(self):
+        from typing import Optional
+
+        from typing_extensions import Annotated, NotRequired, ReadOnly, Required, TypedDict
+
+        class Schema(TypedDict, total=False):
+            plain: int
+            optional: Optional[int]
+            piped: int | None
+            read_only: ReadOnly[int | None]
+            not_required: NotRequired[ReadOnly[int]]
+            required: Required[ReadOnly[Annotated[float, "meta"]]]
+
+        assert dict(numeric_form_fields(get_type_hints(Schema))) == {
+            "plain": int,
+            "optional": int,
+            "piped": int,
+            "read_only": int,
+            "not_required": int,
+            "required": float,
+        }
+
+    def test_non_scalar_and_bool_fields_are_skipped(self):
+        from typing import Any, Literal, Optional, Union
+
+        from typing_extensions import TypedDict
+
+        class Schema(TypedDict, total=False):
+            flag: bool
+            optional_flag: Optional[bool]
+            text: str
+            choice: Optional[Literal["high", "low"]]
+            numbers: list[int]
+            mapping: Optional[dict[str, Any]]
+            ambiguous: Union[int, str]
+
+        assert dict(numeric_form_fields(get_type_hints(Schema))) == {}
+
+
+class TestCoerceNumericFormFields:
+    numeric_fields = {"n": int, "temperature": float}
+
+    def test_numeric_strings_are_parsed(self):
+        assert coerce_numeric_form_fields(
+            parsed_body={"n": "2", "temperature": "0.5"},
+            numeric_fields=self.numeric_fields,
+        ) == {"n": 2, "temperature": 0.5}
+
+    def test_other_fields_keep_their_string_values(self):
+        result = coerce_numeric_form_fields(
+            parsed_body={"size": "1024x1024", "prompt": "2", "quality": "high"},
+            numeric_fields=self.numeric_fields,
+        )
+        assert result == {"size": "1024x1024", "prompt": "2", "quality": "high"}
+
+    def test_unparseable_value_is_left_for_the_provider_to_reject(self):
+        assert coerce_numeric_form_fields(
+            parsed_body={"n": "two", "temperature": ""},
+            numeric_fields=self.numeric_fields,
+        ) == {"n": "two", "temperature": ""}
+
+    def test_already_typed_and_non_string_values_pass_through(self):
+        buffer = io.BytesIO(b"png")
+        result = coerce_numeric_form_fields(
+            parsed_body={"n": 3, "temperature": None, "image": buffer},
+            numeric_fields=self.numeric_fields,
+        )
+        assert result == {"n": 3, "temperature": None, "image": buffer}
diff --git a/tests/test_litellm/proxy/container_endpoints/__init__.py b/tests/test_litellm/proxy/container_endpoints/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/proxy/container_endpoints/test_endpoints.py b/tests/test_litellm/proxy/container_endpoints/test_endpoints.py
new file mode 100644
index 00000000000..1beff4c82ba
--- /dev/null
+++ b/tests/test_litellm/proxy/container_endpoints/test_endpoints.py
@@ -0,0 +1,134 @@
+import sys
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+
+from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.container_endpoints import endpoints, ownership
+from litellm.types.containers.main import ContainerListResponse, ContainerObject
+
+PROXY_SERVER_STUB = SimpleNamespace(
+    general_settings={},
+    prisma_client=None,
+    llm_router=None,
+    proxy_config=None,
+    proxy_logging_obj=None,
+    select_data_generator=None,
+    user_api_base=None,
+    user_max_tokens=None,
+    user_model=None,
+    user_request_timeout=None,
+    user_temperature=None,
+    version="test",
+)
+ADMIN = UserAPIKeyAuth(user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+NON_ADMIN = UserAPIKeyAuth(user_id="user-1")
+
+
+@pytest.fixture(autouse=True)
+def clear_allowed_container_ids_cache():
+    ownership._ALLOWED_CONTAINER_IDS_CACHE.cache_dict.clear()
+    ownership._ALLOWED_CONTAINER_IDS_CACHE.ttl_dict.clear()
+    yield
+    ownership._ALLOWED_CONTAINER_IDS_CACHE.cache_dict.clear()
+    ownership._ALLOWED_CONTAINER_IDS_CACHE.ttl_dict.clear()
+
+
+def _client(auth: UserAPIKeyAuth) -> TestClient:
+    app = FastAPI()
+    app.include_router(endpoints.router)
+    app.dependency_overrides[user_api_key_auth] = lambda: auth
+    return TestClient(app)
+
+
+def _container(container_id: str) -> ContainerObject:
+    return ContainerObject(id=container_id, object="container", created_at=1, status="active")
+
+
+def _page(*container_ids: str, has_more: bool) -> ContainerListResponse:
+    return ContainerListResponse(
+        object="list",
+        data=[_container(container_id) for container_id in container_ids],
+        has_more=has_more,
+    )
+
+
+def _upstream_pages(monkeypatch, pages_by_after) -> MagicMock:
+    processor_cls = MagicMock(
+        side_effect=lambda data: SimpleNamespace(
+            base_process_llm_request=AsyncMock(return_value=pages_by_after[data["after"]])
+        )
+    )
+    monkeypatch.setattr(endpoints, "ProxyBaseLLMRequestProcessing", processor_cls)
+    return processor_cls
+
+
+def _forwarded_pages(processor_cls: MagicMock):
+    return [(call.kwargs["data"]["after"], call.kwargs["data"]["limit"]) for call in processor_cls.call_args_list]
+
+
+def test_list_containers_forwards_typed_pagination_params_for_admins(monkeypatch):
+    monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", PROXY_SERVER_STUB)
+    processor_cls = _upstream_pages(monkeypatch, {"cntr_prev": _page("cntr_next", has_more=True)})
+
+    response = _client(ADMIN).get(
+        "/v1/containers",
+        params={"limit": "1", "order": "desc", "after": "cntr_prev"},
+        headers={"Authorization": "Bearer sk-test"},
+    )
+
+    assert response.status_code == 200
+    assert [item["id"] for item in response.json()["data"]] == ["cntr_next"]
+    assert response.json()["has_more"] is True
+    assert _forwarded_pages(processor_cls) == [("cntr_prev", 1)]
+    assert processor_cls.call_args.kwargs["data"]["order"] == "desc"
+
+
+def test_list_containers_rejects_a_non_integer_limit(monkeypatch):
+    monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", PROXY_SERVER_STUB)
+    processor_cls = _upstream_pages(monkeypatch, {})
+
+    response = _client(ADMIN).get(
+        "/v1/containers",
+        params={"limit": "abc"},
+        headers={"Authorization": "Bearer sk-test"},
+    )
+
+    assert response.status_code == 422
+    processor_cls.assert_not_called()
+
+
+def test_list_containers_pages_upstream_until_non_admin_keys_see_their_containers(monkeypatch):
+    monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", PROXY_SERVER_STUB)
+    table = AsyncMock()
+    table.find_many.return_value = [SimpleNamespace(model_object_id="container:openai:cntr_owned")]
+    monkeypatch.setattr(
+        ownership,
+        "_get_prisma_client",
+        AsyncMock(return_value=SimpleNamespace(db=SimpleNamespace(litellm_managedobjecttable=table))),
+    )
+    processor_cls = _upstream_pages(
+        monkeypatch,
+        {
+            None: _page("cntr_other", has_more=True),
+            "cntr_other": _page("cntr_owned", has_more=False),
+        },
+    )
+
+    response = _client(NON_ADMIN).get(
+        "/v1/containers",
+        params={"limit": "1"},
+        headers={"Authorization": "Bearer sk-test"},
+    )
+
+    assert response.status_code == 200
+    body = response.json()
+    assert [item["id"] for item in body["data"]] == ["cntr_owned"]
+    assert body["first_id"] == "cntr_owned"
+    assert body["last_id"] == "cntr_owned"
+    assert body["has_more"] is False
+    assert _forwarded_pages(processor_cls) == [(None, 100), ("cntr_other", 100)]
diff --git a/tests/test_litellm/proxy/container_endpoints/test_handler_factory.py b/tests/test_litellm/proxy/container_endpoints/test_handler_factory.py
new file mode 100644
index 00000000000..a471f915071
--- /dev/null
+++ b/tests/test_litellm/proxy/container_endpoints/test_handler_factory.py
@@ -0,0 +1,62 @@
+import sys
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
+
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+from litellm.proxy.container_endpoints import endpoints, handler_factory
+
+PROXY_SERVER_STUB = SimpleNamespace(
+    general_settings={},
+    prisma_client=None,
+    llm_router=None,
+    proxy_config=None,
+    proxy_logging_obj=None,
+    select_data_generator=None,
+    user_api_base=None,
+    user_max_tokens=None,
+    user_model=None,
+    user_request_timeout=None,
+    user_temperature=None,
+    version="test",
+)
+
+
+def _client() -> TestClient:
+    app = FastAPI()
+    app.include_router(endpoints.router)
+    app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(user_id="user-1")
+    return TestClient(app)
+
+
+def test_list_container_files_forwards_declared_query_params(monkeypatch):
+    monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", PROXY_SERVER_STUB)
+    monkeypatch.setattr(
+        handler_factory,
+        "assert_user_can_access_container",
+        AsyncMock(return_value=("cntr_123", "openai")),
+    )
+    processor_cls = MagicMock()
+    processor_cls.return_value.base_process_llm_request = AsyncMock(
+        return_value={"object": "list", "data": [], "has_more": True}
+    )
+    monkeypatch.setattr(handler_factory, "ProxyBaseLLMRequestProcessing", processor_cls)
+
+    response = _client().get(
+        "/v1/containers/cntr_123/files",
+        params={"limit": "1", "order": "desc", "after": "cfile_prev", "unknown": "x"},
+        headers={"Authorization": "Bearer sk-test"},
+    )
+
+    assert response.status_code == 200
+    assert response.json()["has_more"] is True
+    assert processor_cls.return_value.base_process_llm_request.await_args.kwargs["route_type"] == "alist_container_files"
+    forwarded = processor_cls.call_args.kwargs["data"]
+    assert forwarded["container_id"] == "cntr_123"
+    assert forwarded["limit"] == "1"
+    assert forwarded["order"] == "desc"
+    assert forwarded["after"] == "cfile_prev"
+    assert "unknown" not in forwarded
diff --git a/tests/test_litellm/proxy/credential_endpoints/test_endpoints.py b/tests/test_litellm/proxy/credential_endpoints/test_endpoints.py
index dcd8e6881bd..d67a9afdcc8 100644
--- a/tests/test_litellm/proxy/credential_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/credential_endpoints/test_endpoints.py
@@ -6,6 +6,7 @@ import pytest
 from fastapi.testclient import TestClient
 
 
+import litellm
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.proxy_server import app
@@ -18,16 +19,12 @@ def _as_admin():
     return UserAPIKeyAuth(api_key="test-key", user_role="proxy_admin")
 
 
-def _patch_credential(name: str, body: dict):
+def _call_as_admin(method: str, path: str, json_body: dict | None = None):
     missing = object()
     previous_override = app.dependency_overrides.get(user_api_key_auth, missing)
     app.dependency_overrides[user_api_key_auth] = _as_admin
     try:
-        return client.patch(
-            f"/credentials/{name}",
-            json=body,
-            headers={"Authorization": "Bearer test-key"},
-        )
+        return client.request(method, path, json=json_body, headers={"Authorization": "Bearer test-key"})
     finally:
         if previous_override is missing:
             app.dependency_overrides.pop(user_api_key_auth, None)
@@ -35,37 +32,69 @@ def _patch_credential(name: str, body: dict):
             app.dependency_overrides[user_api_key_auth] = previous_override
 
 
-def test_update_credential_answers_404_when_the_credential_does_not_exist():
+def _patch_credential(name: str, body: dict):
+    return _call_as_admin("PATCH", f"/credentials/{name}", body)
+
+
+def _delete_credential(name: str):
+    return _call_as_admin("DELETE", f"/credentials/{name}")
+
+
+def _list_credentials():
+    return _call_as_admin("GET", "/credentials")
+
+
+@pytest.fixture
+def credential_store():
+    """Stands the credential store up for one test: whether the database is reachable, what
+    the proxy is already serving from memory, and what each repository call hands back."""
+
+    def install(
+        *,
+        connected: bool = True,
+        in_memory: tuple[object, ...] = (),
+        **repository_calls: AsyncMock,
+    ) -> None:
+        patch("litellm.proxy.proxy_server.prisma_client", MagicMock() if connected else None).start()
+        patch("litellm.proxy.proxy_server.master_key", "sk-test-master").start()
+        patch.object(litellm, "credential_list", list(in_memory)).start()
+        repository = patch("litellm.proxy.credential_endpoints.endpoints.CredentialsRepository").start()
+        for call_name, result in repository_calls.items():
+            setattr(repository.return_value, call_name, result)
+
+    yield install
+    patch.stopall()
+
+
+def test_update_credential_answers_404_when_the_credential_does_not_exist(credential_store):
     """Regression: the handler used to ``return handle_exception_on_proxy(e)``, which makes
     the exception the response body and lets FastAPI answer 200, so a write the handler
     rejected read as a success to every caller that checks the status. The dashboard's API
     client branches on the status, so it reported a failed edit as applied."""
-    with patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), patch(
-        "litellm.proxy.credential_endpoints.endpoints.CredentialsRepository"
-    ) as repository:
-        repository.return_value.find_by_name = AsyncMock(return_value=None)
+    credential_store(find_by_name=AsyncMock(return_value=None))
 
-        response = _patch_credential(
-            "definitely-not-there",
-            {"credential_name": "definitely-not-there", "credential_values": {"api_key": "sk-x"}, "credential_info": {}},
-        )
+    response = _patch_credential(
+        "definitely-not-there",
+        {"credential_name": "definitely-not-there", "credential_values": {"api_key": "sk-x"}, "credential_info": {}},
+    )
 
     assert response.status_code == 404, f"rejected write answered {response.status_code}: {response.text}"
     assert "error" in response.json()
 
 
-def test_update_credential_answers_500_when_the_database_is_not_connected():
+def test_update_credential_answers_500_when_the_database_is_not_connected(credential_store):
     """The other rejection this handler raises must carry its own status too."""
-    with patch("litellm.proxy.proxy_server.prisma_client", None):
-        response = _patch_credential(
-            "any-name",
-            {"credential_name": "any-name", "credential_values": {"api_key": "sk-x"}, "credential_info": {}},
-        )
+    credential_store(connected=False)
+
+    response = _patch_credential(
+        "any-name",
+        {"credential_name": "any-name", "credential_values": {"api_key": "sk-x"}, "credential_info": {}},
+    )
 
     assert response.status_code == 500, f"rejected write answered {response.status_code}: {response.text}"
 
 
-def test_update_credential_still_answers_200_on_a_successful_write():
+def test_update_credential_still_answers_200_on_a_successful_write(credential_store):
     """The fix must not turn a legitimate update into an error; the dashboard and the
     Playwright credentials spec both assert the success path."""
     stored = CredentialItem(
@@ -73,16 +102,96 @@ def test_update_credential_still_answers_200_on_a_successful_write():
         credential_values={"api_key": "sk-old"},
         credential_info={"custom_llm_provider": "openai"},
     )
-    with patch("litellm.proxy.proxy_server.prisma_client", MagicMock()), patch(
-        "litellm.proxy.proxy_server.master_key", "sk-test-master"
-    ), patch("litellm.proxy.credential_endpoints.endpoints.CredentialsRepository") as repository:
-        repository.return_value.find_by_name = AsyncMock(return_value=stored)
-        repository.return_value.update_by_name = AsyncMock(return_value=None)
+    credential_store(find_by_name=AsyncMock(return_value=stored), update_by_name=AsyncMock(return_value=None))
 
-        response = _patch_credential(
-            "existing",
-            {"credential_name": "existing", "credential_values": {"api_key": "sk-new"}, "credential_info": {}},
-        )
+    response = _patch_credential(
+        "existing",
+        {"credential_name": "existing", "credential_values": {"api_key": "sk-new"}, "credential_info": {}},
+    )
 
     assert response.status_code == 200, response.text
     assert response.json()["success"] is True
+
+
+def test_delete_credential_answers_404_when_the_credential_does_not_exist(credential_store):
+    """Regression: prisma's ``delete`` hands back None when the ``where`` clause matched no row
+    instead of raising, and the handler never looked. Deleting a name that was never stored
+    answered 200 "Credential deleted successfully", so an operator scripting cleanup could not
+    tell a real deletion from a typo."""
+    credential_store(delete_by_name=AsyncMock(return_value=None))
+
+    response = _delete_credential("definitely-not-there")
+
+    assert response.status_code == 404, f"delete of a missing credential answered {response.status_code}: {response.text}"
+    assert "definitely-not-there" in response.text
+
+
+def test_delete_credential_still_answers_200_and_drops_the_credential_from_memory(credential_store):
+    """The fix must not turn a real deletion into an error, and the deleted credential must
+    stop being served from the in-memory list the proxy routes on."""
+    stored = CredentialItem(
+        credential_name="doomed",
+        credential_values={"api_key": "sk-old"},
+        credential_info={"custom_llm_provider": "openai"},
+    )
+    survivor = CredentialItem(
+        credential_name="keeper",
+        credential_values={"api_key": "sk-keep"},
+        credential_info={},
+    )
+    credential_store(in_memory=(stored, survivor), delete_by_name=AsyncMock(return_value=MagicMock()))
+
+    response = _delete_credential("doomed")
+
+    assert response.status_code == 200, response.text
+    assert response.json()["success"] is True
+    assert [credential.credential_name for credential in litellm.credential_list] == ["keeper"]
+
+
+def test_delete_credential_leaves_a_credential_that_only_exists_in_memory_in_place(credential_store):
+    """A credential declared in the config yaml is never written to the table, so the delete
+    matches no row. Reporting success would be the same lie: it comes straight back on the next
+    proxy boot. ``PATCH /credentials/{name}`` already answers 404 for that credential."""
+    config_only = CredentialItem(
+        credential_name="from-config-yaml",
+        credential_values={"api_key": "sk-config"},
+        credential_info={},
+    )
+    credential_store(in_memory=(config_only,), delete_by_name=AsyncMock(return_value=None))
+
+    response = _delete_credential("from-config-yaml")
+
+    assert response.status_code == 404, response.text
+    assert [credential.credential_name for credential in litellm.credential_list] == ["from-config-yaml"]
+
+
+def test_delete_credential_answers_500_when_the_database_is_not_connected(credential_store):
+    """The handler used to ``return handle_exception_on_proxy(e)``, which makes the exception the
+    response body and lets FastAPI answer 200. A DB-less proxy answered its own 500 as a success."""
+    credential_store(connected=False)
+
+    response = _delete_credential("any-name")
+
+    assert response.status_code == 500, f"rejected delete answered {response.status_code}: {response.text}"
+
+
+class _CredentialThatCannotBeMasked:
+    """Stands in for anything that fails while ``GET /credentials`` builds its response."""
+
+    credential_name = "unreadable"
+    credential_info: dict = {}
+
+    @property
+    def credential_values(self):
+        raise RuntimeError("credential store unreadable")
+
+
+def test_get_credentials_answers_an_error_status_when_the_listing_fails(credential_store):
+    """Same ``return`` instead of ``raise`` on the list route: a failed listing was serialized as
+    a 200 whose body happened to be an error, so a caller reading the status saw an empty success."""
+    credential_store(in_memory=(_CredentialThatCannotBeMasked(),))
+
+    response = _list_credentials()
+
+    assert response.status_code == 500, f"failed listing answered {response.status_code}: {response.text}"
+    assert response.json().get("success") is not True
diff --git a/tests/test_litellm/proxy/db/test_db_url_settings.py b/tests/test_litellm/proxy/db/test_db_url_settings.py
index 2552e52fb77..db524625a93 100644
--- a/tests/test_litellm/proxy/db/test_db_url_settings.py
+++ b/tests/test_litellm/proxy/db/test_db_url_settings.py
@@ -739,3 +739,85 @@ def test_unsupported_db_scheme_message_names_var_and_scheme():
     assert "DIRECT_URL" in msg
     assert "sqlite" in msg
     assert "postgresql://" in msg
+
+
+def _query(url: str) -> dict[str, list[str]]:
+    return urllib.parse.parse_qs(urllib.parse.urlsplit(url).query, keep_blank_values=True)
+
+
+def test_libpq_verify_full_and_sslrootcert_become_prisma_strict_sslcert(monkeypatch):
+    """Prisma drops ``sslrootcert`` and treats ``verify-full`` as ``prefer``, so a
+    libpq-style URL (the form the RDS docs give) connects with no certificate
+    check. The URL Prisma actually receives must carry its own strict dialect."""
+    monkeypatch.setenv(
+        "DATABASE_URL",
+        "postgresql://u:p@db.example.com:5432/litellm_db?sslmode=verify-full&sslrootcert=/certs/rds-bundle.pem",
+    )
+
+    assert _apply() is False
+
+    assert _query(os.environ["DATABASE_URL"]) == {
+        "sslmode": ["require"],
+        "sslcert": ["/certs/rds-bundle.pem"],
+        "sslaccept": ["strict"],
+    }
+
+
+def test_libpq_verify_ca_becomes_prisma_strict(monkeypatch):
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@db.example.com:5432/litellm_db?sslmode=verify-ca")
+
+    _apply()
+
+    assert _query(os.environ["DATABASE_URL"]) == {"sslmode": ["require"], "sslaccept": ["strict"]}
+
+
+def test_sslrootcert_alone_turns_on_strict_verification(monkeypatch):
+    """libpq verifies the chain whenever a root cert is supplied under
+    ``sslmode=require``; Prisma needs ``sslaccept=strict`` to do the same."""
+    monkeypatch.setenv(
+        "DATABASE_URL", "postgresql://u:p@db.example.com:5432/litellm_db?sslmode=require&sslrootcert=/certs/ca.pem"
+    )
+
+    _apply()
+
+    assert _query(os.environ["DATABASE_URL"]) == {
+        "sslmode": ["require"],
+        "sslcert": ["/certs/ca.pem"],
+        "sslaccept": ["strict"],
+    }
+
+
+def test_pinned_prisma_ssl_params_win_over_libpq_translation(monkeypatch):
+    monkeypatch.setenv(
+        "DATABASE_URL",
+        "postgresql://u:p@db.example.com:5432/litellm_db"
+        "?sslmode=verify-full&sslrootcert=/ignored.pem&sslcert=/pinned.pem&sslaccept=accept_invalid_certs",
+    )
+
+    _apply()
+
+    assert _query(os.environ["DATABASE_URL"]) == {
+        "sslmode": ["require"],
+        "sslcert": ["/pinned.pem"],
+        "sslaccept": ["accept_invalid_certs"],
+    }
+
+
+def test_prisma_native_ssl_url_is_left_untouched(monkeypatch):
+    url = "postgresql://u:p@db.example.com:5432/litellm_db?sslmode=require&sslcert=/certs/ca.pem&sslaccept=strict"
+    monkeypatch.setenv("DATABASE_URL", url)
+
+    _apply()
+
+    assert os.environ["DATABASE_URL"] == url
+
+
+def test_libpq_ssl_translation_covers_direct_url_and_read_replica(monkeypatch):
+    monkeypatch.setenv("DATABASE_URL", "postgresql://u:p@writer.example.com:5432/db?sslmode=verify-full")
+    monkeypatch.setenv("DIRECT_URL", "postgresql://u:p@direct.example.com:5432/db?sslmode=verify-full")
+    monkeypatch.setenv("DATABASE_URL_READ_REPLICA", "postgresql://u:p@reader.example.com:5432/db?sslmode=verify-full")
+
+    _apply()
+
+    for env_var in ("DATABASE_URL", "DIRECT_URL", "DATABASE_URL_READ_REPLICA"):
+        assert _query(os.environ[env_var]) == {"sslmode": ["require"], "sslaccept": ["strict"]}, env_var
diff --git a/tests/test_litellm/proxy/db/test_exception_handler.py b/tests/test_litellm/proxy/db/test_exception_handler.py
index d80e3acb4b8..c685d778c0e 100644
--- a/tests/test_litellm/proxy/db/test_exception_handler.py
+++ b/tests/test_litellm/proxy/db/test_exception_handler.py
@@ -1,12 +1,14 @@
 import asyncio
 import json
 import sys
+from typing import Final
 from unittest.mock import MagicMock, patch
 
 import httpx
 import pytest
 from fastapi import HTTPException, Request
 from prisma import errors as prisma_errors
+from prisma.engine.errors import BinaryNotFoundError, EngineConnectionError
 from prisma.errors import (
     ClientNotConnectedError,
     DataError,
@@ -317,6 +319,43 @@ def test_is_database_service_unavailable_error_in_chain_sees_through_wrapping():
     assert PrismaDBExceptionHandler.is_database_service_unavailable_error_in_chain(ValueError("nope")) is False
 
 
+def test_find_database_service_unavailable_error_in_chain_returns_the_wrapped_outage_itself():
+    """Wording a 503 by the kind of outage needs the wrapped database error, not the ValueError
+    get_user_object wrapped it in, so the finder must hand back the inner exception."""
+    outage = _wrapped_like_get_user_object(ConnectionError("can't reach database server"))
+    found = PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(outage)
+    assert isinstance(found, ConnectionError)
+    assert found is outage.__context__
+    missing_user = _wrapped_like_get_user_object(Exception())
+    assert PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(missing_user) is None
+
+
+def _raised_while_handling(inner, outer):
+    try:
+        raise inner
+    except BaseException:
+        try:
+            raise outer
+        except BaseException as surfaced:
+            return surfaced
+
+
+def test_permanent_fault_outranks_the_transient_error_that_surfaced_it():
+    """A reconnect that dies on a missing engine binary raises the transport error last, with the
+    BinaryNotFoundError left as __context__. The binary is what keeps the database down, so both the
+    finder and the 503 wording must pick it over the outer transient error, whichever way they nest."""
+    permanent = BinaryNotFoundError("query engine binary not found")
+    transient_over_permanent = _raised_while_handling(permanent, httpx.ConnectError("connection refused"))
+    permanent_over_transient = _raised_while_handling(httpx.ConnectError("connection refused"), permanent)
+
+    for chain in (transient_over_permanent, permanent_over_transient):
+        assert PrismaDBExceptionHandler.find_database_service_unavailable_error_in_chain(chain) is permanent
+        message = PrismaDBExceptionHandler.database_unavailable_message(chain)
+        assert "BinaryNotFoundError" in message
+        assert "will not clear by retrying" in message
+        assert "temporarily unreachable" not in message
+
+
 def test_is_database_service_unavailable_error_in_chain_terminates_on_a_cause_cycle():
     """The walk must terminate on a pathological __cause__ cycle rather than hang. Neither link is an
     outage, so the bounded walk returns False instead of looping forever."""
@@ -508,6 +547,51 @@ def test_permanent_prisma_faults_are_still_reported_as_service_problems(prisma_e
     assert PrismaDBExceptionHandler.is_database_service_unavailable_error(prisma_error) is True
 
 
+RECONNECTABLE_CLIENT_STATE_FAULTS = (prisma_errors.ClientNotConnectedError, prisma_errors.HTTPClientClosedError)
+
+
+@pytest.mark.parametrize("prisma_error", PERMANENT_PRISMA_FAULTS)
+def test_permanent_prisma_faults_are_worded_as_not_retryable(prisma_error):
+    """A 503 for a fault that never heals must not tell the operator to wait.
+
+    The status stays 503 (the service is at fault), but the message has to say
+    the outage is not transient and name the engine fault, or an operator
+    watching a version-skewed engine keeps retrying a request that can never
+    succeed. The two client-state faults a reconnect can repair keep the retry
+    wording."""
+    reconnectable = isinstance(prisma_error, RECONNECTABLE_CLIENT_STATE_FAULTS)
+    message = PrismaDBExceptionHandler.database_unavailable_message(prisma_error)
+
+    assert PrismaDBExceptionHandler.is_permanent_database_fault(prisma_error) is (not reconnectable)
+    assert message.startswith("Service Unavailable")
+    assert ("temporarily unreachable" in message) is reconnectable
+    assert ("Please retry shortly" in message) is reconnectable
+    assert ("will not clear by retrying" in message) is (not reconnectable)
+    assert (type(prisma_error).__name__ in message) is (not reconnectable)
+
+
+@pytest.mark.parametrize(
+    "transient_error",
+    [
+        pytest.param(httpx.ConnectError("All connection attempts failed"), id="ConnectError"),
+        pytest.param(ConnectionError("connection refused"), id="ConnectionError"),
+        pytest.param(EngineConnectionError(), id="EngineConnectionError"),
+        pytest.param(prisma_errors.PrismaError("can't reach database server"), id="P1001_text"),
+        pytest.param(
+            ProxyException(message="no db", type=ProxyErrorTypes.no_db_connection, param=None, code=503),
+            id="ProxyException",
+        ),
+    ],
+)
+def test_transient_outages_keep_the_retry_wording(transient_error):
+    """A genuine outage is expected to come back, so the retry guidance is the
+    right message and must not be replaced by the permanent-fault text."""
+    assert PrismaDBExceptionHandler.is_permanent_database_fault(transient_error) is False
+    assert PrismaDBExceptionHandler.database_unavailable_message(transient_error) == (
+        "Service Unavailable, the authentication database is temporarily unreachable. Please retry shortly."
+    )
+
+
 @pytest.mark.parametrize(
     "transient_error",
     [
@@ -579,3 +663,40 @@ def test_is_deadlock_error_matches_postgres_deadlock(error):
 def test_is_deadlock_error_excludes_non_deadlocks(error):
     """Non-deadlock prisma errors, connectivity failures, and non-prisma exceptions are not treated as deadlocks."""
     assert PrismaDBExceptionHandler.is_deadlock_error(error) is False
+
+
+MOCKED_PRISMA_PREDICATES: Final = (
+    PrismaDBExceptionHandler.is_database_infrastructure_error,
+    PrismaDBExceptionHandler.is_database_transport_error,
+    PrismaDBExceptionHandler.is_deadlock_error,
+    PrismaDBExceptionHandler.is_prisma_engine_internal_error,
+    PrismaDBExceptionHandler.is_database_service_unavailable_error,
+)
+
+
+@pytest.mark.parametrize("predicate", MOCKED_PRISMA_PREDICATES, ids=lambda p: p.__name__)
+def test_predicates_answer_false_for_a_plain_exception_when_prisma_is_mocked(predicate):
+    """Suites that swap ``sys.modules["prisma"]`` for a ``MagicMock`` hand the
+    predicates mocks in place of prisma's error classes. ``isinstance`` against
+    a mock raises ``TypeError``; the predicate must instead answer for the
+    non-prisma checks it still has."""
+    with patch.dict(sys.modules, {"prisma": MagicMock()}):
+        assert predicate(Exception("db connection dropped")) is False
+
+
+def test_infrastructure_error_still_recognizes_transport_errors_when_prisma_is_mocked():
+    """Skipping the prisma classes must not skip the checks that do not need them."""
+    with patch.dict(sys.modules, {"prisma": MagicMock()}):
+        no_db: Final = ProxyException(message="no db", type=ProxyErrorTypes.no_db_connection, param=None, code=503)
+        assert PrismaDBExceptionHandler.is_database_infrastructure_error(httpx.ConnectError("refused")) is True
+        assert PrismaDBExceptionHandler.is_database_infrastructure_error(no_db) is True
+
+
+def test_connection_error_answers_when_prisma_is_mocked_after_import():
+    """``prisma.engine`` is already loaded in a real process, so a mock parent
+    still resolves ``prisma.engine.errors``; its classes are then mocks too."""
+    import prisma.engine.errors  # noqa: F401
+
+    with patch.dict(sys.modules, {"prisma": MagicMock()}):
+        assert PrismaDBExceptionHandler.is_database_connection_error(Exception("x")) is False
+        assert PrismaDBExceptionHandler.is_database_connection_error(httpx.ConnectError("refused")) is True
diff --git a/tests/test_litellm/proxy/db/test_replica_identity.py b/tests/test_litellm/proxy/db/test_replica_identity.py
index ecfc6433ab1..9738fc9bd98 100644
--- a/tests/test_litellm/proxy/db/test_replica_identity.py
+++ b/tests/test_litellm/proxy/db/test_replica_identity.py
@@ -29,7 +29,7 @@ def test_hands_the_alter_statement_to_the_prisma_cli():
         return subprocess.CompletedProcess(cmd, 0)
 
     with patch(
-        "litellm_proxy_extras.replica_identity.subprocess.run", side_effect=capture
+        "litellm_proxy_extras.replica_identity.run_prisma", side_effect=capture
     ):
         applied = apply_replica_identity_full(
             schema_path="/somewhere/schema.prisma",
@@ -60,7 +60,7 @@ def test_hands_the_alter_statement_to_the_prisma_cli():
 )
 def test_every_failure_is_reported_instead_of_raised(failure):
     with patch(
-        "litellm_proxy_extras.replica_identity.subprocess.run", side_effect=failure
+        "litellm_proxy_extras.replica_identity.run_prisma", side_effect=failure
     ):
         assert (
             apply_replica_identity_full(
diff --git a/tests/test_litellm/proxy/discovery_endpoints/test_ui_discovery_endpoints.py b/tests/test_litellm/proxy/discovery_endpoints/test_ui_discovery_endpoints.py
index f4da8c941a4..c3f7b0100d8 100644
--- a/tests/test_litellm/proxy/discovery_endpoints/test_ui_discovery_endpoints.py
+++ b/tests/test_litellm/proxy/discovery_endpoints/test_ui_discovery_endpoints.py
@@ -18,7 +18,7 @@ def test_ui_discovery_endpoints_with_defaults():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
 
@@ -41,7 +41,7 @@ def test_ui_discovery_endpoints_with_custom_server_root_path():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/litellm"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
 
@@ -66,7 +66,7 @@ def test_ui_discovery_endpoints_with_proxy_base_url_when_set():
             "litellm.proxy.utils.get_proxy_base_url",
             return_value="https://proxy.example.com",
         ),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
 
@@ -91,7 +91,7 @@ def test_ui_discovery_endpoints_with_sso_configured_and_auto_redirect_enabled():
             "litellm.proxy.utils.get_proxy_base_url",
             return_value="https://proxy.example.com",
         ),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch.dict(
             os.environ,
             {"AUTO_REDIRECT_UI_LOGIN_TO_SSO": "true", "DISABLE_ADMIN_UI": "false"},
@@ -121,7 +121,7 @@ def test_ui_discovery_endpoints_with_sso_configured_and_auto_redirect_not_set_de
             "litellm.proxy.utils.get_proxy_base_url",
             return_value="https://proxy.example.com",
         ),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
         # Ensure AUTO_REDIRECT_UI_LOGIN_TO_SSO is not set (simulate default)
@@ -148,7 +148,7 @@ def test_ui_discovery_endpoints_with_sso_configured_but_auto_redirect_disabled()
             "litellm.proxy.utils.get_proxy_base_url",
             return_value="https://proxy.example.com",
         ),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch.dict(
             os.environ,
             {"AUTO_REDIRECT_UI_LOGIN_TO_SSO": "false", "DISABLE_ADMIN_UI": "false"},
@@ -174,7 +174,7 @@ def test_ui_discovery_endpoints_with_sso_not_configured_but_auto_redirect_enable
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(
             os.environ,
             {"AUTO_REDIRECT_UI_LOGIN_TO_SSO": "true", "DISABLE_ADMIN_UI": "false"},
@@ -203,7 +203,7 @@ def test_ui_discovery_endpoints_both_routes_return_same_data():
             "litellm.proxy.utils.get_proxy_base_url",
             return_value="https://proxy.example.com",
         ),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch.dict(
             os.environ,
             {"AUTO_REDIRECT_UI_LOGIN_TO_SSO": "true", "DISABLE_ADMIN_UI": "false"},
@@ -228,7 +228,7 @@ def test_ui_discovery_endpoints_with_auto_redirect_via_general_settings():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch(
             "litellm.proxy.proxy_server.general_settings",
             {"auto_redirect_ui_login_to_sso": True},
@@ -254,7 +254,7 @@ def test_ui_discovery_endpoints_with_auto_redirect_env_var_overrides_general_set
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=True),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=True),
         patch(
             "litellm.proxy.proxy_server.general_settings",
             {"auto_redirect_ui_login_to_sso": False},
@@ -281,7 +281,7 @@ def test_ui_discovery_endpoints_with_admin_ui_disabled():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "true"}, clear=False),
     ):
 
@@ -311,7 +311,7 @@ def test_ui_discovery_endpoints_is_control_plane_true_when_workers_configured():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch("litellm.proxy.proxy_server.proxy_config", mock_config),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
@@ -336,7 +336,7 @@ def test_ui_discovery_endpoints_hide_default_credentials_hint_default_false():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
         os.environ.pop("LITELLM_HIDE_DEFAULT_CREDENTIALS_HINT", None)
@@ -357,7 +357,7 @@ def test_ui_discovery_endpoints_hide_default_credentials_hint_via_env_var():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch.dict(
             os.environ,
             {
@@ -384,7 +384,7 @@ def test_ui_discovery_endpoints_hide_default_credentials_hint_via_general_settin
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch(
             "litellm.proxy.proxy_server.general_settings",
             {"hide_default_credentials_hint": True},
@@ -411,7 +411,7 @@ def test_ui_discovery_endpoints_is_control_plane_false_when_no_workers():
     with (
         patch("litellm.proxy.utils.get_server_root_path", return_value="/"),
         patch("litellm.proxy.utils.get_proxy_base_url", return_value=None),
-        patch("litellm.proxy.auth.auth_utils._has_user_setup_sso", return_value=False),
+        patch("litellm.proxy.auth.auth_utils.has_user_setup_sso", return_value=False),
         patch("litellm.proxy.proxy_server.proxy_config", mock_config),
         patch.dict(os.environ, {"DISABLE_ADMIN_UI": "false"}, clear=False),
     ):
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_openai_moderation_streaming.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_openai_moderation_streaming.py
index 476d443d8d8..cb6772977ec 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_openai_moderation_streaming.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/openai/test_openai_moderation_streaming.py
@@ -310,8 +310,8 @@ def _make_stream_chunk(content: str, finish_reason=None):
 @pytest.mark.asyncio
 async def test_openai_moderation_streaming_default_uses_sampled_cadence():
     """Default config samples every 5th streamed chunk and runs a final aggregate
-    pass after the stream ends. 10 chunks → sampled at chunks 5 and 10 → 2 in-stream
-    calls, plus 1 final = 3 total.
+    pass after the stream ends. 10 chunks are sampled at 5 and 10; the end-of-stream
+    round is skipped because chunk 10 already scanned the full text, for 2 total calls
     """
     import litellm
 
@@ -370,8 +370,9 @@ async def test_openai_moderation_streaming_default_uses_sampled_cadence():
             ):
                 pass
 
-        assert patched_make_request.await_count == 3, (
-            f"Expected 3 moderation calls (2 sampled at chunks 5 / 10 + 1 final), "
+        assert patched_make_request.await_count == 2, (
+            f"Expected 2 moderation calls (2 sampled at chunks 5 / 10; "
+            f"the end-of-stream round is skipped because chunk 10 already scanned the full text), "
             f"got {patched_make_request.await_count}"
         )
 
@@ -448,7 +449,8 @@ async def test_openai_moderation_streaming_end_of_stream_only_opt_in_calls_moder
 @pytest.mark.asyncio
 async def test_openai_moderation_streaming_sampled_when_end_of_stream_only_disabled():
     """With streaming_end_of_stream_only=False and streaming_sampling_rate=2,
-    moderation runs every 2nd chunk during the stream, plus once more at end.
+    moderation runs every 2nd chunk during the stream. The terminal chunk scan covers
+    the final aggregate, for 3 total calls
     """
     import litellm
 
@@ -509,9 +511,8 @@ async def test_openai_moderation_streaming_sampled_when_end_of_stream_only_disab
             ):
                 pass
 
-        # 6 chunks, sampling_rate=2 → in-stream calls at chunks 2, 4, 6 (3 calls),
-        # plus the final aggregate pass after the stream ends (1 call) = 4 total.
-        assert patched_make_request.await_count == 4, (
-            f"Expected 4 moderation calls (3 sampled + 1 final aggregate), "
+        assert patched_make_request.await_count == 3, (
+            f"Expected 3 moderation calls (3 sampled; the end-of-stream round is skipped "
+            f"because chunk 6 already scanned the full text), "
             f"got {patched_make_request.await_count}"
         )
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
index 1ed24c9a59b..9842d88e8d1 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_guardrails.py
@@ -5556,11 +5556,9 @@ async def test_streaming_end_of_stream_block_emits_error_frame_instead_of_trunca
     """Regression for PR #38722: a topicPolicy DENY caught by the end-of-stream
     scan used to raise after SSE headers were flushed, so the client saw a
     silently truncated stream. The unified hook must emit the chat in-stream
-    error frame instead."""
-    from litellm.llms import load_guardrail_translation_mappings
-    from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail import (
-        unified_guardrail as unified_module,
-    )
+    error frame instead. The finish chunk is withheld while the end-of-stream
+    scan runs, so on a block it is dropped rather than relayed before the
+    frame."""
     from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import (
         UnifiedLLMGuardrails,
     )
@@ -5599,23 +5597,20 @@ async def test_streaming_end_of_stream_block_emits_error_frame_instead_of_trunca
         yield _chunk("the forbidden ")
         yield _chunk("topic answer", finish_reason="stop")
 
-    unified_module.endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
-    try:
-        with patch.object(guardrail, "make_bedrock_api_request", new_callable=AsyncMock) as mock_api:
-            mock_api.side_effect = guardrail._get_http_exception_for_blocked_guardrail(blocked_response)
+    with patch.object(guardrail, "make_bedrock_api_request", new_callable=AsyncMock) as mock_api:
+        mock_api.side_effect = guardrail._get_http_exception_for_blocked_guardrail(blocked_response)
 
-            out = []
-            async for item in UnifiedLLMGuardrails().async_post_call_streaming_iterator_hook(
-                user_api_key_dict=UserAPIKeyAuth(api_key="test", request_route="/v1/chat/completions"),
-                response=_mock_stream(),
-                request_data={"guardrail_to_apply": guardrail, "model": "gpt-4"},
-            ):
-                out.append(item)
-    finally:
-        unified_module.endpoint_guardrail_translation_mappings = None
+        out = []
+        async for item in UnifiedLLMGuardrails().async_post_call_streaming_iterator_hook(
+            user_api_key_dict=UserAPIKeyAuth(api_key="test", request_route="/v1/chat/completions"),
+            response=_mock_stream(),
+            request_data={"guardrail_to_apply": guardrail, "model": "gpt-4"},
+        ):
+            out.append(item)
 
-    assert len(out) == 3
+    assert len(out) == 2
     assert isinstance(out[0], ModelResponseStream)
+    assert out[0].choices[0].finish_reason is None
     frame = out[-1]
     assert isinstance(frame, bytes)
     payload = json.loads(frame.decode()[len("data: ") :])
@@ -5624,6 +5619,156 @@ async def test_streaming_end_of_stream_block_emits_error_frame_instead_of_trunca
     assert payload["error"]["provider_specific_fields"]["guardrailIdentifier"] == "test-guardrail"
 
 
+def _responses_stream_events() -> list:
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    deltas = [
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_lit6457",
+            output_index=0,
+            content_index=0,
+            delta=part,
+        )
+        for part in ("Hello", " world")
+    ]
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_lit6457",
+            created_at=1234567890,
+            model="gpt-4o",
+            object="response",
+            status="completed",
+            output=[
+                {
+                    "type": "message",
+                    "id": "msg_lit6457",
+                    "status": "completed",
+                    "role": "assistant",
+                    "content": [{"type": "output_text", "text": "Hello world"}],
+                }
+            ],
+        ),
+    )
+    return [*deltas, completed]
+
+
+@pytest.mark.asyncio
+async def test_responses_api_stream_scans_output_and_replays_buffered_events():
+    """Streamed /v1/responses events must be scanned via the unified translation
+    layer, not fed to stream_chunk_builder (which raises APIError on them)."""
+    guardrail = BedrockGuardrail(
+        guardrail_name="bedrock-responses-stream",
+        guardrailIdentifier="test-id",
+        guardrailVersion="DRAFT",
+        event_hook=GuardrailEventHooks.post_call,
+        default_on=True,
+    )
+    stream_events = _responses_stream_events()
+    order = []
+    yielded = []
+
+    async def record_scan(*args, **kwargs):
+        order.append("scan")
+        return {"action": "NONE", "assessments": [], "outputs": []}
+
+    async def mock_stream():
+        for event in stream_events:
+            yield event
+
+    with patch.object(guardrail, "make_bedrock_api_request", AsyncMock(side_effect=record_scan)):
+        async for chunk in guardrail.async_post_call_streaming_iterator_hook(
+            user_api_key_dict=UserAPIKeyAuth(api_key="test-key", request_route="/v1/responses"),
+            response=mock_stream(),
+            request_data={"model": "gpt-4o", "input": "hi"},
+        ):
+            order.append("chunk")
+            yielded.append(chunk)
+
+    assert order == ["scan", "chunk", "chunk", "chunk"]
+    assert len(yielded) == len(stream_events)
+    assert all(emitted is original for emitted, original in zip(yielded, stream_events))
+
+
+def _responses_failed_stream_events() -> list:
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseFailedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    deltas = [
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_lit6457_failed",
+            output_index=0,
+            content_index=0,
+            delta=part,
+        )
+        for part in ("Hello", " world")
+    ]
+    failed = ResponseFailedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_FAILED,
+        response=ResponsesAPIResponse(
+            id="resp_lit6457_failed",
+            created_at=1234567890,
+            model="gpt-4o",
+            object="response",
+            status="failed",
+            output=[],
+        ),
+    )
+    return [*deltas, failed]
+
+
+@pytest.mark.asyncio
+async def test_responses_api_failed_stream_scans_delta_text_before_replay():
+    """A responses stream that dies mid-generation carries its text only in delta
+    events; the end-of-stream scan must still see that text instead of skipping
+    on an empty assembled string and replaying the buffer unmoderated."""
+    guardrail = BedrockGuardrail(
+        guardrail_name="bedrock-responses-failed-stream",
+        guardrailIdentifier="test-id",
+        guardrailVersion="DRAFT",
+        event_hook=GuardrailEventHooks.post_call,
+        default_on=True,
+    )
+    stream_events = _responses_failed_stream_events()
+    order = []
+    scan_payloads = []
+    yielded = []
+
+    async def record_scan(*args, **kwargs):
+        order.append("scan")
+        scan_payloads.append(str(args) + str(kwargs))
+        return {"action": "NONE", "assessments": [], "outputs": []}
+
+    async def mock_stream():
+        for event in stream_events:
+            yield event
+
+    with patch.object(guardrail, "make_bedrock_api_request", AsyncMock(side_effect=record_scan)):
+        async for chunk in guardrail.async_post_call_streaming_iterator_hook(
+            user_api_key_dict=UserAPIKeyAuth(api_key="test-key", request_route="/v1/responses"),
+            response=mock_stream(),
+            request_data={"model": "gpt-4o", "input": "hi"},
+        ):
+            order.append("chunk")
+            yielded.append(chunk)
+
+    assert order == ["scan", "chunk", "chunk", "chunk"]
+    assert "Hello world" in scan_payloads[0]
+    assert len(yielded) == len(stream_events)
+    assert all(emitted is original for emitted, original in zip(yielded, stream_events))
+
+
 @pytest.mark.asyncio
 async def test_apply_guardrail_debug_log_masks_signed_request_headers():
     import logging
@@ -5671,3 +5816,25 @@ async def test_apply_guardrail_debug_log_masks_signed_request_headers():
     assert header_lines, "expected the signed-request debug line to be logged"
     assert any("X-Amz-Security-Token" in message for message in header_lines)
     assert all(session_token not in message for message in rendered_messages)
+
+
+@pytest.mark.asyncio
+async def test_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """The guardrail's AWS profile does not exist, so resolving SigV4 credentials
+    raises; with a bearer token configured the guardrail must still run, since
+    the bearer token alone signs the request."""
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+    guardrail = BedrockGuardrail(
+        guardrailIdentifier="test-guardrail",
+        guardrailVersion="DRAFT",
+        aws_profile_name="litellm-no-such-aws-profile",
+    )
+    mock_response = MagicMock()
+    mock_response.status_code = 200
+    mock_response.json.return_value = {"action": "NONE", "assessments": []}
+
+    with patch.object(guardrail.async_handler, "post", new_callable=AsyncMock, return_value=mock_response) as mock_post:
+        response = await guardrail.make_bedrock_api_request(source="INPUT", messages=[{"role": "user", "content": "hello"}])
+
+    assert response["action"] == "NONE"
+    assert mock_post.call_args.kwargs["headers"]["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_invoke_guardrail_checks.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_invoke_guardrail_checks.py
index d842a1ee5f9..f4af77d2e40 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_invoke_guardrail_checks.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_bedrock_invoke_guardrail_checks.py
@@ -833,3 +833,31 @@ async def test_many_blocks_scanned_at_request_level_and_can_block():
     sent_texts = [c["text"] for m in body_messages for c in m["content"]]
     assert sent_texts == [f"b{i}" for i in range(25)]
     assert all(len(m["content"]) <= 10 for m in body_messages)
+
+
+@pytest.mark.asyncio
+async def test_checks_bearer_token_never_runs_the_sigv4_credential_chain(monkeypatch):
+    """Same bearer-token rule as ApplyGuardrail: the guardrail's AWS profile does
+    not exist, yet the InvokeGuardrailChecks call still goes out on the bearer
+    token and its verdict is enforced."""
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-12345")
+    g = BedrockGuardrail(
+        checks=CONTENT_FILTER_CHECKS,
+        content_filter_threshold=0.5,
+        aws_profile_name="litellm-no-such-aws-profile",
+    )
+    payload = {"results": {"contentFilter": {"results": [{"category": "VIOLENCE", "severityScore": 0.8}]}}}
+    post = AsyncMock(return_value=_mock_http_response(200, payload))
+
+    with patch.object(g.async_handler, "post", new=post):
+        with pytest.raises(HTTPException) as exc:
+            await g.make_bedrock_api_request(
+                source="INPUT",
+                messages=[{"role": "user", "content": "hi"}],
+                request_data={"messages": []},
+            )
+
+    assert exc.value.detail["bedrock_guardrail_checks"] == [
+        {"check": "contentFilter", "category": "VIOLENCE", "severityScore": 0.8}
+    ]
+    assert post.call_args.kwargs["headers"]["Authorization"] == "Bearer env-bearer-token-12345"
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
index ec7854b9a35..a07157396df 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_crowdstrike_aidr.py
@@ -3,7 +3,9 @@ from unittest.mock import patch
 import httpx
 import pytest
 from fastapi import HTTPException
+from pydantic import ValidationError
 
+import litellm
 from litellm.exceptions import Timeout
 from litellm.litellm_core_utils.core_helpers import get_or_create_metadata_bucket
 from litellm.proxy.guardrails.guardrail_hooks.crowdstrike_aidr import initialize_guardrail
@@ -12,8 +14,8 @@ from litellm.proxy.guardrails.guardrail_hooks.crowdstrike_aidr.crowdstrike_aidr
     CrowdStrikeAIDRHandler,
 )
 from litellm.proxy.guardrails.init_guardrails import init_guardrails_v2
-from litellm.types.guardrails import Guardrail, LitellmParams
-from litellm.types.utils import GenericGuardrailAPIInputs, ModelResponse
+from litellm.types.guardrails import Guardrail, GuardrailEventHooks, LitellmParams
+from litellm.types.utils import Delta, GenericGuardrailAPIInputs, ModelResponse, ModelResponseStream
 
 
 @pytest.fixture
@@ -1578,3 +1580,142 @@ async def test_unparseable_transformed_response_fails_closed_under_fail_open() -
 
     assert exc_info.value.status_code == 500
     assert "failing closed" in exc_info.value.detail["error"]
+
+
+def _initialize_from_config(**litellm_params_kwargs: object) -> CrowdStrikeAIDRHandler:
+    litellm_params = LitellmParams(
+        guardrail="crowdstrike_aidr",
+        api_key="pts_crowdstrike_tokenid",
+        api_base="https://api.crowdstrike.com/aidr/aiguard",
+        default_on=True,
+        **litellm_params_kwargs,
+    )
+    guardrail = Guardrail(guardrail_name="crowdstrike-aidr-guard", litellm_params=litellm_params)
+    return initialize_guardrail(litellm_params=litellm_params, guardrail=guardrail)
+
+
+@pytest.mark.parametrize(
+    ("mode", "runs_pre_call", "runs_post_call"),
+    [("post_call", False, True), ("pre_call", True, False), (["pre_call", "post_call"], True, True)],
+)
+def test_initialize_guardrail_honors_configured_mode(
+    mode: str | list[str], runs_pre_call: bool, runs_post_call: bool
+) -> None:
+    handler = _initialize_from_config(mode=mode)
+
+    assert handler.should_run_guardrail({}, GuardrailEventHooks.pre_call) is runs_pre_call
+    assert handler.should_run_guardrail({}, GuardrailEventHooks.post_call) is runs_post_call
+
+
+def test_initialize_guardrail_rejects_unsupported_mode_instead_of_running_other_hooks() -> None:
+    with pytest.raises(ValueError, match="during_call is not in the supported event hooks"):
+        _initialize_from_config(mode="during_call")
+
+
+def test_initialize_guardrail_defaults_streaming_params() -> None:
+    handler = _initialize_from_config(mode="post_call")
+
+    assert handler.streaming_end_of_stream_only is False
+    assert handler.streaming_sampling_rate == 5
+
+
+@pytest.mark.parametrize(
+    "configured",
+    [
+        {"streaming_end_of_stream_only": True, "streaming_sampling_rate": 50},
+        {"optional_params": {"streaming_end_of_stream_only": True, "streaming_sampling_rate": 50}},
+    ],
+)
+def test_initialize_guardrail_forwards_streaming_params(configured: dict[str, object]) -> None:
+    handler = _initialize_from_config(mode="post_call", **configured)
+
+    assert handler.streaming_end_of_stream_only is True
+    assert handler.streaming_sampling_rate == 50
+
+
+def test_initialize_guardrail_rejects_non_positive_sampling_rate() -> None:
+    with pytest.raises(ValidationError):
+        _initialize_from_config(mode="post_call", streaming_sampling_rate=0)
+
+
+def test_update_in_memory_litellm_params_reapplies_streaming_params() -> None:
+    handler = _initialize_from_config(mode="post_call")
+
+    handler.update_in_memory_litellm_params(
+        LitellmParams(
+            guardrail="crowdstrike_aidr",
+            mode="post_call",
+            streaming_end_of_stream_only=True,
+            streaming_sampling_rate=7,
+        )
+    )
+
+    assert handler.streaming_end_of_stream_only is True
+    assert handler.streaming_sampling_rate == 7
+
+
+def _stream_chunk(content: str, finish_reason: str | None) -> ModelResponseStream:
+    return ModelResponseStream(
+        model="gpt-4",
+        choices=[
+            litellm.StreamingChoices(
+                index=0, delta=Delta(role="assistant", content=content), finish_reason=finish_reason
+            )
+        ],
+    )
+
+
+async def _guard_calls_for_stream(handler: CrowdStrikeAIDRHandler, chunk_texts: list[str]) -> int:
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import UnifiedLLMGuardrails
+
+    async def stream():
+        for i, content in enumerate(chunk_texts):
+            yield _stream_chunk(content, "stop" if i == len(chunk_texts) - 1 else None)
+
+    calls = 0
+
+    def _allow(request: httpx.Request) -> httpx.Response:
+        nonlocal calls
+        calls += 1
+        return httpx.Response(
+            status_code=200, json={"result": {"blocked": False, "transformed": False}}, request=request
+        )
+
+    request_data = {
+        "messages": [{"role": "user", "content": "hi"}],
+        "guardrail_to_apply": handler,
+        "metadata": {"guardrails": ["crowdstrike-aidr-guard"]},
+    }
+    async with httpx.AsyncClient(transport=httpx.MockTransport(_allow)) as client:
+        await handler.async_handler.close()
+        handler.async_handler.client = client
+        async for _ in UnifiedLLMGuardrails().async_post_call_streaming_iterator_hook(
+            user_api_key_dict=UserAPIKeyAuth(api_key="test", request_route="/chat/completions"),
+            response=stream(),
+            request_data=request_data,
+        ):
+            pass
+    return calls
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("configured", "expected_calls"),
+    [
+        ({}, 2),
+        ({"streaming_sampling_rate": 2}, 5),
+        ({"streaming_end_of_stream_only": True}, 1),
+        ({"streaming_end_of_stream_only": True, "streaming_sampling_rate": 2}, 1),
+    ],
+)
+async def test_streaming_params_from_config_control_output_scan_cadence(
+    configured: dict[str, object], expected_calls: int
+) -> None:
+    """10 chunks: default samples at 5 and 10, rate 2 samples 5 times, end-of-stream scans once.
+
+    The final pass is skipped because chunk 10 already scanned the complete output.
+    """
+    handler = _initialize_from_config(mode="post_call", **configured)
+
+    assert await _guard_calls_for_stream(handler, list("ABCDEFGHIJ")) == expected_calls
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
index 523ec1a37b4..83cc9ae8bb9 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_generic_guardrail_api.py
@@ -1517,7 +1517,9 @@ class TestGenericGuardrailAPIStreamingViaUnified:
 
     @pytest.mark.asyncio
     async def test_streaming_default_uses_sampled_cadence(self):
-        """Default samples every 5th chunk + final pass: 10 chunks → calls at 5, 10, and final = 3."""
+        """Default samples every 5th chunk. For 10 chunks, sampled scans at 5 and 10
+        cover the full text, so the end-of-stream round is skipped and there are 2 calls
+        """
         from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import (
             UnifiedLLMGuardrails,
         )
@@ -1566,8 +1568,9 @@ class TestGenericGuardrailAPIStreamingViaUnified:
             ):
                 pass
 
-        assert mock_post.await_count == 3, (
-            f"Expected 3 guardrail calls (2 sampled at chunks 5 / 10 + 1 final), "
+        assert mock_post.await_count == 2, (
+            f"Expected 2 guardrail calls (2 sampled at chunks 5 / 10; "
+            f"the end-of-stream round is skipped because chunk 10 already scanned the full text), "
             f"got {mock_post.await_count}"
         )
         for call in mock_post.await_args_list:
@@ -1631,7 +1634,9 @@ class TestGenericGuardrailAPIStreamingViaUnified:
 
     @pytest.mark.asyncio
     async def test_streaming_sampling_rate_override(self):
-        """sampling_rate=2 on 6 chunks → in-stream at 2,4,6 plus final = 4 calls."""
+        """sampling_rate=2 on 6 chunks. Scans at 2, 4, and 6 cover the full text, so
+        the end-of-stream round is skipped and there are 3 calls
+        """
         from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import (
             UnifiedLLMGuardrails,
         )
@@ -1680,8 +1685,9 @@ class TestGenericGuardrailAPIStreamingViaUnified:
             ):
                 pass
 
-        assert mock_post.await_count == 4, (
-            f"Expected 4 guardrail calls (3 sampled + 1 final aggregate), "
+        assert mock_post.await_count == 3, (
+            f"Expected 3 guardrail calls (3 sampled; the end-of-stream round is skipped "
+            f"because chunk 6 already scanned the full text), "
             f"got {mock_post.await_count}"
         )
 
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_headroom.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_headroom.py
index 1fbc975e40a..400eaf8ab3f 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_headroom.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_headroom.py
@@ -193,6 +193,33 @@ async def test_apply_guardrail_compresses_and_returns_structured_messages(
     assert "headroom" in _applied_guardrails(request_data)
 
 
+@pytest.mark.asyncio
+async def test_apply_guardrail_leaves_background_requests_uncompressed(
+    guardrail: HeadroomGuardrail,
+):
+    inputs = GenericGuardrailAPIInputs(
+        texts=["A" * 5000],
+        structured_messages=ORIGINAL_MESSAGES,
+    )
+    request_data = {"model": "gpt-4o", "background": True}
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        new_callable=AsyncMock,
+        return_value=_make_compress_response(COMPRESSED_MESSAGES),
+    ) as post:
+        result = await guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data=request_data,
+            input_type="request",
+        )
+
+    assert result is inputs
+    post.assert_not_awaited()
+    assert _recorded_guardrail_entries(request_data) == []
+
+
 def _recorded_guardrail_response(request_data: dict) -> dict:
     entries = request_data["metadata"]["standard_logging_guardrail_information"]
     assert len(entries) == 1
@@ -954,6 +981,40 @@ async def test_passthrough_handler_does_not_log_headroom_as_run(
     assert "headroom" not in _applied_guardrails(data)
 
 
+@pytest.mark.asyncio
+async def test_responses_request_sends_compressed_input_and_retrieve_tool_upstream(
+    guardrail: HeadroomGuardrail,
+):
+    """Regression for LIT-6494: on /v1/responses the compressed messages must be
+    written back into `input`, not only the retrieve tool into `tools`, or the
+    model keeps reading the full document and never calls headroom_retrieve."""
+    from litellm.llms.openai.responses.guardrail_translation.handler import OpenAIResponsesHandler
+
+    data = {
+        "model": "gpt-5.6",
+        "instructions": ORIGINAL_MESSAGES[0]["content"],
+        "input": [{"role": m["role"], "content": m["content"]} for m in ORIGINAL_MESSAGES[1:]],
+        "tools": [{"type": "function", "name": "get_weather", "parameters": {"type": "object", "properties": {}}}],
+    }
+
+    with patch.object(
+        guardrail.async_handler,
+        "post",
+        new_callable=AsyncMock,
+        return_value=_make_compress_response(COMPRESSED_MESSAGES_WITH_HASH),
+    ):
+        result = await OpenAIResponsesHandler().process_input_messages(data=data, guardrail_to_apply=guardrail)
+
+    assert result["instructions"] == ORIGINAL_MESSAGES[0]["content"]
+    assert [item["content"] for item in result["input"]] == [
+        COMPRESSED_MESSAGES_WITH_HASH[0]["content"],
+        ORIGINAL_MESSAGES[2]["content"],
+        ORIGINAL_MESSAGES[3]["content"],
+    ]
+    assert "A" * 5000 not in json.dumps(result["input"])
+    assert [tool["name"] for tool in result["tools"]] == ["get_weather", HEADROOM_RETRIEVE_TOOL_NAME]
+
+
 @pytest.mark.asyncio
 async def test_apply_guardrail_http_error_raises():
     guardrail = _make_guardrail()
@@ -1950,6 +2011,58 @@ def _openai_text_payload(content: str) -> dict:
     return _openai_completion_payload({"role": "assistant", "content": content}, "stop")
 
 
+def _responses_retrieve_tool_definition() -> dict:
+    return {"type": "function", **_retrieve_tool_definition()["function"]}
+
+
+def _openai_responses_payload(output_item: dict) -> dict:
+    return {
+        "id": "resp_ccr",
+        "object": "response",
+        "created_at": 1700000000,
+        "status": "completed",
+        "model": "gpt-4o",
+        "output": [output_item],
+        "usage": {"input_tokens": 10, "output_tokens": 5, "total_tokens": 15},
+        "parallel_tool_calls": True,
+        "tool_choice": "auto",
+        "tools": [],
+        "error": None,
+        "incomplete_details": None,
+        "instructions": None,
+        "metadata": {},
+        "temperature": 1.0,
+        "top_p": 1.0,
+        "text": {"format": {"type": "text"}},
+        "truncation": "disabled",
+    }
+
+
+def _openai_responses_retrieve_call_payload() -> dict:
+    return _openai_responses_payload(
+        {
+            "type": "function_call",
+            "id": "fc_ccr",
+            "call_id": "call_ccr",
+            "name": HEADROOM_RETRIEVE_TOOL_NAME,
+            "arguments": json.dumps({"hash": CCR_HASH}),
+            "status": "completed",
+        }
+    )
+
+
+def _openai_responses_text_payload(text: str) -> dict:
+    return _openai_responses_payload(
+        {
+            "type": "message",
+            "id": "msg_ccr",
+            "role": "assistant",
+            "status": "completed",
+            "content": [{"type": "output_text", "text": text, "annotations": []}],
+        }
+    )
+
+
 @pytest.mark.parametrize(
     "call_type, stream, tools, expect_conversion",
     [
@@ -1958,12 +2071,14 @@ def _openai_text_payload(content: str) -> dict:
         (CallTypes.acompletion, False, [_retrieve_tool_definition()], False),
         (CallTypes.acompletion, True, [{"type": "function", "function": {"name": "get_weather"}}], False),
         (CallTypes.acompletion, True, None, False),
-        (CallTypes.aresponses, True, [_retrieve_tool_definition()], False),
+        (CallTypes.aresponses, True, [_retrieve_tool_definition()], True),
+        (CallTypes.responses, True, [_responses_retrieve_tool_definition()], True),
+        (CallTypes.aresponses, False, [_retrieve_tool_definition()], False),
         (CallTypes.anthropic_messages, True, [_retrieve_tool_definition()], False),
     ],
 )
 @pytest.mark.asyncio
-async def test_pre_call_deployment_hook_converts_stream_only_for_ccr_chat_completions(
+async def test_pre_call_deployment_hook_converts_stream_only_for_ccr_chat_completions_and_responses(
     guardrail: HeadroomGuardrail,
     call_type: CallTypes,
     stream: bool,
@@ -1986,6 +2101,22 @@ async def test_pre_call_deployment_hook_converts_stream_only_for_ccr_chat_comple
     assert kwargs["stream"] is True
 
 
+@pytest.mark.asyncio
+async def test_pre_call_deployment_hook_leaves_background_streams_alone(guardrail: HeadroomGuardrail):
+    kwargs = {
+        "model": "gpt-4o",
+        "stream": True,
+        "background": True,
+        "tools": [_responses_retrieve_tool_definition()],
+    }
+
+    result = await guardrail.async_pre_call_deployment_hook(kwargs=kwargs, call_type=CallTypes.aresponses)
+
+    assert result is kwargs
+    assert HEADROOM_CONVERTED_STREAM_KEY not in kwargs
+    assert kwargs["stream"] is True
+
+
 @pytest.mark.asyncio
 async def test_pre_call_deployment_hook_still_compresses_for_deployment_level_configs(
     guardrail: HeadroomGuardrail,
@@ -2094,6 +2225,117 @@ async def test_streaming_chat_completion_resolves_ccr_retrieval_end_to_end(
     assert not any(key.startswith("_headroom_interception") for key in followup_body)
 
 
+@pytest.mark.asyncio
+async def test_streaming_responses_resolves_ccr_retrieval_end_to_end(
+    guardrail: HeadroomGuardrail,
+    respx_mock: respx.MockRouter,
+    monkeypatch: pytest.MonkeyPatch,
+):
+    """Regression test for LIT-6481: streaming /v1/responses must resolve the
+    retrieve tool call server-side exactly like streaming /chat/completions does,
+    instead of streaming a headroom_retrieve function_call to the client."""
+    original_content = "the full uncompressed document"
+    final_answer = "the document says hello"
+    guardrail._issued_hashes_by_call_id["ccr-call-id"] = (
+        frozenset({CCR_HASH}),
+        time.monotonic() + 999,
+    )
+
+    monkeypatch.setenv("OPENAI_API_KEY", "sk-test")
+    monkeypatch.setattr(litellm, "callbacks", [guardrail])
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    upstream = respx_mock.post("https://api.openai.com/v1/responses").mock(
+        side_effect=[
+            httpx.Response(200, json=_openai_responses_retrieve_call_payload()),
+            httpx.Response(200, json=_openai_responses_text_payload(final_answer)),
+        ]
+    )
+
+    with patch.object(
+        guardrail.async_handler,
+        "get",
+        new_callable=AsyncMock,
+        return_value=_make_retrieve_response(original_content),
+    ) as mock_get:
+        response = await litellm.aresponses(
+            model="openai/gpt-4o",
+            input=[{"role": "user", "content": f"summarize hash={CCR_HASH}"}],
+            tools=[_responses_retrieve_tool_definition()],
+            stream=True,
+            litellm_call_id="ccr-call-id",
+        )
+        events = [event async for event in response]
+
+    streamed_text = "".join(
+        getattr(event, "delta", "") for event in events if getattr(event, "type", None) == "response.output_text.delta"
+    )
+    assert streamed_text == final_answer
+    assert not any("function_call" in str(getattr(event, "type", "")) for event in events)
+    assert not any(
+        getattr(getattr(event, "item", None), "type", None) == "function_call" for event in events
+    )
+    mock_get.assert_called_once()
+    assert CCR_HASH in (mock_get.call_args.kwargs.get("url") or mock_get.call_args.args[0])
+
+    assert len(upstream.calls) == 2
+    followup_body = json.loads(upstream.calls[1].request.content)
+    assert not followup_body.get("stream")
+    assert original_content in json.dumps(followup_body["input"])
+    assert not any(key.startswith("_headroom_interception") for key in followup_body)
+
+
+def test_sync_streaming_responses_resolves_ccr_retrieval_end_to_end(
+    guardrail: HeadroomGuardrail,
+    respx_mock: respx.MockRouter,
+    monkeypatch: pytest.MonkeyPatch,
+):
+    """The synchronous responses() path converts the stream the same way, so it
+    must hand back a stream iterator with the resolved answer rather than the
+    completed response object."""
+    original_content = "the full uncompressed document"
+    final_answer = "the document says hello"
+    guardrail._issued_hashes_by_call_id["ccr-call-id"] = (
+        frozenset({CCR_HASH}),
+        time.monotonic() + 999,
+    )
+
+    monkeypatch.setenv("OPENAI_API_KEY", "sk-test")
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.setattr(litellm, "callbacks", [guardrail])
+    upstream = respx_mock.post("https://api.openai.com/v1/responses").mock(
+        side_effect=[
+            httpx.Response(200, json=_openai_responses_retrieve_call_payload()),
+            httpx.Response(200, json=_openai_responses_text_payload(final_answer)),
+        ]
+    )
+
+    with patch.object(
+        guardrail.async_handler,
+        "get",
+        new_callable=AsyncMock,
+        return_value=_make_retrieve_response(original_content),
+    ) as mock_get:
+        response = litellm.responses(
+            model="openai/gpt-4o",
+            input=[{"role": "user", "content": f"summarize hash={CCR_HASH}"}],
+            tools=[_responses_retrieve_tool_definition()],
+            stream=True,
+            litellm_call_id="ccr-call-id",
+        )
+        events = list(response)
+
+    streamed_text = "".join(
+        getattr(event, "delta", "") for event in events if getattr(event, "type", None) == "response.output_text.delta"
+    )
+    assert streamed_text == final_answer
+    assert not any(
+        getattr(getattr(event, "item", None), "type", None) == "function_call" for event in events
+    )
+    mock_get.assert_called_once()
+    assert len(upstream.calls) == 2
+    assert not json.loads(upstream.calls[1].request.content).get("stream")
+
+
 # ---------------------------------------------------------------------------
 # LIT-5018: the turn the model is being asked to act on is never compressed.
 #
@@ -2199,6 +2441,164 @@ async def test_history_is_still_compressed(guardrail: HeadroomGuardrail):
     assert has_headroom_retrieve_tool(result.get("tools") or [])
 
 
+# ---------------------------------------------------------------------------
+# #38558: a client that runs its own tool loop (e.g. Claude Code via the MCP
+# gateway) executes headroom_retrieve and echoes the recovered original content
+# back as a tool result. Compressing that row re-derives the same content hash
+# it was just retrieved from -- the marker returns and the agent loops. The
+# retrieved row must be held back from the compression service.
+# ---------------------------------------------------------------------------
+
+RETRIEVE_ECHO_MESSAGES = [
+    {"role": "system", "content": "You are Claude Code. " + "S" * 5000},
+    {"role": "user", "content": "H" * 5000},
+    {
+        "role": "assistant",
+        "content": "Expanding the marker.",
+        "tool_calls": [
+            {
+                "id": "hr_1",
+                "type": "function",
+                "function": {
+                    "name": "mcp__headroom__headroom_retrieve",
+                    "arguments": '{"hash": "b573993006976af767214fac"}',
+                },
+            }
+        ],
+    },
+    {"role": "tool", "tool_call_id": "hr_1", "content": "RETRIEVED BODY " + "R" * 5000},
+    {"role": "assistant", "content": "Older answer. " + "O" * 5000},
+    {"role": "user", "content": "now summarize the description"},
+]
+
+
+@pytest.mark.asyncio
+async def test_retrieved_content_is_never_recompressed(guardrail: HeadroomGuardrail):
+    """The tool result carrying headroom_retrieve output is held back, so it can
+    never collapse back to the hash it was just retrieved from."""
+    wire, result = await _wire_and_result(guardrail, RETRIEVE_ECHO_MESSAGES)
+
+    assert not any(row.get("tool_call_id") == "hr_1" for row in wire)
+    assert not any("RETRIEVED BODY" in json.dumps(row) for row in wire)
+    # Reaches the model byte-identical, so no marker stands in for the expansion.
+    assert result["structured_messages"][3] == RETRIEVE_ECHO_MESSAGES[3]
+    # Negative control: unrelated history is still compressed, not a no-op.
+    assert any(row.get("content") == "H" * 5000 for row in wire)
+
+
+@pytest.mark.asyncio
+async def test_retrieved_content_guard_matches_direct_tool_name(guardrail: HeadroomGuardrail):
+    """Server-side the tool is named headroom_retrieve (no MCP prefix); its
+    result must be protected the same way."""
+    messages = [
+        {"role": "system", "content": "sys " + "S" * 5000},
+        {"role": "user", "content": "H" * 5000},
+        {
+            "role": "assistant",
+            "content": "",
+            "tool_calls": [
+                {
+                    "id": "hr_direct",
+                    "type": "function",
+                    "function": {"name": HEADROOM_RETRIEVE_TOOL_NAME, "arguments": "{}"},
+                }
+            ],
+        },
+        {"role": "tool", "tool_call_id": "hr_direct", "content": "RETRIEVED BODY " + "R" * 5000},
+        {"role": "assistant", "content": "Older. " + "O" * 5000},
+        {"role": "user", "content": "summarize"},
+    ]
+    wire, result = await _wire_and_result(guardrail, messages)
+
+    assert not any(row.get("tool_call_id") == "hr_direct" for row in wire)
+    assert result["structured_messages"][3] == messages[3]
+
+
+@pytest.mark.asyncio
+async def test_retrieved_content_protected_when_mcp_tool_name_is_truncated(guardrail: HeadroomGuardrail):
+    """A long mcp__<server>__headroom_retrieve name is truncated past 64 chars in
+    the OpenAI-translated view the guardrail scans, dropping the suffix. The call
+    id read from the request's own Anthropic tool_use (never truncated) still
+    pairs the retrieved row so it is held back."""
+    from litellm.llms.anthropic.experimental_pass_through.adapters.transformation import (
+        truncate_tool_name,
+    )
+
+    long_name = "mcp__" + "s" * 45 + "__" + HEADROOM_RETRIEVE_TOOL_NAME
+    assert len(long_name) > 64
+    truncated = truncate_tool_name(long_name)
+    assert not truncated.endswith(HEADROOM_RETRIEVE_TOOL_NAME)
+
+    # What the guardrail scans: OpenAI-translated messages with the truncated name.
+    structured = [
+        {"role": "system", "content": "sys " + "S" * 5000},
+        {"role": "user", "content": "H" * 5000},
+        {
+            "role": "assistant",
+            "content": "",
+            "tool_calls": [{"id": "hr_long", "type": "function", "function": {"name": truncated, "arguments": "{}"}}],
+        },
+        {"role": "tool", "tool_call_id": "hr_long", "content": "RETRIEVED BODY " + "R" * 5000},
+        {"role": "assistant", "content": "Older. " + "O" * 5000},
+        {"role": "user", "content": "summarize"},
+    ]
+    # The request's own messages, untranslated: Anthropic tool_use carries the full name.
+    raw_messages = [
+        {"role": "assistant", "content": [{"type": "tool_use", "id": "hr_long", "name": long_name, "input": {}}]},
+        {"role": "user", "content": [{"type": "tool_result", "tool_use_id": "hr_long", "content": "RETRIEVED BODY"}]},
+    ]
+
+    inputs = GenericGuardrailAPIInputs(texts=["x"], structured_messages=json.loads(json.dumps(structured)))
+    sent: dict = {}
+
+    def _echo(**kwargs):
+        sent["messages"] = kwargs["json"]["messages"]
+        return _make_compress_response(json.loads(json.dumps(kwargs["json"]["messages"])))
+
+    with patch.object(guardrail.async_handler, "post", new_callable=AsyncMock, side_effect=_echo):
+        result = await guardrail.apply_guardrail(
+            inputs=inputs,
+            request_data={"model": "claude-sonnet-4-5-20250929", "messages": raw_messages},
+            input_type="request",
+        )
+
+    assert not any(row.get("tool_call_id") == "hr_long" for row in sent["messages"])
+    assert result["structured_messages"][3] == structured[3]
+    assert any(row.get("content") == "H" * 5000 for row in sent["messages"])
+
+
+def test_raw_retrieve_call_ids_covers_both_shapes_and_ignores_others():
+    """Retrieve ids are read from OpenAI tool_calls and Anthropic tool_use blocks;
+    non-retrieve calls, non-tool_use blocks, string content, and non-list inputs
+    yield nothing."""
+    from litellm.proxy.guardrails.guardrail_hooks.headroom.headroom import _raw_retrieve_call_ids
+
+    messages = [
+        {
+            "role": "assistant",
+            "tool_calls": [
+                {"id": "oa1", "function": {"name": HEADROOM_RETRIEVE_TOOL_NAME}},
+                {"id": "other", "function": {"name": "get_weather"}},
+                {"id": "malformed", "function": {"name": 123}},
+                {"id": "nofunc"},
+            ],
+        },
+        {
+            "role": "assistant",
+            "content": [
+                {"type": "tool_use", "id": "an1", "name": "mcp__hr__headroom_retrieve", "input": {}},
+                {"type": "tool_use", "id": "an2", "name": "jira_get_issue", "input": {}},
+                {"type": "text", "text": "noise"},
+            ],
+        },
+        {"role": "user", "content": "plain string content, not a list"},
+    ]
+
+    assert _raw_retrieve_call_ids(messages) == frozenset({"oa1", "an1"})
+    assert _raw_retrieve_call_ids("not a list") == frozenset()
+    assert _raw_retrieve_call_ids(None) == frozenset()
+
+
 @pytest.mark.asyncio
 async def test_nothing_compressible_returns_inputs_untouched(guardrail: HeadroomGuardrail):
     """A single-turn request is all protected, so there is nothing to send and
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
index da66c36328e..47089b7b1b1 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_model_armor.py
@@ -15,6 +15,7 @@ import litellm.types.utils
 from litellm._logging import verbose_proxy_logger
 from litellm.caching import DualCache
 from litellm.llms.custom_httpx.http_handler import MaskedHTTPStatusError
+from litellm.proxy.guardrails.anthropic_sse import anthropic_sse_error_frames
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.guardrails.guardrail_hooks.model_armor import ModelArmorGuardrail
 from litellm.proxy.guardrails.guardrail_hooks.model_armor.model_armor import (
@@ -3778,3 +3779,1153 @@ async def test_moderation_hook_skips_chat_traffic_when_configured_for_during_mcp
 
     assert result == data
     mock_post.assert_not_called()
+
+
+_ANTHROPIC_SSE_CHUNKS = (
+    b'event: message_start\ndata: {"type":"message_start","message":{"id":"msg_1","type":"message",'
+    b'"role":"assistant","model":"claude","content":[],"usage":{"input_tokens":5,"output_tokens":0}}}\n\n',
+    b'event: content_block_start\ndata: {"type":"content_block_start","index":0,'
+    b'"content_block":{"type":"text","text":""}}\n\n',
+    b'event: content_block_delta\ndata: {"type":"content_block_delta","index":0,'
+    b'"delta":{"type":"text_delta","text":"my card is 4111-1111-1111-1111"}}\n\n',
+    b'event: content_block_stop\ndata: {"type":"content_block_stop","index":0}\n\n',
+    b'event: message_delta\ndata: {"type":"message_delta","delta":{"stop_reason":"end_turn"},'
+    b'"usage":{"output_tokens":9}}\n\n',
+    b'event: message_stop\ndata: {"type":"message_stop"}\n\n',
+)
+
+_MODEL_ARMOR_CLEAN = {"sanitizationResult": {"filterMatchState": "NO_MATCH_FOUND"}}
+
+_MODEL_ARMOR_BLOCK = {
+    "sanitizationResult": {
+        "filterMatchState": "MATCH_FOUND",
+        "filterResults": {
+            "sdp": {
+                "sdpFilterResult": {
+                    "inspectResult": {
+                        "matchState": "MATCH_FOUND",
+                        "findings": [
+                            {"infoType": "CREDIT_CARD_NUMBER", "likelihood": "VERY_LIKELY"}
+                        ],
+                    }
+                }
+            }
+        },
+    }
+}
+
+# The root-level sanitizedText fallback in _get_sanitized_content, i.e. a rewrite that trips no
+# named filter
+_MODEL_ARMOR_SANITIZED = {
+    "sanitizedText": "my card is [REDACTED]",
+    "sanitizationResult": {"filterMatchState": "NO_MATCH_FOUND"},
+}
+
+# The shape a real de-identify template returns: the SDP filter both matches and hands back the
+# rewritten text, so whether it blocks or masks is decided by allow_sanitization alone
+_MODEL_ARMOR_DEIDENTIFIED = {
+    "sanitizationResult": {
+        "filterMatchState": "MATCH_FOUND",
+        "filterResults": {
+            "sdp": {
+                "sdpFilterResult": {
+                    "deidentifyResult": {
+                        "matchState": "MATCH_FOUND",
+                        "data": {"text": "my card is [REDACTED]"},
+                    }
+                }
+            }
+        },
+    }
+}
+
+
+def _chat_completion_chunks():
+    """The chat-completions surface: typed ModelResponseStream chunks."""
+    return (
+        litellm.types.utils.ModelResponseStream(
+            choices=[
+                litellm.types.utils.StreamingChoices(
+                    index=0,
+                    delta=litellm.types.utils.Delta(content="my card is 4111-1111-1111-1111"),
+                )
+            ]
+        ),
+        litellm.types.utils.ModelResponseStream(
+            choices=[
+                litellm.types.utils.StreamingChoices(
+                    index=0,
+                    delta=litellm.types.utils.Delta(content=""),
+                    finish_reason="stop",
+                )
+            ]
+        ),
+    )
+
+
+def _surface_guardrail(**kwargs):
+    guardrail = ModelArmorGuardrail(
+        template_id="test-template",
+        project_id="test-project",
+        location="us-central1",
+        guardrail_name="model-armor-test",
+        **kwargs,
+    )
+    guardrail._ensure_access_token_async = AsyncMock(
+        return_value=("test-token", "test-project")
+    )
+    return guardrail
+
+
+def _armor_post_mock(payload):
+    mock_response = AsyncMock()
+    mock_response.status_code = 200
+    mock_response.json = AsyncMock(return_value=payload)
+    return AsyncMock(return_value=mock_response)
+
+
+async def _anthropic_sse_stream():
+    for chunk in _ANTHROPIC_SSE_CHUNKS:
+        yield chunk
+
+
+def _responses_api_events():
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    completed = ResponsesAPIResponse(
+        id="resp_1",
+        created_at=0,
+        model="gpt-4o-mini",
+        object="response",
+        output=[
+            {
+                "type": "message",
+                "id": "msg_1",
+                "status": "completed",
+                "role": "assistant",
+                "content": [{"type": "output_text", "text": "my card is 4111-1111-1111-1111"}],
+            }
+        ],
+        parallel_tool_calls=False,
+        tool_choice="auto",
+        tools=[],
+    )
+    return (
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_1",
+            output_index=0,
+            content_index=0,
+            delta="my card is 4111-1111-1111-1111",
+        ),
+        ResponseCompletedEvent(
+            type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+            response=completed,
+        ),
+    )
+
+
+async def _drain_surface_hook(guardrail, chunks, request_data=None):
+    async def _stream():
+        for chunk in chunks:
+            yield chunk
+
+    return [
+        item
+        async for item in guardrail.async_post_call_streaming_iterator_hook(
+            user_api_key_dict=UserAPIKeyAuth(),
+            response=_stream(),
+            request_data=request_data
+            if request_data is not None
+            else {
+                "model": "claude-haiku",
+                "messages": [{"role": "user", "content": "show me a card"}],
+                "metadata": {"guardrails": ["model-armor-test"]},
+            },
+        )
+    ]
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_scans_raw_anthropic_sse_instead_of_crashing():
+    """A /v1/messages stream arrives as raw SSE bytes and must be assembled, then scanned.
+
+    Regression for the 500 `Error building chunks for logging/streaming usage calculation`:
+    stream_chunk_builder calls .get() on each chunk, which raises on bytes.
+    """
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, _ANTHROPIC_SSE_CHUNKS)
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert "my card is 4111-1111-1111-1111" in scanned
+    assert tuple(delivered) == _ANTHROPIC_SSE_CHUNKS
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_scans_responses_api_events_instead_of_crashing():
+    """A /v1/responses stream arrives as typed Responses events, which stream_chunk_builder
+    cannot subscript. The final response.completed event carries the text to scan."""
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    events = _responses_api_events()
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, events)
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert scanned == "my card is 4111-1111-1111-1111"
+    assert tuple(delivered) == events
+
+
+@pytest.mark.asyncio
+async def test_streaming_block_emits_anthropic_error_frame():
+    """A block on /v1/messages must terminate the stream in Anthropic's error format.
+
+    The OpenAI-shaped `data: {"error": ...}` frame the chat surface uses is rejected by
+    Anthropic clients.
+    """
+    guardrail = _surface_guardrail()
+
+    with patch.object(
+        guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_BLOCK)
+    ):
+        delivered = await _drain_surface_hook(guardrail, _ANTHROPIC_SSE_CHUNKS)
+
+    body = b"".join(delivered)
+    assert b"event: error" in body
+    assert b'"type": "error"' in body
+    assert b"guardrail_error" in body
+    assert b"Streaming response blocked by Model Armor" in body
+    assert b"4111-1111-1111-1111" not in body
+
+
+@pytest.mark.asyncio
+async def test_streaming_block_emits_responses_api_error_event():
+    """A block on /v1/responses must terminate the stream with a Responses ErrorEvent."""
+    from litellm.types.llms.openai import ErrorEvent
+
+    guardrail = _surface_guardrail()
+
+    with patch.object(
+        guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_BLOCK)
+    ):
+        delivered = await _drain_surface_hook(guardrail, _responses_api_events())
+
+    assert len(delivered) == 1
+    error_event = delivered[0]
+    assert isinstance(error_event, ErrorEvent)
+    assert error_event.error.type == "guardrail_error"
+    assert error_event.error.code == "400"
+    assert error_event.error.message == "Streaming response blocked by Model Armor"
+
+
+@pytest.mark.asyncio
+async def test_streaming_masking_re_emits_anthropic_sse_with_sanitized_text():
+    """mask_response_content on /v1/messages must ship the sanitized text, not the original."""
+    guardrail = _surface_guardrail(mask_response_content=True)
+
+    with patch.object(
+        guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_SANITIZED)
+    ):
+        delivered = await _drain_surface_hook(guardrail, _ANTHROPIC_SSE_CHUNKS)
+
+    body = b"".join(delivered)
+    assert b"[REDACTED]" in body
+    assert b"4111-1111-1111-1111" not in body
+
+
+@pytest.mark.asyncio
+async def test_streaming_masking_blocks_responses_api_stream():
+    """A Responses event stream cannot be rebuilt from sanitized text, so releasing it would
+    ship the content the guardrail just rewrote. It is blocked instead."""
+    from litellm.types.llms.openai import ErrorEvent
+
+    guardrail = _surface_guardrail(mask_response_content=True)
+
+    with patch.object(
+        guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_SANITIZED)
+    ):
+        delivered = await _drain_surface_hook(guardrail, _responses_api_events())
+
+    assert len(delivered) == 1
+    assert isinstance(delivered[0], ErrorEvent)
+    assert delivered[0].error.code == "400"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("surface", ["anthropic_sse", "responses"])
+async def test_streaming_api_failure_frames_error_per_surface(surface):
+    """A Model Armor outage with fail_on_error must terminate the stream in the endpoint's
+    own error format rather than leaking an OpenAI SSE frame onto it."""
+    from litellm.types.llms.openai import ErrorEvent
+
+    guardrail = _surface_guardrail(fail_on_error=True)
+    chunks = _ANTHROPIC_SSE_CHUNKS if surface == "anthropic_sse" else _responses_api_events()
+
+    mock_response = AsyncMock()
+    mock_response.status_code = 500
+    mock_response.text = "Internal Server Error"
+
+    with patch.object(
+        guardrail.async_handler, "post", AsyncMock(return_value=mock_response)
+    ):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    assert len(delivered) >= 1
+    if surface == "anthropic_sse":
+        assert b"event: error" in b"".join(delivered)
+    else:
+        assert isinstance(delivered[0], ErrorEvent)
+        assert delivered[0].error.code == "500"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "chunks",
+    [
+        pytest.param(
+            (b'event: content_block_delta\ndata: {"type":"content_block_delta","index":0,'
+             b'"delta":{"type":"text_delta","text":"hi"}}\n\n',),
+            id="anthropic-sse-without-message-start",
+        ),
+        pytest.param(None, id="responses-stream-without-completed-event"),
+        pytest.param("created", id="responses-stream-cut-off-after-response-created"),
+    ],
+)
+async def test_streaming_hook_fails_closed_when_a_surface_stream_cannot_be_assembled(chunks):
+    """Forwarding an unscannable /v1/messages or /v1/responses stream would silently disable the
+    guardrail, so the stream is refused in its own wire format instead of released unscanned."""
+    from litellm.types.llms.openai import (
+        ErrorEvent,
+        OutputTextDeltaEvent,
+        ResponsesAPIStreamEvents,
+    )
+
+    if chunks is None or chunks == "created":
+        delta = OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_1",
+            output_index=0,
+            content_index=0,
+            delta="my card is 4111-1111-1111-1111",
+        )
+        # response.created carries a ResponsesAPIResponse too, but an empty one: reading the body
+        # off it would scan "" and release every buffered delta unscanned
+        chunks = (delta,) if chunks is None else (_responses_created_event(), delta)
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    assert tuple(delivered) != tuple(chunks)
+    if isinstance(chunks[0], bytes):
+        joined = b"".join(item.encode() if isinstance(item, str) else item for item in delivered).decode()
+        assert "event: error" in joined
+        assert "could not be assembled for scanning" in joined
+        return
+    assert len(delivered) == 1
+    assert isinstance(delivered[0], ErrorEvent)
+    assert "could not be assembled for scanning" in delivered[0].error.message
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_forwards_a_preceding_guardrails_error_item():
+    """A guardrail earlier in the post_call chain replaces the stream with its own terminal
+    error item. That item is not a chat delta, and feeding it to stream_chunk_builder is what
+    surfaced the ticket's 500, so it has to be forwarded untouched instead."""
+    from litellm.types.llms.openai import (
+        ErrorEvent,
+        ErrorEventError,
+        ResponsesAPIStreamEvents,
+    )
+
+    chunks = (
+        ErrorEvent(
+            type=ResponsesAPIStreamEvents.ERROR,
+            sequence_number=1,
+            error=ErrorEventError(
+                type="guardrail_error",
+                code="400",
+                message="Streaming response blocked by Model Armor",
+                param=None,
+            ),
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    assert tuple(delivered) == chunks
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "chunks",
+    [
+        pytest.param(None, id="anthropic-error-event"),
+        pytest.param(
+            ('data: {"error": {"message": "Streaming response blocked by the first guardrail", "code": "400"}}\n\n',),
+            id="chat-completions-error-payload",
+        ),
+    ],
+)
+async def test_streaming_hook_forwards_a_preceding_guardrails_error_frame(chunks):
+    """Chained post_call guardrails hand each other their output. An earlier guardrail's error
+    frame carries no message to assemble, and replacing it would hide the real refusal."""
+    if chunks is None:
+        chunks = anthropic_sse_error_frames("Streaming response blocked by the first guardrail")
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    assert tuple(delivered) == chunks
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_error_falls_back_to_sse_when_the_handler_declines():
+    """build_stream_error_items may return None, which must not swallow the block into a clean
+    200: the refusal falls back to the chat-completions SSE form that still carries the status."""
+    from litellm.proxy.guardrails.guardrail_hooks.model_armor.model_armor import (
+        _StreamSurface,
+    )
+
+    class _DecliningGuardrail(ModelArmorGuardrail):
+        @staticmethod
+        def _build_responses_error_items(exc):
+            return None
+
+    guardrail = _DecliningGuardrail(
+        template_id="test-template",
+        project_id="test-project",
+        location="us-central1",
+        guardrail_name="model-armor-test",
+    )
+    exc = HTTPException(status_code=400, detail={"message": "blocked"})
+
+    items = guardrail._stream_error_items(exc, surface=_StreamSurface.RESPONSES)
+
+    assert len(items) == 1
+    assert '"code": "400"' in items[0]
+    assert "blocked" in items[0]
+
+
+def _responses_created_event():
+    from litellm.types.llms.openai import (
+        ResponseCreatedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    return ResponseCreatedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_CREATED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-4o-mini",
+            object="response",
+            output=[],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_refuses_an_opaque_sse_stream_without_anthropic_framing():
+    """/v1/messages is not the only endpoint that streams raw SSE: the Google generateContent
+    route marks its own stream raw too. Its frames carry no Anthropic event types, so refusing
+    them in Anthropic's format would hand a Google client a body it cannot parse."""
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    chunks = (b'data: {"candidates":[{"content":{"parts":[{"text":"my card is 4111"}]}}]}\n\n',)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    assert tuple(delivered) != chunks
+    body = "".join(item.decode() if isinstance(item, bytes) else item for item in delivered)
+    assert "could not be assembled for scanning" in body
+    assert "event: error" not in body
+    assert '"code": "500"' in body
+
+
+@pytest.mark.asyncio
+async def test_streaming_unassemblable_stream_is_forwarded_when_fail_on_error_is_disabled():
+    """fail_on_error: false is a deliberate choice to degrade open, and it governs every other
+    path in this hook. The fail-closed refusal has to honour it too."""
+    guardrail = _surface_guardrail(fail_on_error=False)
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    chunks = (
+        b'event: content_block_delta\ndata: {"type":"content_block_delta","index":0,'
+        b'"delta":{"type":"text_delta","text":"hi"}}\n\n',
+    )
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    assert tuple(delivered) == chunks
+
+
+@pytest.mark.asyncio
+async def test_streaming_fail_closed_records_the_applied_guardrail():
+    """A refusal that no header or log attributes to the guardrail leaves on-call unable to tell
+    a guardrail block apart from a provider failure."""
+    guardrail = _surface_guardrail()
+    request_data = {
+        "model": "claude-haiku",
+        "messages": [{"role": "user", "content": "show me a card"}],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+    chunks = (
+        b'event: content_block_delta\ndata: {"type":"content_block_delta","index":0,'
+        b'"delta":{"type":"text_delta","text":"hi"}}\n\n',
+    )
+
+    with patch.object(guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_CLEAN)):
+        await _drain_surface_hook(guardrail, chunks, request_data=request_data)
+
+    assert request_data["metadata"]["applied_guardrails"] == ["model-armor-test"]
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_tool_call_output_is_scanned():
+    """An agentic /v1/responses turn can carry its whole payload in tool-call arguments, which
+    is what the chat surface already folds into the scanned text."""
+    from litellm.types.llms.openai import (
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-4o-mini",
+            object="response",
+            output=[
+                {
+                    "type": "function_call",
+                    "id": "fc_1",
+                    "call_id": "call_1",
+                    "name": "send_email",
+                    "arguments": '{"body": "my card is 4111-1111-1111-1111"}',
+                }
+            ],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, (completed,))
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert "4111-1111-1111-1111" in scanned
+    assert tuple(delivered) == (completed,)
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_refuses_a_content_stream_that_ends_with_an_error_frame():
+    """The chain-aware passthrough must stay narrow. A stream carrying real content plus a
+    trailing error frame is not a bare refusal to forward: the assembler cannot read it, and
+    releasing it would ship the buffered content unscanned."""
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    chunks = (*_ANTHROPIC_SSE_CHUNKS, *anthropic_sse_error_frames("upstream gave up"))
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    body = b"".join(delivered)
+    assert b"4111-1111-1111-1111" not in body
+    assert b"could not be assembled for scanning" in body
+
+
+@pytest.mark.parametrize(
+    "chunks, expected, case",
+    [
+        (anthropic_sse_error_frames("blocked upstream"), True, "anthropic-error-frames-only"),
+        ((f"data: {json.dumps({'error': {'message': 'blocked'}})}\n\n",), True, "chat-error-payload-only"),
+        ((), False, "empty-stream"),
+        (
+            (b'event: message_delta\ndata: {"type":"message_delta","error":null}\n\n',),
+            False,
+            "content-event-carrying-a-null-error-field",
+        ),
+        (
+            (
+                litellm.types.utils.ModelResponseStream(
+                    choices=[
+                        litellm.types.utils.StreamingChoices(
+                            index=0,
+                            delta=litellm.types.utils.Delta(content="my card is 4111-1111-1111-1111"),
+                        )
+                    ]
+                ),
+                *anthropic_sse_error_frames("upstream gave up"),
+            ),
+            False,
+            "typed-content-chunks-plus-a-trailing-error-frame",
+        ),
+    ],
+)
+def test_is_sse_error_stream_only_matches_a_stream_that_is_nothing_but_refusals(chunks, expected, case):
+    """The chain-aware passthrough turns on this predicate, so anything it calls error-only is
+    forwarded to the client untouched. A stream that still carries content must not qualify: the
+    frames-only join drops typed chunks, and a content event may carry an empty ``error`` field."""
+    from litellm.proxy.guardrails.anthropic_sse import is_sse_error_stream
+
+    assert is_sse_error_stream(chunks) is expected, case
+
+
+@pytest.mark.asyncio
+async def test_streaming_hook_does_not_forward_typed_chunks_that_end_with_an_error_frame():
+    """A stream mixing buffered content with a trailing refusal is not the bare refusal the chain
+    passthrough exists for. Forwarding it would release the content no scanner ever saw."""
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+    chunks = (
+        litellm.types.utils.ModelResponseStream(
+            choices=[
+                litellm.types.utils.StreamingChoices(
+                    index=0,
+                    delta=litellm.types.utils.Delta(content="my card is 4111-1111-1111-1111"),
+                )
+            ]
+        ),
+        *anthropic_sse_error_frames("upstream gave up"),
+    )
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_not_called()
+    body = b"".join(item if isinstance(item, bytes) else str(item).encode() for item in delivered)
+    assert b"4111-1111-1111-1111" not in body
+    assert b"could not be assembled for scanning" in body
+
+
+def _delivered_bytes(delivered):
+    return b"".join(
+        item
+        if isinstance(item, bytes)
+        else item.encode()
+        if isinstance(item, str)
+        else str(item.model_dump() if hasattr(item, "model_dump") else item).encode()
+        for item in delivered
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("chunks, case", [(None, "chat_completions"), (_ANTHROPIC_SSE_CHUNKS, "anthropic_sse")])
+async def test_streaming_deidentify_match_masks_when_masking_is_enabled(chunks, case):
+    """A de-identify template reports MATCH_FOUND for every redaction it makes, so reading that
+    match as a refusal makes mask_response_content unusable on a stream: the client gets an error
+    where its non-streaming sibling gets redacted text. The block check has to allow sanitization
+    exactly as the non-streaming hook does."""
+    guardrail = _surface_guardrail(mask_response_content=True)
+    post = _armor_post_mock(_MODEL_ARMOR_DEIDENTIFIED)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(
+            guardrail, _chat_completion_chunks() if chunks is None else chunks
+        )
+
+    body = _delivered_bytes(delivered)
+    assert b"[REDACTED]" in body, case
+    assert b"4111-1111-1111-1111" not in body, case
+    assert b"blocked by Model Armor" not in body, case
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("chunks, case", [(None, "chat_completions"), (_ANTHROPIC_SSE_CHUNKS, "anthropic_sse")])
+async def test_streaming_deidentify_match_still_blocks_when_masking_is_disabled(chunks, case):
+    """Without mask_response_content there is nowhere to put the rewritten text, so the same
+    de-identify match must still end the stream rather than release the original."""
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_DEIDENTIFIED)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(
+            guardrail, _chat_completion_chunks() if chunks is None else chunks
+        )
+
+    body = _delivered_bytes(delivered)
+    assert b"Streaming response blocked by Model Armor" in body, case
+    assert b"4111-1111-1111-1111" not in body, case
+
+
+@pytest.mark.asyncio
+async def test_streaming_deidentify_match_logs_masked_run_as_success_not_blocked():
+    """The status stamped on request metadata feeds the spend log, so it has to agree with what
+    the client actually received: a masked stream is a success, not a block."""
+    guardrail = _surface_guardrail(mask_response_content=True)
+    request_data = {
+        "model": "claude-haiku",
+        "messages": [{"role": "user", "content": "show me a card"}],
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_DEIDENTIFIED)):
+        await _drain_surface_hook(guardrail, _chat_completion_chunks(), request_data=request_data)
+
+    assert request_data["metadata"]["_model_armor_status"] == "success"
+
+
+# A de-identify template that matched but handed back no rewrite, e.g. because the transformation
+# itself failed. The match still says the buffered original carries what it matched on
+_MODEL_ARMOR_DEIDENTIFIED_NO_TEXT = {
+    "sanitizationResult": {
+        "filterMatchState": "MATCH_FOUND",
+        "filterResults": {
+            "sdp": {"sdpFilterResult": {"deidentifyResult": {"matchState": "MATCH_FOUND"}}}
+        },
+    }
+}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("chunks, case", [(None, "chat_completions"), (_ANTHROPIC_SSE_CHUNKS, "anthropic_sse")])
+async def test_streaming_deidentify_match_without_a_rewrite_fails_closed(chunks, case):
+    """Allowing sanitization past the block check is a promise to apply the redaction. When Model
+    Armor matches but returns no sanitized text there is nothing to apply, and yielding the
+    buffered chunks would hand back exactly what it matched on."""
+    guardrail = _surface_guardrail(mask_response_content=True)
+    post = _armor_post_mock(_MODEL_ARMOR_DEIDENTIFIED_NO_TEXT)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(
+            guardrail, _chat_completion_chunks() if chunks is None else chunks
+        )
+
+    body = _delivered_bytes(delivered)
+    assert b"4111-1111-1111-1111" not in body, case
+    assert b"Streaming response blocked by Model Armor" in body, case
+
+
+@pytest.mark.asyncio
+async def test_streaming_status_records_a_surface_that_cannot_carry_the_rewrite_as_blocked():
+    """The Responses surface has no assembled body to rewrite, so a de-identify match ends as a
+    refusal. The status stamped on metadata feeds the spend log and has to say so rather than
+    reporting the success the block check alone would have implied."""
+    guardrail = _surface_guardrail(mask_response_content=True)
+    request_data = {
+        "model": "gpt-4o-mini",
+        "input": "show me a card",
+        "metadata": {"guardrails": ["model-armor-test"]},
+    }
+
+    with patch.object(guardrail.async_handler, "post", _armor_post_mock(_MODEL_ARMOR_DEIDENTIFIED)):
+        delivered = await _drain_surface_hook(
+            guardrail, _responses_api_events(), request_data=request_data
+        )
+
+    body = _delivered_bytes(delivered)
+    assert b"4111-1111-1111-1111" not in body
+    assert b"Streaming response blocked by Model Armor" in body
+    assert request_data["metadata"]["_model_armor_status"] == "blocked"
+
+
+def _responses_api_events_truncated(terminal: str):
+    """A /v1/responses stream whose text went out as deltas and whose terminal event reports no body.
+
+    ``response.failed`` and ``response.incomplete`` are terminal like ``response.completed``, but a
+    turn that broke mid-generation reports an empty ``output`` while the deltas ahead of it already
+    spelled the answer out to the client.
+    """
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseFailedEvent,
+        ResponseIncompleteEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    empty_body = ResponsesAPIResponse(
+        id="resp_1",
+        created_at=0,
+        model="gpt-4o-mini",
+        object="response",
+        output=[],
+        parallel_tool_calls=False,
+        tool_choice="auto",
+        tools=[],
+    )
+    terminal_event = (
+        ResponseFailedEvent(type=ResponsesAPIStreamEvents.RESPONSE_FAILED, response=empty_body)
+        if terminal == "failed"
+        else ResponseIncompleteEvent(type=ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE, response=empty_body)
+    )
+    return (
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_1",
+            output_index=0,
+            content_index=0,
+            delta="my card is 4111-1111-1111-1111",
+        ),
+        terminal_event,
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("terminal", ["failed", "incomplete"])
+async def test_streaming_responses_terminal_event_without_a_body_still_scans_the_deltas(terminal):
+    """A /v1/responses turn that broke mid-generation has still delivered its deltas.
+
+    Reading only the terminal body would find nothing to scan and hand every buffered delta to the
+    client untouched, so the deltas themselves are what gets scanned.
+    """
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_BLOCK)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, _responses_api_events_truncated(terminal))
+
+    post.assert_called_once()
+    assert "4111-1111-1111-1111" in post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    rendered = "".join(str(item) for item in delivered)
+    assert "4111-1111-1111-1111" not in rendered
+    assert "Streaming response blocked by Model Armor" in rendered
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_mcp_argument_deltas_are_scanned_when_the_body_is_empty():
+    """A turn that only streamed MCP tool arguments still handed the client a payload.
+
+    The delta fallback is read off the event enum rather than listed by hand, so an argument event
+    that carries no `output_text` cannot fall out of the scan.
+    """
+    from litellm.types.llms.openai import (
+        MCPCallArgumentsDeltaEvent,
+        ResponseIncompleteEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    chunks = (
+        MCPCallArgumentsDeltaEvent(
+            type=ResponsesAPIStreamEvents.MCP_CALL_ARGUMENTS_DELTA,
+            output_index=0,
+            item_id="mcp_1",
+            delta='{"note": "my card is 4111-1111-1111-1111"}',
+            sequence_number=0,
+        ),
+        ResponseIncompleteEvent(
+            type=ResponsesAPIStreamEvents.RESPONSE_INCOMPLETE,
+            response=ResponsesAPIResponse(
+                id="resp_1",
+                created_at=0,
+                model="gpt-4o-mini",
+                object="response",
+                output=[],
+                parallel_tool_calls=False,
+                tool_choice="auto",
+                tools=[],
+            ),
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_BLOCK)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, chunks)
+
+    post.assert_called_once()
+    assert "4111-1111-1111-1111" in post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    rendered = "".join(str(item) for item in delivered)
+    assert "4111-1111-1111-1111" not in rendered
+    assert "Streaming response blocked by Model Armor" in rendered
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "with_output_text_delta",
+    [True, False],
+    ids=["summary-and-text-deltas", "summary-delta-only"],
+)
+async def test_streaming_responses_reasoning_summary_deltas_are_scanned_alongside_the_body(with_output_text_delta):
+    """A reasoning turn streams its summary in deltas the terminal body never repeats.
+
+    Reading only the body scans the visible answer and hands the client every summary delta
+    unscanned, so the body and the deltas are scanned together.
+    """
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ReasoningSummaryTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    answer = "the weather is fine"
+    summary_delta = ReasoningSummaryTextDeltaEvent(
+        type=ResponsesAPIStreamEvents.REASONING_SUMMARY_TEXT_DELTA,
+        item_id="rs_1",
+        output_index=0,
+        delta="the user said my card is 4111-1111-1111-1111",
+    )
+    text_deltas = (
+        (
+            OutputTextDeltaEvent(
+                type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+                item_id="msg_1",
+                output_index=1,
+                content_index=0,
+                delta=answer,
+            ),
+        )
+        if with_output_text_delta
+        else ()
+    )
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-5-mini",
+            object="response",
+            output=[
+                {
+                    "type": "message",
+                    "id": "msg_1",
+                    "role": "assistant",
+                    "status": "completed",
+                    "content": [{"type": "output_text", "text": answer, "annotations": []}],
+                }
+            ],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_BLOCK)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, (summary_delta, *text_deltas, completed))
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert "4111-1111-1111-1111" in scanned
+    assert answer in scanned
+    assert scanned.count(answer) == 1
+    rendered = "".join(str(item) for item in delivered)
+    assert "4111-1111-1111-1111" not in rendered
+    assert "Streaming response blocked by Model Armor" in rendered
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_deltas_of_separate_fields_do_not_form_a_finding_across_their_boundary():
+    """Two fields of a turn are separate text, so what runs across their boundary is not model output.
+
+    A reasoning summary ending in half a card number and an answer opening with the other half
+    each carry nothing to find, and joining them without a break would invent one.
+    """
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ReasoningSummaryTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    answer = "1111-1111 is not a full card"
+    summary_delta = ReasoningSummaryTextDeltaEvent(
+        type=ResponsesAPIStreamEvents.REASONING_SUMMARY_TEXT_DELTA,
+        item_id="rs_1",
+        output_index=0,
+        delta="the prefix they gave me is 4111-1111-",
+    )
+    text_delta = OutputTextDeltaEvent(
+        type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+        item_id="msg_1",
+        output_index=1,
+        content_index=0,
+        delta=answer,
+    )
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-5-mini",
+            object="response",
+            output=[
+                {
+                    "type": "message",
+                    "id": "msg_1",
+                    "role": "assistant",
+                    "status": "completed",
+                    "content": [{"type": "output_text", "text": answer, "annotations": []}],
+                }
+            ],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, (summary_delta, text_delta, completed))
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert "4111-1111-" in scanned
+    assert answer in scanned
+    assert "4111-1111-1111-1111" not in scanned
+    rendered = "".join(str(item) for item in delivered)
+    assert "Streaming response blocked by Model Armor" not in rendered
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_one_fields_deltas_still_join_into_a_single_finding():
+    """A card number split across two deltas of one field is still one card number to scan."""
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    halves = ("my card is 4111-1111-", "1111-1111")
+    text_deltas = tuple(
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id="msg_1",
+            output_index=0,
+            content_index=0,
+            delta=half,
+        )
+        for half in halves
+    )
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-5-mini",
+            object="response",
+            output=[],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_BLOCK)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, (*text_deltas, completed))
+
+    post.assert_called_once()
+    assert "4111-1111-1111-1111" in post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    rendered = "".join(str(item) for item in delivered)
+    assert "4111-1111-1111-1111" not in rendered
+    assert "Streaming response blocked by Model Armor" in rendered
+
+
+@pytest.mark.asyncio
+async def test_streaming_responses_fields_the_body_repeats_are_not_scanned_a_second_time():
+    """A turn whose visible fields all reach the terminal body is scanned once, not twice.
+
+    Two output_text fields stream as deltas and come back in the completed body, so scanning the
+    deltas on top of the body would send Model Armor two copies of everything the client sees.
+    """
+    from litellm.types.llms.openai import (
+        OutputTextDeltaEvent,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+        ResponsesAPIStreamEvents,
+    )
+
+    paragraphs = ("the first thing to know", "a second and separate point")
+    text_deltas = tuple(
+        OutputTextDeltaEvent(
+            type=ResponsesAPIStreamEvents.OUTPUT_TEXT_DELTA,
+            item_id=f"msg_{index}",
+            output_index=index,
+            content_index=0,
+            delta=paragraph,
+        )
+        for index, paragraph in enumerate(paragraphs)
+    )
+    completed = ResponseCompletedEvent(
+        type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+        response=ResponsesAPIResponse(
+            id="resp_1",
+            created_at=0,
+            model="gpt-5-mini",
+            object="response",
+            output=[
+                {
+                    "type": "message",
+                    "id": f"msg_{index}",
+                    "role": "assistant",
+                    "status": "completed",
+                    "content": [{"type": "output_text", "text": paragraph, "annotations": []}],
+                }
+                for index, paragraph in enumerate(paragraphs)
+            ],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        ),
+    )
+    guardrail = _surface_guardrail()
+    post = _armor_post_mock(_MODEL_ARMOR_CLEAN)
+
+    with patch.object(guardrail.async_handler, "post", post):
+        delivered = await _drain_surface_hook(guardrail, (*text_deltas, completed))
+
+    post.assert_called_once()
+    scanned = post.call_args.kwargs["json"]["modelResponseData"]["text"]
+    assert [scanned.count(paragraph) for paragraph in paragraphs] == [1, 1]
+    rendered = "".join(str(item) for item in delivered)
+    assert all(paragraph in rendered for paragraph in paragraphs)
+
+
+def test_every_responses_delta_event_is_in_the_scanned_set():
+    """Every ``.delta`` the Responses event enum defines is model output on its way to the client."""
+    from litellm.proxy.guardrails.guardrail_hooks.model_armor.model_armor import (
+        _RESPONSES_DELTA_EVENT_TYPES,
+    )
+    from litellm.types.llms.openai import ResponsesAPIStreamEvents
+
+    missing = {
+        event.value
+        for event in ResponsesAPIStreamEvents
+        if event.value.endswith(".delta") and event.value not in _RESPONSES_DELTA_EVENT_TYPES
+    }
+    assert not missing
+    assert "response.mcp_call_arguments.delta" in _RESPONSES_DELTA_EVENT_TYPES
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
index 4ee6741ee02..84f7611c0c0 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_presidio.py
@@ -842,24 +842,37 @@ async def test_presidio_filter_scope_initializer(monkeypatch):
 
     params_input = LitellmParams(guardrail="presidio", mode="pre_call", presidio_filter_scope="input")
     guardrail_dict = {"guardrail_name": "g1"}
-    cb = initialize_presidio(params_input, guardrail_dict)
-    assert cb is created[0]
+    callbacks = initialize_presidio(params_input, guardrail_dict)
+    assert callbacks == (created[0],)
     assert created[0].apply_to_output is False
 
     # output-only
     created.clear()
     params_output = LitellmParams(guardrail="presidio", mode="pre_call", presidio_filter_scope="output")
-    cb = initialize_presidio(params_output, guardrail_dict)
+    callbacks = initialize_presidio(params_output, guardrail_dict)
     assert len(created) == 1
+    assert callbacks == (created[0],)
     assert created[0].apply_to_output is True
 
-    # both -> expect two callbacks (input + output)
+    # both -> expect two callbacks (input + output), both returned, input first
     created.clear()
     params_both = LitellmParams(guardrail="presidio", mode="pre_call", presidio_filter_scope="both")
-    cb = initialize_presidio(params_both, guardrail_dict)
+    callbacks = initialize_presidio(params_both, guardrail_dict)
     assert len(created) == 2
-    assert any(not c.apply_to_output for c in created)
-    assert any(c.apply_to_output for c in created)
+    assert callbacks == tuple(created)
+    assert callbacks[0].apply_to_output is False
+    assert callbacks[1].apply_to_output is True
+
+    # both + output_parse_pii -> three callbacks, all returned, input first
+    created.clear()
+    params_all = LitellmParams(
+        guardrail="presidio", mode="pre_call", presidio_filter_scope="both", output_parse_pii=True
+    )
+    callbacks = initialize_presidio(params_all, guardrail_dict)
+    assert len(created) == 3
+    assert callbacks == tuple(created)
+    assert callbacks[0].apply_to_output is False
+    assert mgr.added[-3:] == list(created)
 
 
 @pytest.mark.asyncio
@@ -3116,6 +3129,18 @@ def test_update_in_memory_applies_analyze_chunk_size():
     assert guardrail.presidio_analyze_chunk_size_bytes == 99_000
 
 
+def test_update_in_memory_keeps_output_masker_from_unmasking():
+    masker = _OPTIONAL_PresidioPIIMasking(mock_testing=True, apply_to_output=True, output_parse_pii=False)
+    unmasker = _OPTIONAL_PresidioPIIMasking(mock_testing=True, output_parse_pii=True)
+    params = LitellmParams(guardrail="presidio", mode="pre_call", output_parse_pii=True)
+
+    masker.update_in_memory_litellm_params(params)
+    unmasker.update_in_memory_litellm_params(params)
+
+    assert (masker.apply_to_output, masker.output_parse_pii) == (True, False)
+    assert (unmasker.apply_to_output, unmasker.output_parse_pii) == (False, True)
+
+
 def test_merge_drops_truncated_same_type_fragment_from_overlap():
     """A boundary entity seen truncated by chunk 1 and whole by chunk 2 must
     merge to the single full span; keeping both overlapping spans corrupts the
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_straiker.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_straiker.py
index 81604e22c87..d5d1c9bf176 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_straiker.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/test_straiker.py
@@ -109,7 +109,7 @@ def test_supported_hooks_limited_to_pre_and_post():
 
 
 def test_during_call_mode_rejected_at_init():
-    with pytest.raises(ValueError, match='Event hook GuardrailEventHooks\\.during_call is not in the'):
+    with pytest.raises(ValueError, match="during_call is not in the supported event hooks"):
         StraikerGuardrail(api_key="k", event_hook="during_call")
 
 
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_openai_streaming_block.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_openai_streaming_block.py
new file mode 100644
index 00000000000..42bdf41bc88
--- /dev/null
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_openai_streaming_block.py
@@ -0,0 +1,327 @@
+"""
+Regression tests for blocking an OpenAI-format streaming response from the
+unified guardrail post-call streaming iterator hook.
+
+When a guardrail's ``apply_guardrail`` raises ``ModifyResponseException``
+while (or at the end of) a chat completions or Responses API stream is being
+relayed, the hook must emit a well-formed SSE termination sequence carrying
+the block message - NOT a bare ``data: {"error": ...}`` blob that surfaces as
+an HTTP 500 error frame and truncates the stream.
+"""
+
+import json
+from typing import Any, AsyncGenerator, Dict, Literal, Optional, Tuple, Union
+
+import pytest
+
+from litellm.integrations.custom_guardrail import (
+    CustomGuardrail,
+    ModifyResponseException,
+)
+from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.guardrails.guardrail_hooks.unified_guardrail.unified_guardrail import (
+    UnifiedLLMGuardrails,
+)
+from litellm.types.utils import (
+    Delta,
+    GenericGuardrailAPIInputs,
+    ModelResponseStream,
+    StreamingChoices,
+)
+
+BLOCK_MESSAGE = "This response was replaced by policy."
+
+JsonPayload = Dict[str, object]
+StreamChunk = Union[ModelResponseStream, JsonPayload, bytes]
+
+
+class _BlockingGuardrail(CustomGuardrail):
+    """Mock guardrail that always blocks response scans by raising ModifyResponseException."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        raise ModifyResponseException(
+            message=BLOCK_MESSAGE,
+            model="gpt-5.4-mini",
+            request_data=request_data,
+            guardrail_name=self.guardrail_name,
+        )
+
+
+class _PassingGuardrail(CustomGuardrail):
+    """Mock guardrail that always lets response scans through unchanged."""
+
+    async def apply_guardrail(
+        self,
+        inputs: GenericGuardrailAPIInputs,
+        request_data: dict,
+        input_type: Literal["request", "response"],
+        logging_obj: Optional[Any] = None,
+    ) -> GenericGuardrailAPIInputs:
+        return inputs
+
+
+def _chat_chunk(delta: Delta, finish_reason: Optional[str] = None) -> ModelResponseStream:
+    return ModelResponseStream(
+        id="chatcmpl-live",
+        created=1724900000,
+        model="gpt-5.4-mini",
+        choices=[StreamingChoices(index=0, delta=delta, finish_reason=finish_reason)],
+    )
+
+
+async def _chat_stream(end: bool) -> AsyncGenerator[ModelResponseStream, None]:
+    yield _chat_chunk(Delta(role="assistant", content="This "))
+    for text in ["is ", "the ", "original ", "answer."]:
+        yield _chat_chunk(Delta(content=text))
+    if end:
+        yield _chat_chunk(Delta(), finish_reason="stop")
+
+
+async def _responses_stream(end: bool) -> AsyncGenerator[JsonPayload, None]:
+    original_text = "This is the original answer."
+    response_envelope = {"id": "resp_live", "model": "gpt-5.4-mini", "status": "in_progress", "output": []}
+    yield {"type": "response.created", "response": response_envelope}
+    yield {"type": "response.in_progress", "response": response_envelope}
+    yield {
+        "type": "response.output_item.added",
+        "output_index": 0,
+        "item": {"id": "msg_orig", "type": "message", "role": "assistant", "content": []},
+    }
+    yield {
+        "type": "response.content_part.added",
+        "item_id": "msg_orig",
+        "output_index": 0,
+        "content_index": 0,
+        "part": {"type": "output_text", "text": "", "annotations": []},
+    }
+    for delta in ["This ", "is ", "the ", "original ", "answer."]:
+        yield {
+            "type": "response.output_text.delta",
+            "item_id": "msg_orig",
+            "output_index": 0,
+            "content_index": 0,
+            "delta": delta,
+        }
+    yield {
+        "type": "response.output_text.done",
+        "item_id": "msg_orig",
+        "output_index": 0,
+        "content_index": 0,
+        "text": original_text,
+    }
+    if end:
+        yield {
+            "type": "response.completed",
+            "response": {
+                "id": "resp_live",
+                "model": "gpt-5.4-mini",
+                "status": "completed",
+                "output": [
+                    {
+                        "id": "msg_orig",
+                        "type": "message",
+                        "role": "assistant",
+                        "status": "completed",
+                        "content": [{"type": "output_text", "text": original_text, "annotations": []}],
+                    }
+                ],
+                "usage": {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28},
+            },
+        }
+
+
+async def _run_hook(
+    route: str,
+    stream: AsyncGenerator[Union[ModelResponseStream, JsonPayload], None],
+    sampling_rate: int = 1,
+    end_of_stream_only: bool = False,
+    buffer_until_moderated: bool = False,
+    blocks: bool = True,
+) -> Tuple[StreamChunk, ...]:
+    guardrail = (
+        _BlockingGuardrail(guardrail_name="test-blocking-guardrail", event_hook="post_call")
+        if blocks
+        else _PassingGuardrail(guardrail_name="test-passing-guardrail", event_hook="post_call")
+    )
+    guardrail.streaming_sampling_rate = sampling_rate
+    guardrail.streaming_end_of_stream_only = end_of_stream_only
+    guardrail.streaming_buffer_until_moderated = buffer_until_moderated
+
+    unified_guardrail = UnifiedLLMGuardrails()
+    user_api_key_dict = UserAPIKeyAuth(api_key="test", request_route=route)
+    request_data = {
+        "messages": [{"role": "user", "content": "hi"}],
+        "guardrail_to_apply": guardrail,
+        "metadata": {"guardrails": [guardrail.guardrail_name]},
+    }
+
+    return tuple(
+        [
+            chunk
+            async for chunk in unified_guardrail.async_post_call_streaming_iterator_hook(
+                user_api_key_dict=user_api_key_dict,
+                response=stream,
+                request_data=request_data,
+            )
+        ]
+    )
+
+
+def _sse_payloads(collected: Tuple[StreamChunk, ...]) -> Tuple[JsonPayload, ...]:
+    return tuple(
+        json.loads(line[len("data:") :].strip())
+        for chunk in collected
+        if isinstance(chunk, bytes)
+        for block in chunk.decode().split("\n\n")
+        for line in block.strip().split("\n")
+        if line.startswith("data:")
+    )
+
+
+def _assert_no_error_frame(collected: Tuple[StreamChunk, ...]) -> None:
+    raw = "".join(chunk.decode() for chunk in collected if isinstance(chunk, bytes))
+    assert '"error"' not in raw, f"unexpected error blob in stream: {raw!r}"
+
+
+@pytest.mark.asyncio
+async def test_chat_pre_stream_block_emits_standalone_completion():
+    """Block on the first chunk: a standalone completion opens with a role delta
+    and ends with finish_reason content_filter."""
+    collected = await _run_hook("/v1/chat/completions", _chat_stream(end=False))
+    _assert_no_error_frame(collected)
+    payloads = _sse_payloads(collected)
+    assert payloads, "no block SSE chunks were emitted"
+    assert payloads[0]["choices"][0]["delta"] == {"role": "assistant", "content": BLOCK_MESSAGE}
+    assert payloads[-1]["choices"][0]["finish_reason"] == "content_filter"
+
+
+@pytest.mark.asyncio
+async def test_chat_mid_stream_block_continues_the_completion():
+    """Regression for the LIT-6496 500 error frame: after chunks were already
+    forwarded, the block continues the same completion id and terminates with
+    finish_reason content_filter instead of raising into an error blob."""
+    collected = await _run_hook("/v1/chat/completions", _chat_stream(end=False), sampling_rate=5)
+    _assert_no_error_frame(collected)
+    forwarded = [chunk for chunk in collected if isinstance(chunk, ModelResponseStream)]
+    assert forwarded, "original chunks should have streamed before the block"
+    payloads = _sse_payloads(collected)
+    assert payloads, "no block SSE chunks were emitted"
+    assert all(payload["id"] == "chatcmpl-live" for payload in payloads), (
+        "block chunks must continue the in-progress completion, not start a new one"
+    )
+    assert payloads[0]["choices"][0]["delta"] == {"content": BLOCK_MESSAGE}
+    assert payloads[-1]["choices"][0]["finish_reason"] == "content_filter"
+
+
+@pytest.mark.asyncio
+async def test_chat_end_of_stream_block_terminates_cleanly():
+    """Regression for bugbot's finish-ordering finding: in end_of_stream_only
+    mode the original finish chunk must be withheld until moderation decides,
+    so a block's content_filter finish is the only stream terminator a client
+    ever sees - never policy text trailing after finish_reason stop."""
+    collected = await _run_hook("/v1/chat/completions", _chat_stream(end=True), end_of_stream_only=True)
+    _assert_no_error_frame(collected)
+    forwarded = [chunk for chunk in collected if isinstance(chunk, ModelResponseStream)]
+    assert forwarded, "content chunks still stream to the client before end-of-stream moderation"
+    assert all(choice.finish_reason is None for chunk in forwarded for choice in chunk.choices), (
+        "the original finish chunk must be withheld until moderation decides"
+    )
+    payloads = _sse_payloads(collected)
+    assert BLOCK_MESSAGE in json.dumps(payloads)
+    assert payloads[-1]["choices"][0]["finish_reason"] == "content_filter"
+
+
+@pytest.mark.asyncio
+async def test_chat_end_of_stream_pass_releases_withheld_finish_chunk():
+    """When end-of-stream moderation passes, the withheld finish chunk is
+    released so a clean stream still terminates normally."""
+    collected = await _run_hook(
+        "/v1/chat/completions", _chat_stream(end=True), end_of_stream_only=True, blocks=False
+    )
+    assert not [chunk for chunk in collected if isinstance(chunk, bytes)], (
+        "a clean stream must carry no synthetic block frames"
+    )
+    forwarded = [chunk for chunk in collected if isinstance(chunk, ModelResponseStream)]
+    finish_reasons = [choice.finish_reason for chunk in forwarded for choice in chunk.choices]
+    assert finish_reasons[-1] == "stop", "the withheld finish chunk must be released after moderation passes"
+    assert all(reason is None for reason in finish_reasons[:-1])
+
+
+@pytest.mark.asyncio
+async def test_responses_buffered_block_emits_full_event_sequence():
+    """Buffered moderation blocks before anything streams: a complete synthetic
+    Responses stream from response.created through response.completed carrying
+    the block message, with the original content never released."""
+    collected = await _run_hook("/v1/responses", _responses_stream(end=True), buffer_until_moderated=True)
+    _assert_no_error_frame(collected)
+    assert not [chunk for chunk in collected if isinstance(chunk, dict)], (
+        "buffered original chunks must never be released after a block"
+    )
+    payloads = _sse_payloads(collected)
+    event_types = [payload["type"] for payload in payloads]
+    assert event_types[0] == "response.created"
+    assert "response.output_text.delta" in event_types
+    assert event_types[-1] == "response.completed"
+    completed = payloads[-1]["response"]
+    assert completed["status"] == "completed"
+    assert completed["output"][0]["content"][0]["text"] == BLOCK_MESSAGE
+    assert completed["usage"] == {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28}
+    assert "original answer" not in json.dumps(payloads)
+
+
+@pytest.mark.asyncio
+async def test_responses_mid_stream_block_continues_the_response():
+    """Regression for the LIT-6496 500 error frame and bugbot's unclosed-item
+    finding: after events were already forwarded, the block first closes the
+    output item still open on the wire, then appends the replacement item under
+    the same response id, and closes with response.completed - never a second
+    response.created and never a completed response with an item left open."""
+    collected = await _run_hook("/v1/responses", _responses_stream(end=False))
+    _assert_no_error_frame(collected)
+    forwarded = [chunk for chunk in collected if isinstance(chunk, dict)]
+    forwarded_types = [chunk["type"] for chunk in forwarded]
+    assert "response.created" in forwarded_types, "original events should have streamed before the block"
+    payloads = _sse_payloads(collected)
+    assert payloads, "no block SSE chunks were emitted"
+    block_types = [payload["type"] for payload in payloads]
+    assert "response.created" not in block_types, "a mid-stream block must not restart the response"
+    assert block_types[-1] == "response.completed"
+
+    all_events = forwarded + list(payloads)
+    opened = sorted(event["output_index"] for event in all_events if event["type"] == "response.output_item.added")
+    closed = sorted(event["output_index"] for event in all_events if event["type"] == "response.output_item.done")
+    assert opened == closed, "every output item opened on the stream must be closed before response.completed"
+    original_done_position = block_types.index("response.output_item.done")
+    block_item_position = block_types.index("response.output_item.added")
+    assert original_done_position < block_item_position, (
+        "the in-progress original item must be closed before the block item is appended"
+    )
+    assert payloads[original_done_position]["item"]["id"] == "msg_orig"
+    assert payloads[block_item_position]["output_index"] == 1, (
+        "the block item must continue after the original output item"
+    )
+    completed = payloads[-1]["response"]
+    assert completed["id"] == "resp_live"
+    assert completed["output"][0]["content"][0]["text"] == BLOCK_MESSAGE
+
+
+@pytest.mark.asyncio
+async def test_responses_end_of_stream_block_reports_original_usage():
+    collected = await _run_hook("/v1/responses", _responses_stream(end=True), end_of_stream_only=True)
+    _assert_no_error_frame(collected)
+    forwarded_types = [chunk["type"] for chunk in collected if isinstance(chunk, dict)]
+    assert "response.completed" not in forwarded_types, (
+        "the original terminal event must be withheld and replaced by the block sequence"
+    )
+    payloads = _sse_payloads(collected)
+    completed = payloads[-1]["response"]
+    assert payloads[-1]["type"] == "response.completed"
+    assert completed["id"] == "resp_live"
+    assert completed["output"][0]["content"][0]["text"] == BLOCK_MESSAGE
+    assert completed["usage"] == {"input_tokens": 7, "output_tokens": 21, "total_tokens": 28}
diff --git a/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
index 0b32558a00a..a579370ad3c 100644
--- a/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
+++ b/tests/test_litellm/proxy/guardrails/guardrail_hooks/unified_guardrails/test_unified_guardrail.py
@@ -75,19 +75,29 @@ class _NoopTranslation(BaseTranslation):
         return response
 
 
+def _patch_translation_mappings(monkeypatch, mappings):
+    """Point the unified guardrail at ``mappings`` for one test, restored by pytest.
+
+    Every override goes through this one seam: competing writers to the same state
+    are what leaked a stale handler map into unrelated test files (LIT-6834).
+    """
+    monkeypatch.setattr(unified_module, "load_guardrail_translation_mappings", lambda: mappings)
+
+
 @pytest.fixture(autouse=True)
-def _inject_mcp_handler_mapping():
+def _inject_mcp_handler_mapping(monkeypatch):
     """Inject MCP handler mapping so the unified guardrail can run inside tests."""
-    unified_module.endpoint_guardrail_translation_mappings = {
-        CallTypes.call_mcp_tool: MCPGuardrailTranslationHandler,
-        CallTypes.anthropic_messages: _NoopTranslation,
-        CallTypes.ocr: OCRHandler,
-        CallTypes.aocr: OCRHandler,
-        CallTypes.responses: OpenAIResponsesHandler,
-        CallTypes.aresponses: OpenAIResponsesHandler,
-    }
-    yield
-    unified_module.endpoint_guardrail_translation_mappings = None
+    _patch_translation_mappings(
+        monkeypatch,
+        {
+            CallTypes.call_mcp_tool: MCPGuardrailTranslationHandler,
+            CallTypes.anthropic_messages: _NoopTranslation,
+            CallTypes.ocr: OCRHandler,
+            CallTypes.aocr: OCRHandler,
+            CallTypes.responses: OpenAIResponsesHandler,
+            CallTypes.aresponses: OpenAIResponsesHandler,
+        },
+    )
 
 
 class TestUnifiedLLMGuardrails:
@@ -396,7 +406,7 @@ class TestUnifiedLLMGuardrails:
 
     class TestAsyncPostCallStreamingIteratorHook:
         @pytest.mark.asyncio
-        async def test_streaming_content_not_lost_on_sampled_chunks(self):
+        async def test_streaming_content_not_lost_on_sampled_chunks(self, monkeypatch):
             """
             Verify that every chunk's content is preserved in the output stream.
 
@@ -442,10 +452,7 @@ class TestUnifiedLLMGuardrails:
 
                     return responses_so_far
 
-            # Override the mapping to use our content-clearing translation
-            unified_module.endpoint_guardrail_translation_mappings = {
-                CallTypes.acompletion: _ContentClearingTranslation,
-            }
+            _patch_translation_mappings(monkeypatch, {CallTypes.acompletion: _ContentClearingTranslation})
 
             handler = UnifiedLLMGuardrails()
             guardrail = RecordingGuardrail()
@@ -885,12 +892,8 @@ class TestStreamingTransform:
     completions streaming surface."""
 
     @pytest.fixture(autouse=True)
-    def _use_openai_handler_mapping(self):
-        unified_module.endpoint_guardrail_translation_mappings = {
-            CallTypes.acompletion: OpenAIChatCompletionsHandler,
-        }
-        yield
-        unified_module.endpoint_guardrail_translation_mappings = None
+    def _use_openai_handler_mapping(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, {CallTypes.acompletion: OpenAIChatCompletionsHandler})
 
     @pytest.mark.asyncio
     async def test_block_only_drops_text_rewrites(self):
@@ -1719,6 +1722,10 @@ class TestAppliedGuardrailsReflectsExecution:
     decision and marks itself only when it actually ran (LIT-4650). Ordinary
     guardrails are still auto-marked by the hook after dispatch."""
 
+    @pytest.fixture(autouse=True)
+    def _use_texts_only_mapping(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, {CallTypes.pass_through: _TextsOnlyTranslation})
+
     @staticmethod
     def _data(guardrail):
         return {
@@ -1728,7 +1735,6 @@ class TestAppliedGuardrailsReflectsExecution:
         }
 
     async def _run(self, guardrail):
-        unified_module.endpoint_guardrail_translation_mappings = {CallTypes.pass_through: _TextsOnlyTranslation}
         data = self._data(guardrail)
         await UnifiedLLMGuardrails().async_pre_call_hook(
             user_api_key_dict=None,
@@ -1830,10 +1836,8 @@ class TestStreamingHttpErrorFrames:
     silently truncates the SSE stream (PR #38722 defect 1)."""
 
     @pytest.fixture(autouse=True)
-    def _use_real_mappings(self):
-        unified_module.endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
-        yield
-        unified_module.endpoint_guardrail_translation_mappings = None
+    def _use_real_mappings(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, load_guardrail_translation_mappings())
 
     @pytest.mark.asyncio
     async def test_chat_eos_block_emits_data_error_frame(self):
@@ -1844,7 +1848,8 @@ class TestStreamingHttpErrorFrames:
 
         out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
 
-        assert out[:2] == chunks
+        assert out[0] == chunks[0]
+        assert chunks[1] not in out
         frame = out[-1]
         assert isinstance(frame, bytes)
         text = frame.decode()
@@ -1937,10 +1942,8 @@ class TestStreamingGuardrailInformationBucket:
     guardrail_information write was diverted and /spend/logs showed null."""
 
     @pytest.fixture(autouse=True)
-    def _use_real_mappings(self):
-        unified_module.endpoint_guardrail_translation_mappings = load_guardrail_translation_mappings()
-        yield
-        unified_module.endpoint_guardrail_translation_mappings = None
+    def _use_real_mappings(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, load_guardrail_translation_mappings())
 
     @pytest.mark.asyncio
     async def test_chat_eos_scan_writes_guardrail_information_to_metadata(self):
@@ -1970,3 +1973,319 @@ class TestStreamingGuardrailInformationBucket:
         assert recorded[0]["guardrail_name"] == "audit-recorder"
         assert recorded[0]["guardrail_status"] == "success"
         assert request_data["metadata"]["user_api_key_user_id"] == "user-1"
+
+
+class _ScanCountingGuardrail(CustomGuardrail):
+    """Pass-through guardrail that records every response-side scan payload."""
+
+    def __init__(self, *, sampling_rate=5, end_of_stream_only=False, buffer_until_moderated=False):
+        super().__init__(guardrail_name="scan-counter")
+        self.streaming_sampling_rate = sampling_rate
+        self.streaming_end_of_stream_only = end_of_stream_only
+        self.streaming_buffer_until_moderated = buffer_until_moderated
+        self.guardrail_config = {}
+        self.scans: tuple[dict[str, object], ...] = ()
+
+    def should_run_guardrail(self, data, event_type):  # type: ignore[override]
+        return True
+
+    async def apply_guardrail(self, inputs, request_data, input_type, **kwargs):
+        self.scans = (
+            *self.scans,
+            {
+                "texts": list(inputs.get("texts") or []),
+                "tool_calls": list(inputs.get("tool_calls") or []),
+                "model": inputs.get("model"),
+            },
+        )
+        return inputs
+
+
+def _responses_delta(sequence_number, text):
+    return {
+        "type": "response.output_text.delta",
+        "sequence_number": sequence_number,
+        "item_id": "msg_1",
+        "output_index": 0,
+        "content_index": 0,
+        "delta": text,
+    }
+
+
+def _responses_tail(sequence_number, text):
+    return [
+        {
+            "type": "response.output_text.done",
+            "sequence_number": sequence_number,
+            "item_id": "msg_1",
+            "output_index": 0,
+            "content_index": 0,
+            "text": text,
+        },
+        {
+            "type": "response.completed",
+            "sequence_number": sequence_number + 1,
+            "response": {
+                "model": "gpt-5.6",
+                "output": [{"type": "message", "content": [{"type": "output_text", "text": text}]}],
+            },
+        },
+    ]
+
+
+class TestStreamingScanDedup:
+    """A sampled round whose scan payload matches the previous round (or carries
+    no text yet) is skipped, so a stream is never re-scanned for output the
+    guardrail already cleared. Regression for LIT-6692."""
+
+    @pytest.fixture(autouse=True)
+    def _use_real_mappings(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, load_guardrail_translation_mappings())
+
+    @pytest.mark.asyncio
+    async def test_chat_terminal_chunk_on_sampled_index_is_scanned_once(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=3)
+        chunks = [_stream_chunk("a"), _stream_chunk("b"), _stream_chunk("c", finish_reason="stop")]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert len(out) == 3
+        assert [scan["texts"] for scan in guardrail.scans] == [["abc"]]
+
+    @pytest.mark.asyncio
+    async def test_chat_round_with_unchanged_text_is_skipped(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=3)
+        chunks = [
+            _stream_chunk("a"),
+            _stream_chunk("b"),
+            _stream_chunk("c"),
+            _stream_chunk(None),
+            _stream_chunk(None),
+            _stream_chunk(None),
+            _stream_chunk("d", finish_reason="stop"),
+        ]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert len(out) == 7
+        assert [scan["texts"] for scan in guardrail.scans] == [["abc"], ["abcd"]]
+
+    @pytest.mark.asyncio
+    async def test_chat_finish_chunk_right_after_a_sampled_round_is_not_rescanned(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=3)
+        chunks = [_stream_chunk("a"), _stream_chunk("b"), _stream_chunk("c"), _stream_chunk(None, finish_reason="stop")]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert len(out) == 4
+        assert [scan["texts"] for scan in guardrail.scans] == [["abc"]]
+
+    @pytest.mark.asyncio
+    async def test_chat_finish_chunk_carrying_tool_calls_is_still_scanned(self):
+        from litellm.types.utils import ChatCompletionDeltaToolCall, Function
+
+        guardrail = _ScanCountingGuardrail(sampling_rate=3)
+        tool_call = ChatCompletionDeltaToolCall(
+            id="call_1", index=0, type="function", function=Function(name="get_weather", arguments='{"city": "Paris"}')
+        )
+        finish = ModelResponseStream(
+            choices=[
+                StreamingChoices(index=0, delta=Delta(content=None, tool_calls=[tool_call]), finish_reason="tool_calls")
+            ]
+        )
+        chunks = [_stream_chunk("a"), _stream_chunk("b"), _stream_chunk("c"), finish]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert len(out) == 4
+        assert [scan["texts"] for scan in guardrail.scans] == [["abc"], ["abc"]]
+        assert [call["function"]["name"] for call in guardrail.scans[1]["tool_calls"]] == ["get_weather"]
+
+    @pytest.mark.asyncio
+    async def test_chat_second_choice_finishing_later_still_gets_the_end_scan(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=3)
+        chunks = [
+            _stream_chunk("a", index=0),
+            _stream_chunk("x", index=1),
+            _stream_chunk("b", finish_reason="stop", index=0),
+            _stream_chunk("y", index=1),
+            _stream_chunk("z", finish_reason="stop", index=1),
+        ]
+
+        await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert len(guardrail.scans) == 2
+        assert any("yz" in text for text in guardrail.scans[-1]["texts"])
+
+    @pytest.mark.asyncio
+    async def test_responses_completed_event_on_sampled_index_is_scanned_once(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=5)
+        deltas = [_responses_delta(i, f"t{i}") for i in range(8)]
+        full_text = "".join(f"t{i}" for i in range(8))
+        chunks = deltas + _responses_tail(8, full_text)
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/responses")
+
+        assert len(out) == 10
+        assert [scan["texts"] for scan in guardrail.scans] == [["t0t1t2t3t4"], [full_text]]
+        assert guardrail.scans[-1]["model"] == "gpt-5.6"
+
+    @pytest.mark.asyncio
+    async def test_responses_completed_right_after_a_sampled_round_is_not_rescanned(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=5)
+        deltas = [_responses_delta(i, f"t{i}") for i in range(5)]
+        chunks = deltas + _responses_tail(5, "t0t1t2t3t4")
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/responses")
+
+        assert len(out) == 7
+        assert [scan["texts"] for scan in guardrail.scans] == [["t0t1t2t3t4"]]
+
+    @pytest.mark.asyncio
+    async def test_responses_completed_carrying_a_function_call_is_still_scanned(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=5)
+        deltas = [_responses_delta(i, f"t{i}") for i in range(5)]
+        completed = {
+            "type": "response.completed",
+            "sequence_number": 5,
+            "response": {
+                "model": "gpt-5.6",
+                "output": [
+                    {"type": "message", "content": [{"type": "output_text", "text": "t0t1t2t3t4"}]},
+                    {
+                        "type": "function_call",
+                        "id": "fc_1",
+                        "call_id": "call_1",
+                        "name": "get_weather",
+                        "arguments": '{"city": "Paris"}',
+                        "status": "completed",
+                    },
+                ],
+            },
+        }
+        chunks = deltas + [completed]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/responses")
+
+        assert len(out) == 6
+        assert [scan["texts"] for scan in guardrail.scans] == [["t0t1t2t3t4"], ["t0t1t2t3t4"]]
+        assert [call["function"]["name"] for call in guardrail.scans[1]["tool_calls"]] == ["get_weather"]
+
+    @pytest.mark.asyncio
+    async def test_responses_round_with_unchanged_text_is_skipped(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=5)
+        deltas = [_responses_delta(i, f"t{i}") for i in range(5)]
+        quiet = [{"type": "response.in_progress", "sequence_number": i} for i in range(5, 10)]
+        chunks = deltas + quiet + _responses_tail(10, "t0t1t2t3t4")
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/responses")
+
+        assert len(out) == 12
+        assert guardrail.scans == ({"texts": ["t0t1t2t3t4"], "tool_calls": [], "model": None},)
+
+    @pytest.mark.asyncio
+    async def test_responses_tool_call_done_event_is_still_scanned(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=2)
+        tool_call_done = {
+            "type": "response.output_item.done",
+            "sequence_number": 1,
+            "output_index": 1,
+            "item": {
+                "type": "function_call",
+                "id": "fc_1",
+                "call_id": "call_1",
+                "name": "get_weather",
+                "arguments": '{"city": "Paris"}',
+                "status": "completed",
+            },
+        }
+        chunks = [_responses_delta(0, "hi"), tool_call_done] + _responses_tail(2, "hi")
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/responses")
+
+        assert len(out) == 4
+        assert len(guardrail.scans) == 2
+        assert [call["function"]["name"] for call in guardrail.scans[0]["tool_calls"]] == ["get_weather"]
+        assert guardrail.scans[1]["texts"] == ["hi"]
+
+    @pytest.mark.asyncio
+    async def test_anthropic_skips_empty_round_and_terminal_duplicate(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=2)
+        chunks = _anthropic_message_chunks(["hello ", "world"])
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/messages")
+
+        assert out == chunks
+        assert [scan["texts"] for scan in guardrail.scans] == [["hello world"]]
+
+    @pytest.mark.asyncio
+    async def test_end_of_stream_only_still_scans_exactly_once(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=2, end_of_stream_only=True)
+        chunks = _anthropic_message_chunks(["hello ", "world"])
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks, request_route="/v1/messages")
+
+        assert out == chunks
+        assert [scan["texts"] for scan in guardrail.scans] == [["hello world"]]
+
+    @pytest.mark.asyncio
+    async def test_buffer_until_moderated_still_scans_exactly_once_and_releases_every_chunk(self):
+        guardrail = _ScanCountingGuardrail(sampling_rate=1, buffer_until_moderated=True)
+        chunks = [_stream_chunk("a"), _stream_chunk("b"), _stream_chunk("c", finish_reason="stop")]
+
+        out = await _drive_stream(UnifiedLLMGuardrails(), guardrail, chunks)
+
+        assert out == chunks
+        assert [scan["texts"] for scan in guardrail.scans] == [["abc"]]
+
+
+class TestTranslationMappingsAreReadLive:
+    """The hooks must read the handler map on every call, never memoize it on the module.
+
+    A second module-level cache is what let one test's handler map outlive its own
+    teardown and decide how unrelated files translated their streams (LIT-6834).
+    """
+
+    @staticmethod
+    def _ocr_request(guardrail):
+        return {
+            "guardrail_to_apply": guardrail,
+            "model": "mistral/mistral-ocr-latest",
+            "document": {
+                "type": "document_url",
+                "document_url": "https://arxiv.org/pdf/2201.04234",
+            },
+        }
+
+    async def _run_pre_call(self, guardrail):
+        await UnifiedLLMGuardrails().async_pre_call_hook(
+            user_api_key_dict=UserAPIKeyAuth(api_key="test-key"),
+            cache=DualCache(),
+            data=self._ocr_request(guardrail),
+            call_type=CallTypes.aocr.value,
+        )
+
+    @pytest.mark.asyncio
+    async def test_remapping_between_calls_changes_which_handler_runs(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, {CallTypes.completion: _NoopTranslation})
+        unmapped = RecordingGuardrail()
+        await self._run_pre_call(unmapped)
+        assert unmapped.apply_calls == []
+
+        _patch_translation_mappings(monkeypatch, {CallTypes.aocr: OCRHandler})
+        mapped = RecordingGuardrail()
+        await self._run_pre_call(mapped)
+        assert [call["input_type"] for call in mapped.apply_calls] == ["request"]
+
+    @pytest.mark.asyncio
+    async def test_module_exposes_no_second_assignable_handler_map(self, monkeypatch):
+        _patch_translation_mappings(monkeypatch, {CallTypes.aocr: OCRHandler})
+        guardrail = RecordingGuardrail()
+        await self._run_pre_call(guardrail)
+
+        assert len(guardrail.apply_calls) == 1
+        assert not [
+            name
+            for name, value in vars(unified_module).items()
+            if isinstance(value, dict) and CallTypes.aocr in value
+        ]
diff --git a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
index 9511732fd50..18aa43f7d1c 100644
--- a/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
+++ b/tests/test_litellm/proxy/guardrails/test_guardrail_endpoints.py
@@ -104,7 +104,7 @@ def mock_in_memory_handler(mocker):
     mock_handler.get_guardrail_by_id.return_value = MOCK_CONFIG_GUARDRAIL
     mock_handler.get_source.return_value = "config"
     mock_handler.initialize_guardrail = mocker.Mock()
-    mock_handler.update_in_memory_guardrail = mocker.Mock()
+    mock_handler.sync_guardrail_from_db = mocker.Mock()
     mock_handler.delete_in_memory_guardrail = mocker.Mock()
     mock_handler.reconcile_db_guardrails = mocker.Mock(return_value=[])
     return mock_handler
@@ -670,6 +670,37 @@ def test_get_provider_specific_params():
     )  # Literal type should be select
 
 
+@pytest.mark.asyncio
+async def test_provider_specific_params_includes_hide_secrets():
+    """hide-secrets lives in the enterprise package so it is not in
+    guardrail_class_registry; the endpoint must still advertise it or the
+    Add Guardrail UI dropdown never offers it (LIT-3548)."""
+    from litellm.proxy.guardrails.guardrail_endpoints import (
+        get_provider_specific_params,
+    )
+
+    provider_params = await get_provider_specific_params()
+
+    assert "hide-secrets" in provider_params
+    # populateGuardrailProviders() in the dashboard only lists providers whose
+    # entry carries a ui_friendly_name.
+    assert provider_params["hide-secrets"]["ui_friendly_name"] == "Hide Secrets"
+    assert provider_params["hide-secrets"]["detect_secrets_config"]["required"] is False
+
+
+@pytest.mark.asyncio
+async def test_add_guardrail_settings_restricts_hide_secrets_to_pre_call():
+    """hide-secrets only implements async_pre_call_hook, so offering the other
+    modes in the UI would create configs that boot clean and never run."""
+    from litellm.proxy.guardrails.guardrail_endpoints import (
+        get_guardrail_ui_settings,
+    )
+
+    settings = await get_guardrail_ui_settings()
+
+    assert settings.supported_modes_by_provider["hide-secrets"] == ["pre_call"]
+
+
 def test_optional_params_not_returned_when_not_overridden():
     """Test that optional_params is not returned when the config model doesn't override it"""
     from typing import Optional
@@ -771,7 +802,7 @@ async def test_bedrock_guardrail_prepare_request_with_api_key():
 
 
 @pytest.mark.asyncio
-async def test_bedrock_guardrail_prepare_request_without_api_key():
+async def test_bedrock_guardrail_prepare_request_without_api_key(monkeypatch):
     """Test _prepare_request method falls back to SigV4 when no api_key is provided"""
     from unittest.mock import Mock, patch
 
@@ -789,18 +820,13 @@ async def test_bedrock_guardrail_prepare_request_without_api_key():
 
     # Test data without api_key
     test_data = {"source": "INPUT", "content": [{"text": {"text": "test content"}}]}
+    monkeypatch.delenv("AWS_BEARER_TOKEN_BEDROCK", raising=False)
 
     with (
-        patch(
-            "litellm.proxy.guardrails.guardrail_hooks.bedrock_guardrails.get_secret_str"
-        ) as mock_get_secret,
         patch("botocore.auth.SigV4Auth") as mock_sigv4_auth,
         patch("botocore.awsrequest.AWSRequest") as mock_aws_request,
     ):
 
-        # Mock no AWS_BEARER_TOKEN_BEDROCK
-        mock_get_secret.return_value = None
-
         # Mock SigV4Auth
         mock_sigv4_instance = Mock()
         mock_sigv4_auth.return_value = mock_sigv4_instance
@@ -826,7 +852,7 @@ async def test_bedrock_guardrail_prepare_request_without_api_key():
 
 
 @pytest.mark.asyncio
-async def test_bedrock_guardrail_prepare_request_with_bearer_token_env():
+async def test_bedrock_guardrail_prepare_request_with_bearer_token_env(monkeypatch):
     """Test _prepare_request method uses Bearer token from environment when available"""
     from unittest.mock import Mock, patch
 
@@ -844,15 +870,9 @@ async def test_bedrock_guardrail_prepare_request_with_bearer_token_env():
 
     # Test data without api_key
     test_data = {"source": "INPUT", "content": [{"text": {"text": "test content"}}]}
+    monkeypatch.setenv("AWS_BEARER_TOKEN_BEDROCK", "env-bearer-token-456")
 
-    with (
-        patch(
-            "litellm.proxy.guardrails.guardrail_hooks.bedrock_guardrails.get_secret_str"
-        ) as mock_get_secret,
-        patch("botocore.awsrequest.AWSRequest") as mock_aws_request,
-    ):
-
-        mock_get_secret.return_value = "env-bearer-token-456"
+    with patch("botocore.awsrequest.AWSRequest") as mock_aws_request:
         mock_request_instance = Mock()
         mock_request_instance.prepare.return_value = Mock()
         mock_aws_request.return_value = mock_request_instance
@@ -1047,13 +1067,15 @@ async def test_create_guardrail_endpoint(
     "scenario,expected_result,expected_exception",
     [
         ("success_with_sync", "test-db-guardrail", None),
-        ("success_sync_fails", "test-db-guardrail", None),
+        ("success_sync_fails_unexpected_error", "test-db-guardrail", None),
+        ("sync_fails_invalid_config", None, HTTPException),
         ("database_failure", None, HTTPException),
         ("no_prisma_client", None, HTTPException),
     ],
     ids=[
         "success_with_immediate_sync",
-        "success_but_sync_fails",
+        "success_but_sync_fails_with_unexpected_error",
+        "sync_rejects_invalid_config",
         "database_error",
         "missing_prisma_client",
     ],
@@ -1073,6 +1095,7 @@ async def test_update_guardrail_endpoint(
     mock_logger = None
     if scenario == "success_with_sync":
         mock_prisma_client = mocker.Mock()
+        mock_in_memory_handler.sync_guardrail_from_db = mocker.Mock()
         mocker.patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
         mocker.patch(
             "litellm.proxy.guardrails.guardrail_endpoints.GUARDRAIL_REGISTRY",
@@ -1083,10 +1106,13 @@ async def test_update_guardrail_endpoint(
             mock_in_memory_handler,
         )
 
-    elif scenario == "success_sync_fails":
+    elif scenario == "success_sync_fails_unexpected_error":
+        # A non-ValueError/TypeError failure is not a config-rejection signal,
+        # so it keeps the pre-existing swallow-and-warn behavior rather than
+        # rolling back the DB write.
         mock_prisma_client = mocker.Mock()
-        mock_in_memory_handler.update_in_memory_guardrail.side_effect = Exception(
-            "Sync failed"
+        mock_in_memory_handler.sync_guardrail_from_db = mocker.Mock(
+            side_effect=Exception("Sync failed")
         )
         mock_logger = mocker.patch(
             "litellm.proxy.guardrails.guardrail_endpoints.verbose_proxy_logger"
@@ -1102,6 +1128,25 @@ async def test_update_guardrail_endpoint(
             mock_in_memory_handler,
         )
 
+    elif scenario == "sync_fails_invalid_config":
+        # Regression for the PUT half of the fix: a TypeError from the sync (the
+        # in-place update_in_memory_guardrail raised exactly this on every PUT)
+        # must roll back the DB write and surface a 422, not persist the
+        # rejected config with a 200.
+        mock_prisma_client = mocker.Mock()
+        mock_in_memory_handler.sync_guardrail_from_db = mocker.Mock(
+            side_effect=TypeError("vars() argument must have __dict__ attribute")
+        )
+        mocker.patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)  # test-quality-ok: reused pattern
+        mocker.patch(  # test-quality-ok: reused pattern
+            "litellm.proxy.guardrails.guardrail_endpoints.GUARDRAIL_REGISTRY",
+            mock_guardrail_registry,
+        )
+        mocker.patch(  # test-quality-ok: reused pattern
+            "litellm.proxy.guardrails.guardrail_registry.IN_MEMORY_GUARDRAIL_HANDLER",
+            mock_in_memory_handler,
+        )
+
     elif scenario == "database_failure":
         mock_prisma_client = mocker.Mock()
         mock_guardrail_registry.update_guardrail_in_db.side_effect = Exception(
@@ -1130,6 +1175,16 @@ async def test_update_guardrail_endpoint(
             assert "Database error" in str(exc_info.value.detail)
         elif scenario == "no_prisma_client":
             assert "Prisma client not initialized" in str(exc_info.value.detail)
+        elif scenario == "sync_fails_invalid_config":
+            assert exc_info.value.status_code == 422
+            assert "update rejected" in str(exc_info.value.detail)
+            # Rolled back: update_guardrail_in_db is called once for the
+            # rejected write and once more to restore the previous config.
+            assert mock_guardrail_registry.update_guardrail_in_db.call_count == 2
+            assert (
+                mock_guardrail_registry.update_guardrail_in_db.call_args.kwargs["guardrail"]
+                == MOCK_DB_GUARDRAIL
+            )
 
     else:
         result = await update_guardrail(
@@ -1145,11 +1200,11 @@ async def test_update_guardrail_endpoint(
             prisma_client=mocker.ANY,
         )
 
-        mock_in_memory_handler.update_in_memory_guardrail.assert_called_once_with(
-            guardrail_id="test-guardrail-id", guardrail=mocker.ANY
+        mock_in_memory_handler.sync_guardrail_from_db.assert_called_once_with(
+            guardrail=mocker.ANY
         )
 
-        if scenario == "success_sync_fails":
+        if scenario == "success_sync_fails_unexpected_error":
             assert mock_logger is not None
             mock_logger.warning.assert_called_once()
             assert "Failed to update" in str(mock_logger.warning.call_args)
diff --git a/tests/test_litellm/proxy/guardrails/test_guardrail_registry.py b/tests/test_litellm/proxy/guardrails/test_guardrail_registry.py
index 2c0735970d3..836668de0c8 100644
--- a/tests/test_litellm/proxy/guardrails/test_guardrail_registry.py
+++ b/tests/test_litellm/proxy/guardrails/test_guardrail_registry.py
@@ -1,3 +1,4 @@
+from collections.abc import Iterable
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -154,29 +155,103 @@ def test_duplicate_config_guardrail_names_get_distinct_stable_ids():
         registry_module.guardrail_initializer_registry.pop("dup_name_test", None)
 
 
-def test_update_in_memory_guardrail():
-    handler = InMemoryGuardrailHandler()
-    handler.guardrail_id_to_custom_guardrail["123"] = CustomGuardrail(
-        guardrail_name="test-guardrail",
-        default_on=False,
-        event_hook=GuardrailEventHooks.pre_call,
-    )
+def _register_mode_following_initializer(guardrail_type: str):
+    """Registers like the shipped initializers do: construct, then add the instance to litellm's callbacks."""
+    import litellm
+    from litellm.proxy.guardrails import guardrail_registry as registry_module
 
-    handler.update_in_memory_guardrail(
-        "123",
-        Guardrail(
-            guardrail_name="test-guardrail",
-            litellm_params=LitellmParams(guardrail="test-guardrail", mode="pre_call", default_on=True),
-        ),
-    )
-
-    assert (
-        handler.guardrail_id_to_custom_guardrail["123"].should_run_guardrail(
-            data={}, event_type=GuardrailEventHooks.pre_call
+    def _initializer(litellm_params, guardrail):
+        callback = CustomGuardrail(
+            guardrail_name=guardrail["guardrail_name"],
+            supported_event_hooks=[GuardrailEventHooks.pre_call, GuardrailEventHooks.post_call],
+            event_hook=GuardrailEventHooks(litellm_params.mode),
+            default_on=True,
         )
-        is True
+        litellm.logging_callback_manager.add_litellm_callback(callback)
+        return callback
+
+    registry_module.guardrail_initializer_registry[guardrail_type] = _initializer
+    return registry_module
+
+
+def _mode_following_db_row(guardrail_id: str, mode: str, description: str = "") -> Guardrail:
+    """The raw row GuardrailRegistry.update_guardrail_in_db hands back: litellm_params is a plain dict."""
+    return Guardrail(
+        guardrail_id=guardrail_id,
+        guardrail_name="mode-following",
+        litellm_params={"guardrail": "mode_following_test", "mode": mode, "default_on": True},
+        guardrail_info={"description": description},
     )
-    assert handler.guardrail_id_to_custom_guardrail["123"].event_hook is GuardrailEventHooks.pre_call
+
+
+def _live_instances_named(name: str) -> int:
+    return sum(1 for cb_list in _all_callback_lists() for cb in cb_list if getattr(cb, "guardrail_name", None) == name)
+
+
+def test_update_in_memory_guardrail_raw_db_row_mode_change_gates_at_the_new_stage():
+    registry_module = _register_mode_following_initializer("mode_following_test")
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler = InMemoryGuardrailHandler()
+        handler.initialize_guardrail(guardrail=_mode_following_db_row("123", "pre_call"), source="db")
+        original = handler.guardrail_id_to_custom_guardrail["123"]
+
+        handler.update_in_memory_guardrail("123", _mode_following_db_row("123", "post_call"))
+
+        replacement = handler.guardrail_id_to_custom_guardrail["123"]
+        assert replacement is not original
+        assert replacement.should_run_guardrail(data={}, event_type=GuardrailEventHooks.post_call) is True
+        assert replacement.should_run_guardrail(data={}, event_type=GuardrailEventHooks.pre_call) is False
+        assert all(original not in cb_list for cb_list in lists)
+        assert _live_instances_named("mode-following") == 1
+        assert handler.IN_MEMORY_GUARDRAILS["123"]["litellm_params"].mode == "post_call"
+        assert handler.get_source("123") == "db"
+    finally:
+        registry_module.guardrail_initializer_registry.pop("mode_following_test", None)
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
+
+
+def test_update_in_memory_guardrail_unchanged_params_keep_the_live_instance():
+    registry_module = _register_mode_following_initializer("mode_following_test")
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler = InMemoryGuardrailHandler()
+        handler.initialize_guardrail(guardrail=_mode_following_db_row("123", "pre_call", "old"), source="db")
+        original = handler.guardrail_id_to_custom_guardrail["123"]
+
+        handler.update_in_memory_guardrail("123", _mode_following_db_row("123", "pre_call", "new"))
+
+        assert handler.guardrail_id_to_custom_guardrail["123"] is original
+        assert handler.IN_MEMORY_GUARDRAILS["123"]["guardrail_info"] == {"description": "new"}
+        assert _live_instances_named("mode-following") == 1
+    finally:
+        registry_module.guardrail_initializer_registry.pop("mode_following_test", None)
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
+
+
+def test_update_in_memory_guardrail_invalid_row_keeps_the_previous_instance_enforcing():
+    registry_module = _register_mode_following_initializer("mode_following_test")
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler = InMemoryGuardrailHandler()
+        handler.initialize_guardrail(guardrail=_mode_following_db_row("123", "pre_call"), source="db")
+
+        with pytest.raises(ValueError, match="not in the supported event hooks"):
+            handler.update_in_memory_guardrail("123", _mode_following_db_row("123", "during_call"))
+
+        restored = handler.guardrail_id_to_custom_guardrail["123"]
+        assert restored.should_run_guardrail(data={}, event_type=GuardrailEventHooks.pre_call) is True
+        assert handler.IN_MEMORY_GUARDRAILS["123"]["litellm_params"].mode == "pre_call"
+        assert _live_instances_named("mode-following") == 1
+    finally:
+        registry_module.guardrail_initializer_registry.pop("mode_following_test", None)
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
 
 
 def _make_guardrail(guardrail_id: str, name: str = "g") -> Guardrail:
@@ -491,6 +566,148 @@ def test_repeated_db_sync_does_not_accumulate_runner_instances():
             cb_list[:] = snapshot
 
 
+PRESIDIO_SIBLINGS_GID = "55555555-5555-5555-5555-555555555555"
+PRESIDIO_SIBLINGS_NAME = "presidio-siblings"
+
+
+def _presidio_db_guardrail(pii_entities_config: dict[str, str]) -> Guardrail:
+    return Guardrail(
+        guardrail_id=PRESIDIO_SIBLINGS_GID,
+        guardrail_name=PRESIDIO_SIBLINGS_NAME,
+        litellm_params={
+            "guardrail": "presidio",
+            "mode": "pre_call",
+            "default_on": True,
+            "output_parse_pii": True,
+            "presidio_filter_scope": "both",
+            "presidio_analyzer_api_base": "https://fakelink.com/v1/presidio/analyze",
+            "presidio_anonymizer_api_base": "https://fakelink.com/v1/presidio/anonymize",
+            "pii_entities_config": pii_entities_config,
+        },
+    )
+
+
+def _presidio_callbacks_in(cb_list: Iterable[object]) -> list[CustomGuardrail]:
+    return [
+        callback
+        for callback in cb_list
+        if isinstance(callback, CustomGuardrail) and getattr(callback, "guardrail_name", None) == PRESIDIO_SIBLINGS_NAME
+    ]
+
+
+def test_presidio_siblings_are_tracked_and_deleted_together():
+    """
+    A presidio guardrail scoped to both stages registers the pre_call primary plus
+    the post_call unmask and mask-output siblings. Deleting the guardrail must remove
+    all three from every callback list, not just the primary.
+    """
+    import litellm
+
+    handler = InMemoryGuardrailHandler()
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler.initialize_guardrail(_presidio_db_guardrail({"EMAIL_ADDRESS": "MASK"}))
+
+        registered = _presidio_callbacks_in(litellm.callbacks)
+        assert len(registered) == 3
+        primary = handler.guardrail_id_to_custom_guardrail[PRESIDIO_SIBLINGS_GID]
+        siblings = handler.guardrail_id_to_sibling_callbacks[PRESIDIO_SIBLINGS_GID]
+        assert primary is registered[0]
+        assert siblings == tuple(registered[1:])
+        assert [sibling.event_hook for sibling in siblings] == [GuardrailEventHooks.post_call] * 2
+
+        for cb_list in lists[1:]:
+            cb_list.extend(registered)
+
+        handler.delete_in_memory_guardrail(PRESIDIO_SIBLINGS_GID)
+
+        for cb_list in lists:
+            assert _presidio_callbacks_in(cb_list) == []
+        assert PRESIDIO_SIBLINGS_GID not in handler.guardrail_id_to_custom_guardrail
+        assert PRESIDIO_SIBLINGS_GID not in handler.guardrail_id_to_sibling_callbacks
+    finally:
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
+
+
+def test_update_in_memory_guardrail_rebuilds_presidio_siblings_and_keeps_their_stage():
+    import litellm
+
+    handler = InMemoryGuardrailHandler()
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler.initialize_guardrail(_presidio_db_guardrail({"EMAIL_ADDRESS": "MASK", "IP_ADDRESS": "MASK"}))
+        tracked = _presidio_callbacks_in(litellm.callbacks)
+        roles_before = [
+            (callback.apply_to_output, callback.output_parse_pii, callback.event_hook) for callback in tracked
+        ]
+        assert roles_before == [
+            (False, True, [GuardrailEventHooks.pre_call, GuardrailEventHooks.post_call]),
+            (False, True, GuardrailEventHooks.post_call),
+            (True, False, GuardrailEventHooks.post_call),
+        ]
+
+        updated = Guardrail(
+            guardrail_id=PRESIDIO_SIBLINGS_GID,
+            guardrail_name=PRESIDIO_SIBLINGS_NAME,
+            litellm_params=LitellmParams(
+                guardrail="presidio",
+                mode="pre_call",
+                default_on=True,
+                output_parse_pii=True,
+                presidio_filter_scope="both",
+                presidio_analyzer_api_base="https://fakelink.com/v1/presidio/analyze",
+                presidio_anonymizer_api_base="https://fakelink.com/v1/presidio/anonymize",
+                pii_entities_config={"EMAIL_ADDRESS": "MASK"},
+            ),
+        )
+        handler.update_in_memory_guardrail(guardrail_id=PRESIDIO_SIBLINGS_GID, guardrail=updated)
+
+        rebuilt = _presidio_callbacks_in(litellm.callbacks)
+        assert len(rebuilt) == 3
+        assert [callback.pii_entities_config for callback in rebuilt] == [{"EMAIL_ADDRESS": "MASK"}] * 3
+        assert [
+            (callback.apply_to_output, callback.output_parse_pii, callback.event_hook) for callback in rebuilt
+        ] == roles_before
+        assert not any(previous in rebuilt for previous in tracked)
+        assert handler.guardrail_id_to_custom_guardrail[PRESIDIO_SIBLINGS_GID] is rebuilt[0]
+        assert handler.guardrail_id_to_sibling_callbacks[PRESIDIO_SIBLINGS_GID] == tuple(rebuilt[1:])
+    finally:
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
+
+
+def test_repeated_db_sync_replaces_presidio_siblings_instead_of_leaking_stale_ones():
+    """
+    The callback manager dedupes custom loggers by their scalar attributes, so a
+    leaked post_call sibling blocks the re-initialized sibling from registering and
+    keeps serving the previous entity config. After every DB re-sync, each callback
+    list must hold exactly the three current instances, all on the latest config.
+    """
+    import litellm
+
+    handler = InMemoryGuardrailHandler()
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        entity_configs = [{"EMAIL_ADDRESS": "MASK"}, {"EMAIL_ADDRESS": "MASK", "IP_ADDRESS": "MASK"}]
+        for cycle in range(4):
+            latest = entity_configs[cycle % 2]
+            handler.sync_guardrail_from_db(_presidio_db_guardrail(latest))
+            for cb_list in lists[1:]:
+                cb_list.extend(_presidio_callbacks_in(litellm.callbacks))
+
+            for cb_list in lists:
+                current = _presidio_callbacks_in(cb_list)
+                assert len({id(callback) for callback in current}) == 3
+                assert all(callback.pii_entities_config == latest for callback in current)
+    finally:
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
+
+
 def _judge_guardrail(guardrail_id: str) -> Guardrail:
     return Guardrail(
         guardrail_id=guardrail_id,
@@ -774,3 +991,96 @@ def test_reinitialize_guardrail_restores_previous_on_failure():
         assert restored.guardrail_name == "restore-me"
     finally:
         registry_module.guardrail_initializer_registry.pop("restore_test", None)
+
+
+def test_reinitialize_guardrail_raises_value_error_for_non_value_error_init_failures():
+    """Regression for the LIT-6479 fix's 422 path: a constructor failure that is not
+    already a ValueError/TypeError (re.error from an invalid regex has neither in its
+    MRO) must still surface as ValueError, so the PUT/PATCH endpoints' rollback+422
+    catch is exhaustive instead of warn-and-200 persisting a broken config."""
+    import re
+
+    from litellm.proxy.guardrails import guardrail_registry as registry_module
+
+    def _initializer(litellm_params, guardrail):
+        if litellm_params.api_key == "bad-regex":
+            re.compile("([")
+        return CustomGuardrail(
+            guardrail_name=guardrail["guardrail_name"],
+            event_hook=GuardrailEventHooks.pre_call,
+            default_on=True,
+        )
+
+    registry_module.guardrail_initializer_registry["regex_test"] = _initializer
+    try:
+        handler = InMemoryGuardrailHandler()
+        created = handler.initialize_guardrail(
+            guardrail={
+                "guardrail_name": "regex-me",
+                "litellm_params": {"guardrail": "regex_test", "mode": "pre_call", "api_key": "ok"},
+            },
+        )
+        guardrail_id = created["guardrail_id"]
+
+        with pytest.raises(ValueError, match="Guardrail initialization failed") as excinfo:
+            handler.reinitialize_guardrail(
+                guardrail={
+                    "guardrail_id": guardrail_id,
+                    "guardrail_name": "regex-me",
+                    "litellm_params": {"guardrail": "regex_test", "mode": "pre_call", "api_key": "bad-regex"},
+                },
+            )
+
+        assert isinstance(excinfo.value.__cause__, re.error)
+        assert guardrail_id in handler.IN_MEMORY_GUARDRAILS
+        restored = handler.guardrail_id_to_custom_guardrail[guardrail_id]
+        assert restored is not None and restored.guardrail_name == "regex-me"
+    finally:
+        registry_module.guardrail_initializer_registry.pop("regex_test", None)
+
+
+def test_sync_guardrail_from_db_applies_db_dict_params_to_live_instance():
+    """
+    Regression for PUT /guardrails/{id}: the DB row arrives with litellm_params as
+    a plain jsonb dict, and the in-place update_in_memory_guardrail cast it to
+    LitellmParams without constructing one, so vars() raised and the running proxy
+    kept enforcing the stale config forever. The PUT endpoint now routes through
+    sync_guardrail_from_db, which must rebuild the live instance from the dict:
+    new blocked words compiled in, old ones gone, and the event hook re-derived
+    from mode (the base-class setattr path wrote self.mode while dispatch reads
+    self.event_hook, so only a full re-init applies a mode change).
+    """
+    from litellm.proxy.guardrails.guardrail_hooks.litellm_content_filter.content_filter import (
+        ContentFilterGuardrail,
+    )
+
+    handler = InMemoryGuardrailHandler()
+    gid = "66666666-6666-6666-6666-666666666666"
+
+    def db_guardrail(word: str, mode: str) -> Guardrail:
+        return Guardrail(
+            guardrail_id=gid,
+            guardrail_name="cf-put-sync",
+            litellm_params={
+                "guardrail": "litellm_content_filter",
+                "mode": mode,
+                "default_on": True,
+                "blocked_words": [{"keyword": word, "action": "BLOCK"}],
+            },
+        )
+
+    lists = _all_callback_lists()
+    snapshots = [list(cb_list) for cb_list in lists]
+    try:
+        handler.sync_guardrail_from_db(db_guardrail("foobarblock", "pre_call"))
+        handler.sync_guardrail_from_db(db_guardrail("quxnewblock", "during_call"))
+
+        instance = handler.guardrail_id_to_custom_guardrail[gid]
+        assert isinstance(instance, ContentFilterGuardrail)
+        assert instance._check_blocked_words("hello QUXNEWBLOCK") is not None
+        assert instance._check_blocked_words("hello FOOBARBLOCK") is None
+        assert instance.event_hook == GuardrailEventHooks.during_call
+        assert instance.should_run_guardrail(data={}, event_type=GuardrailEventHooks.during_call) is True
+    finally:
+        for cb_list, snapshot in zip(lists, snapshots):
+            cb_list[:] = snapshot
diff --git a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
index e3f71692c78..624d2f00817 100644
--- a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
+++ b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
@@ -15,6 +15,7 @@ from prisma.errors import ClientNotConnectedError, HTTPClientClosedError, Prisma
 import litellm
 import litellm.proxy.health_endpoints._health_endpoints as _health_endpoints_module
 from litellm.litellm_core_utils.health_check_helpers import TEST_IMAGE_BASE64
+from litellm.models.credentials import CredentialItem
 from litellm.proxy._types import LitellmUserRoles, ProxyException, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.health_endpoints._health_endpoints import (
@@ -1238,6 +1239,18 @@ def test_health_liveness_endpoint(proxy_client):
     print(f"\n/health/liveness response time: {duration_ms:.2f}ms")
 
 
+def test_health_backlog_includes_admission_control_stats(proxy_client):
+    response = proxy_client.get("/health/backlog")
+
+    assert response.status_code == 200, response.text
+    assert set(response.json()) == {
+        "in_flight_requests",
+        "admitted_requests",
+        "queued_requests",
+        "rejected_requests",
+    }
+
+
 def test_health_readiness(proxy_client):
     """
     Test /health/readiness endpoint.
@@ -2663,6 +2676,172 @@ class TestConfigBaseForHealthCheck:
         assert base["litellm_credential_name"] == "OpenAI-prod"
         assert base["api_key"] == "sk-configured"
 
+    def test_request_naming_another_credential_does_not_inherit_config_credentials(self):
+        base = self._base(self.CONFIG, {"model": "openai/gpt-4o", "litellm_credential_name": "Another-cred"})
+        assert "api_key" not in base
+        assert "api_base" not in base
+        assert "vertex_credentials" not in base
+        assert base["rpm"] == 100
+
+    def test_blank_credential_name_names_no_credential(self):
+        base = self._base(self.CONFIG, {"model": "openai/gpt-4o", "litellm_credential_name": ""})
+        assert base["api_key"] == "sk-configured"
+
+    def test_opt_in_does_not_put_config_credentials_over_a_named_credential(self):
+        base = self._base(
+            self.CONFIG,
+            {"model": "openai/gpt-4o", "litellm_credential_name": "Another-cred"},
+            allow_client_side_credentials=True,
+        )
+        assert "api_key" not in base
+
+
+class TestTestConnectionUsesTheNamedCredential:
+    CREDENTIAL_KEY = "sk-credential-key"
+    OTHER_DEPLOYMENT_KEY = "sk-other-deployment-key"
+    OTHER_DEPLOYMENT_BASE = "https://other-deployment.example/v1"
+    REQUEST = {
+        "model": "xai/grok-4",
+        "custom_llm_provider": "xai",
+        "litellm_credential_name": "my-xai-cred",
+    }
+    COMPLETION = {
+        "id": "chatcmpl-test",
+        "object": "chat.completion",
+        "created": 1700000000,
+        "model": "grok-4",
+        "choices": [{"index": 0, "finish_reason": "stop", "message": {"role": "assistant", "content": "ok"}}],
+        "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2},
+    }
+
+    @staticmethod
+    def _credential(**values: str) -> CredentialItem:
+        return CredentialItem(credential_name="my-xai-cred", credential_info={}, credential_values=values)
+
+    @staticmethod
+    def _wildcard_deployment(**litellm_params: str) -> dict:
+        return {
+            "model_name": "xai/*",
+            "litellm_params": {"model": "xai/*", **litellm_params},
+            "model_info": {"id": "unrelated-wildcard-deployment"},
+        }
+
+    def _probe(
+        self,
+        monkeypatch,
+        deployment: dict,
+        request_litellm_params: dict,
+        deployment_by_id: object | None = None,
+        request_model_info: dict | None = None,
+    ) -> httpx.Request:
+        """Run /health/test_connection and hand back the upstream request it made."""
+        monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+        litellm.in_memory_llm_clients_cache.flush_cache()
+
+        app = FastAPI()
+        app.include_router(_health_endpoints_module.router)
+        app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+
+        router = MagicMock()
+        router.get_model_list.return_value = [deployment]
+        router.get_deployment.return_value = deployment_by_id
+
+        with (
+            patch(  # test-quality-ok: the endpoint reads the proxy-global DB client and 500s when it is None; it has no injection seam
+                "litellm.proxy.proxy_server.prisma_client", MagicMock()
+            ),
+            patch(  # test-quality-ok: the deployment the probe is matched against is a proxy global; it has no injection seam
+                "litellm.proxy.proxy_server.llm_router", router
+            ),
+            respx.mock(assert_all_called=True) as respx_mock,
+        ):
+            respx_mock.post(path__regex=r".*/chat/completions").respond(json=self.COMPLETION)
+            response = TestClient(app).post(
+                "/health/test_connection",
+                json={
+                    "mode": "chat",
+                    "litellm_params": request_litellm_params,
+                    "model_info": request_model_info or {"mode": "chat"},
+                },
+            )
+            probe = respx_mock.calls.last.request
+
+        assert response.status_code == 200, response.text
+        assert response.json()["status"] == "success", response.text
+        return probe
+
+    def test_named_credentials_key_is_sent_not_the_matched_deployments_key(self, monkeypatch):
+        monkeypatch.setattr(litellm, "credential_list", [self._credential(api_key=self.CREDENTIAL_KEY)])
+
+        probe = self._probe(
+            monkeypatch,
+            self._wildcard_deployment(api_key=self.OTHER_DEPLOYMENT_KEY),
+            self.REQUEST,
+        )
+
+        assert probe.headers["authorization"] == f"Bearer {self.CREDENTIAL_KEY}"
+
+    def test_named_credentials_api_base_is_used_not_the_matched_deployments(self, monkeypatch):
+        monkeypatch.setattr(
+            litellm,
+            "credential_list",
+            [self._credential(api_key=self.CREDENTIAL_KEY, api_base="https://credential.example/v1")],
+        )
+
+        probe = self._probe(
+            monkeypatch,
+            self._wildcard_deployment(api_base=self.OTHER_DEPLOYMENT_BASE),
+            self.REQUEST,
+        )
+
+        assert probe.url.host == "credential.example"
+
+    def test_named_credential_without_an_api_base_leaves_the_provider_default(self, monkeypatch):
+        monkeypatch.setattr(litellm, "credential_list", [self._credential(api_key=self.CREDENTIAL_KEY)])
+
+        probe = self._probe(
+            monkeypatch,
+            self._wildcard_deployment(api_base=self.OTHER_DEPLOYMENT_BASE),
+            self.REQUEST,
+        )
+
+        assert probe.url.host == "api.x.ai"
+
+    def test_configured_model_named_without_a_credential_still_inherits_its_config(self, monkeypatch):
+        probe = self._probe(
+            monkeypatch,
+            self._wildcard_deployment(api_key=self.OTHER_DEPLOYMENT_KEY, api_base=self.OTHER_DEPLOYMENT_BASE),
+            {"model": "xai/grok-4", "custom_llm_provider": "xai"},
+        )
+
+        assert probe.headers["authorization"] == f"Bearer {self.OTHER_DEPLOYMENT_KEY}"
+        assert probe.url.host == "other-deployment.example"
+
+    def test_deployment_probed_by_id_keeps_the_endpoint_it_is_configured_with(self, monkeypatch):
+        """The model detail page always echoes back the credential the deployment already uses."""
+        from litellm.types.router import Deployment, LiteLLM_Params
+
+        monkeypatch.setattr(litellm, "credential_list", [self._credential(api_key=self.CREDENTIAL_KEY)])
+
+        probe = self._probe(
+            monkeypatch,
+            self._wildcard_deployment(api_key=self.OTHER_DEPLOYMENT_KEY, api_base=self.OTHER_DEPLOYMENT_BASE),
+            self.REQUEST,
+            deployment_by_id=Deployment(
+                model_name="grok-4",
+                litellm_params=LiteLLM_Params(
+                    model="xai/grok-4",
+                    api_base="https://configured.example/v1",
+                    litellm_credential_name="my-xai-cred",
+                ),
+                model_info={"id": "configured-deployment"},
+            ),
+            request_model_info={"id": "configured-deployment", "mode": "chat"},
+        )
+
+        assert probe.url.host == "configured.example"
+        assert probe.headers["authorization"] == f"Bearer {self.CREDENTIAL_KEY}"
+
 
 class TestNoRedisWarning:
     """`show_no_redis_warning` drives the Admin UI's default-on "no Redis" banner."""
diff --git a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
index fc0088b28d7..4003286d887 100644
--- a/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
+++ b/tests/test_litellm/proxy/hooks/test_parallel_request_limiter_v3.py
@@ -3647,6 +3647,173 @@ async def test_stash_applies_when_owner_or_callback_call_id_missing():
     assert claimed.reservation_released is True
 
 
+async def _reserve_tpm_for_owner_call(handler, local_cache, api_key: str, call_id: str) -> int:
+    await handler.async_pre_call_hook(
+        user_api_key_dict=UserAPIKeyAuth(api_key=api_key, tpm_limit=10_000),
+        cache=local_cache,
+        data={
+            "model": "gpt-4o-mini",
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 50,
+            "litellm_call_id": call_id,
+        },
+        call_type="completion",
+    )
+    stash = get_request_stash()
+    assert stash is not None and stash.reserved_tokens > 0
+    return stash.reserved_tokens
+
+
+@pytest.mark.asyncio
+async def test_failure_event_settles_tpm_reservation_at_recovered_partial_usage_v3():
+    """
+    A stream that fails mid-way after the model already produced tokens is
+    logged as a failure carrying the recovered partial usage. Those tokens
+    were consumed, so the TPM window must settle at them instead of refunding
+    the whole reservation (which would let repeated timeouts burn output
+    tokens for free).
+    """
+    _api_key = hash_token("sk-partial-stream-failure")
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=InternalUsageCache(local_cache))
+    tokens_key = handler.create_rate_limit_keys(key="api_key", value=_api_key, rate_limit_type="tokens")
+    await _reserve_tpm_for_owner_call(handler, local_cache, _api_key, "partial-call")
+
+    await handler.async_log_failure_event(
+        kwargs={
+            "litellm_call_id": "partial-call",
+            "standard_logging_object": {"metadata": {"user_api_key_hash": _api_key}},
+            "combined_usage_object": Usage(prompt_tokens=20, completion_tokens=7, total_tokens=27),
+        },
+        response_obj=None,
+        start_time=None,
+        end_time=None,
+    )
+
+    assert int(await local_cache.async_get_cache(key=tokens_key) or 0) == 27
+    stash = get_request_stash()
+    assert stash is not None and stash.reservation_released is True
+
+
+@pytest.mark.asyncio
+async def test_failure_event_refunds_reservation_for_input_only_estimate_v3():
+    """
+    A failure with no recovered output carries only the input-token estimate
+    the proxy lifts onto every failure; that is not consumed usage, so the
+    reservation is still refunded in full.
+    """
+    _api_key = hash_token("sk-estimated-failure")
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=InternalUsageCache(local_cache))
+    tokens_key = handler.create_rate_limit_keys(key="api_key", value=_api_key, rate_limit_type="tokens")
+    await _reserve_tpm_for_owner_call(handler, local_cache, _api_key, "estimate-call")
+
+    await handler.async_log_failure_event(
+        kwargs={
+            "litellm_call_id": "estimate-call",
+            "standard_logging_object": {"metadata": {"user_api_key_hash": _api_key}},
+            "combined_usage_object": Usage(prompt_tokens=20, completion_tokens=0, total_tokens=20),
+        },
+        response_obj=None,
+        start_time=None,
+        end_time=None,
+    )
+
+    assert int(await local_cache.async_get_cache(key=tokens_key) or 0) == 0
+
+
+@pytest.mark.asyncio
+async def test_post_call_failure_hook_settles_reservation_at_recovered_partial_usage_v3():
+    """
+    Pass-through streams report a mid-stream failure through the proxy-level
+    failure hook first, with the recovered usage lifted onto request_data.
+    That hook must settle at the partial usage too, and the later failure
+    callback must not double-apply it.
+    """
+    _api_key = hash_token("sk-partial-post-call")
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=InternalUsageCache(local_cache))
+    user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, tpm_limit=10_000)
+    tokens_key = handler.create_rate_limit_keys(key="api_key", value=_api_key, rate_limit_type="tokens")
+    await _reserve_tpm_for_owner_call(handler, local_cache, _api_key, "post-call")
+
+    await handler.async_post_call_failure_hook(
+        request_data={
+            "model": "gpt-4o-mini",
+            "litellm_call_id": "post-call",
+            "combined_usage_object": Usage(prompt_tokens=20, completion_tokens=7, total_tokens=27),
+        },
+        original_exception=Exception("upstream dropped the stream"),
+        user_api_key_dict=user_api_key_dict,
+    )
+    assert int(await local_cache.async_get_cache(key=tokens_key) or 0) == 27
+
+    await handler.async_log_failure_event(
+        kwargs={
+            "litellm_call_id": "post-call",
+            "standard_logging_object": {"metadata": {"user_api_key_hash": _api_key}},
+            "combined_usage_object": Usage(prompt_tokens=20, completion_tokens=7, total_tokens=27),
+        },
+        response_obj=None,
+        start_time=None,
+        end_time=None,
+    )
+    assert int(await local_cache.async_get_cache(key=tokens_key) or 0) == 27
+
+
+@pytest.mark.asyncio
+async def test_failure_event_settles_project_itpm_otpm_at_recovered_partial_usage_v3():
+    """
+    Project ITPM/OTPM reservations settle the same way: input at the billable
+    prompt tokens and output at the completion tokens the failed stream
+    actually produced.
+    """
+    _api_key = hash_token("sk-partial-project-io")
+    local_cache = DualCache()
+    handler = _PROXY_MaxParallelRequestsHandler(internal_usage_cache=InternalUsageCache(local_cache))
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key=_api_key,
+        project_id="proj-partial",
+        project_metadata={
+            "model_itpm_limit": {"gpt-4o-mini": 10_000},
+            "model_otpm_limit": {"gpt-4o-mini": 10_000},
+        },
+    )
+    await handler.async_pre_call_hook(
+        user_api_key_dict=user_api_key_dict,
+        cache=local_cache,
+        data={
+            "model": "gpt-4o-mini",
+            "messages": [{"role": "user", "content": "hello"}],
+            "max_tokens": 50,
+            "litellm_call_id": "project-call",
+        },
+        call_type="completion",
+    )
+    stash = get_request_stash()
+    assert stash is not None and stash.itpm_reserved_tokens > 0 and stash.otpm_reserved_tokens > 0
+    itpm_key = handler.create_rate_limit_keys(
+        key="model_per_project_itpm", value="proj-partial:gpt-4o-mini", rate_limit_type="tokens"
+    )
+    otpm_key = handler.create_rate_limit_keys(
+        key="model_per_project_otpm", value="proj-partial:gpt-4o-mini", rate_limit_type="tokens"
+    )
+
+    await handler.async_log_failure_event(
+        kwargs={
+            "litellm_call_id": "project-call",
+            "standard_logging_object": {"metadata": {"user_api_key_hash": _api_key}},
+            "combined_usage_object": Usage(prompt_tokens=20, completion_tokens=7, total_tokens=27),
+        },
+        response_obj=None,
+        start_time=None,
+        end_time=None,
+    )
+
+    assert int(await local_cache.async_get_cache(key=itpm_key) or 0) == 20
+    assert int(await local_cache.async_get_cache(key=otpm_key) or 0) == 7
+
+
 # ----------------------- Per-MCP-server rate limiting (v3) -----------------------
 
 
diff --git a/tests/test_litellm/proxy/image_endpoints/test_endpoints.py b/tests/test_litellm/proxy/image_endpoints/test_endpoints.py
index 91a011a8234..203391aadad 100644
--- a/tests/test_litellm/proxy/image_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/image_endpoints/test_endpoints.py
@@ -5,10 +5,13 @@ from typing import Any, Dict
 
 import orjson
 import pytest
+from fastapi import FastAPI
+from fastapi.testclient import TestClient
 from starlette.requests import Request
 from starlette.responses import Response
 
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.image_endpoints import endpoints
 
 
@@ -115,3 +118,52 @@ async def test_image_generation_prompt_rerouting(monkeypatch):
     assert captured_route_request_data["prompt"] == "sanitized prompt"
     assert "messages" not in captured_route_request_data
     assert response.headers.get("x-callback-test") == "value"
+
+
+def _image_edit_client(monkeypatch, captured: Dict[str, Any]) -> TestClient:
+    class CaptureProcessing:
+        def __init__(self, data: Dict[str, Any]) -> None:
+            captured.update(data)
+
+        async def base_process_llm_request(self, **_: Any) -> Dict[str, Any]:
+            return {"data": [{"b64_json": "aGk="}]}
+
+    monkeypatch.setattr(endpoints, "ProxyBaseLLMRequestProcessing", CaptureProcessing)
+    monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+    monkeypatch.setattr("litellm.proxy.proxy_server.user_model", None)
+
+    app = FastAPI()
+    app.include_router(endpoints.router)
+    app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth()
+    return TestClient(app)
+
+
+def test_image_edit_multipart_n_reaches_the_provider_as_an_int(monkeypatch):
+    """A multipart `n` must not arrive as the string Starlette parsed it into."""
+    captured: Dict[str, Any] = {}
+
+    response = _image_edit_client(monkeypatch, captured).post(
+        "/v1/images/edits",
+        files={"image": ("tree.png", b"\x89PNG\r\n\x1a\n", "image/png")},
+        data={"model": "nova-canvas", "prompt": "add a hat", "n": "2", "size": "1024x1024"},
+    )
+
+    assert response.status_code == 200
+    assert captured["n"] == 2
+    assert isinstance(captured["n"], int)
+    assert captured["size"] == "1024x1024"
+    assert captured["prompt"] == "add a hat"
+
+
+def test_image_edit_multipart_n_that_is_not_a_number_is_left_alone(monkeypatch):
+    """An unparseable `n` still reaches the provider, which rejects it as before."""
+    captured: Dict[str, Any] = {}
+
+    response = _image_edit_client(monkeypatch, captured).post(
+        "/v1/images/edits",
+        files={"image": ("tree.png", b"\x89PNG\r\n\x1a\n", "image/png")},
+        data={"model": "nova-canvas", "prompt": "add a hat", "n": "two"},
+    )
+
+    assert response.status_code == 200
+    assert captured["n"] == "two"
diff --git a/tests/test_litellm/proxy/list_api/test_list_framework.py b/tests/test_litellm/proxy/list_api/test_list_framework.py
index 6ed3ab369c2..ab7ef229e1a 100644
--- a/tests/test_litellm/proxy/list_api/test_list_framework.py
+++ b/tests/test_litellm/proxy/list_api/test_list_framework.py
@@ -25,6 +25,7 @@ from litellm.proxy.list_api.list_framework import (
     SortKey,
     Within,
     build_query_plan,
+    handle_facet,
     handle_list,
     order_by_sql,
     where_sql,
@@ -892,3 +893,107 @@ def test_the_facet_page_shapes_are_untouched_by_page_mode():
 
     assert set(links) == {"self", "prev", "next"}
     assert links["next"] == "/management/v1/budgets?q=ac&page=3"
+
+
+# ------------------------------------------------------- facet request handling
+
+
+class RecordingFacetExecutor:
+    """Records the one call `handle_facet` is allowed to make, so a rejected request
+    can be shown never to have reached it."""
+
+    def __init__(self, values: tuple[str, ...] = ()) -> None:
+        self.values = values
+        self.field: str | None = None
+        self.where: tuple[object, ...] | None = None
+
+    async def distinct(self, field: str, where: tuple[object, ...]) -> Sequence[str]:
+        self.field = field
+        self.where = where
+        return self.values
+
+
+async def _facet_problem(query: str, spec: ListSpec[BudgetRow, BudgetOut] | None = None) -> ProblemDetail:
+    executor = RecordingFacetExecutor(values=("a", "b"))
+    with pytest.raises(ManagementProblem) as raised:
+        await handle_facet(
+            spec=spec or _spec(),
+            executor=executor,
+            request=_request(query),
+            caller=CALLER,
+            field="created_by",
+        )
+    assert executor.field is None, "a rejected facet request still queried the executor"
+    return raised.value.problem
+
+
+@pytest.mark.asyncio
+async def test_a_facet_conjoins_the_scope_with_the_callers_filters():
+    """The scope is the one predicate a caller cannot drop, so a facet has to add to it
+    rather than replace it: otherwise a dropdown lists values from rows the caller
+    cannot see in the table."""
+    spec = _spec(scope=lambda caller: ScopeWhere(where=(Compare(field="created_by", op="eq", value="caller-1"),)))
+    executor = RecordingFacetExecutor(values=("caller-1",))
+
+    response = await handle_facet(
+        spec=spec,
+        executor=executor,
+        request=_request("filter[max_budget][gte]=5&q=ac"),
+        caller=CALLER,
+        field="created_by",
+    )
+
+    assert tuple(response.data) == ("caller-1",)
+    assert executor.where == (
+        Compare(field="created_by", op="eq", value="caller-1"),
+        Compare(field="max_budget", op="gte", value=5.0),
+        AnyOf(
+            clauses=(
+                Compare(field="budget_id", op="contains", value="ac"),
+                Compare(field="created_by", op="contains", value="ac"),
+            )
+        ),
+    )
+
+
+@pytest.mark.asyncio
+async def test_a_denied_scope_on_a_facet_never_reaches_the_executor():
+    """A 200 with an empty list would read as "no such values" rather than "not yours"."""
+    problem = await _facet_problem("", spec=_spec(scope=lambda caller: ScopeDenied(reason="nope")))
+
+    assert problem.status == 403
+    assert problem.type == f"{PROBLEM_TYPE_BASE}forbidden"
+
+
+@pytest.mark.asyncio
+async def test_a_facet_rejects_a_filter_operator_its_spec_does_not_offer():
+    problem = await _facet_problem("filter[created_by][gte]=x")
+
+    assert problem.status == 400
+    assert "gte" in problem.detail
+
+
+@pytest.mark.asyncio
+async def test_a_facet_rejects_a_repeated_query_parameter():
+    problem = await _facet_problem("page=1&page=2")
+
+    assert problem.type == f"{PROBLEM_TYPE_BASE}duplicate-query-parameter"
+    assert "page" in problem.detail
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("query", ("page=0", "page=one"))
+async def test_a_facet_rejects_a_page_that_is_not_a_positive_integer(query: str):
+    problem = await _facet_problem(query)
+
+    assert problem.status == 400
+    assert problem.type == f"{PROBLEM_TYPE_BASE}invalid-query-parameter"
+    assert "'page'" in problem.detail
+
+
+@pytest.mark.asyncio
+async def test_a_facet_rejects_a_page_size_that_is_not_a_positive_integer():
+    problem = await _facet_problem("page_size=0")
+
+    assert problem.status == 400
+    assert "'page_size'" in problem.detail
diff --git a/tests/test_litellm/proxy/logging_endpoints/test_callback_logs_endpoints.py b/tests/test_litellm/proxy/logging_endpoints/test_callback_logs_endpoints.py
index 40e89329b8d..590d63fd868 100644
--- a/tests/test_litellm/proxy/logging_endpoints/test_callback_logs_endpoints.py
+++ b/tests/test_litellm/proxy/logging_endpoints/test_callback_logs_endpoints.py
@@ -61,6 +61,7 @@ def test_build_logging_obj_seeds_model_call_details():
     # Metadata is mapped to the keys the cost-tracking callback reads.
     md = details["litellm_params"]["metadata"]
     assert md["user_api_key"] == "rust-gateway-test-key"
+    assert md["user_api_key_hash"] == "rust-gateway-test-key"
     assert md["user_api_key_user_id"] == "user-cb-logs-test"
     assert md["user_api_key_team_id"] == "team-cb-logs-test"
 
diff --git a/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_endpoints.py b/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_endpoints.py
index 4e063dd0c5b..86f9aeafc08 100644
--- a/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/policy_endpoints/test_endpoints.py
@@ -225,3 +225,71 @@ def test_compute_overall_action_all_passed():
 
 def test_compute_overall_action_empty():
     assert _compute_overall_action([]) == "passed"
+
+
+class TestEnrichPolicyTemplateStreamKeepalive:
+    async def _collect_endpoint_body(self, monkeypatch, interval, delay=0.3) -> tuple[list[bytes], dict]:
+        import asyncio
+        from unittest.mock import MagicMock
+
+        import litellm
+        import litellm.proxy.management_endpoints.policy_endpoints.endpoints as policy_endpoints
+        import litellm.proxy.proxy_server as proxy_server
+        from fastapi.responses import StreamingResponse
+        from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+        from litellm.proxy.management_endpoints.policy_endpoints.endpoints import (
+            EnrichTemplateRequest,
+            enrich_policy_template_stream,
+        )
+
+        monkeypatch.setattr(litellm, "sse_keepalive_ping_interval_seconds", interval)
+
+        async def _name_chunks():
+            await asyncio.sleep(delay)
+            chunk = MagicMock()
+            chunk.choices = [MagicMock()]
+            chunk.choices[0].delta.content = "Rival Air\n"
+            yield chunk
+
+        class SlowRouter:
+            async def acompletion(self, **kwargs):
+                return _name_chunks()
+
+        async def _no_variations(competitors, model):
+            return {}
+
+        monkeypatch.setattr(proxy_server, "llm_router", SlowRouter())
+        monkeypatch.setattr(policy_endpoints, "_generate_competitor_variations", _no_variations)
+
+        response = await enrich_policy_template_stream(
+            data=EnrichTemplateRequest(
+                template_id="competitor-mention-detection",
+                parameters={"brand_name": "Acme"},
+                model="gpt-5.4-mini",
+            ),
+            request=MagicMock(),
+            user_api_key_dict=UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN),
+        )
+        assert isinstance(response, StreamingResponse)
+        chunks = [chunk if isinstance(chunk, bytes) else chunk.encode() async for chunk in response.body_iterator]
+        return chunks, dict(response.headers)
+
+    @pytest.mark.asyncio
+    async def test_endpoint_pings_while_competitor_discovery_is_still_running(self, monkeypatch):
+        chunks, headers = await self._collect_endpoint_body(monkeypatch, interval=0.05)
+
+        assert headers["content-type"].startswith("text/event-stream")
+        assert headers["cache-control"] == "no-cache"
+        assert headers["x-accel-buffering"] == "no"
+        assert chunks[0] == b": ping\n\n"
+        assert chunks.count(b": ping\n\n") >= 3
+        assert b'data: {"type": "competitor", "name": "Rival Air"}\n\n' in chunks
+        assert chunks[-1].startswith(b'data: {"type": "done"')
+
+    @pytest.mark.asyncio
+    async def test_endpoint_stream_is_untouched_while_keepalives_are_unconfigured(self, monkeypatch):
+        chunks, _ = await self._collect_endpoint_body(monkeypatch, interval=None, delay=0.15)
+
+        assert b": ping\n\n" not in chunks
+        assert chunks[0] == b'data: {"type": "competitor", "name": "Rival Air"}\n\n'
+        assert chunks[-1].startswith(b'data: {"type": "done"')
diff --git a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py
index 957f9fde645..60f9a1a55e2 100644
--- a/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/scim/test_scim_v2_endpoints.py
@@ -1,7 +1,8 @@
 import logging
 import time
-from collections.abc import Mapping
+from collections.abc import Callable, Mapping, Sequence
 from itertools import chain
+from types import MappingProxyType
 from typing import Final
 from unittest.mock import AsyncMock, MagicMock, call
 
@@ -18,11 +19,13 @@ from litellm.proxy._types import (
     NewUserResponse,
     ProxyErrorTypes,
     ProxyException,
+    UserAPIKeyAuth,
 )
 from litellm.proxy.management_endpoints.scim.scim_v2 import (
     SCIMRosterSyncError,
     UserProvisionerHelpers,
     _apply_group_patch_updates,
+    _create_user_if_not_exists,
     _extract_group_member_ids,
     _extract_ids_from_path_filter,
     _handle_group_membership_changes,
@@ -36,8 +39,9 @@ from litellm.proxy.management_endpoints.scim.scim_v2 import (
     delete_group,
     delete_user,
     get_groups,
-    get_users,
     get_service_provider_config,
+    get_users,
+    merge_placeholder,
     patch_group,
     patch_team_membership,
     patch_user,
@@ -52,6 +56,7 @@ from litellm.types.proxy.management_endpoints.scim_v2 import (
     SCIMMember,
     SCIMPatchOp,
     SCIMPatchOperation,
+    SCIMPlaceholderMergeResult,
     SCIMServiceProviderConfig,
     SCIMUser,
     SCIMUserEmail,
@@ -301,6 +306,85 @@ async def test_create_user_uses_default_internal_user_params_role(mocker, monkey
     assert called_args.user_role == LitellmUserRoles.PROXY_ADMIN
 
 
+def _mock_scim_create_user_deps(mocker: MockerFixture, scim_user: SCIMUser) -> AsyncMock:
+    mock_prisma_client = mocker.MagicMock()
+    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=None)
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
+    mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_user
+        "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception",
+        AsyncMock(return_value=mock_prisma_client),
+    )
+    mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_user
+        "litellm.proxy.management_endpoints.scim.scim_v2.ScimTransformations.transform_litellm_user_to_scim_user",
+        AsyncMock(return_value=scim_user),
+    )
+    return mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_user
+        "litellm.proxy.management_endpoints.scim.scim_v2.new_user",
+        AsyncMock(return_value=NewUserRequest(user_id=scim_user.userName)),
+    )
+
+
+@pytest.mark.asyncio
+async def test_create_user_without_groups_defers_to_default_team(mocker: MockerFixture, monkeypatch):
+    """IdPs omit groups on POST /Users; teams must stay unset so new_user applies default_internal_user_params.teams"""
+    scim_user = SCIMUser(
+        schemas=["urn:ietf:params:scim:schemas:core:2.0:User"],
+        userName="new-user",
+        emails=[SCIMUserEmail(value="new@example.com")],
+    )
+    monkeypatch.setattr(
+        "litellm.default_internal_user_params",
+        {"teams": [{"team_id": "default-team", "max_budget_in_team": 25}]},
+        raising=False,
+    )
+    new_user_mock = _mock_scim_create_user_deps(mocker, scim_user)
+
+    await create_user(user=scim_user)
+
+    assert new_user_mock.call_args.kwargs["data"].teams is None
+    assert new_user_mock.call_args.kwargs["user_api_key_dict"] == UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+
+
+@pytest.mark.asyncio
+async def test_create_user_with_groups_keeps_idp_teams(mocker: MockerFixture, monkeypatch):
+    scim_user = SCIMUser(
+        schemas=["urn:ietf:params:scim:schemas:core:2.0:User"],
+        userName="new-user",
+        emails=[SCIMUserEmail(value="new@example.com")],
+        groups=[SCIMUserGroup(value="idp-team")],
+    )
+    monkeypatch.setattr(
+        "litellm.default_internal_user_params",
+        {"teams": [{"team_id": "default-team", "max_budget_in_team": 25}]},
+        raising=False,
+    )
+    new_user_mock = _mock_scim_create_user_deps(mocker, scim_user)
+
+    await create_user(user=scim_user)
+
+    assert new_user_mock.call_args.kwargs["data"].teams == ["idp-team"]
+
+
+@pytest.mark.asyncio
+async def test_create_user_if_not_exists_defers_to_default_team(mocker: MockerFixture, monkeypatch):
+    monkeypatch.setattr(
+        "litellm.default_internal_user_params",
+        {"teams": [{"team_id": "default-team", "max_budget_in_team": 25}]},
+        raising=False,
+    )
+    new_user_mock = mocker.patch(  # test-quality-ok: new_user is imported inside the helper, not injectable
+        "litellm.proxy.management_endpoints.internal_user_endpoints.new_user",
+        AsyncMock(return_value=NewUserResponse(user_id="group-user", key="k")),
+    )
+
+    created = await _create_user_if_not_exists(user_id="group-user")
+
+    assert created is not None
+    assert new_user_mock.call_args.kwargs["data"].teams is None
+    assert new_user_mock.call_args.kwargs["user_api_key_dict"] == UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+
+
 @pytest.mark.asyncio
 async def test_scim_create_user_respects_default_role_set_via_ui(mocker, monkeypatch):
     """
@@ -778,13 +862,17 @@ async def test_handle_existing_user_by_email_without_teams_preserves_memberships
         "litellm.proxy.management_endpoints.scim.scim_v2.ScimTransformations.transform_litellm_user_to_scim_user",
         AsyncMock(return_value=None),
     )
-    mock_team_member_add = mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the helper
-        "litellm.proxy.management_endpoints.scim.scim_v2.team_member_add",
-        AsyncMock(),
+    mock_team_member_add = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the helper
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_add",
+            AsyncMock(),
+        )
     )
-    mock_team_member_delete = mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the helper
-        "litellm.proxy.management_endpoints.scim.scim_v2.team_member_delete",
-        AsyncMock(),
+    mock_team_member_delete = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the helper
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_delete",
+            AsyncMock(),
+        )
     )
 
     new_user_request = NewUserRequest(
@@ -1169,6 +1257,67 @@ async def test_update_user_success(mocker):
     assert call_args[1]["data"]["teams"] == ["new-team"]
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("groups", [None, []], ids=["groups-omitted", "groups-empty"])
+async def test_update_user_without_groups_preserves_memberships_and_role(mocker, monkeypatch, groups):
+    """Okta profile PUTs carry no `groups` or `groups: []`; neither may drop teams (and their keys) or recompute role"""
+    from litellm.proxy.proxy_server import proxy_config
+
+    async def mock_get_config():
+        return {"litellm_settings": {"scim_admin_group": "litellm-admins"}}
+
+    monkeypatch.setattr(proxy_config, "get_config", mock_get_config)
+    monkeypatch.setattr("litellm.default_internal_user_params", None, raising=False)
+
+    existing_user = mocker.MagicMock()
+    existing_user.teams = ["litellm-admins", "engineering"]
+    existing_user.metadata = {}
+
+    scim_user = SCIMUser(
+        schemas=["urn:ietf:params:scim:schemas:core:2.0:User"],
+        userName="okta-user",
+        name=SCIMUserName(familyName="Renamed", givenName="Okta"),
+        emails=[SCIMUserEmail(value="okta@example.com")],
+        **({} if groups is None else {"groups": groups}),
+    )
+    response_scim_user = SCIMUser(
+        schemas=["urn:ietf:params:scim:schemas:core:2.0:User"],
+        id="okta-user",
+        userName="okta-user",
+        emails=[SCIMUserEmail(value="okta@example.com")],
+    )
+
+    mock_prisma_client = mocker.MagicMock()
+    mock_prisma_client.db = mocker.MagicMock()
+    mock_prisma_client.db.litellm_usertable = mocker.MagicMock()
+    mock_prisma_client.db.litellm_usertable.update = AsyncMock(return_value={"user_id": "okta-user"})
+
+    mocker.patch(  # test-quality-ok: update_user's collaborators are module-level, not injectable
+        "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception",
+        AsyncMock(return_value=mock_prisma_client),
+    )
+    mocker.patch(  # test-quality-ok: update_user's collaborators are module-level, not injectable
+        "litellm.proxy.management_endpoints.scim.scim_v2._check_user_exists",
+        AsyncMock(return_value=existing_user),
+    )
+    mocker.patch(  # test-quality-ok: update_user's collaborators are module-level, not injectable
+        "litellm.proxy.management_endpoints.scim.scim_v2.ScimTransformations.transform_litellm_user_to_scim_user",
+        AsyncMock(return_value=response_scim_user),
+    )
+    patch_membership = mocker.patch(  # test-quality-ok: roster writes are module-level, not injectable
+        "litellm.proxy.management_endpoints.scim.scim_v2.patch_team_membership",
+        AsyncMock(),
+    )
+
+    result = await update_user(user_id="okta-user", user=scim_user)
+
+    assert result == response_scim_user
+    patch_membership.assert_not_awaited()
+    update_data = mock_prisma_client.db.litellm_usertable.update.call_args.kwargs["data"]
+    assert update_data["teams"] == ["litellm-admins", "engineering"]
+    assert "user_role" not in update_data
+
+
 @pytest.mark.asyncio
 async def test_update_user_not_found(mocker):
     """Should raise 404 when user doesn't exist"""
@@ -1645,6 +1794,25 @@ async def test_update_group_e2e(mocker):
     ScimTransformations.transform_litellm_team_to_scim_group.assert_called_once_with(updated_team)
 
 
+def _rows_by_exact_id(
+    user_row: Callable[[Mapping[str, str]], LiteLLM_UserTable | MagicMock | None],
+) -> Callable[..., tuple[LiteLLM_UserTable | MagicMock, ...]]:
+    """``find_many`` stand-in for the classifier's cross-field read on a table where a
+    member value only ever matches as an exact ``user_id``."""
+
+    def rows(where: Mapping[str, object], take: int | None = None) -> tuple[LiteLLM_UserTable | MagicMock, ...]:
+        clauses: Final = where["OR"]
+        assert isinstance(clauses, list)
+        found: Final = tuple(user_row(clause) for clause in clauses if "user_id" in clause)
+        return tuple(row for row in found if row is not None)
+
+    return rows
+
+
+def _user_row_for(where: Mapping[str, str]) -> LiteLLM_UserTable:
+    return LiteLLM_UserTable(user_id=where["user_id"])
+
+
 @pytest.mark.asyncio
 async def test_create_group_with_nonexistent_users_rejects(mocker, monkeypatch):
     """
@@ -1696,9 +1864,8 @@ async def test_create_group_with_nonexistent_users_rejects(mocker, monkeypatch):
             return mock_user
         return None  # new-user-1 and new-user-2 don't exist
 
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=mock_user_lookup)
     mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(mock_user_lookup))
 
     # Mock dependencies
     mocker.patch(
@@ -1782,9 +1949,8 @@ async def test_update_group_with_nonexistent_users_rejects(mocker, monkeypatch):
             return mock_user
         return None  # new-user-3 and new-user-4 don't exist
 
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=mock_user_lookup)
     mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(mock_user_lookup))
 
     # Mock dependencies
     mocker.patch(
@@ -1853,9 +2019,8 @@ async def test_create_group_with_nonexistent_users_creates_when_flag_true(mocker
             return mock_user
         return None  # new-user-1 and new-user-2 don't exist
 
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=mock_user_lookup)
     mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(mock_user_lookup))
 
     # Mock user creation
     created_user_1 = NewUserResponse(user_id="new-user-1", key="test-key-1")
@@ -1943,9 +2108,8 @@ async def test_extract_group_member_ids_with_flag_true_creates_users(mocker, mon
             return mock_user
         return None  # new-user-1 doesn't exist
 
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=mock_user_lookup)
     mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(mock_user_lookup))
 
     # Mock user creation
     created_user = NewUserResponse(user_id="new-user-1", key="test-key-1")
@@ -2013,9 +2177,8 @@ async def test_extract_group_member_ids_with_flag_false_rejects(mocker, monkeypa
             return mock_user
         return None  # new-user-1 doesn't exist
 
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=mock_user_lookup)
     mock_prisma_client.db.litellm_usertable.find_first = AsyncMock(return_value=None)
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(mock_user_lookup))
 
     # Mock dependencies
     mocker.patch(
@@ -3121,8 +3284,7 @@ async def test_process_group_patch_operations_add_retains_existing_members(mocke
     mock_prisma_client.db = mocker.MagicMock()
     mock_prisma_client.db.litellm_usertable = mocker.MagicMock()
     # new-user already exists in the DB
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=mocker.MagicMock(user_id="new-user"))
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=(mocker.MagicMock(user_id="new-user"),))
 
     _, final_members, _ = await _process_group_patch_operations(
         patch_ops=patch_ops,
@@ -3415,8 +3577,7 @@ async def test_patch_group_add_applies_delta_and_keeps_concurrent_add(mocker):
     )
     mock_prisma_client.db.litellm_teamtable.update = AsyncMock(return_value=final_team)
     mock_prisma_client.db.litellm_usertable = mocker.MagicMock()
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=mocker.MagicMock())
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(_user_row_for))
 
     mocker.patch(
         "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception",
@@ -3509,8 +3670,7 @@ async def test_patch_group_replace_stays_absolute_against_concurrent_roster(mock
     )
     mock_prisma_client.db.litellm_teamtable.update = AsyncMock(return_value=final_team)
     mock_prisma_client.db.litellm_usertable = mocker.MagicMock()
-    mock_prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=mocker.MagicMock())
-    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    mock_prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=_rows_by_exact_id(_user_row_for))
 
     mocker.patch(
         "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception",
@@ -3640,8 +3800,7 @@ async def test_process_group_patch_add_filtered_path_without_value(mocker):
     prisma_client = mocker.MagicMock()
     prisma_client.db = mocker.MagicMock()
     prisma_client.db.litellm_usertable = mocker.MagicMock()
-    prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=LiteLLM_UserTable(user_id="user-3"))
-    prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=(LiteLLM_UserTable(user_id="user-3"),))
 
     _, final_members, _ = await _process_group_patch_operations(
         patch_ops=patch_ops,
@@ -3733,12 +3892,14 @@ def _member_resolution_prisma(
         starts folding it, fails here instead of passing.
 
         A caller that must know which accounts match rather than merely how many
-        passes take=None, so an unbounded read returns every match.
+        passes take=None, so an unbounded read returns every match. The row keyed by
+        the value comes last, the order a bounded read is least prepared for, since
+        the database promises no order at all.
         """
         clauses: Final = where["OR"]
         assert isinstance(clauses, list)
         fields: Final = tuple(next(iter(clause)) for clause in clauses)
-        assert fields == ("sso_user_id", "user_email"), fields
+        assert fields in (("user_id", "sso_user_id", "user_email"), ("sso_user_id", "user_email")), fields
 
         def comparison(clause: Mapping[str, object]) -> tuple[str, bool]:
             """The needle and whether production asked for a case-insensitive compare,
@@ -3749,8 +3910,9 @@ def _member_resolution_prisma(
             assert isinstance(criterion, dict), criterion
             return criterion["equals"], criterion.get("mode") == "insensitive"
 
-        sso_needle, sso_insensitive = comparison(clauses[0])
-        email_needle, email_insensitive = comparison(clauses[1])
+        by_field: Final = dict(zip(fields, (comparison(clause) for clause in clauses)))
+        sso_needle, sso_insensitive = by_field["sso_user_id"]
+        email_needle, email_insensitive = by_field["user_email"]
 
         def same(stored: str, needle: str, insensitive: bool) -> bool:
             return stored.casefold() == needle.casefold() if insensitive else stored == needle
@@ -3768,6 +3930,11 @@ def _member_resolution_prisma(
                     if same(email, email_needle, email_insensitive)
                     for user_id in user_ids
                 ),
+                (
+                    user_id
+                    for user_id in users
+                    if "user_id" in by_field and same(user_id, by_field["user_id"][0], by_field["user_id"][1])
+                ),
             )
         )
         found: Final = tuple(dict.fromkeys(matched))
@@ -4452,9 +4619,11 @@ async def test_create_group_applies_default_team_params(
         "litellm.proxy.management_endpoints.scim.scim_v2._get_prisma_client_or_raise_exception",
         AsyncMock(return_value=_member_resolution_prisma(mocker, users=set(), teams=set())),
     )
-    new_team_mock = mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group
-        "litellm.proxy.management_endpoints.scim.scim_v2.new_team",
-        AsyncMock(return_value=mocker.MagicMock()),
+    new_team_mock = (
+        mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group
+            "litellm.proxy.management_endpoints.scim.scim_v2.new_team",
+            AsyncMock(return_value=mocker.MagicMock()),
+        )
     )
     mocker.patch(  # test-quality-ok: endpoint collaborators are module-level, not injectable into create_group
         "litellm.proxy.management_endpoints.scim.scim_v2.ScimTransformations.transform_litellm_team_to_scim_group",
@@ -4611,9 +4780,15 @@ async def test_resolve_group_member_ids_dedupes_repeated_member(mocker, scim_ups
 
 
 def _identity_lookup(value: str) -> object:
-    """The single cross-field lookup the classifier is expected to issue."""
+    """The single cross-field lookup the classifier is expected to issue per member."""
     return call(
-        where={"OR": [{"sso_user_id": value}, {"user_email": {"equals": value, "mode": "insensitive"}}]},
+        where={
+            "OR": [
+                {"user_id": value},
+                {"sso_user_id": value},
+                {"user_email": {"equals": value, "mode": "insensitive"}},
+            ]
+        },
         take=2,
     )
 
@@ -4903,9 +5078,7 @@ async def test_process_group_patch_remove_by_the_id_the_directory_added_with(
 
 
 @pytest.mark.asyncio
-async def test_process_group_patch_remove_still_drops_a_placeholder_by_its_literal_id(
-    mocker, scim_upsert_user_enabled
-):
+async def test_process_group_patch_remove_still_drops_a_placeholder_by_its_literal_id(mocker, scim_upsert_user_enabled):
     """An earlier release put unmatched ids on the roster verbatim, so a remove has to
     keep clearing the id as written even once it also resolves."""
     patch_ops = SCIMPatchOp(
@@ -4916,7 +5089,10 @@ async def test_process_group_patch_remove_still_drops_a_placeholder_by_its_liter
         team_id="parent-group",
         team_alias="Parent Group",
         members=[],
-        members_with_roles=[Member(user_id="legacy@example.com", role="user"), Member(user_id="keep-user", role="user")],
+        members_with_roles=[
+            Member(user_id="legacy@example.com", role="user"),
+            Member(user_id="keep-user", role="user"),
+        ],
     )
 
     _, final_members, _ = await _process_group_patch_operations(
@@ -5081,11 +5257,8 @@ async def test_process_group_patch_remove_refuses_when_two_members_share_the_id(
     assert "more than one member of this group" in str(exc_info.value.detail)
 
 
-
 @pytest.mark.asyncio
-async def test_resolve_group_member_ids_exact_user_id_wins_when_it_names_nobody_else(
-    mocker, scim_upsert_user_enabled
-):
+async def test_resolve_group_member_ids_exact_user_id_wins_when_it_names_nobody_else(mocker, scim_upsert_user_enabled):
     """The canonical user id stays authoritative, including when the same account also
     holds that value as its email, which is how a SCIM-provisioned account is keyed."""
     prisma_client = _member_resolution_prisma(
@@ -5147,10 +5320,79 @@ async def test_resolve_group_member_ids_refuses_a_user_id_that_names_another_acc
     assert exc_info.value.status_code == 400
     assert "member-id" in str(exc_info.value.detail)
     create_user_mock.assert_not_called()
-    assert any(
-        record.levelno >= logging.WARNING and "someone-else" in record.getMessage() for record in caplog.records
+    assert any(record.levelno >= logging.WARNING and "someone-else" in record.getMessage() for record in caplog.records)
+
+
+@pytest.mark.asyncio
+async def test_resolve_group_member_ids_reads_the_exact_id_when_two_other_accounts_fill_the_lookup(
+    mocker, scim_upsert_user_enabled
+):
+    """A value that is one account's id and two other accounts' identities fills the
+    bounded lookup with the other two. The account keyed by the value must still be
+    found, or the id would lose its precedence and a non-canonical type would skip
+    a member that names a real user."""
+    prisma_client = _member_resolution_prisma(
+        mocker,
+        users={"shared"},
+        teams=set(),
+        sso_user_id_to_user_id={"shared": "by-sso"},
+        email_to_user_id={"shared": "by-email"},
+    )
+    create_user_mock = mocker.patch(  # test-quality-ok: user creation is module-level, not injectable into the resolver
+        "litellm.proxy.management_endpoints.scim.scim_v2._create_user_if_not_exists",
+        AsyncMock(return_value=None),
     )
 
+    with pytest.raises(HTTPException) as exc_info:
+        await _resolve_group_member_ids(
+            members=[SCIMMember(value="shared", type="direct")],
+            created_via="scim_group_membership",
+            prisma_client=prisma_client,
+        )
+
+    assert exc_info.value.status_code == 400
+    assert "shared" in str(exc_info.value.detail)
+    create_user_mock.assert_not_called()
+    assert prisma_client.db.litellm_usertable.find_many.await_args_list == [_identity_lookup("shared")]
+    prisma_client.db.litellm_usertable.find_unique.assert_awaited_once_with(where={"user_id": "shared"})
+
+
+@pytest.mark.asyncio
+async def test_resolve_group_member_ids_reads_the_user_table_once_per_member(mocker, scim_upsert_user_enabled):
+    """Every member costs one read of the user table, however it resolves: by its exact
+    id (which still outranks a non-canonical type), by identity, as a SCIM team, or not
+    at all. Looking the exact id up on its own before the identity read doubled the
+    reads of a push, and the identity read is a scan."""
+    prisma_client = _member_resolution_prisma(
+        mocker,
+        users={"by-id"},
+        teams={"by-team"},
+        email_to_user_id={"by-email@example.com": "email-user"},
+    )
+    mocker.patch(  # test-quality-ok: user creation is module-level, not injectable into the resolver
+        "litellm.proxy.management_endpoints.scim.scim_v2._create_user_if_not_exists",
+        AsyncMock(return_value=NewUserResponse(user_id="nobody", key="key")),
+    )
+
+    result = await _resolve_group_member_ids(
+        members=[
+            SCIMMember(value="by-id", type="direct"),
+            SCIMMember(value="by-email@example.com"),
+            SCIMMember(value="by-team"),
+            SCIMMember(value="nobody"),
+        ],
+        created_via="scim_group_membership",
+        prisma_client=prisma_client,
+    )
+
+    assert result.all_member_ids == ["by-id", "email-user", "nobody"]
+    prisma_client.db.litellm_usertable.find_unique.assert_not_awaited()
+    assert prisma_client.db.litellm_usertable.find_many.await_args_list == [
+        _identity_lookup("by-id"),
+        _identity_lookup("by-email@example.com"),
+        _identity_lookup("by-team"),
+        _identity_lookup("nobody"),
+    ]
 
 
 @pytest.mark.asyncio
@@ -5536,10 +5778,7 @@ async def test_resolve_group_member_ids_admits_member_created_concurrently(mocke
     the member is still admitted: the id resolves to a real user row, so failing
     or dropping it would be wrong either way."""
     prisma_client = _member_resolution_prisma(mocker, users=set(), teams=set())
-    prisma_client.db.litellm_usertable.find_unique = AsyncMock(
-        side_effect=[None, LiteLLM_UserTable(user_id="raced-user")]
-    )
-    prisma_client.db.litellm_usertable.find_many = AsyncMock(return_value=())
+    prisma_client.db.litellm_usertable.find_unique = AsyncMock(return_value=LiteLLM_UserTable(user_id="raced-user"))
     mocker.patch(
         "litellm.proxy.management_endpoints.scim.scim_v2._create_user_if_not_exists",
         AsyncMock(return_value=None),
@@ -5619,3 +5858,196 @@ async def test_patch_group_404s_when_team_deleted_mid_request(mocker):
 
     assert exc_info.value.code == "404"
     assert f"Group not found with ID: {group_id}" in exc_info.value.message
+
+
+_SHADOW_MEMBER_VALUE: Final = "00u1shadow"
+_SHADOWED_ACCOUNT: Final = "real-1"
+_SHADOWED_GROUP: Final = "grp-eng"
+
+
+def _shadowed_tenant_rows() -> tuple[LiteLLM_UserTable, ...]:
+    """A placeholder keyed by the raw member value, and the real account that value names by SSO id."""
+    return (
+        LiteLLM_UserTable(user_id=_SHADOW_MEMBER_VALUE, user_email=_SHADOW_MEMBER_VALUE, teams=[_SHADOWED_GROUP]),
+        LiteLLM_UserTable(user_id=_SHADOWED_ACCOUNT, user_email="alice@example.com", sso_user_id=_SHADOW_MEMBER_VALUE),
+    )
+
+
+def _shadow_tenant_prisma(
+    mocker: MockerFixture,
+    *,
+    rows: Sequence[LiteLLM_UserTable],
+    keys_owned_by: Mapping[str, int] = MappingProxyType({}),
+) -> MagicMock:
+    """Prisma fake whose user rows are live: deleting one removes it from every later lookup."""
+    users: Final[dict[str, LiteLLM_UserTable]] = {row.user_id: row for row in rows}
+    team: Final = LiteLLM_TeamTable(
+        team_id=_SHADOWED_GROUP,
+        members=[_SHADOW_MEMBER_VALUE],
+        members_with_roles=[Member(user_id=_SHADOW_MEMBER_VALUE, role="user")],
+        metadata={SCIM_MANAGED_TEAM_METADATA_KEY: True},
+    )
+
+    async def find_unique(where: Mapping[str, str]) -> LiteLLM_UserTable | None:
+        return users.get(where["user_id"])
+
+    def clause_matches(row: LiteLLM_UserTable, clause: Mapping[str, object]) -> bool:
+        if "user_id" in clause:
+            return row.user_id == clause["user_id"]
+        if "sso_user_id" in clause:
+            return row.sso_user_id == clause["sso_user_id"]
+        email_filter: Final = clause["user_email"]
+        assert isinstance(email_filter, dict)
+        return (row.user_email or "").casefold() == str(email_filter["equals"]).casefold()
+
+    async def identity_rows(where: Mapping[str, object], take: int | None = None) -> tuple[LiteLLM_UserTable, ...]:
+        clauses: Final = where["OR"]
+        assert isinstance(clauses, list)
+        matched: Final = tuple(row for row in users.values() if any(clause_matches(row, clause) for clause in clauses))
+        return matched[:take] if take else matched
+
+    async def delete(where: Mapping[str, str]) -> LiteLLM_UserTable | None:
+        return users.pop(where["user_id"], None)
+
+    async def keys_for(where: Mapping[str, object]) -> tuple[MagicMock, ...]:
+        return tuple(mocker.MagicMock() for _ in range(keys_owned_by.get(str(where["user_id"]), 0)))
+
+    async def team_lookup(where: Mapping[str, str]) -> LiteLLM_TeamTable | None:
+        return team if where["team_id"] == team.team_id else None
+
+    prisma_client = mocker.MagicMock()
+    prisma_client.db = mocker.MagicMock()
+    prisma_client.db.litellm_usertable = mocker.MagicMock()
+    prisma_client.db.litellm_usertable.find_unique = AsyncMock(side_effect=find_unique)
+    prisma_client.db.litellm_usertable.find_many = AsyncMock(side_effect=identity_rows)
+    prisma_client.db.litellm_usertable.delete = AsyncMock(side_effect=delete)
+    prisma_client.db.litellm_teamtable = mocker.MagicMock()
+    prisma_client.db.litellm_teamtable.find_unique = AsyncMock(side_effect=team_lookup)
+    prisma_client.db.litellm_teamtable.update = AsyncMock(return_value=team)
+    prisma_client.db.litellm_verificationtoken = mocker.MagicMock()
+    prisma_client.db.litellm_verificationtoken.find_many = AsyncMock(side_effect=keys_for)
+    prisma_client.db.litellm_invitationlink = mocker.MagicMock(delete_many=AsyncMock(return_value=0))
+    prisma_client.db.litellm_organizationmembership = mocker.MagicMock(delete_many=AsyncMock(return_value=0))
+    prisma_client.db.litellm_teammembership = mocker.MagicMock(delete_many=AsyncMock(return_value=0))
+    return prisma_client
+
+
+@pytest.fixture
+def shadowed_tenant(mocker, monkeypatch, scim_upsert_user_enabled) -> MagicMock:
+    from litellm.proxy import proxy_server
+
+    prisma_client: Final = _shadow_tenant_prisma(mocker, rows=_shadowed_tenant_rows())
+    monkeypatch.setattr(proxy_server, "prisma_client", prisma_client)
+    return prisma_client
+
+
+async def _push_shadow_member(prisma_client: MagicMock):
+    return await _resolve_group_member_ids(
+        members=[SCIMMember(value=_SHADOW_MEMBER_VALUE)],
+        created_via="scim_group_membership",
+        prisma_client=prisma_client,
+    )
+
+
+@pytest.mark.asyncio
+async def test_merge_placeholder_hands_the_group_to_the_shadowed_account(mocker, shadowed_tenant):
+    """Every group push of the shadowing value is refused until the placeholder is folded into
+    the real account; after the merge the same push resolves to that account."""
+    team_member_add_mock = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the endpoint
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_add", AsyncMock()
+        )
+    )
+    team_member_delete_mock = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the endpoint
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_delete", AsyncMock()
+        )
+    )
+
+    with pytest.raises(HTTPException) as before:
+        await _push_shadow_member(shadowed_tenant)
+    assert before.value.status_code == 400
+
+    result: Final = await merge_placeholder(user_id=_SHADOW_MEMBER_VALUE)
+
+    assert result == SCIMPlaceholderMergeResult(
+        placeholder_user_id=_SHADOW_MEMBER_VALUE,
+        merged_into_user_id=_SHADOWED_ACCOUNT,
+        team_ids=(_SHADOWED_GROUP,),
+    )
+    added: Final = team_member_add_mock.call_args.kwargs["data"]
+    assert (added.team_id, added.member.user_id) == (_SHADOWED_GROUP, _SHADOWED_ACCOUNT)
+    dropped: Final = team_member_delete_mock.call_args.kwargs["data"]
+    assert (dropped.team_id, dropped.user_id) == (_SHADOWED_GROUP, _SHADOW_MEMBER_VALUE)
+    shadowed_tenant.db.litellm_teammembership.delete_many.assert_awaited_once_with(
+        where={"user_id": _SHADOW_MEMBER_VALUE}
+    )
+    shadowed_tenant.db.litellm_usertable.delete.assert_awaited_once_with(where={"user_id": _SHADOW_MEMBER_VALUE})
+
+    after: Final = await _push_shadow_member(shadowed_tenant)
+    assert after.all_member_ids == [_SHADOWED_ACCOUNT]
+    assert after.created_users == []
+
+
+@pytest.mark.asyncio
+async def test_merge_placeholder_keeps_the_placeholder_when_the_roster_write_fails(mocker, shadowed_tenant):
+    """If the real account cannot join the team, the placeholder stays on it, or the membership is gone
+    from both accounts."""
+    mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the endpoint
+        "litellm.proxy.management_endpoints.scim.scim_v2.team_member_add",
+        AsyncMock(side_effect=Exception("database connection lost")),
+    )
+    team_member_delete_mock = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the endpoint
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_delete", AsyncMock()
+        )
+    )
+
+    with pytest.raises(ProxyException):
+        await merge_placeholder(user_id=_SHADOW_MEMBER_VALUE)
+
+    team_member_delete_mock.assert_not_awaited()
+    shadowed_tenant.db.litellm_usertable.delete.assert_not_awaited()
+    assert await shadowed_tenant.db.litellm_usertable.find_unique(where={"user_id": _SHADOW_MEMBER_VALUE}) is not None
+
+
+@pytest.mark.parametrize(
+    ("rows", "keys_owned_by", "merged", "reason"),
+    [
+        pytest.param(_shadowed_tenant_rows(), {}, _SHADOWED_ACCOUNT, "SSO identity of its own", id="real-account"),
+        pytest.param(
+            _shadowed_tenant_rows(), {_SHADOW_MEMBER_VALUE: 2}, _SHADOW_MEMBER_VALUE, "2 virtual keys", id="owns-keys"
+        ),
+        pytest.param(_shadowed_tenant_rows()[:1], {}, _SHADOW_MEMBER_VALUE, "shadows no account", id="names-nobody"),
+        pytest.param(
+            (*_shadowed_tenant_rows(), LiteLLM_UserTable(user_id="real-2", user_email=_SHADOW_MEMBER_VALUE.upper())),
+            {},
+            _SHADOW_MEMBER_VALUE,
+            "names 2 accounts (real-1, real-2)",
+            id="names-two-accounts",
+        ),
+    ],
+)
+@pytest.mark.asyncio
+async def test_merge_placeholder_refuses_rows_that_are_not_a_lone_placeholder(
+    mocker, monkeypatch, scim_upsert_user_enabled, rows, keys_owned_by, merged, reason
+):
+    """Only a row with no SSO identity and no keys whose id names exactly one other account is folded;
+    anything else could move memberships to the wrong person, so nothing is written."""
+    from litellm.proxy import proxy_server
+
+    prisma_client: Final = _shadow_tenant_prisma(mocker, rows=rows, keys_owned_by=keys_owned_by)
+    monkeypatch.setattr(proxy_server, "prisma_client", prisma_client)
+    team_member_add_mock = (
+        mocker.patch(  # test-quality-ok: roster helpers are module-level, not injectable into the endpoint
+            "litellm.proxy.management_endpoints.scim.scim_v2.team_member_add", AsyncMock()
+        )
+    )
+
+    with pytest.raises(ProxyException) as exc_info:
+        await merge_placeholder(user_id=merged)
+
+    assert int(exc_info.value.code) == 409
+    assert reason in str(exc_info.value.message)
+    team_member_add_mock.assert_not_awaited()
+    prisma_client.db.litellm_usertable.delete.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_access_group_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_access_group_endpoints.py
index e8f768c14ef..81816e21c10 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_access_group_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_access_group_endpoints.py
@@ -12,13 +12,12 @@ from fastapi.testclient import TestClient
 from prisma.errors import PrismaError
 
 import litellm.proxy.proxy_server as ps
-from litellm.proxy.proxy_server import app
 from litellm.proxy._types import (
     CommonProxyErrors,
     LitellmUserRoles,
     UserAPIKeyAuth,
 )
-
+from litellm.proxy.proxy_server import app
 
 
 def _make_access_group_record(
@@ -58,6 +57,10 @@ def _make_access_group_record(
     return record
 
 
+def _make_team_record(team_id: str, access_group_ids: list[str] | None = None):
+    return types.SimpleNamespace(team_id=team_id, access_group_ids=access_group_ids or [])
+
+
 @pytest.fixture
 def client_and_mocks(monkeypatch):
     """Setup mock prisma and admin auth for access group endpoints."""
@@ -185,7 +188,8 @@ ACCESS_GROUP_PATHS = ["/v1/access_group", "/v1/unified_access_group"]
 )
 def test_create_access_group_success(client_and_mocks, base_path, payload):
     """Create access group with various payloads returns 201."""
-    client, _, mock_table, *_ = client_and_mocks
+    client, mock_prisma, mock_table, *_ = client_and_mocks
+    mock_prisma.db.litellm_teamtable.find_many = AsyncMock(return_value=[_make_team_record("team-1")])
 
     resp = client.post(base_path, json=payload)
     assert resp.status_code == 201
@@ -277,13 +281,45 @@ def test_create_access_group_500_on_non_constraint_prisma_error(client_and_mocks
 
 @pytest.mark.parametrize("base_path", ACCESS_GROUP_PATHS)
 def test_list_access_groups_success_empty(client_and_mocks, base_path):
-    """List access groups returns empty list when none exist."""
-    client, _, mock_table, *_ = client_and_mocks
+    """List access groups returns empty list when none exist, without querying teams."""
+    client, mock_prisma, mock_table, *_ = client_and_mocks
 
     resp = client.get(base_path)
     assert resp.status_code == 200
     assert resp.json() == []
     mock_table.find_many.assert_awaited_once()
+    mock_prisma.db.litellm_teamtable.find_many.assert_not_awaited()
+
+
+@pytest.mark.parametrize("base_path", ACCESS_GROUP_PATHS)
+def test_list_access_groups_attributes_teams_per_group_with_one_query(client_and_mocks, base_path):
+    """List derives each group's teams from the team table in a single query, attributed per group."""
+    client, mock_prisma, mock_table, *_ = client_and_mocks
+    mock_team_table = mock_prisma.db.litellm_teamtable
+
+    records = [
+        _make_access_group_record(access_group_id="ag-1", access_group_name="group-1"),
+        _make_access_group_record(access_group_id="ag-2", access_group_name="group-2"),
+    ]
+    mock_table.find_many = AsyncMock(return_value=records)
+    mock_team_table.find_many = AsyncMock(
+        return_value=[
+            _make_team_record("team-x", ["ag-1"]),
+            _make_team_record("team-y", ["ag-2"]),
+            _make_team_record("team-z", ["ag-1", "ag-2"]),
+        ]
+    )
+
+    resp = client.get(base_path)
+    assert resp.status_code == 200
+    body = resp.json()
+    assert body[0]["assigned_team_ids"] == ["team-x", "team-z"]
+    assert body[1]["assigned_team_ids"] == ["team-y", "team-z"]
+
+    mock_team_table.find_many.assert_awaited_once()
+    carrying, listed = mock_team_table.find_many.call_args.kwargs["where"]["OR"]
+    assert list(carrying["access_group_ids"]["hasSome"]) == ["ag-1", "ag-2"]
+    assert list(listed["team_id"]["in"]) == []
 
 
 @pytest.mark.parametrize("base_path", ACCESS_GROUP_PATHS)
@@ -373,6 +409,43 @@ def test_get_access_group_success(client_and_mocks, base_path, access_group_id):
     assert resp.json()["access_group_id"] == access_group_id
 
 
+@pytest.mark.parametrize("base_path", ACCESS_GROUP_PATHS)
+def test_get_access_group_derives_assigned_teams_from_team_table(client_and_mocks, base_path):
+    """Get drops ghost ids from the stored column and adds teams that carry the group but were never mirrored."""
+    client, mock_prisma, mock_table, *_ = client_and_mocks
+    mock_team_table = mock_prisma.db.litellm_teamtable
+
+    record = _make_access_group_record(access_group_id="ag-123", assigned_team_ids=["team-a", "ghost-team"])
+    mock_table.find_unique = AsyncMock(return_value=record)
+    mock_team_table.find_many = AsyncMock(
+        return_value=[
+            _make_team_record("team-a", ["ag-123"]),
+            _make_team_record("team-b", ["ag-123"]),
+            _make_team_record("team-c", ["ag-123"]),
+        ]
+    )
+
+    resp = client.get(f"{base_path}/ag-123")
+    assert resp.status_code == 200
+    assert resp.json()["assigned_team_ids"] == ["team-a", "team-b", "team-c"]
+
+    carrying, listed = mock_team_table.find_many.call_args.kwargs["where"]["OR"]
+    assert list(carrying["access_group_ids"]["hasSome"]) == ["ag-123"]
+    assert list(listed["team_id"]["in"]) == ["team-a", "ghost-team"]
+
+
+def test_get_access_group_empty_column_and_no_teams_returns_empty(client_and_mocks):
+    """Get returns [] when the column is empty and no team carries the group."""
+    client, mock_prisma, mock_table, *_ = client_and_mocks
+
+    mock_table.find_unique = AsyncMock(return_value=_make_access_group_record(access_group_id="ag-123"))
+    mock_prisma.db.litellm_teamtable.find_many = AsyncMock(return_value=[])
+
+    resp = client.get("/v1/access_group/ag-123")
+    assert resp.status_code == 200
+    assert resp.json()["assigned_team_ids"] == []
+
+
 def test_get_access_group_not_found(client_and_mocks):
     """Get access group returns 404 when not found."""
     client, _, mock_table, *_ = client_and_mocks
@@ -985,6 +1058,28 @@ def test_record_to_access_group_table():
     assert result.access_agent_ids == ["agent-1"]
 
 
+def test_attached_team_ids_by_group_keeps_column_order_then_appends_unmirrored_teams():
+    """Stored ids that resolve keep their order, ghosts drop, carriers the mirror missed append once, per group."""
+    from litellm.proxy.management_endpoints.access_group_endpoints import (
+        _attached_team_ids_by_group,
+    )
+
+    records = [
+        _make_access_group_record(access_group_id="ag-1", assigned_team_ids=["team-b", "ghost", "team-a"]),
+        _make_access_group_record(access_group_id="ag-2", assigned_team_ids=[]),
+    ]
+    teams = [
+        _make_team_record("team-a", ["ag-1"]),
+        _make_team_record("team-b", []),
+        _make_team_record("team-c", ["ag-1"]),
+        _make_team_record("team-d", ["ag-2"]),
+    ]
+
+    result = _attached_team_ids_by_group(records, teams)
+
+    assert dict(result) == {"ag-1": ("team-b", "team-a", "team-c"), "ag-2": ("team-d",)}
+
+
 # ---------------------------------------------------------------------------
 # Sync tests: CREATE
 # ---------------------------------------------------------------------------
@@ -997,9 +1092,8 @@ def test_create_access_group_syncs_assigned_teams(client_and_mocks):
     )
     mock_team_table = mock_prisma.db.litellm_teamtable
 
-    team_record = MagicMock()
-    team_record.team_id = "team-1"
-    team_record.access_group_ids = []
+    team_record = _make_team_record("team-1")
+    mock_team_table.find_many = AsyncMock(return_value=[team_record])
     mock_team_table.find_unique = AsyncMock(return_value=team_record)
 
     resp = client.post(
@@ -1043,20 +1137,22 @@ def test_create_access_group_syncs_assigned_keys(client_and_mocks):
     assert "ag-new" in call_kwargs["data"]["access_group_ids"]
 
 
-def test_create_access_group_skips_sync_for_nonexistent_team(client_and_mocks):
-    """Create skips updating a team that doesn't exist in DB."""
-    client, mock_prisma, _, mock_cache, mock_proxy_logging = client_and_mocks
+def test_create_access_group_rejects_nonexistent_team(client_and_mocks):
+    """Create refuses to store a team id that does not resolve to a team row."""
+    client, mock_prisma, mock_access_group_table, *_ = client_and_mocks
     mock_team_table = mock_prisma.db.litellm_teamtable
-    mock_team_table.find_unique = AsyncMock(return_value=None)
+    mock_team_table.find_many = AsyncMock(return_value=[_make_team_record("team-real")])
 
     resp = client.post(
         "/v1/access_group",
         json={
             "access_group_name": "new-group",
-            "assigned_team_ids": ["nonexistent-team"],
+            "assigned_team_ids": ["team-real", "nonexistent-team", "also-missing"],
         },
     )
-    assert resp.status_code == 201
+    assert resp.status_code == 400
+    assert resp.json()["detail"] == "Unknown team ids: also-missing, nonexistent-team"
+    mock_access_group_table.create.assert_not_awaited()
     mock_team_table.update.assert_not_awaited()
 
 
@@ -1065,9 +1161,8 @@ def test_create_access_group_idempotent_team_sync(client_and_mocks):
     client, mock_prisma, _, mock_cache, mock_proxy_logging = client_and_mocks
     mock_team_table = mock_prisma.db.litellm_teamtable
 
-    team_record = MagicMock()
-    team_record.team_id = "team-1"
-    team_record.access_group_ids = ["ag-new"]  # already synced
+    team_record = _make_team_record("team-1", ["ag-new"])
+    mock_team_table.find_many = AsyncMock(return_value=[team_record])
     mock_team_table.find_unique = AsyncMock(return_value=team_record)
 
     resp = client.post(
@@ -1095,9 +1190,8 @@ def test_update_access_group_syncs_added_teams(client_and_mocks):
     )
     mock_access_group_table.find_unique = AsyncMock(return_value=existing)
 
-    team_record = MagicMock()
-    team_record.team_id = "team-new"
-    team_record.access_group_ids = []
+    team_record = _make_team_record("team-new")
+    mock_team_table.find_many = AsyncMock(return_value=[_make_team_record("team-existing", ["ag-update"]), team_record])
     mock_team_table.find_unique = AsyncMock(return_value=team_record)
 
     resp = client.put(
@@ -1113,6 +1207,25 @@ def test_update_access_group_syncs_added_teams(client_and_mocks):
     assert "ag-update" in call_kwargs["data"]["access_group_ids"]
 
 
+def test_update_access_group_rejects_nonexistent_team(client_and_mocks):
+    """Update refuses to store a team id that does not resolve to a team row and leaves the group untouched."""
+    client, mock_prisma, mock_access_group_table, *_ = client_and_mocks
+    mock_team_table = mock_prisma.db.litellm_teamtable
+
+    existing = _make_access_group_record(access_group_id="ag-update", assigned_team_ids=["team-existing"])
+    mock_access_group_table.find_unique = AsyncMock(return_value=existing)
+    mock_team_table.find_many = AsyncMock(return_value=[_make_team_record("team-existing", ["ag-update"])])
+
+    resp = client.put(
+        "/v1/access_group/ag-update",
+        json={"assigned_team_ids": ["team-existing", "team-ghost"]},
+    )
+    assert resp.status_code == 400
+    assert resp.json()["detail"] == "Unknown team ids: team-ghost"
+    mock_access_group_table.update.assert_not_awaited()
+    mock_team_table.update.assert_not_awaited()
+
+
 def test_update_access_group_syncs_removed_teams(client_and_mocks):
     """Update removes access_group_id from de-assigned teams."""
     client, mock_prisma, mock_access_group_table, mock_cache, mock_proxy_logging = (
@@ -1125,9 +1238,8 @@ def test_update_access_group_syncs_removed_teams(client_and_mocks):
     )
     mock_access_group_table.find_unique = AsyncMock(return_value=existing)
 
-    team_to_remove = MagicMock()
-    team_to_remove.team_id = "team-remove"
-    team_to_remove.access_group_ids = ["ag-update"]
+    team_to_remove = _make_team_record("team-remove", ["ag-update"])
+    mock_team_table.find_many = AsyncMock(return_value=[_make_team_record("team-keep", ["ag-update"]), team_to_remove])
     mock_team_table.find_unique = AsyncMock(return_value=team_to_remove)
 
     resp = client.put(
@@ -1145,6 +1257,28 @@ def test_update_access_group_syncs_removed_teams(client_and_mocks):
     assert "ag-update" not in call_kwargs["data"]["access_group_ids"]
 
 
+def test_update_access_group_detaches_team_the_mirror_missed(client_and_mocks):
+    """Update removes the group from a team that carries it but was never written to the stored column."""
+    client, mock_prisma, mock_access_group_table, *_ = client_and_mocks
+    mock_team_table = mock_prisma.db.litellm_teamtable
+
+    existing = _make_access_group_record(access_group_id="ag-update", assigned_team_ids=["team-keep"])
+    mock_access_group_table.find_unique = AsyncMock(return_value=existing)
+
+    unmirrored = _make_team_record("team-unmirrored", ["ag-update", "ag-other"])
+    mock_team_table.find_many = AsyncMock(return_value=[_make_team_record("team-keep", ["ag-update"]), unmirrored])
+    mock_team_table.find_unique = AsyncMock(return_value=unmirrored)
+
+    resp = client.put("/v1/access_group/ag-update", json={"assigned_team_ids": ["team-keep"]})
+    assert resp.status_code == 200
+
+    mock_team_table.find_unique.assert_awaited_once_with(where={"team_id": "team-unmirrored"})
+    mock_team_table.update.assert_awaited_once()
+    call_kwargs = mock_team_table.update.call_args.kwargs
+    assert call_kwargs["where"] == {"team_id": "team-unmirrored"}
+    assert call_kwargs["data"]["access_group_ids"] == ["ag-other"]
+
+
 def test_update_access_group_no_team_sync_when_ids_not_in_payload(client_and_mocks):
     """Update does not sync teams when assigned_team_ids is absent from the payload."""
     client, mock_prisma, mock_access_group_table, mock_cache, mock_proxy_logging = (
diff --git a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
index a258127acff..37a54c4901a 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_common_daily_activity.py
@@ -454,6 +454,151 @@ async def test_get_api_key_metadata_regenerated_key_uses_most_recent_deleted_rec
     assert result["old-key-hash"]["team_id"] == "latest-team"
 
 
+@pytest.mark.asyncio
+async def test_get_api_key_metadata_recovers_double_hashed_key_via_reverse_hash():
+    """
+    v1.99 spend logging re-hashed already-hashed api_key values when provenance was
+    missing. Usage joins DailyUserSpend.api_key to VerificationToken.token, so those
+    rows looked like key-hash-... with a null alias. Recovery asks Postgres for the
+    key whose hashed token matches the dirty value and maps it back to its alias.
+    """
+    from litellm.proxy.utils import hash_token
+
+    double_hashed = hash_token("a" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(
+        return_value=[SimpleNamespace(user_id="alice", user_email="alice@example.com")]
+    )
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {"digest": double_hashed, "key_alias": "batch-worker", "team_id": "team-1", "user_id": "alice"}
+        ]
+    )
+
+    result = await get_api_key_metadata(
+        prisma_client=mock_prisma,
+        api_keys={double_hashed},
+    )
+
+    assert result[double_hashed]["key_alias"] == "batch-worker"
+    assert result[double_hashed]["team_id"] == "team-1"
+    assert result[double_hashed]["user_email"] == "alice@example.com"
+    ((digest_sql, digests),) = [call.args for call in mock_prisma.db.query_raw.call_args_list]
+    assert '"LiteLLM_VerificationToken"' in digest_sql
+    assert digests == [double_hashed]
+
+
+@pytest.mark.asyncio
+async def test_get_api_key_metadata_permanent_miss_never_pages_tokens_or_reads_spend_logs():
+    """A dirty key no table can explain costs two digest lookups, never a token page walk or a SpendLogs scan."""
+    from litellm.proxy.utils import hash_token
+
+    double_hashed = hash_token("b" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_deletedverificationtoken.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(return_value=[])
+    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+
+    result = await get_api_key_metadata(
+        prisma_client=mock_prisma,
+        api_keys={double_hashed},
+    )
+
+    assert double_hashed not in result
+    issued_sql = [call.args[0] for call in mock_prisma.db.query_raw.call_args_list]
+    assert len(issued_sql) == 2
+    assert not any("LiteLLM_SpendLogs" in sql for sql in issued_sql)
+    token_lookups = (
+        mock_prisma.db.litellm_verificationtoken.find_many.call_args_list
+        + mock_prisma.db.litellm_deletedverificationtoken.find_many.call_args_list
+    )
+    assert all("take" not in call.kwargs and "skip" not in call.kwargs for call in token_lookups)
+
+
+def test_key_metadata_includes_recovered_user_email():
+    from litellm.proxy.management_endpoints.common_daily_activity import _key_metadata
+
+    meta = _key_metadata(
+        {
+            "dirty-key": {
+                "key_alias": "batch-worker",
+                "team_id": "team-1",
+                "user_email": "alice@example.com",
+            }
+        },
+        "dirty-key",
+    )
+
+    assert meta.key_alias == "batch-worker"
+    assert meta.user_email == "alice@example.com"
+
+
+def test_update_breakdown_metrics_includes_user_email():
+    from litellm.proxy.management_endpoints.common_daily_activity import update_breakdown_metrics
+    from litellm.types.proxy.management_endpoints.common_daily_activity import BreakdownMetrics
+
+    breakdown = BreakdownMetrics()
+    record = SimpleNamespace(
+        api_key="dirty-key",
+        model="gpt-4o-mini",
+        model_group="grp",
+        mcp_namespaced_tool_name="srv/tool",
+        custom_llm_provider="openai",
+        endpoint="/v1/chat/completions",
+        spend=1.23,
+        prompt_tokens=1,
+        completion_tokens=1,
+        cache_read_input_tokens=0,
+        cache_creation_input_tokens=0,
+        compression_saved_tokens=0,
+        compression_savings_spend=0,
+        prompt_caching_savings_spend=0,
+        gateway_injected_caching_savings_spend=0,
+        autorouter_savings_spend=0,
+        total_tokens=2,
+        api_requests=1,
+        successful_requests=1,
+        failed_requests=0,
+        ptu_flat_cost=0.0,
+        user_id="alice",
+    )
+    api_key_metadata = {
+        "dirty-key": {
+            "key_alias": "batch-worker",
+            "team_id": "team-1",
+            "user_email": "alice@example.com",
+        }
+    }
+
+    update_breakdown_metrics(
+        breakdown,
+        record,
+        {},
+        {},
+        api_key_metadata,
+        entity_id_field="user_id",
+    )
+
+    expected = ("batch-worker", "alice@example.com")
+    top = breakdown.api_keys["dirty-key"].metadata
+    assert (top.key_alias, top.user_email) == expected
+    assert (
+        breakdown.models["gpt-4o-mini"].api_key_breakdown["dirty-key"].metadata.key_alias,
+        breakdown.models["gpt-4o-mini"].api_key_breakdown["dirty-key"].metadata.user_email,
+    ) == expected
+    assert (
+        breakdown.providers["openai"].api_key_breakdown["dirty-key"].metadata.key_alias,
+        breakdown.providers["openai"].api_key_breakdown["dirty-key"].metadata.user_email,
+    ) == expected
+    assert (
+        breakdown.entities["alice"].api_key_breakdown["dirty-key"].metadata.key_alias,
+        breakdown.entities["alice"].api_key_breakdown["dirty-key"].metadata.user_email,
+    ) == expected
+
+
 @pytest.mark.asyncio
 async def test_tag_daily_activity_metadata_totals_not_zero():
     """Test that tag daily activity returns correct metadata totals.
diff --git a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
index 8bce967b316..0d3ea5863a2 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_internal_user_endpoints.py
@@ -1449,6 +1449,11 @@ async def test_new_user_default_teams_flow(mocker):
         return 5  # Low user count, under limit
 
     mock_prisma_client.db.litellm_usertable.count = mock_count
+    persisted_user_row = mocker.MagicMock()
+    persisted_user_row.teams = ["96fed65b-0182-4ff4-8429-2721cd7d42af"]
+    mock_prisma_client.db.litellm_usertable.find_unique = mocker.AsyncMock(
+        return_value=persisted_user_row
+    )
 
     # Mock duplicate checks to pass
     async def mock_check_duplicate_user_email(*args, **kwargs):
@@ -1477,6 +1482,7 @@ async def test_new_user_default_teams_flow(mocker):
         "token": "sk-test-token-123",
         "expires": None,
         "max_budget": 100,
+        "teams": [],
     }
 
     # Mock _add_user_to_team
@@ -1551,6 +1557,7 @@ async def test_new_user_default_teams_flow(mocker):
         # Verify response structure
         assert response.user_id == "test-user-123"
         assert response.key == "sk-test-token-123"
+        assert response.teams == ["96fed65b-0182-4ff4-8429-2721cd7d42af"]
 
     finally:
         # Restore original default params (always assign, never delattr — the attribute
@@ -2007,6 +2014,67 @@ async def test_get_users_user_id_partial_match(mocker):
     assert captured_where_conditions["user_id"]["in"] == ["user1", "user2", "user3"]
 
 
+def test_get_users_search_matches_user_id_or_email(mocker):
+    """
+    `search` ORs a case-insensitive contains match over user_id and user_email on both the rows
+    query and the count, while the legacy `user_email` param keeps filtering only user_email.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+    searched_user_id = "a6f5c02b-0163-45ce-815f-f88d10e95686"
+    mock_user_row = mocker.MagicMock()
+    mock_user_row.user_id = searched_user_id
+    mock_user_row.model_dump.return_value = {
+        "user_id": searched_user_id,
+        "user_email": "search@example.com",
+        "user_role": "internal_user",
+        "created_at": datetime.now(timezone.utc),
+        "updated_at": datetime.now(timezone.utc),
+    }
+    find_many_wheres = []
+    count_wheres = []
+
+    async def mock_find_many(*args, **kwargs):
+        find_many_wheres.append(kwargs["where"])
+        return [mock_user_row]
+
+    async def mock_count(*args, **kwargs):
+        count_wheres.append(kwargs["where"])
+        return 1
+
+    async def mock_key_count(*args, **kwargs):
+        return 0
+
+    mock_prisma_client = mocker.MagicMock()
+    mock_prisma_client.db.litellm_usertable.find_many = mock_find_many
+    mock_prisma_client.db.litellm_usertable.count = mock_count
+    mock_prisma_client.db.litellm_verificationtoken.count = mock_key_count
+    mocker.patch(  # test-quality-ok: /user/list reads prisma_client off proxy_server at call time
+        "litellm.proxy.proxy_server.prisma_client", mock_prisma_client
+    )
+    app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        search_response = client.get("/user/list", params={"search": "A6F5C02B-0163"})
+        assert search_response.status_code == 200, search_response.text
+        expected_or = (
+            {"user_id": {"contains": "A6F5C02B-0163", "mode": "insensitive"}},
+            {"user_email": {"contains": "A6F5C02B-0163", "mode": "insensitive"}},
+        )
+        assert find_many_wheres == [{"OR": expected_or}]
+        assert count_wheres == [{"OR": expected_or}]
+        assert [user["user_id"] for user in search_response.json()["users"]] == [searched_user_id]
+        assert search_response.json()["total"] == 1
+
+        legacy_response = client.get("/user/list", params={"user_email": "search@example.com"})
+        assert legacy_response.status_code == 200, legacy_response.text
+        assert find_many_wheres[-1] == {"user_email": {"contains": "search@example.com", "mode": "insensitive"}}
+    finally:
+        app.dependency_overrides.pop(user_api_key_auth, None)
+
+
 def test_update_internal_user_params_reset_max_budget_with_none():
     """
     Test that _update_internal_user_params allows setting max_budget to None.
@@ -4220,3 +4288,88 @@ async def test_user_new_persists_model_max_budget(
     )
 
     assert captured["user_data"].get("model_max_budget") == expected_written
+
+
+@pytest.fixture
+def _admin_prisma(mocker):
+    """A mocked prisma_client wired in as proxy_server's module globals, for
+    the password-policy tests below (mirrors the pattern every other test in
+    this file repeats per-test; consolidated here since these three share it
+    verbatim)."""
+    mock_prisma_client = mocker.MagicMock()
+    mocker.patch(  # test-quality-ok: same module-global mocking every test in this file already uses
+        "litellm.proxy.proxy_server.prisma_client", mock_prisma_client
+    )
+    mocker.patch(  # test-quality-ok: same module-global mocking every test in this file already uses
+        "litellm.proxy.proxy_server.litellm_proxy_admin_name", "admin"
+    )
+    return mock_prisma_client
+
+
+@pytest.mark.asyncio
+async def test_user_update_rejects_weak_password(_admin_prisma):
+    """/user/update must reject a password that fails the configured
+    policy before it ever reaches the DB write."""
+    from litellm.proxy._types import ProxyException
+    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+        _update_single_user_helper,
+    )
+
+    user_request = UpdateUserRequest(user_id="target-user", password="short1!")
+    admin_caller = UserAPIKeyAuth(user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    with pytest.raises(ProxyException) as exc_info:
+        await _update_single_user_helper(user_request=user_request, user_api_key_dict=admin_caller)
+
+    assert exc_info.value.code == "400"
+    _admin_prisma.db.litellm_usertable.find_first.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_user_update_rejects_weak_password_against_configured_policy(_admin_prisma, mocker):
+    """A password that meets the default policy but not a stricter
+    admin-configured one must still be rejected."""
+    from litellm.proxy._types import ProxyException
+    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+        _update_single_user_helper,
+    )
+
+    mocker.patch(  # test-quality-ok: same module-global mocking every test in this file already uses
+        "litellm.proxy.proxy_server.general_settings",
+        {"password_policy_min_length": 24},
+    )
+
+    user_request = UpdateUserRequest(user_id="target-user", password="Str0ng!Passw0rd")
+    admin_caller = UserAPIKeyAuth(user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    with pytest.raises(ProxyException) as exc_info:
+        await _update_single_user_helper(user_request=user_request, user_api_key_dict=admin_caller)
+
+    assert "24 characters" in exc_info.value.message
+
+
+@pytest.mark.asyncio
+async def test_user_update_hashes_and_persists_strong_password(_admin_prisma, mocker):
+    """A password meeting the policy is hashed (never stored in plaintext)
+    and reaches the DB write."""
+    from litellm.proxy.management_endpoints.internal_user_endpoints import (
+        _update_single_user_helper,
+    )
+
+    mock_prisma_client = _admin_prisma
+    existing_user = mocker.MagicMock()
+    existing_user.model_dump.return_value = {"user_id": "target-user"}
+    existing_user.user_id = "target-user"
+    mock_prisma_client.db.litellm_usertable.find_first = mocker.AsyncMock(return_value=existing_user)
+    mock_prisma_client.update_data = mocker.AsyncMock(return_value={"user_id": "target-user"})
+    mock_prisma_client.jsonify_object = mocker.MagicMock(side_effect=lambda x: x)
+
+    strong_password = "Str0ng!Passw0rd"
+    user_request = UpdateUserRequest(user_id="target-user", password=strong_password)
+    admin_caller = UserAPIKeyAuth(user_id="admin-1", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    await _update_single_user_helper(user_request=user_request, user_api_key_dict=admin_caller)
+
+    written_data = mock_prisma_client.update_data.call_args.kwargs["data"]
+    assert written_data.get("password") is not None
+    assert written_data["password"] != strong_password
diff --git a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
index a81c6b4c656..0e4af9f75a5 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_key_management_endpoints.py
@@ -6347,6 +6347,93 @@ def test_build_key_filter_conditions_key_hash_narrows_team_admin_visibility():
     assert {"token": "hashed-token-123"} in where["AND"], f"key_hash not ANDed: {where}"
 
 
+def _search_clause(search: str, token: str) -> dict:
+    return {"OR": [{"token": token}, {"key_alias": {"contains": search, "mode": "insensitive"}}]}
+
+
+def test_build_key_filter_conditions_search_ors_token_and_alias_contains():
+    """
+    LIT-4741: `search` matches a key by its alias (case-insensitive contains) OR by
+    its ID (the token column), with the pasted value used verbatim.
+    """
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    hashed_where = json.loads(
+        json.dumps(
+            _build_key_filter_conditions(
+                user_id=None,
+                team_id=None,
+                organization_id=None,
+                key_alias=None,
+                key_hash=None,
+                exclude_team_id=None,
+                admin_team_ids=None,
+                search="already-hashed-token",
+            )
+        )
+    )
+    assert _search_clause("already-hashed-token", "already-hashed-token") in hashed_where["AND"], (
+        f"hashed search not used verbatim: {hashed_where}"
+    )
+
+
+def test_build_key_filter_conditions_search_narrows_team_admin_visibility():
+    """
+    LIT-4741, same class as LIT-3243: `search` must be a top-level AND so it
+    narrows a team admin's admin-team branch instead of being bypassed by it.
+    """
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _build_key_filter_conditions,
+    )
+
+    where = json.loads(
+        json.dumps(
+            _build_key_filter_conditions(
+                user_id="team-admin-user",
+                team_id=None,
+                organization_id=None,
+                key_alias=None,
+                key_hash=None,
+                exclude_team_id=None,
+                admin_team_ids=["team-a"],
+                member_team_ids=["team-a"],
+                include_created_by_keys=False,
+                search="member-key-id",
+            )
+        )
+    )
+
+    assert where.get("AND"), f"expected top-level AND, got: {where}"
+    assert _search_clause("member-key-id", "member-key-id") in where["AND"], f"search not ANDed: {where}"
+    assert json.dumps({"team_id": {"in": ["team-a"]}}) in json.dumps(where)
+
+
+@pytest.mark.asyncio
+async def test_list_key_helper_applies_search_to_prisma_where():
+    """LIT-4741: `search` given to _list_key_helper must reach the Prisma where clause."""
+    mock_prisma_client = AsyncMock()
+    mock_find_many = AsyncMock(return_value=[])
+    mock_prisma_client.db.litellm_verificationtoken.find_many = mock_find_many
+    mock_prisma_client.db.litellm_verificationtoken.count = AsyncMock(return_value=0)
+
+    await _list_key_helper(
+        prisma_client=mock_prisma_client,
+        page=1,
+        size=50,
+        user_id=None,
+        team_id=None,
+        organization_id=None,
+        key_alias=None,
+        key_hash=None,
+        search="key-id-123",
+    )
+
+    where = json.loads(json.dumps(mock_find_many.call_args.kwargs["where"]))
+    assert _search_clause("key-id-123", "key-id-123") in where["AND"], f"search not in Prisma where: {where}"
+
+
 @pytest.mark.asyncio
 async def test_generate_key_negative_max_budget():
     """
@@ -14870,6 +14957,16 @@ async def test_list_keys_non_admin_cannot_opt_into_substring():
     assert kwargs["user_id"] == "alice"
 
 
+@pytest.mark.asyncio
+async def test_list_keys_search_is_honored_for_non_admin():
+    """LIT-4741: unlike substring_matching, `search` is not admin-gated. A non-admin's
+    search reaches the helper while their own-user scoping stays in place."""
+    user = UserAPIKeyAuth(user_role=LitellmUserRoles.INTERNAL_USER, user_id="alice")
+    kwargs = await _list_keys_capture_helper_kwargs(user, user_id=None, search="key-id-123")
+    assert kwargs["search"] == "key-id-123"
+    assert kwargs["user_id"] == "alice"
+
+
 @pytest.mark.asyncio
 async def test_cli_session_token_delegation_ceiling_blocked_by_team_budget():
     team = LiteLLM_TeamTableCachedObj(team_id="team-1", max_budget=50.0)
@@ -17489,3 +17586,71 @@ async def test_check_project_key_limits_still_rejects_real_model_outside_project
 
     assert exc_info.value.status_code == 400
     assert "Model 'gpt-5.4-mini' not in project's allowed models" in exc_info.value.detail["error"]
+
+
+def test_generate_key_request_blank_team_id_is_personal():
+    """The UI Team-field clear submits team_id=""; it must count as no team (LIT-3925)."""
+    from litellm.proxy._types import RegenerateKeyRequest
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        _is_team_key,
+    )
+
+    cleared = GenerateKeyRequest(team_id="")
+    assert cleared.team_id is None
+    assert _is_team_key(data=cleared) is False
+    assert RegenerateKeyRequest(team_id="").team_id is None
+    assert GenerateKeyRequest(team_id="team-1").team_id == "team-1"
+
+
+def test_generate_key_request_blank_organization_and_project_id_are_unset():
+    from litellm.proxy._types import RegenerateKeyRequest
+
+    cleared = GenerateKeyRequest(organization_id="", project_id="")
+    assert cleared.organization_id is None
+    assert cleared.project_id is None
+    assert "organization_id" not in cleared.model_dump(exclude_none=True)
+    assert RegenerateKeyRequest(organization_id="").organization_id is None
+    assert GenerateKeyRequest(organization_id="org-1", project_id="proj-1").organization_id == "org-1"
+    assert GenerateKeyRequest(organization_id="org-1", project_id="proj-1").project_id == "proj-1"
+
+
+def test_key_request_blank_organization_id_is_unset():
+    from litellm.proxy._types import RegenerateKeyRequest, UpdateKeyRequest
+
+    assert GenerateKeyRequest(organization_id="").organization_id is None
+    assert RegenerateKeyRequest(organization_id="").organization_id is None
+    assert UpdateKeyRequest(key="sk-1", organization_id="").organization_id is None
+    assert GenerateKeyRequest(organization_id="org-1").organization_id == "org-1"
+    assert UpdateKeyRequest(key="sk-1", organization_id="org-1").organization_id == "org-1"
+
+
+def test_key_generation_check_blank_team_id_uses_personal_permissions(monkeypatch):
+    """key_generation_check with team_id="" must take the personal-key path instead
+    of failing the team lookup with "Unable to find team object" (LIT-3925)."""
+    from litellm.proxy._types import KeyManagementRoutes
+    from litellm.proxy.management_endpoints.key_management_endpoints import (
+        key_generation_check,
+    )
+
+    monkeypatch.setattr(
+        litellm,
+        "key_generation_settings",
+        {
+            "team_key_generation": {"allowed_team_member_roles": ["admin"]},
+            "personal_key_generation": {"allowed_user_roles": ["proxy_admin", "internal_user"]},
+        },
+    )
+
+    assert (
+        key_generation_check(
+            team_table=None,
+            user_api_key_dict=UserAPIKeyAuth(
+                user_role=LitellmUserRoles.INTERNAL_USER,
+                api_key="sk-alice",
+                user_id="alice",
+            ),
+            data=GenerateKeyRequest(key_alias="personal", team_id=""),
+            route=KeyManagementRoutes.KEY_GENERATE,
+        )
+        is True
+    )
diff --git a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
index 4661cc17dbc..c69f8f20a13 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_model_management_endpoints.py
@@ -1,5 +1,6 @@
 import inspect
 import asyncio
+import contextlib
 import json
 from typing import Dict, Optional
 from unittest.mock import AsyncMock, MagicMock, patch
@@ -27,9 +28,18 @@ from litellm.proxy.management_endpoints.model_management_endpoints import (
     delete_team_models,
 )
 from litellm.proxy.utils import PrismaClient
+from litellm.router import Router
 from litellm.types.router import Deployment, LiteLLM_Params, updateDeployment
 
 
+async def _passthrough_row(update_data):
+    return update_data
+
+
+async def _write_empty_row(**kwargs):
+    return await kwargs["write_row"]({})
+
+
 class MockPrismaClient:
     def __init__(
         self,
@@ -875,6 +885,7 @@ class TestDeleteModelClearsRouterRegistry:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
 
@@ -936,6 +947,7 @@ class TestDeleteModelClearsRouterRegistry:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=db_row)
 
@@ -1188,7 +1200,7 @@ class TestTeamModelSiblingRouting:
         team_id = "team_no_alias"
         public_name = "gpt-4.1-mini"
 
-        async def mock_add_model_to_db(model_params, user_api_key_dict, prisma_client):
+        async def mock_add_model_to_db(model_params, user_api_key_dict, prisma_client, slot=None):
             return MagicMock(model_id=str(uuid.uuid4()))
 
         mock_team_model_add = AsyncMock()
@@ -1369,7 +1381,8 @@ class TestTeamModelUpdate:
                 db_model=db_model,
                 patch_data=patch_data,
                 user_api_key_dict=user_api_key_dict,
-                prisma_client=prisma_client,  # type: ignore
+                prisma_client=prisma_client,  # type: ignore,
+                write_row=_passthrough_row,
             )
 
             assert result.get("model_name", "").startswith("model_name_test_team_123_")
@@ -1432,7 +1445,6 @@ class TestTeamModelUpdate:
                 team_id="team_123",
                 public_model_name="new-public-name",
                 db_model=db_model,
-                patch_data=patch_data,
                 user_api_key_dict=user_api_key_dict,
                 prisma_client=prisma_client,  # type: ignore
             )
@@ -1478,7 +1490,6 @@ class TestTeamModelUpdate:
                 team_id="team_123",
                 public_model_name="new-public-name",
                 db_model=db_model,
-                patch_data=patch_data,
                 user_api_key_dict=user_api_key_dict,
                 prisma_client=None,
             )
@@ -1487,39 +1498,72 @@ class TestTeamModelUpdate:
             mock_delete.assert_not_called()
 
     @pytest.mark.asyncio
-    async def test_rename_with_prisma_none_clears_patch_model_name(self):
-        """Rename path must clear patch_data.model_name even when prisma is unavailable (P1)."""
+    async def test_a_refused_row_write_leaves_the_team_untouched(self):
+        """The team's model list autocommits, so it is written only after the row write succeeded: a
+        refused write (the heuristic_v2 slot 403, a DB error) must not leave the team listing a name
+        whose row never changed."""
+        from fastapi import HTTPException
+
         from litellm.proxy.management_endpoints.model_management_endpoints import (
-            _update_existing_team_model_assignment,
+            _update_team_model_in_db,
         )
         from litellm.types.router import ModelInfo
 
         db_model = Deployment(
-            model_name="model_name_team_123_uuid1",
+            model_name="gpt-4o",
             litellm_params=LiteLLM_Params(model="azure/gpt-4o-mini"),
-            model_info=ModelInfo(
-                team_id="team_123", team_public_model_name="old-public-name"
+            model_info=ModelInfo(),
+        )
+        user_api_key_dict = UserAPIKeyAuth(user_id="test_user", user_role=LitellmUserRoles.PROXY_ADMIN)
+        events: list[str] = []
+        written: dict[str, object] = {}
+
+        def patch_data() -> updateDeployment:
+            return updateDeployment(model_name="team-public", model_info=ModelInfo(team_id="team_123"))
+
+        async def refuse_row(update_data):
+            events.append("row")
+            raise HTTPException(status_code=403, detail="slot held")
+
+        async def accept_row(update_data):
+            events.append("row")
+            written.update(update_data)
+            return update_data
+
+        async def team_add(**_):
+            events.append("team_model_add")
+
+        with (
+            patch(  # test-quality-ok: the team auth check needs a live DB; the write order is what is under test
+                "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.allow_team_model_action",
+                AsyncMock(return_value=True),
             ),
-        )
-        patch_data = updateDeployment(
-            model_name="new-public-name",
-            model_info=ModelInfo(team_id="team_123"),
-        )
-        user_api_key_dict = UserAPIKeyAuth(
-            user_id="test_user",
-            user_role=LitellmUserRoles.PROXY_ADMIN,
-        )
+            patch("litellm.proxy.proxy_server.premium_user", True),  # test-quality-ok: team models are premium-gated through a proxy global with no injection seam
+            patch(  # test-quality-ok: the team list write is the collaborator whose ordering is asserted
+                "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add",
+                side_effect=team_add,
+            ),
+        ):
+            with pytest.raises(HTTPException):
+                await _update_team_model_in_db(
+                    db_model=db_model,
+                    patch_data=patch_data(),
+                    user_api_key_dict=user_api_key_dict,
+                    prisma_client=MockPrismaClient(team_exists=True),  # type: ignore
+                    write_row=refuse_row,
+                )
+            assert events == ["row"]
 
-        await _update_existing_team_model_assignment(
-            team_id="team_123",
-            public_model_name="new-public-name",
-            db_model=db_model,
-            patch_data=patch_data,
-            user_api_key_dict=user_api_key_dict,
-            prisma_client=None,
-        )
-
-        assert patch_data.model_name is None
+            await _update_team_model_in_db(
+                db_model=db_model,
+                patch_data=patch_data(),
+                user_api_key_dict=user_api_key_dict,
+                prisma_client=MockPrismaClient(team_exists=True),  # type: ignore
+                write_row=accept_row,
+            )
+            assert events == ["row", "row", "team_model_add"]
+            assert str(written["model_name"]).startswith("model_name_team_123_")
+            assert "team-public" in str(written["model_info"])
 
     @pytest.mark.asyncio
     async def test_rename_handles_legacy_string_model_info(self):
@@ -1571,7 +1615,6 @@ class TestTeamModelUpdate:
                 team_id="team_123",
                 public_model_name="new-public-name",
                 db_model=db_model,
-                patch_data=patch_data,
                 user_api_key_dict=user_api_key_dict,
                 prisma_client=prisma_client,  # type: ignore
             )
@@ -1611,7 +1654,8 @@ class TestTeamModelUpdate:
                     db_model=db_model,
                     patch_data=patch_data,
                     user_api_key_dict=user_api_key_dict,
-                    prisma_client=prisma_client,  # type: ignore
+                    prisma_client=prisma_client,  # type: ignore,
+                    write_row=_passthrough_row,
                 )
             assert "403" in str(exc_info.value)
 
@@ -1897,7 +1941,8 @@ class TestTeamModelUpdate:
                 db_model=db_model,
                 patch_data=patch_data,
                 user_api_key_dict=user_api_key_dict,
-                prisma_client=prisma_client,  # type: ignore
+                prisma_client=prisma_client,  # type: ignore,
+                write_row=_passthrough_row,
             )
 
         # team ACL must not be touched on a no-op edit
@@ -2079,6 +2124,7 @@ class TestAddAndDeleteModelLifecycle:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.create = AsyncMock(return_value=db_row)
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
@@ -2191,6 +2237,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2273,6 +2320,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2349,6 +2397,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=deleted_row
         )
@@ -2434,6 +2483,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2515,6 +2565,7 @@ class TestDeleteTeamBYOKModelGhost:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2584,6 +2635,7 @@ class TestDeleteModelTeamAuth:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -2702,6 +2754,7 @@ class TestDeleteModelTeamAuth:
         mock_prisma = MagicMock()
         mock_prisma.db = MagicMock()
         mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.query_raw = AsyncMock(return_value=[])
         mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(
             return_value=db_row
         )
@@ -3844,6 +3897,7 @@ class TestDeleteEvictionsHoldTheReconcileLock:
 
         prisma = MagicMock()
         prisma.db.litellm_proxymodeltable = table
+        prisma.db.query_raw = AsyncMock(return_value=[])
 
         router = MagicMock()
         router.delete_deployment = MagicMock(return_value=True)
@@ -4299,6 +4353,321 @@ class TestStrategyRouterWriteValidation:
             is None
         )
 
+    @staticmethod
+    def _live_router_holding_one_heuristic_v2(limit: int | None) -> Router:
+        return Router(
+            model_list=[
+                {"model_name": "gpt-4o-mini", "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "k"}},
+                {
+                    "model_name": "held-v2",
+                    "litellm_params": {
+                        "model": "auto_router/complexity_router",
+                        "complexity_router_config": {"classifier_type": "heuristic_v2", "tiers": {"SIMPLE": "gpt-4o-mini"}},
+                    },
+                    "model_info": {"id": "held-id"},
+                },
+            ],
+            heuristic_v2_router_limit=lambda: limit,
+        )
+
+    class _FakeTx:
+        """Stands in for a prisma transaction: records the raw statements and exposes the model table."""
+
+        def __init__(self, db_held: int) -> None:
+            self.db_held = db_held
+            self.raw_calls: list[tuple[str, tuple[object, ...]]] = []
+            self.litellm_proxymodeltable = MagicMock(create=AsyncMock(), update=AsyncMock())
+
+        async def query_raw(self, sql: str, *args: object) -> list[dict[str, object]]:
+            self.raw_calls.append((sql, args))
+            return [{"held": self.db_held}] if "count(*)" in sql else []
+
+        async def __aenter__(self) -> "TestStrategyRouterWriteValidation._FakeTx":
+            return self
+
+        async def __aexit__(self, *exc: object) -> None:
+            return None
+
+    class _FakeDb:
+        """Stands in for prisma_client: the plain client and the transaction it opens are told apart by identity."""
+
+        def __init__(self, db_held: int, existing_row: object = None) -> None:
+            self.db = self
+            self.tx_obj = TestStrategyRouterWriteValidation._FakeTx(db_held)
+            self.litellm_proxymodeltable = MagicMock(
+                create=AsyncMock(), update=AsyncMock(), find_unique=AsyncMock(return_value=existing_row)
+            )
+
+        def tx(self) -> "TestStrategyRouterWriteValidation._FakeTx":
+            return self.tx_obj
+
+    _V2 = {"classifier_type": "heuristic_v2", "tiers": {"SIMPLE": "gpt-4o-mini"}}
+    _V1 = {"classifier_type": "heuristic", "tiers": {"SIMPLE": "gpt-4o-mini"}}
+
+    @pytest.mark.parametrize(
+        "incoming,existing,expected",
+        [
+            (_V2, None, _V2),
+            (_V2, _V1, _V2),
+            (None, _V1, _V1),
+            (None, None, None),
+            ("no-config", _V2, _V2),
+        ],
+    )
+    def test_effective_complexity_router_config(
+        self, incoming: object, existing: object, expected: object
+    ) -> None:
+        """A write is judged on the config it leaves on the row: the incoming one when it carries one, else the stored one."""
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            _effective_complexity_router_config,
+        )
+        from litellm.types.router import updateLiteLLMParams
+
+        incoming_params = None if incoming is None else updateLiteLLMParams(
+            complexity_router_config=None if incoming == "no-config" else incoming
+        )
+        existing_params = None if existing is None else updateLiteLLMParams(complexity_router_config=existing)
+        assert _effective_complexity_router_config(incoming_params, existing_params) == expected
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        "limit,effective_config,db_held,config_holds_one,model_id,expected",
+        [
+            (1, _V2, 1, False, None, "refused"),
+            (1, _V2, 0, True, None, "refused"),
+            (1, _V2, 0, False, None, "reserved"),
+            (1, _V2, 0, False, "held-id", "reserved"),
+            (2, _V2, 1, False, None, "reserved"),
+            (1, _V1, 5, True, None, "plain"),
+            (1, None, 5, True, None, "plain"),
+            (None, _V2, 5, True, None, "plain"),
+        ],
+    )
+    async def test_heuristic_v2_slot_matrix(
+        self,
+        limit: int | None,
+        effective_config: object,
+        db_held: int,
+        config_holds_one: bool,
+        model_id: str | None,
+        expected: str,
+    ) -> None:
+        """The slot is claimed inside a locked transaction only for a heuristic_v2 write under a limit; the DB rows
+        (other pods included) plus config.yaml routers decide, the row being edited is excluded through the SQL
+        parameter, and every other write runs on the plain client with no lock."""
+        from fastapi import HTTPException
+
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            HEURISTIC_V2_SLOT_LOCK_KEY,
+            _heuristic_v2_slot,
+        )
+
+        fake = self._FakeDb(db_held)
+        live_router = self._live_router_holding_one_heuristic_v2(limit) if config_holds_one else None
+        with (
+            patch("litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: limit),  # test-quality-ok: the guard reads the proxy license singleton with no injection seam
+            patch("litellm.proxy.proxy_server.llm_router", live_router),  # test-quality-ok: the guard reads the proxy router global with no injection seam
+            patch(  # test-quality-ok: the cross-pod publish is the side effect under test; redis is not configured here
+                "litellm.proxy.management_endpoints.model_management_endpoints.publish_config_change",
+                new=AsyncMock(),
+            ) as published,
+        ):
+            if expected == "refused":
+                with pytest.raises(HTTPException) as exc_info:
+                    async with _heuristic_v2_slot(fake, effective_config=effective_config, model_id=model_id):
+                        pass
+                assert exc_info.value.status_code == 403
+                assert "At most 1 auto-router" in str(exc_info.value.detail)
+                assert "'auto_router' feature lifts the limit" in str(exc_info.value.detail)
+                return
+            async with _heuristic_v2_slot(fake, effective_config=effective_config, model_id=model_id) as tables:
+                handle = tables
+        if expected == "plain":
+            await handle.create(data={})
+            fake.litellm_proxymodeltable.create.assert_awaited_once_with(data={})
+            assert fake.tx_obj.raw_calls == []
+            return
+        assert handle is fake.tx_obj.litellm_proxymodeltable
+        published.assert_awaited_once_with(redis_cache=None, object_type="litellm_proxymodeltable")
+        (lock_sql, lock_params), (_count_sql, count_params) = fake.tx_obj.raw_calls
+        assert "pg_advisory_xact_lock($1)" in lock_sql and "count" not in lock_sql
+        assert lock_params == (HEURISTIC_V2_SLOT_LOCK_KEY,)
+        assert count_params == (model_id or "",)
+
+    @pytest.mark.asyncio
+    async def test_team_model_bookkeeping_runs_after_the_slot_is_released(self) -> None:
+        """team_model_add needs a second pool connection, so it must run only after the slot transaction
+        (and its advisory lock) has closed; a pool-sized burst of team creates would otherwise stall on the
+        lock holder waiting for a connection the waiters are occupying."""
+        from contextlib import asynccontextmanager
+
+        from litellm.proxy.management_endpoints.model_management_endpoints import _add_team_model_to_db
+        from litellm.types.router import ModelInfo
+
+        events: list[str] = []
+        created = MagicMock(model_id="row-1")
+
+        @asynccontextmanager
+        async def slot():
+            events.append("slot-enter")
+            yield MagicMock(create=AsyncMock(return_value=created))
+            events.append("slot-exit")
+
+        async def team_model_add(**_: object) -> None:
+            events.append("team_model_add")
+
+        deployment = Deployment(
+            model_name="public-v2",
+            litellm_params=LiteLLM_Params(model="auto_router/complexity_router", complexity_router_config=self._V2),
+            model_info=ModelInfo(id="row-1", team_id="team-1"),
+        )
+        with (
+            patch(  # test-quality-ok: params are encrypted with the proxy master key, which this test does not configure
+                "litellm.proxy.management_endpoints.model_management_endpoints.encrypt_value_helper",
+                lambda value, new_encryption_key=None: value,
+            ),
+            patch(  # test-quality-ok: the team list write is the collaborator whose ordering is asserted
+                "litellm.proxy.management_endpoints.model_management_endpoints.team_model_add",
+                side_effect=team_model_add,
+            ),
+        ):
+            result = await _add_team_model_to_db(
+                model_params=deployment,
+                user_api_key_dict=UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN),
+                prisma_client=MagicMock(),
+                slot=slot(),
+            )
+
+        assert result is created
+        assert events == ["slot-enter", "slot-exit", "team_model_add"]
+
+    @pytest.mark.asyncio
+    async def test_add_new_model_refuses_a_second_heuristic_v2_router_before_the_db_write(self) -> None:
+        from litellm.proxy._types import ProxyException
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            add_new_model,
+        )
+
+        admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        fake = self._FakeDb(db_held=1)
+
+        with (
+            patch("litellm.proxy.proxy_server.prisma_client", fake),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.llm_router", None),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.store_model_in_db", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.premium_user", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: 1),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch(  # test-quality-ok: prior auth check needs a live DB; only the license limit is under test
+                "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call",
+                new=AsyncMock(return_value=None),
+            ),
+            patch(  # test-quality-ok: params are encrypted before the slot is entered; no master key in this test
+                "litellm.proxy.management_endpoints.model_management_endpoints.encrypt_value_helper",
+                lambda value, new_encryption_key=None: value,
+            ),
+        ):
+            with pytest.raises(ProxyException) as exc_info:
+                await add_new_model(
+                    model_params=Deployment(
+                        model_name="second-v2",
+                        litellm_params=LiteLLM_Params(model="auto_router/complexity_router", complexity_router_config=self._V2),
+                    ),
+                    user_api_key_dict=admin,
+                )
+            assert exc_info.value.code == "403"
+            assert "At most 1 auto-router" in str(exc_info.value.message)
+            fake.tx_obj.litellm_proxymodeltable.create.assert_not_awaited()
+            fake.litellm_proxymodeltable.create.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_patch_model_refuses_switching_another_router_to_heuristic_v2(self) -> None:
+        """patch_model relays HTTPException as-is, so the license refusal reaches the client as a plain 403."""
+        from fastapi import HTTPException
+
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            patch_model,
+        )
+        from litellm.types.router import updateLiteLLMParams
+
+        model_id = "other-id"
+        admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+        fake = self._FakeDb(db_held=1)
+
+        with (
+            patch("litellm.proxy.proxy_server.prisma_client", fake),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.llm_router", None),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.store_model_in_db", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.premium_user", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: 1),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch(  # test-quality-ok: the write must be refused before this DB step runs
+                "litellm.proxy.management_endpoints.model_management_endpoints.get_db_model",
+                new=AsyncMock(return_value=self._db_complexity_router(model_id)),
+            ),
+            patch(  # test-quality-ok: prior auth check needs a live DB; only the license limit is under test
+                "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call",
+                new=AsyncMock(return_value=None),
+            ),
+            patch(  # test-quality-ok: the helper's team bookkeeping needs a live DB; the row writer it is handed is what is under test
+                "litellm.proxy.management_endpoints.model_management_endpoints._update_team_model_in_db",
+                new=AsyncMock(side_effect=_write_empty_row),
+            ),
+        ):
+            with pytest.raises(HTTPException) as exc_info:
+                await patch_model(
+                    model_id=model_id,
+                    patch_data=updateDeployment(litellm_params=updateLiteLLMParams(complexity_router_config=self._V2)),
+                    user_api_key_dict=admin,
+                )
+            assert exc_info.value.status_code == 403
+            fake.tx_obj.litellm_proxymodeltable.update.assert_not_awaited()
+            fake.litellm_proxymodeltable.update.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_update_model_refuses_switching_another_router_to_heuristic_v2(self) -> None:
+        from litellm.proxy._types import ProxyException
+        from litellm.proxy.management_endpoints.model_management_endpoints import (
+            update_model,
+        )
+        from litellm.types.router import ModelInfo, updateLiteLLMParams
+
+        model_id = "other-id"
+        admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+        existing_row = MagicMock()
+        existing_row.model_dump.return_value = {
+            "model_name": "my-auto-router",
+            "litellm_params": {
+                "model": "auto_router/complexity_router",
+                "complexity_router_config": {"tiers": {"SIMPLE": "gpt-4o-mini"}},
+            },
+            "model_info": {"id": model_id},
+        }
+        existing_row.litellm_params = existing_row.model_dump.return_value["litellm_params"]
+        fake = self._FakeDb(db_held=1, existing_row=existing_row)
+
+        with (
+            patch("litellm.proxy.proxy_server.prisma_client", fake),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.llm_router", None),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.store_model_in_db", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server.premium_user", True),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch("litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: 1),  # test-quality-ok: endpoint reads proxy server globals with no injection seam
+            patch(  # test-quality-ok: prior auth check needs a live DB; only the license limit is under test
+                "litellm.proxy.management_endpoints.model_management_endpoints.ModelManagementAuthChecks.can_user_make_model_call",
+                new=AsyncMock(return_value=None),
+            ),
+        ):
+            with pytest.raises(ProxyException) as exc_info:
+                await update_model(
+                    model_params=updateDeployment(
+                        litellm_params=updateLiteLLMParams(complexity_router_config=self._V2),
+                        model_info=ModelInfo(id=model_id),
+                    ),
+                    user_api_key_dict=admin,
+                )
+            assert exc_info.value.code == "403"
+            fake.tx_obj.litellm_proxymodeltable.update.assert_not_awaited()
+            fake.litellm_proxymodeltable.update.assert_not_awaited()
+
     @pytest.mark.asyncio
     async def test_update_model_rejects_prefix_strip(self):
         from litellm.proxy._types import ProxyException
@@ -4654,3 +5023,179 @@ class TestBlockModelResponseSerialization:
         assert body["model_id"] == "m-block-1"
         assert body["blocked"] is blocked
         assert body["litellm_params"] == {"model": "openai/gpt-4o-mini", "api_key": "encrypted-value"}
+
+
+class TestAccessGroupModelSync:
+    """A rename or delete of a deployment must land in every unified access group that names it."""
+
+    _PS = "litellm.proxy.proxy_server"
+    _MOD = "litellm.proxy.management_endpoints.model_management_endpoints"
+    _INVALIDATE = "litellm.proxy.management_helpers.access_group_model_sync.invalidate_access_group_caches"
+
+    @staticmethod
+    def _admin():
+        return UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-admin")
+
+    @staticmethod
+    def _prisma_with_row(model_id: str, model_name: str, deployment_count: int):
+        row = LiteLLM_ProxyModelTable(
+            model_id=model_id,
+            model_name=model_name,
+            litellm_params={"model": "openai/gpt-5.6"},
+            model_info={"id": model_id},
+            created_by="admin",
+            updated_by="admin",
+        )
+
+        async def query_raw(sql, *params):
+            if sql.startswith("SELECT COUNT(*)"):
+                return [{"deployment_count": deployment_count}]
+            return [{"access_group_id": "ag-1"}]
+
+        mock_prisma = MagicMock()
+        mock_prisma.db = MagicMock()
+        mock_prisma.db.query_raw = AsyncMock(side_effect=query_raw)
+        mock_prisma.db.litellm_proxymodeltable = AsyncMock()
+        mock_prisma.db.litellm_proxymodeltable.find_unique = AsyncMock(return_value=row)
+        mock_prisma.db.litellm_proxymodeltable.update = AsyncMock(return_value=row)
+        mock_prisma.db.litellm_proxymodeltable.delete = AsyncMock(return_value=row)
+        return mock_prisma
+
+    @staticmethod
+    def _access_group_updates(mock_prisma):
+        return [
+            call
+            for call in mock_prisma.db.query_raw.await_args_list
+            if call.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"')
+        ]
+
+    @contextlib.contextmanager
+    def _endpoint_env(self, mock_prisma, router):
+        with contextlib.ExitStack() as stack:
+            for target in (
+                patch(f"{self._PS}.prisma_client", mock_prisma),
+                patch(f"{self._PS}.llm_router", router),
+                patch(f"{self._PS}.store_model_in_db", True),
+                patch(f"{self._PS}.premium_user", True),
+                patch(f"{self._PS}.proxy_logging_obj", MagicMock()),
+                patch(f"{self._PS}.user_api_key_cache", MagicMock()),
+                patch(f"{self._MOD}.ModelManagementAuthChecks.can_user_make_model_call", new=AsyncMock(return_value=None)),
+                patch(
+                    f"{self._MOD}.clear_cache",
+                    new=AsyncMock(return_value=ReconcileOutcome(still_desired=None, live_after=None)),
+                ),
+                patch(f"{self._MOD}.encrypt_value_helper", side_effect=lambda value, **kwargs: value),
+            ):
+                stack.enter_context(target)
+            yield stack.enter_context(patch(self._INVALIDATE, new=AsyncMock()))
+
+    @pytest.mark.asyncio
+    async def test_patch_model_rename_rewrites_the_groups_that_named_the_model(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-rename", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-rename"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await patch_model(
+                model_id="m-rename",
+                patch_data=updateDeployment(model_name="gpt-5.6-eu"),
+                user_api_key_dict=self._admin(),
+            )
+
+        written = mock_prisma.db.litellm_proxymodeltable.update.await_args.kwargs["data"]
+        assert written["model_name"] == "gpt-5.6-eu"
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_replace" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+        invalidate.assert_awaited_once_with(("ag-1",))
+
+    @pytest.mark.asyncio
+    async def test_patch_model_rename_appends_when_a_sibling_deployment_keeps_the_old_name(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-rename", "gpt-5.6", deployment_count=1)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-rename"]
+
+        with self._endpoint_env(mock_prisma, router):
+            await patch_model(
+                model_id="m-rename",
+                patch_data=updateDeployment(model_name="gpt-5.6-eu"),
+                user_api_key_dict=self._admin(),
+            )
+
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_append" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+
+    @pytest.mark.asyncio
+    async def test_patch_model_without_a_rename_leaves_access_groups_alone(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import patch_model
+
+        mock_prisma = self._prisma_with_row("m-same", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-same"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await patch_model(model_id="m-same", patch_data=updateDeployment(blocked=True), user_api_key_dict=self._admin())
+
+        mock_prisma.db.query_raw.assert_not_awaited()
+        invalidate.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_delete_model_drops_the_name_from_groups_when_nothing_backs_it(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete, delete_model
+
+        mock_prisma = self._prisma_with_row("m-doomed", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = []
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await delete_model(model_info=ModelInfoDelete(id="m-doomed"), user_api_key_dict=self._admin())
+
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_remove" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6",)
+        invalidate.assert_awaited_once_with(("ag-1",))
+
+    @pytest.mark.asyncio
+    async def test_delete_model_keeps_the_name_while_a_sibling_deployment_backs_it(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import ModelInfoDelete, delete_model
+
+        mock_prisma = self._prisma_with_row("m-doomed", "gpt-5.6", deployment_count=1)
+        router = MagicMock()
+        router.get_model_ids.return_value = []
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await delete_model(model_info=ModelInfoDelete(id="m-doomed"), user_api_key_dict=self._admin())
+
+        assert self._access_group_updates(mock_prisma) == []
+        invalidate.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_update_model_persists_a_new_model_name_and_rewrites_the_groups(self):
+        from litellm.proxy.management_endpoints.model_management_endpoints import update_model
+        from litellm.types.router import ModelInfo, updateLiteLLMParams
+
+        mock_prisma = self._prisma_with_row("m-terraform", "gpt-5.6", deployment_count=0)
+        router = MagicMock()
+        router.get_model_ids.return_value = ["m-terraform"]
+
+        with self._endpoint_env(mock_prisma, router) as invalidate:
+            await update_model(
+                model_params=updateDeployment(
+                    model_name="gpt-5.6-eu",
+                    litellm_params=updateLiteLLMParams(model="openai/gpt-5.6"),
+                    model_info=ModelInfo(id="m-terraform"),
+                ),
+                user_api_key_dict=self._admin(),
+            )
+
+        written = mock_prisma.db.litellm_proxymodeltable.update.await_args.kwargs["data"]
+        assert written["model_name"] == "gpt-5.6-eu"
+        (update_call,) = self._access_group_updates(mock_prisma)
+        assert "array_replace" in update_call.args[0]
+        assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+        invalidate.assert_awaited_once_with(("ag-1",))
diff --git a/tests/test_litellm/proxy/management_endpoints/test_organization_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_organization_endpoints.py
index e2d89a660c2..2e5ca5bd37c 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_organization_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_organization_endpoints.py
@@ -726,6 +726,16 @@ async def _run_update_organization_v2(
     return mock_prisma_client
 
 
+def test_v2_update_route_is_public_in_openapi():
+    """PATCH /v2/organization/{organization_id} is a public route: hiding it again (include_in_schema=False)
+    would drop it from openapi.json, /docs, and the generated UI API types."""
+    from litellm.proxy.proxy_server import get_openapi_schema
+
+    v2_path = get_openapi_schema()["paths"].get("/v2/organization/{organization_id}")
+    assert v2_path is not None
+    assert "patch" in v2_path
+
+
 @pytest.mark.asyncio
 async def test_v2_update_clears_tpm_limit_and_metadata(monkeypatch):
     """A cleared tpm_limit is written to the budget row as None; a cleared metadata is written as {}."""
@@ -814,6 +824,54 @@ async def test_v2_rejects_negative_max_budget(monkeypatch):
     assert "max_budget" in str(exc.value.detail)
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize("field", ["tpm_limit", "rpm_limit", "max_parallel_requests"])
+async def test_v2_rejects_negative_integer_limits(monkeypatch: pytest.MonkeyPatch, field: str):
+    """v2 rejects negative tpm/rpm/parallel-request limits with a 422 instead of persisting them to the budget row."""
+    from litellm.proxy._types import LitellmUserRoles, OrganizationUpdateRequestV2, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.organization_endpoints import update_organization_v2
+
+    prisma_mock = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma_mock)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1")
+    with pytest.raises(HTTPException) as exc:
+        await update_organization_v2(
+            organization_id="org-1",
+            data=OrganizationUpdateRequestV2.model_validate({field: -1}),
+            user_api_key_dict=auth,
+        )
+    assert exc.value.status_code == 422
+    assert field in str(exc.value.detail)
+    prisma_mock.db.tx.assert_not_called()
+    prisma_mock.db.litellm_budgettable.update.assert_not_awaited()
+    prisma_mock.db.litellm_organizationtable.update.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_v2_rejects_unparseable_budget_duration(monkeypatch: pytest.MonkeyPatch):
+    """v2 rejects a budget_duration the parser can't read with a 422 instead of persisting it alongside a silent
+    next-midnight fallback reset."""
+    from litellm.proxy._types import LitellmUserRoles, OrganizationUpdateRequestV2, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints.organization_endpoints import update_organization_v2
+
+    prisma_mock = AsyncMock()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", prisma_mock)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1")
+    with pytest.raises(HTTPException) as exc:
+        await update_organization_v2(
+            organization_id="org-1",
+            data=OrganizationUpdateRequestV2.model_validate({"budget_duration": "bogus"}),
+            user_api_key_dict=auth,
+        )
+    assert exc.value.status_code == 422
+    assert "budget_duration" in str(exc.value.detail)
+    prisma_mock.db.tx.assert_not_called()
+    prisma_mock.db.litellm_budgettable.update.assert_not_awaited()
+    prisma_mock.db.litellm_organizationtable.update.assert_not_awaited()
+
+
 @pytest.mark.asyncio
 async def test_v2_rejects_caller_without_org_access(monkeypatch):
     """v2 runs the real _verify_org_access guard: a non-admin without ORG_ADMIN on the org gets 403 and no write."""
@@ -963,6 +1021,66 @@ async def test_v2_serializes_model_max_budget_on_budget_write(monkeypatch):
     assert json.loads(written) == {"gpt-4o": {"max_budget": 10}}
 
 
+async def _run_legacy_update_organization(
+    monkeypatch: pytest.MonkeyPatch, *, body: dict[str, object], existing_budget_id: str
+) -> AsyncMock:
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.management_endpoints import organization_endpoints
+    from litellm.proxy.management_endpoints.organization_endpoints import update_organization
+    from litellm.proxy.utils import jsonify_object
+
+    mock_prisma_client = AsyncMock()
+    mock_prisma_client.jsonify_object = jsonify_object
+
+    existing_org = MagicMock()
+    existing_org.budget_id = existing_budget_id
+    existing_org.metadata = {}
+    mock_prisma_client.db.litellm_organizationtable.find_unique = AsyncMock(return_value=existing_org)
+    mock_prisma_client.db.litellm_organizationtable.update = AsyncMock(return_value=MagicMock())
+    mock_prisma_client.db.litellm_budgettable.update = AsyncMock()
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    monkeypatch.setattr(organization_endpoints, "_verify_org_access", AsyncMock())
+
+    request = MagicMock()
+    request.json = AsyncMock(return_value=body)
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin-1")
+    await update_organization(request=request, user_api_key_dict=auth)
+    return mock_prisma_client
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "body",
+    [
+        {"organization_id": "org-1", "tpm_limit": None},
+        {"organization_id": "org-1", "litellm_budget_table": {"tpm_limit": None}},
+    ],
+)
+async def test_legacy_update_clears_tpm_limit_when_sent_null(monkeypatch, body):
+    """PATCH /organization/update with tpm_limit: null writes None to the budget row instead of dropping it."""
+    prisma = await _run_legacy_update_organization(monkeypatch, body=body, existing_budget_id="budget-1")
+
+    budget_write = prisma.db.litellm_budgettable.update.await_args
+    assert budget_write.kwargs["where"] == {"budget_id": "budget-1"}
+    assert budget_write.kwargs["data"]["tpm_limit"] is None
+    assert "rpm_limit" not in budget_write.kwargs["data"]
+    assert "tpm_limit" not in prisma.db.litellm_organizationtable.update.await_args.kwargs["data"]
+
+
+@pytest.mark.asyncio
+async def test_legacy_update_without_budget_fields_skips_budget_write(monkeypatch):
+    """Omitted budget fields are left untouched: renaming the org must not write the budget row."""
+    prisma = await _run_legacy_update_organization(
+        monkeypatch,
+        body={"organization_id": "org-1", "organization_alias": "renamed"},
+        existing_budget_id="budget-1",
+    )
+
+    prisma.db.litellm_budgettable.update.assert_not_awaited()
+    assert prisma.db.litellm_organizationtable.update.await_args.kwargs["data"]["organization_alias"] == "renamed"
+
+
 def test_build_budget_write_data_recomputes_reset_at_on_duration():
     """A sent budget_duration recomputes budget_reset_at so the reset window follows the new duration."""
     from litellm.proxy.management_endpoints.organization_endpoints import build_budget_write_data
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ptu_model_settings.py b/tests/test_litellm/proxy/management_endpoints/test_ptu_model_settings.py
index a1c38d26b9d..d35b77f732c 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ptu_model_settings.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ptu_model_settings.py
@@ -45,6 +45,10 @@ from litellm.types.router import (
 from litellm.types.utils import Usage
 
 
+async def _passthrough_row(update_data):
+    return update_data
+
+
 def test_model_info_accepts_valid_ptu_fields():
     info = ModelInfo(
         id="x",
@@ -385,6 +389,7 @@ class TestTeamModelUpdateValidatesBeforeWriting:
             patch_data=patch_data,
             user_api_key_dict=MagicMock(),
             prisma_client=MagicMock(),
+            write_row=_passthrough_row,
         )
         return result, touched
 
@@ -914,6 +919,7 @@ class TestPtuDeploymentsAreNotBilledPerToken:
                     patch_data=patch,
                     user_api_key_dict=UserAPIKeyAuth(user_id="a", user_role=LitellmUserRoles.PROXY_ADMIN),
                     prisma_client=MagicMock(),
+                    write_row=_passthrough_row,
                 )
 
         assert exc.value.status_code == 400
diff --git a/tests/test_litellm/proxy/management_endpoints/test_saml_sso.py b/tests/test_litellm/proxy/management_endpoints/test_saml_sso.py
index 57decc7d458..635e6332958 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_saml_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_saml_sso.py
@@ -516,6 +516,39 @@ async def test_team_ids_extracted_from_groups_attribute(saml_env_idp_initiated):
     assert result.team_ids == ["team-a", "team-b"]
 
 
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "roles",
+    [
+        ["internal_user", "proxy_admin_viewer"],
+        ["proxy_admin_viewer", "internal_user"],
+    ],
+)
+async def test_multi_valued_role_attribute_resolves_to_highest_privilege(saml_env_idp_initiated, roles):
+    """An assertion carrying several roles must not depend on the order the IdP emitted them in."""
+    key_pem, cert_pem = saml_env_idp_initiated
+    resp = _build_signed_response(
+        key_pem,
+        cert_pem,
+        attributes={
+            "email": ["dave@example.com"],
+            "role": roles,
+        },
+    )
+
+    result = await _acs(_b64(resp), _shared_cache())
+    assert result.user_role == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
+
+
+@pytest.mark.asyncio
+async def test_assertion_without_role_attribute_has_no_user_role(saml_env_idp_initiated):
+    key_pem, cert_pem = saml_env_idp_initiated
+    resp = _build_signed_response(key_pem, cert_pem, attributes={"email": ["erin@example.com"]})
+
+    result = await _acs(_b64(resp), _shared_cache())
+    assert result.user_role is None
+
+
 @pytest.mark.asyncio
 async def test_build_login_redirect_targets_idp_and_caches_request_id(saml_env):
     cache = DualCache()
@@ -642,3 +675,77 @@ async def test_read_acs_post_data_rejects_oversized_stream_without_content_lengt
     with pytest.raises(HTTPException) as exc:
         await SAMLAuthHandler.read_acs_post_data(cast(Request, request))
     assert exc.value.status_code == 413
+
+
+def _fake_request_with_scheme(scheme, headers=None, client_host="203.0.113.5"):
+    """A fuller fake Request than ``_fake_request``: adds ``url``, ``headers`` and
+    ``client``, which ``IPAddressUtils.is_request_https`` reads directly instead of
+    going through ``PROXY_BASE_URL``."""
+    return type(
+        "Req",
+        (),
+        {
+            "base_url": URL(f"{scheme}://proxy.example.com/"),
+            "url": URL(f"{scheme}://proxy.example.com/sso/saml/login"),
+            "query_params": {},
+            "cookies": {},
+            "headers": headers or {},
+            "client": type("Client", (), {"host": client_host})(),
+        },
+    )()
+
+
+class TestSAMLAuthnCookieSecureFlag:
+    """Regression tests for the litellm_saml_authn cookie's Secure attribute.
+    litellm only sees a plain-HTTP hop whenever TLS terminates at a reverse
+    proxy, so Secure must not be derived from the literal request scheme alone."""
+
+    @pytest.mark.asyncio
+    async def test_secure_over_direct_https(self, saml_env, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        cache = DualCache()
+        request = _fake_request_with_scheme("https")
+        redirect = await SAMLAuthHandler.build_login_redirect(request, cache)
+        cookie = redirect.headers["set-cookie"]
+        assert "Secure" in cookie
+        assert "SameSite=none" in cookie
+
+    @pytest.mark.asyncio
+    async def test_not_secure_over_direct_http(self, saml_env, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        cache = DualCache()
+        request = _fake_request_with_scheme("http")
+        redirect = await SAMLAuthHandler.build_login_redirect(request, cache)
+        cookie = redirect.headers["set-cookie"]
+        assert "Secure" not in cookie
+        assert "SameSite=lax" in cookie
+
+    @pytest.mark.asyncio
+    async def test_secure_behind_trusted_tls_terminating_proxy(self, saml_env, monkeypatch):
+        """THE regression: TLS terminates at a reverse proxy, litellm only sees a
+        plain-HTTP hop, but the cookie must still be marked Secure when the operator
+        has configured a trusted proxy reporting X-Forwarded-Proto: https."""
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.general_settings",
+            {"use_x_forwarded_for": True, "mcp_trusted_proxy_ranges": ["10.0.0.0/8"]},
+        )
+        cache = DualCache()
+        request = _fake_request_with_scheme(
+            "http", headers={"X-Forwarded-Proto": "https"}, client_host="10.0.0.5"
+        )
+        redirect = await SAMLAuthHandler.build_login_redirect(request, cache)
+        cookie = redirect.headers["set-cookie"]
+        assert "Secure" in cookie
+
+    @pytest.mark.asyncio
+    async def test_untrusted_spoofed_forwarded_proto_is_ignored(self, saml_env, monkeypatch):
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+        cache = DualCache()
+        request = _fake_request_with_scheme(
+            "http", headers={"X-Forwarded-Proto": "https"}, client_host="203.0.113.5"
+        )
+        redirect = await SAMLAuthHandler.build_login_redirect(request, cache)
+        cookie = redirect.headers["set-cookie"]
+        assert "Secure" not in cookie
diff --git a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
index 30b2ab86b9a..ab4cd74e092 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_team_endpoints.py
@@ -2910,6 +2910,7 @@ async def test_update_team_with_team_member_budget_duration(
             "metadata": {"team_member_budget_id": "budget_123"},
         }
         mock_existing_team.metadata = {"team_member_budget_id": "budget_123"}
+        mock_existing_team.members_with_roles = []
         mock_prisma_client.db.litellm_teamtable.find_unique = AsyncMock(
             return_value=mock_existing_team
         )
@@ -9897,11 +9898,11 @@ class TestResolveTeamAccessGroupResources:
         assert resolved.access_group_mcp_server_ids == ["mcp-1"]
         assert resolved.access_group_agent_ids == ["agent-1"]
         assert [
-            (d.access_group_id, d.access_group_name, d.models)
+            (d.access_group_id, d.access_group_name, d.models, d.mcp_server_ids, d.agent_ids)
             for d in (resolved.access_group_details or [])
         ] == [
-            ("ag-1", "shared-models", ("gpt-4", "claude-3")),
-            ("ag-2", "extra-models", ("claude-3", "gemini")),
+            ("ag-1", "shared-models", ("gpt-4", "claude-3"), ("mcp-1",), ()),
+            ("ag-2", "extra-models", ("claude-3", "gemini"), (), ("agent-1",)),
         ]
 
     @pytest.mark.asyncio
@@ -11083,6 +11084,14 @@ async def test_new_team_rejects_reserved_ui_session_team_id():
         mock_prisma.get_data.assert_not_called()
 
 
+@pytest.mark.parametrize("team_id", ["", "   "])
+def test_new_team_request_blank_team_id_is_unset(team_id: str) -> None:
+    from litellm.proxy._types import NewTeamRequest
+
+    assert NewTeamRequest(team_alias="t", team_id=team_id).team_id is None
+    assert NewTeamRequest(team_id="custom").team_id == "custom"
+
+
 # ---------------------------------------------------------------------------
 # PATCH /team/{team_id} — RFC 7386 JSON Merge Patch
 #
@@ -11282,6 +11291,78 @@ async def test_patch_preserves_required_metadata_key_that_post_would_wipe():
     assert patch_meta == {"cost_center": "FINOPS-1", "team_notes": "edited"}  # preserved by PATCH
 
 
+_STORED_METADATA_WITH_BUDGET: Final = {
+    "team_member_budget_id": "budget-existing-123",
+    "team_member_key_duration": "30d",
+    "logging": [{"callback_name": "langfuse", "callback_type": "success"}],
+    "cost_center": "cc-1234",
+}
+
+
+async def _written_metadata_with_budget(kind, body):
+    """Like ``_written_metadata`` but the team already owns a member budget row."""
+    from litellm.proxy._types import LiteLLM_BudgetTable
+
+    with (
+        patch("litellm.proxy.proxy_server.premium_user", True),  # test-quality-ok: proxy_server module global is the endpoint's only injection point
+        patch(  # test-quality-ok: update_team imports update_budget at call time; the module attribute is its only seam
+            "litellm.proxy.management_endpoints.budget_management_endpoints.update_budget",
+            AsyncMock(return_value=LiteLLM_BudgetTable(budget_id="budget-existing-123")),
+        ),
+    ):
+        return await _written_metadata(kind, dict(_STORED_METADATA_WITH_BUDGET), body)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ["post", "patch"])
+@pytest.mark.parametrize(
+    "body",
+    [
+        {"team_member_budget": 50.0},
+        {"team_member_budget_duration": "1d"},
+        {"team_member_tpm_limit": 500},
+        {"team_member_rpm_limit": 5},
+    ],
+    ids=lambda body: next(iter(body)),
+)
+async def test_team_member_budget_only_update_preserves_stored_metadata(kind, body):
+    """LIT-5150: a budget-only update that omits ``metadata`` must not replace the
+    stored metadata JSON with just ``{"team_member_budget_id": ...}``."""
+    assert await _written_metadata_with_budget(kind, body) == _STORED_METADATA_WITH_BUDGET
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ["post", "patch"])
+async def test_team_member_key_duration_only_update_preserves_stored_metadata(kind):
+    """LIT-5150: a metadata-backed field sent alone is merged into the stored
+    metadata instead of becoming the whole metadata JSON."""
+    written = await _written_metadata_with_budget(kind, {"team_member_key_duration": "7d"})
+
+    assert written == {**_STORED_METADATA_WITH_BUDGET, "team_member_key_duration": "7d"}
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("kind", ["post", "patch"])
+async def test_explicit_null_metadata_with_budget_field_still_clears_metadata(kind):
+    """``metadata: null`` is an explicit clear, so only the server-owned budget link survives."""
+    written = await _written_metadata_with_budget(kind, {"metadata": None, "team_member_budget": 7.0})
+
+    assert written == {"team_member_budget_id": "budget-existing-123"}
+
+
+@pytest.mark.asyncio
+async def test_metadata_only_update_keeps_team_member_budget_link():
+    """LIT-5150: rewriting metadata without any team member field must not drop the
+    server-owned ``team_member_budget_id``, or the member budget silently resets."""
+    body = {"metadata": {"cost_center": "cc-9999"}}
+
+    post_meta = await _written_metadata_with_budget("post", body)
+    patch_meta = await _written_metadata_with_budget("patch", body)
+
+    assert post_meta == {"cost_center": "cc-9999", "team_member_budget_id": "budget-existing-123"}
+    assert patch_meta == {**_STORED_METADATA_WITH_BUDGET, "cost_center": "cc-9999"}
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "body, field, expected",
@@ -11310,17 +11391,15 @@ async def test_top_level_fields_identical_post_and_patch(body, field, expected):
 @pytest.mark.asyncio
 async def test_patch_strips_system_managed_metadata_key_like_post():
     """A caller cannot inject/overwrite server-owned keys via PATCH any more than
-    via POST: team_member_budget_id is stripped from the write in both."""
+    via POST: the stored team_member_budget_id wins over the caller's value in both."""
     existing = {"team_member_budget_id": "budget-123", "cost_center": "1234"}
     body = {"metadata": {"team_member_budget_id": "HACKED", "cost_center": "9999"}}
 
     post_meta = await _written_metadata("post", existing, body)
     patch_meta = await _written_metadata("patch", existing, body)
 
-    assert "team_member_budget_id" not in post_meta
-    assert "team_member_budget_id" not in patch_meta
-    assert post_meta == {"cost_center": "9999"}
-    assert patch_meta == {"cost_center": "9999"}
+    assert post_meta == {"cost_center": "9999", "team_member_budget_id": "budget-123"}
+    assert patch_meta == {"cost_center": "9999", "team_member_budget_id": "budget-123"}
 
 
 @pytest.mark.parametrize(
@@ -13519,3 +13598,175 @@ async def test_team_member_update_skips_invalidation_when_no_budget_fields_sent(
 
     assert await real_cache.async_get_cache(key="team-1_member-1") == "still-fresh-membership"
     assert real_spend_counter_cache.in_memory_cache.get_cache(key="spend:team_member:member-1:team-1") == 1.5
+
+
+def _team_spend_by_user_team(team_id: str, team_alias: str, member: Member, permissions: list[str]) -> MagicMock:
+    team = MagicMock(spec=LiteLLM_TeamTable)
+    team.team_id = team_id
+    team.team_alias = team_alias
+    team.members_with_roles = [member]
+    team.team_member_permissions = permissions
+    team.model_dump.return_value = {
+        "team_id": team_id,
+        "team_alias": team_alias,
+        "members_with_roles": [{"user_id": member.user_id, "role": member.role}],
+        "team_member_permissions": permissions,
+    }
+    return team
+
+
+def _team_spend_by_user_caller(user_id: str, teams: list[str]) -> LiteLLM_UserTable:
+    return LiteLLM_UserTable(
+        user_id=user_id, user_email=f"{user_id}@example.com", teams=teams, user_role="internal_user"
+    )
+
+
+def _team_spend_by_user_db_row(team_id: str, user_id: str, spend: float, requests: int) -> dict:
+    return {
+        "team_id": team_id,
+        "user_id": user_id,
+        "user_email": f"{user_id}@example.com",
+        "user_alias": None,
+        "spend": spend,
+        "prompt_tokens": 10 * requests,
+        "completion_tokens": 5 * requests,
+        "total_tokens": 15 * requests,
+        "api_requests": requests,
+        "successful_requests": requests - 1,
+        "failed_requests": 1,
+    }
+
+
+@pytest.mark.asyncio
+async def test_get_team_spend_by_user_admin_groups_spend_logs_by_team_and_user(mock_db_client):
+    from litellm.proxy.management_endpoints.team_endpoints import get_team_spend_by_user
+
+    admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+    alpha = _team_spend_by_user_team("team-alpha", "Team Alpha", Member(user_id="alice", role="admin"), [])
+    beta = _team_spend_by_user_team("team-beta", "Team Beta", Member(user_id="alice", role="user"), [])
+    mock_db_client.db.litellm_teamtable.find_many = AsyncMock(return_value=[alpha, beta])
+    mock_db_client.db.query_raw = AsyncMock(
+        return_value=[
+            _team_spend_by_user_db_row("team-alpha", "alice", 0.5, 3),
+            _team_spend_by_user_db_row("team-alpha", "bob", 0.25, 2),
+            _team_spend_by_user_db_row("team-beta", "alice", 0.1, 1),
+        ]
+    )
+
+    response = await get_team_spend_by_user(
+        user_api_key_dict=admin,
+        team_ids="team-alpha,team-beta",
+        start_date="2026-09-01",
+        end_date="2026-09-04",
+    )
+
+    sql, *params = mock_db_client.db.query_raw.call_args.args
+    assert params == ["2026-09-01", "2026-09-04", "team-alpha", "team-beta"]
+    assert 'FROM "LiteLLM_SpendLogs" sl' in sql
+    assert 'sl."startTime" >= $1::timestamp' in sql
+    assert "sl.\"startTime\" < $2::timestamp + INTERVAL '1 day'" in sql
+    assert "sl.team_id IN ($3, $4)" in sql
+    assert 'GROUP BY sl.team_id, sl."user"' in sql
+    assert 'sl."user" = $' not in sql
+
+    assert response.start_date == "2026-09-01"
+    assert response.end_date == "2026-09-04"
+    assert [(r.team_id, r.team_alias, r.user_id, r.user_email, r.spend, r.api_requests) for r in response.results] == [
+        ("team-alpha", "Team Alpha", "alice", "alice@example.com", 0.5, 3),
+        ("team-alpha", "Team Alpha", "bob", "bob@example.com", 0.25, 2),
+        ("team-beta", "Team Beta", "alice", "alice@example.com", 0.1, 1),
+    ]
+    assert (response.results[0].successful_requests, response.results[0].failed_requests) == (2, 1)
+    assert (response.results[0].prompt_tokens, response.results[0].completion_tokens) == (30, 15)
+
+
+@pytest.mark.asyncio
+async def test_get_team_spend_by_user_team_admin_sees_every_member(mock_db_client):
+    from litellm.proxy.management_endpoints.team_endpoints import get_team_spend_by_user
+
+    caller = UserAPIKeyAuth(user_id="alice", user_role=LitellmUserRoles.INTERNAL_USER)
+    alpha = _team_spend_by_user_team("team-alpha", "Team Alpha", Member(user_id="alice", role="admin"), [])
+    mock_db_client.db.litellm_teamtable.find_many = AsyncMock(return_value=[alpha])
+    mock_db_client.db.query_raw = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_usertable.find_unique = AsyncMock(
+        return_value=_team_spend_by_user_caller("alice", ["team-alpha"])
+    )
+
+    await get_team_spend_by_user(
+        user_api_key_dict=caller, team_ids="team-alpha", start_date="2026-09-01", end_date="2026-09-04"
+    )
+
+    sql, *params = mock_db_client.db.query_raw.call_args.args
+    assert params == ["2026-09-01", "2026-09-04", "team-alpha"]
+    assert 'sl."user" = $' not in sql
+
+
+@pytest.mark.asyncio
+async def test_get_team_spend_by_user_plain_member_only_sees_own_row(mock_db_client):
+    from litellm.proxy.management_endpoints.team_endpoints import get_team_spend_by_user
+
+    caller = UserAPIKeyAuth(user_id="bob", user_role=LitellmUserRoles.INTERNAL_USER)
+    alpha = _team_spend_by_user_team("team-alpha", "Team Alpha", Member(user_id="bob", role="user"), ["/key/info"])
+    mock_db_client.db.litellm_teamtable.find_many = AsyncMock(return_value=[alpha])
+    mock_db_client.db.litellm_verificationtoken.find_many = AsyncMock(return_value=[])
+    mock_db_client.db.query_raw = AsyncMock(return_value=[_team_spend_by_user_db_row("team-alpha", "bob", 0.25, 2)])
+    mock_db_client.db.litellm_usertable.find_unique = AsyncMock(
+        return_value=_team_spend_by_user_caller("bob", ["team-alpha"])
+    )
+
+    response = await get_team_spend_by_user(
+        user_api_key_dict=caller, team_ids="team-alpha", start_date="2026-09-01", end_date="2026-09-04"
+    )
+
+    sql, *params = mock_db_client.db.query_raw.call_args.args
+    assert params == ["2026-09-01", "2026-09-04", "team-alpha", "bob"]
+    assert "sl.team_id IN ($3)" in sql
+    assert 'AND sl."user" = $4' in sql
+    assert [(r.user_id, r.spend) for r in response.results] == [("bob", 0.25)]
+
+
+@pytest.mark.asyncio
+async def test_get_team_spend_by_user_member_of_other_team_gets_404(mock_db_client):
+    from litellm.proxy.management_endpoints.team_endpoints import get_team_spend_by_user
+
+    caller = UserAPIKeyAuth(user_id="bob", user_role=LitellmUserRoles.INTERNAL_USER)
+    mock_db_client.db.query_raw = AsyncMock(return_value=[])
+    mock_db_client.db.litellm_usertable.find_unique = AsyncMock(
+        return_value=_team_spend_by_user_caller("bob", ["team-alpha"])
+    )
+
+    with pytest.raises(HTTPException) as exc_info:
+        await get_team_spend_by_user(
+            user_api_key_dict=caller, team_ids="team-beta", start_date="2026-09-01", end_date="2026-09-04"
+        )
+
+    assert exc_info.value.status_code == 404
+    mock_db_client.db.query_raw.assert_not_called()
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "team_ids,start_date,end_date,expected_error",
+    [
+        (None, "2026-09-01", "2026-09-04", "team_ids"),
+        ("", "2026-09-01", "2026-09-04", "team_ids"),
+        ("team-alpha", None, "2026-09-04", "start_date and end_date"),
+        ("team-alpha", "2026-09-04", "2026-09-01", "on or after"),
+        ("team-alpha", "2020-01-01", "2026-12-31", "at most 400 days"),
+        ("team-alpha", "nope", "2026-09-04", "valid YYYY-MM-DD"),
+    ],
+)
+async def test_get_team_spend_by_user_rejects_bad_input(mock_db_client, team_ids, start_date, end_date, expected_error):
+    from litellm.proxy.management_endpoints.team_endpoints import get_team_spend_by_user
+
+    mock_db_client.db.query_raw = AsyncMock(return_value=[])
+    admin = UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN)
+
+    with pytest.raises(HTTPException) as exc_info:
+        await get_team_spend_by_user(
+            user_api_key_dict=admin, team_ids=team_ids, start_date=start_date, end_date=end_date
+        )
+
+    assert exc_info.value.status_code == 400
+    assert expected_error in str(exc_info.value.detail)
+    mock_db_client.db.query_raw.assert_not_called()
diff --git a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
index e648bd09734..5dfff53f7c3 100644
--- a/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
+++ b/tests/test_litellm/proxy/management_endpoints/test_ui_sso.py
@@ -6598,13 +6598,94 @@ def test_get_litellm_user_role_with_invalid_role():
     assert result is None
 
 
-def test_get_litellm_user_role_with_list_multiple_roles():
-    """Test that get_litellm_user_role takes the first element from a multi-element list."""
+@pytest.mark.parametrize(
+    "role_claim",
+    [
+        ["proxy_admin", "internal_user"],
+        ["internal_user", "proxy_admin"],
+    ],
+)
+def test_get_litellm_user_role_picks_highest_privilege_regardless_of_order(role_claim):
+    """A multi-valued role claim resolves to the most privileged role, not the first one listed."""
     from litellm.proxy._types import LitellmUserRoles
     from litellm.proxy.management_endpoints.types import get_litellm_user_role
 
-    result = get_litellm_user_role(["proxy_admin", "internal_user"])
-    assert result == LitellmUserRoles.PROXY_ADMIN
+    assert get_litellm_user_role(role_claim) == LitellmUserRoles.PROXY_ADMIN
+
+
+@pytest.mark.parametrize(
+    "role_claim",
+    [
+        ["proxy_admin_viewer", "internal_user"],
+        ["internal_user", "proxy_admin_viewer"],
+    ],
+)
+def test_get_litellm_user_role_keeps_org_spend_visibility_for_mixed_roles(role_claim):
+    """
+    Regression for LIT-6077: a user holding both proxy_admin_viewer and internal_user kept
+    losing org-level spend visibility whenever the IdP happened to list internal_user first.
+    """
+    from litellm.proxy._types import LitellmUserRoles
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(role_claim) == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
+
+
+def test_get_litellm_user_role_ignores_unrecognised_entries():
+    """Roles LiteLLM does not know about are skipped rather than swallowing the whole claim."""
+    from litellm.proxy._types import LitellmUserRoles
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(["some_idp_group", "internal_user"]) == LitellmUserRoles.INTERNAL_USER
+    assert get_litellm_user_role(["some_idp_group", "another_group"]) is None
+
+
+def test_get_litellm_user_role_list_lookup_is_case_insensitive():
+    from litellm.proxy._types import LitellmUserRoles
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(["INTERNAL_USER", "Proxy_Admin"]) == LitellmUserRoles.PROXY_ADMIN
+
+
+@pytest.mark.parametrize(
+    "role_claim",
+    [
+        ["org_admin", "team"],
+        ["team", "org_admin"],
+    ],
+)
+def test_get_litellm_user_role_is_deterministic_for_unranked_roles(role_claim):
+    """Roles outside the privilege hierarchy still resolve the same way in either claim order."""
+    from litellm.proxy._types import LitellmUserRoles
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(role_claim) == LitellmUserRoles.ORG_ADMIN
+
+
+@pytest.mark.parametrize(
+    "role_claim",
+    [
+        ["org_admin", "internal_user"],
+        ["internal_user", "org_admin"],
+    ],
+)
+def test_get_litellm_user_role_prefers_a_ranked_role_over_an_unranked_one(role_claim):
+    """
+    org_admin, team and customer sit outside the privilege ladder, so a claim mixing one of
+    them with a ranked role settles on the ranked role in either order. Same rule the Entra
+    app_roles and role_mappings paths already follow.
+    """
+    from litellm.proxy._types import LitellmUserRoles
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(role_claim) == LitellmUserRoles.INTERNAL_USER
+
+
+def test_get_litellm_user_role_returns_none_for_non_string_claims():
+    from litellm.proxy.management_endpoints.types import get_litellm_user_role
+
+    assert get_litellm_user_role(None) is None
+    assert get_litellm_user_role({"role": "proxy_admin"}) is None
 
 
 # ============================================================================
@@ -6654,6 +6735,46 @@ def test_process_sso_jwt_access_token_extracts_role_from_access_token():
     assert result.user_role == LitellmUserRoles.PROXY_ADMIN
 
 
+@pytest.mark.parametrize(
+    "role_claim",
+    [
+        ["internal_user", "proxy_admin_viewer"],
+        ["proxy_admin_viewer", "internal_user"],
+    ],
+)
+def test_process_sso_jwt_access_token_resolves_highest_privilege_role(role_claim):
+    """
+    The generic SSO access-token path must land on the same role for a user whose role
+    claim holds several roles, whichever order the IdP emitted them in.
+    """
+    import jwt as pyjwt
+
+    from litellm.proxy._types import LitellmUserRoles
+
+    access_token_str = pyjwt.encode(
+        {"sub": "user-123", "email": "mixed@test.com", "litellm_role": role_claim},
+        "secret",
+        algorithm="HS256",
+    )
+    result = CustomOpenID(
+        id="user-123",
+        email="mixed@test.com",
+        display_name="Mixed Role User",
+        team_ids=[],
+        user_role=None,
+    )
+
+    with patch.dict(os.environ, {"GENERIC_USER_ROLE_ATTRIBUTE": "litellm_role"}):
+        process_sso_jwt_access_token(
+            access_token_str=access_token_str,
+            sso_jwt_handler=None,
+            result=result,
+            role_mappings=None,
+        )
+
+    assert result.user_role == LitellmUserRoles.PROXY_ADMIN_VIEW_ONLY
+
+
 def test_process_sso_jwt_access_token_does_not_override_existing_role():
     """
     Test that process_sso_jwt_access_token does NOT override a role that was
@@ -7604,6 +7725,112 @@ class TestPKCEStateCookieBinding:
         assert cookie_str is not None
         assert "Secure" not in cookie_str
 
+    @pytest.mark.asyncio
+    async def test_redirect_response_sets_secure_flag_behind_trusted_tls_terminating_proxy(
+        self, monkeypatch
+    ):
+        """Regression: litellm sees a plain-HTTP hop when TLS terminates at a reverse
+        proxy. The Secure flag must still be set when the direct peer is a configured
+        trusted proxy and it reports X-Forwarded-Proto: https -- but NOT from an
+        unconfigured/untrusted caller spoofing the same header (see the sibling test
+        below)."""
+        from fastapi.responses import RedirectResponse
+
+        from litellm.proxy.management_endpoints.ui_sso import (
+            SSOAuthenticationHandler,
+        )
+
+        mock_redirect = RedirectResponse(
+            url="http://idp.internal/authorize?state=behind-proxy-state"
+        )
+        mock_generic_sso = MagicMock()
+        mock_generic_sso.__enter__ = MagicMock(return_value=mock_generic_sso)
+        mock_generic_sso.__exit__ = MagicMock(return_value=None)
+        mock_generic_sso.get_login_redirect = AsyncMock(return_value=mock_redirect)
+
+        proxied_request = MagicMock(spec=Request)
+        proxied_request.url.scheme = "http"
+        proxied_request.headers = {"X-Forwarded-Proto": "https"}
+        proxied_request.client = MagicMock()
+        proxied_request.client.host = "10.0.0.5"
+
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.general_settings",
+            {"use_x_forwarded_for": True, "mcp_trusted_proxy_ranges": ["10.0.0.0/8"]},
+        )
+
+        with patch.dict(
+            os.environ,
+            {
+                "GENERIC_CLIENT_STATE": "behind-proxy-state",
+                "GENERIC_CLIENT_USE_PKCE": "true",
+            },
+        ):
+            response = await SSOAuthenticationHandler.get_generic_sso_redirect_response(
+                generic_sso=mock_generic_sso,
+                state=None,
+                generic_authorization_endpoint="http://idp.internal/authorize",
+                request=proxied_request,
+            )
+
+        cookie_headers = response.headers.getlist("set-cookie")
+        cookie_str = next(
+            (c for c in cookie_headers if "litellm_oauth_state=" in c), None
+        )
+        assert cookie_str is not None
+        assert "Secure" in cookie_str
+
+    @pytest.mark.asyncio
+    async def test_redirect_response_ignores_spoofed_forwarded_proto_without_trust_config(
+        self, monkeypatch
+    ):
+        """The same X-Forwarded-Proto: https header must NOT flip Secure on when no
+        trusted-proxy config is present -- honoring it unconditionally would let any
+        client spoof the header and would not itself be the vulnerability the ticket
+        warns against."""
+        from fastapi.responses import RedirectResponse
+
+        from litellm.proxy.management_endpoints.ui_sso import (
+            SSOAuthenticationHandler,
+        )
+
+        mock_redirect = RedirectResponse(
+            url="http://idp.internal/authorize?state=spoofed-state"
+        )
+        mock_generic_sso = MagicMock()
+        mock_generic_sso.__enter__ = MagicMock(return_value=mock_generic_sso)
+        mock_generic_sso.__exit__ = MagicMock(return_value=None)
+        mock_generic_sso.get_login_redirect = AsyncMock(return_value=mock_redirect)
+
+        spoofed_request = MagicMock(spec=Request)
+        spoofed_request.url.scheme = "http"
+        spoofed_request.headers = {"X-Forwarded-Proto": "https"}
+        spoofed_request.client = MagicMock()
+        spoofed_request.client.host = "203.0.113.5"
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+
+        with patch.dict(
+            os.environ,
+            {
+                "GENERIC_CLIENT_STATE": "spoofed-state",
+                "GENERIC_CLIENT_USE_PKCE": "true",
+            },
+        ):
+            response = await SSOAuthenticationHandler.get_generic_sso_redirect_response(
+                generic_sso=mock_generic_sso,
+                state=None,
+                generic_authorization_endpoint="http://idp.internal/authorize",
+                request=spoofed_request,
+            )
+
+        cookie_headers = response.headers.getlist("set-cookie")
+        cookie_str = next(
+            (c for c in cookie_headers if "litellm_oauth_state=" in c), None
+        )
+        assert cookie_str is not None
+        assert "Secure" not in cookie_str
+
     @pytest.mark.asyncio
     async def test_pkce_callback_rejects_missing_cookie(self):
         """When PKCE is enabled and a code_verifier is in the cache, the
@@ -8586,6 +8813,24 @@ class TestSameOriginReturnPath:
         assert _is_same_origin_return_path("") is False
 
 
+def _make_https_request() -> Request:
+    request = MagicMock(spec=Request)
+    request.url.scheme = "https"
+    request.headers = {}
+    request.client = MagicMock()
+    request.client.host = "203.0.113.5"
+    return request
+
+
+def _make_http_request() -> Request:
+    request = MagicMock(spec=Request)
+    request.url.scheme = "http"
+    request.headers = {}
+    request.client = MagicMock()
+    request.client.host = "203.0.113.5"
+    return request
+
+
 class TestPersistReturnToCookieSharedHelper:
     """The single shared return_to helper used by EVERY sign-in branch (SSO / Okta / generic AND the
     username/password form). It must be best-effort and NEVER raise — a bad return_to can never block
@@ -8603,7 +8848,7 @@ class TestPersistReturnToCookieSharedHelper:
 
         monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
         resp = Response()
-        _persist_return_to_cookie(resp, "/mcp/authorize?client_id=llm_dcrc_abc")
+        _persist_return_to_cookie(resp, "/mcp/authorize?client_id=llm_dcrc_abc", _make_https_request())
         assert "litellm_cp_return_to=" in self._cookie(resp)
 
     def test_bad_absolute_with_control_plane_configured_does_not_raise_and_is_not_stored(self, monkeypatch):
@@ -8617,7 +8862,7 @@ class TestPersistReturnToCookieSharedHelper:
             "litellm.proxy.proxy_server.general_settings", {"control_plane_url": "https://cp.example.com"}
         )
         resp = Response()
-        _persist_return_to_cookie(resp, "https://evil.example.com/steal")  # must not raise
+        _persist_return_to_cookie(resp, "https://evil.example.com/steal", _make_https_request())  # must not raise
         assert "litellm_cp_return_to=" not in self._cookie(resp)
 
     def test_none_return_to_is_a_noop(self):
@@ -8626,7 +8871,7 @@ class TestPersistReturnToCookieSharedHelper:
         from litellm.proxy.management_endpoints.ui_sso import _persist_return_to_cookie
 
         resp = Response()
-        _persist_return_to_cookie(resp, None)
+        _persist_return_to_cookie(resp, None, _make_https_request())
         assert "litellm_cp_return_to=" not in self._cookie(resp)
 
     def test_control_plane_matching_absolute_is_stored(self, monkeypatch):
@@ -8638,5 +8883,126 @@ class TestPersistReturnToCookieSharedHelper:
             "litellm.proxy.proxy_server.general_settings", {"control_plane_url": "https://cp.example.com"}
         )
         resp = Response()
-        _persist_return_to_cookie(resp, "https://cp.example.com/ui?page=models")
+        _persist_return_to_cookie(resp, "https://cp.example.com/ui?page=models", _make_https_request())
         assert "litellm_cp_return_to=" in self._cookie(resp)
+
+    def test_cookie_is_secure_and_httponly_over_https(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import _persist_return_to_cookie
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+        resp = Response()
+        _persist_return_to_cookie(resp, "/mcp/authorize", _make_https_request())
+        cookie = self._cookie(resp)
+        assert "Secure" in cookie
+        assert "HttpOnly" in cookie
+        assert "SameSite=lax" in cookie
+
+    def test_cookie_is_not_secure_over_plain_http_direct(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import _persist_return_to_cookie
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+        resp = Response()
+        _persist_return_to_cookie(resp, "/mcp/authorize", _make_http_request())
+        assert "Secure" not in self._cookie(resp)
+
+    def test_cookie_is_secure_behind_trusted_tls_terminating_proxy(self, monkeypatch):
+        """Regression for the reported bug: TLS terminates at a reverse proxy, litellm only
+        sees a plain-HTTP hop, but a trusted X-Forwarded-Proto: https must still mark the
+        cookie Secure."""
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import _persist_return_to_cookie
+
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.general_settings",
+            {"use_x_forwarded_for": True, "mcp_trusted_proxy_ranges": ["10.0.0.0/8"]},
+        )
+        resp = Response()
+        request = _make_http_request()
+        request.client.host = "10.0.0.5"
+        request.headers = {"X-Forwarded-Proto": "https"}
+        _persist_return_to_cookie(resp, "/mcp/authorize", request)
+        assert "Secure" in self._cookie(resp)
+
+
+class TestSessionTokenCookie:
+    """Regression tests for the ``token`` session cookie set by every sign-in path
+    (username/password login, SSO callback, the CLI /v2, /v3 login exchange helpers).
+    It was previously set with no Secure/HttpOnly/SameSite attributes at all -- always
+    sent over plain HTTP and readable by any script on the page. HttpOnly must stay off
+    deliberately: the dashboard reads this cookie via document.cookie."""
+
+    @staticmethod
+    def _cookie(resp) -> str:
+        return resp.headers.get("set-cookie", "")
+
+    def test_secure_over_direct_https(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        resp = Response()
+        set_session_token_cookie(resp, _make_https_request(), "jwt-token-value")
+        cookie = self._cookie(resp)
+        assert "token=jwt-token-value" in cookie
+        assert "Secure" in cookie
+        assert "SameSite=lax" in cookie
+        assert "HttpOnly" not in cookie
+
+    def test_not_secure_over_direct_http(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        resp = Response()
+        set_session_token_cookie(resp, _make_http_request(), "jwt-token-value")
+        assert "Secure" not in self._cookie(resp)
+
+    def test_secure_behind_trusted_tls_terminating_proxy(self, monkeypatch):
+        """THE regression: TLS terminates at a reverse proxy, litellm only sees a
+        plain-HTTP hop, but the session cookie must still be marked Secure when the
+        operator has configured a trusted proxy that reports X-Forwarded-Proto: https."""
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        monkeypatch.setattr(
+            "litellm.proxy.proxy_server.general_settings",
+            {"use_x_forwarded_for": True, "mcp_trusted_proxy_ranges": ["10.0.0.0/8"]},
+        )
+        request = _make_http_request()
+        request.client.host = "10.0.0.5"
+        request.headers = {"X-Forwarded-Proto": "https"}
+        resp = Response()
+        set_session_token_cookie(resp, request, "jwt-token-value")
+        assert "Secure" in self._cookie(resp)
+
+    def test_untrusted_spoofed_forwarded_proto_is_ignored(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
+        monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+        monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+        request = _make_http_request()
+        request.headers = {"X-Forwarded-Proto": "https"}
+        resp = Response()
+        set_session_token_cookie(resp, request, "jwt-token-value")
+        assert "Secure" not in self._cookie(resp)
+
+    def test_proxy_base_url_https_overrides_literal_http_scheme(self, monkeypatch):
+        from fastapi import Response
+
+        from litellm.proxy.management_endpoints.ui_sso import set_session_token_cookie
+
+        monkeypatch.setenv("PROXY_BASE_URL", "https://litellm.example.com")
+        resp = Response()
+        set_session_token_cookie(resp, _make_http_request(), "jwt-token-value")
+        assert "Secure" in self._cookie(resp)
diff --git a/tests/test_litellm/proxy/management_endpoints/usage_endpoints/test_ai_usage_chat.py b/tests/test_litellm/proxy/management_endpoints/usage_endpoints/test_ai_usage_chat.py
index 3a32b3cc128..e5616a1975d 100644
--- a/tests/test_litellm/proxy/management_endpoints/usage_endpoints/test_ai_usage_chat.py
+++ b/tests/test_litellm/proxy/management_endpoints/usage_endpoints/test_ai_usage_chat.py
@@ -466,3 +466,61 @@ class TestUsageAiChatServiceAccountGuard:
                 is_admin=False,
             )
         assert "Endpoint-level guard missing" in str(exc_info.value)
+
+
+class TestUsageAiChatKeepalive:
+    async def _collect_endpoint_body(self, monkeypatch, interval, delay=0.3) -> tuple[list[bytes], dict]:
+        import asyncio
+
+        import litellm
+        from fastapi.responses import StreamingResponse
+        from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+        from litellm.proxy.management_endpoints.usage_endpoints.endpoints import (
+            ChatMessage,
+            UsageAIChatRequest,
+            usage_ai_chat,
+        )
+
+        monkeypatch.setattr(litellm, "sse_keepalive_ping_interval_seconds", interval)
+
+        async def slow_acompletion(**kwargs):
+            await asyncio.sleep(delay)
+            response = MagicMock()
+            response.choices = [MagicMock()]
+            response.choices[0].message.tool_calls = None
+            response.choices[0].message.content = "Total spend is $50.25"
+            return response
+
+        with patch(  # test-quality-ok: the stream calls the module-level litellm.acompletion directly; no injection seam
+            "litellm.proxy.management_endpoints.usage_endpoints.ai_usage_chat.litellm.acompletion",
+            new=AsyncMock(side_effect=slow_acompletion),
+        ):
+            response = await usage_ai_chat(
+                data=UsageAIChatRequest(messages=[ChatMessage(role="user", content="hi")], model="gpt-4o-mini"),
+                request=MagicMock(),
+                user_api_key_dict=UserAPIKeyAuth(user_id="admin", user_role=LitellmUserRoles.PROXY_ADMIN),
+            )
+            assert isinstance(response, StreamingResponse)
+            chunks = [chunk if isinstance(chunk, bytes) else chunk.encode() async for chunk in response.body_iterator]
+        return chunks, dict(response.headers)
+
+    @pytest.mark.asyncio
+    async def test_endpoint_pings_while_the_planning_completion_is_still_running(self, monkeypatch):
+        chunks, headers = await self._collect_endpoint_body(monkeypatch, interval=0.05)
+
+        assert headers["content-type"].startswith("text/event-stream")
+        assert headers["cache-control"] == "no-cache"
+        assert headers["x-accel-buffering"] == "no"
+        assert chunks[0].startswith(b'data: {"type": "status"')
+        assert chunks[1] == b": ping\n\n"
+        assert chunks.count(b": ping\n\n") >= 3
+        assert b'"content": "Total spend is $50.25"' in b"".join(chunks)
+        assert chunks[-1] == b'data: {"type": "done"}\n\n'
+
+    @pytest.mark.asyncio
+    async def test_endpoint_stream_is_untouched_while_keepalives_are_unconfigured(self, monkeypatch):
+        chunks, _ = await self._collect_endpoint_body(monkeypatch, interval=None, delay=0.15)
+
+        assert b": ping\n\n" not in chunks
+        assert chunks[0].startswith(b'data: {"type": "status"')
+        assert chunks[-1] == b'data: {"type": "done"}\n\n'
diff --git a/tests/test_litellm/proxy/management_helpers/test_access_group_key_sync.py b/tests/test_litellm/proxy/management_helpers/test_access_group_key_sync.py
new file mode 100644
index 00000000000..60c36e33e09
--- /dev/null
+++ b/tests/test_litellm/proxy/management_helpers/test_access_group_key_sync.py
@@ -0,0 +1,57 @@
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+
+from litellm.proxy.db.prisma_client import PrismaWrapper
+from litellm.proxy.db.routing_prisma_wrapper import RoutingPrismaWrapper
+from litellm.proxy.management_helpers.access_group_key_sync import (
+    sync_key_access_group_membership,
+    sync_key_regeneration_access_group_membership,
+)
+
+
+def _routed_prisma_client():
+    writer_inner = MagicMock(name="writer_prisma")
+    reader_inner = MagicMock(name="reader_prisma")
+    writer_inner.query_raw = AsyncMock(return_value=[])
+    reader_inner.query_raw = AsyncMock(return_value=[])
+    writer = PrismaWrapper(original_prisma=writer_inner, iam_token_db_auth=False)
+    reader = PrismaWrapper(original_prisma=reader_inner, iam_token_db_auth=False)
+    routing = RoutingPrismaWrapper(writer=writer, reader=reader)
+    return SimpleNamespace(db=routing), writer_inner, reader_inner
+
+
+@pytest.mark.asyncio
+async def test_regeneration_repoint_update_runs_on_the_writer():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client()
+
+    await sync_key_regeneration_access_group_membership(
+        prisma_client=prisma_client,
+        previous_key_token="old-token",
+        new_key_token="new-token",
+        data=None,
+        existing_key_row=MagicMock(),
+    )
+
+    writer_inner.query_raw.assert_awaited_once()
+    assert writer_inner.query_raw.await_args.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"')
+    reader_inner.query_raw.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_membership_attach_and_detach_updates_run_on_the_writer():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client()
+
+    await sync_key_access_group_membership(
+        prisma_client=prisma_client,
+        key_token="token",
+        previous_access_group_ids=["ag-old"],
+        updated_access_group_ids=["ag-new"],
+    )
+
+    assert writer_inner.query_raw.await_count == 2
+    assert all(
+        call.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"') for call in writer_inner.query_raw.await_args_list
+    )
+    reader_inner.query_raw.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py b/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py
new file mode 100644
index 00000000000..65ef2d55cb8
--- /dev/null
+++ b/tests/test_litellm/proxy/management_helpers/test_access_group_model_sync.py
@@ -0,0 +1,170 @@
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import pytest
+
+from litellm.proxy.db.prisma_client import PrismaWrapper
+from litellm.proxy.db.routing_prisma_wrapper import RoutingPrismaWrapper
+from litellm.proxy.management_helpers.access_group_model_sync import (
+    sync_access_groups_for_deleted_model,
+    sync_access_groups_for_renamed_model,
+)
+
+_INVALIDATE = "litellm.proxy.management_helpers.access_group_model_sync.invalidate_access_group_caches"
+
+
+def _routed_prisma_client(deployment_count: int):
+    async def query_raw(sql, *params):
+        if sql.startswith("SELECT COUNT(*)"):
+            return [{"deployment_count": deployment_count}]
+        return [{"access_group_id": "ag-1"}, {"access_group_id": "ag-2"}]
+
+    writer_inner = MagicMock(name="writer_prisma")
+    reader_inner = MagicMock(name="reader_prisma")
+    writer_inner.query_raw = AsyncMock(side_effect=query_raw)
+    reader_inner.query_raw = AsyncMock(side_effect=query_raw)
+    writer = PrismaWrapper(original_prisma=writer_inner, iam_token_db_auth=False)
+    reader = PrismaWrapper(original_prisma=reader_inner, iam_token_db_auth=False)
+    routing = RoutingPrismaWrapper(writer=writer, reader=reader)
+    return SimpleNamespace(db=routing), writer_inner, reader_inner
+
+
+def _access_group_updates(writer_inner):
+    return [
+        call
+        for call in writer_inner.query_raw.await_args_list
+        if call.args[0].startswith('UPDATE "LiteLLM_AccessGroupTable"')
+    ]
+
+
+@pytest.mark.asyncio
+async def test_rename_replaces_the_old_name_when_no_other_deployment_carries_it():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=None
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_replace" in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+    reader_inner.query_raw.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_rename_appends_the_new_name_when_a_sibling_row_keeps_the_old_one():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=1)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=None
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_append" in update_call.args[0]
+    assert "array_replace" not in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6", "gpt-5.6-eu")
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+
+
+def _router_serving(db_model_by_deployment_id: dict[str, bool]):
+    llm_router = MagicMock()
+    llm_router.get_model_ids.return_value = list(db_model_by_deployment_id)
+    llm_router.get_deployment.side_effect = lambda model_id: SimpleNamespace(
+        model_info=SimpleNamespace(db_model=db_model_by_deployment_id[model_id])
+    )
+    return llm_router
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "db_model_by_deployment_id, expected_write",
+    [
+        ({"m-1": True}, "array_replace"),
+        ({"m-1": True, "m-from-config": False}, "array_append"),
+        ({"m-1": True, "m-db-sibling-this-worker-has-not-refreshed": True}, "array_replace"),
+    ],
+)
+async def test_rename_counts_only_config_deployments_with_another_id_as_backing_the_old_name(
+    db_model_by_deployment_id, expected_write
+):
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving(db_model_by_deployment_id)
+
+    with patch(_INVALIDATE, new=AsyncMock()):
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6-eu", llm_router=llm_router
+        )
+
+    llm_router.get_model_ids.assert_called_once_with(model_name="gpt-5.6")
+    (update_call,) = _access_group_updates(writer_inner)
+    assert expected_write in update_call.args[0]
+
+
+@pytest.mark.asyncio
+async def test_delete_ignores_a_db_sibling_this_worker_has_not_refreshed_yet():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving({"m-1": True, "m-renamed-elsewhere": True})
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(
+            prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=llm_router
+        )
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_remove" in update_call.args[0]
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+
+
+@pytest.mark.asyncio
+async def test_delete_keeps_the_name_while_a_config_deployment_still_serves_it():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+    llm_router = _router_serving({"m-1": True, "m-from-config": False})
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(
+            prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=llm_router
+        )
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_rename_to_the_same_name_writes_nothing():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_renamed_model(
+            prisma_client, model_id="m-1", old_name="gpt-5.6", new_name="gpt-5.6", llm_router=None
+        )
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_delete_removes_the_name_when_no_row_backs_it_any_more():
+    prisma_client, writer_inner, reader_inner = _routed_prisma_client(deployment_count=0)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=None)
+
+    (update_call,) = _access_group_updates(writer_inner)
+    assert "array_remove" in update_call.args[0]
+    assert update_call.args[1:] == ("gpt-5.6",)
+    invalidate.assert_awaited_once_with(("ag-1", "ag-2"))
+    reader_inner.query_raw.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_delete_keeps_the_name_while_a_sibling_row_still_backs_it():
+    prisma_client, writer_inner, _ = _routed_prisma_client(deployment_count=2)
+
+    with patch(_INVALIDATE, new=AsyncMock()) as invalidate:
+        await sync_access_groups_for_deleted_model(prisma_client, model_id="m-1", model_name="gpt-5.6", llm_router=None)
+
+    assert _access_group_updates(writer_inner) == []
+    invalidate.assert_not_awaited()
diff --git a/tests/test_litellm/proxy/memory/test_memory_endpoints.py b/tests/test_litellm/proxy/memory/test_memory_endpoints.py
index be75d980d9d..dff0e80fa77 100644
--- a/tests/test_litellm/proxy/memory/test_memory_endpoints.py
+++ b/tests/test_litellm/proxy/memory/test_memory_endpoints.py
@@ -615,6 +615,96 @@ class TestMemoryEndpoints:
         assert keys == {"user:profile"}
         assert body["total"] == 1
 
+    def test_list_memory_search_matches_key_prefix_or_memory_id_within_scope(self):
+        """
+        `search` matches a key prefix OR an exact memory_id, and stays ANDed
+        with the visibility filter so a pasted foreign id cannot leak a row.
+        """
+        table = self.prisma.db.litellm_memorytable
+        table.rows.extend(
+            [
+                _make_row(memory_id="mem-own", key="user:profile", user_id="user-a", team_id=None),
+                _make_row(memory_id="mem-target", key="project:context", user_id="user-a", team_id=None),
+                _make_row(memory_id="mem-foreign", key="user:secret", user_id="user-b", team_id=None),
+            ]
+        )
+        client = _make_client(_user_auth("user-a", "team-a"))
+        with _patch_prisma(self.prisma):
+            by_id = client.get("/v1/memory?search=mem-target")
+            by_prefix = client.get("/v1/memory?search=user:")
+            foreign_id = client.get("/v1/memory?search=mem-foreign")
+
+        assert by_id.status_code == 200, by_id.text
+        assert [m["memory_id"] for m in by_id.json()["memories"]] == ["mem-target"]
+        assert by_id.json()["total"] == 1
+
+        assert by_prefix.status_code == 200, by_prefix.text
+        assert {m["key"] for m in by_prefix.json()["memories"]} == {"user:profile"}
+        assert by_prefix.json()["total"] == 1
+
+        assert foreign_id.status_code == 200, foreign_id.text
+        assert foreign_id.json()["memories"] == []
+        assert foreign_id.json()["total"] == 0
+
+    def test_list_memory_search_by_memory_id_for_admin_sees_any_scope(self):
+        """Admins have no visibility filter, so an id search returns the row whoever owns it."""
+        table = self.prisma.db.litellm_memorytable
+        table.rows.extend(
+            [
+                _make_row(memory_id="mem-a", key="a", user_id="user-a", team_id=None),
+                _make_row(memory_id="mem-b", key="b", user_id="user-b", team_id=None),
+            ]
+        )
+        client = _make_client(_admin_auth())
+        with _patch_prisma(self.prisma):
+            resp = client.get("/v1/memory?search=mem-b")
+        assert resp.status_code == 200, resp.text
+        assert [m["memory_id"] for m in resp.json()["memories"]] == ["mem-b"]
+        assert resp.json()["total"] == 1
+
+    def test_list_memory_search_wins_over_key_prefix(self):
+        """When both are sent, `search` decides the match and `key_prefix` is ignored."""
+        table = self.prisma.db.litellm_memorytable
+        table.rows.extend(
+            [
+                _make_row(memory_id="mem-own", key="user:profile", user_id="user-a", team_id=None),
+                _make_row(memory_id="mem-target", key="project:context", user_id="user-a", team_id=None),
+            ]
+        )
+        client = _make_client(_user_auth("user-a", "team-a"))
+        with _patch_prisma(self.prisma):
+            resp = client.get("/v1/memory?search=mem-target&key_prefix=user:")
+        assert resp.status_code == 200, resp.text
+        assert [m["memory_id"] for m in resp.json()["memories"]] == ["mem-target"]
+        assert resp.json()["total"] == 1
+
+    def test_list_memory_key_prefix_never_matches_memory_id(self):
+        """`key_prefix` stays a pure key-prefix match; only `search` consults memory_id."""
+        table = self.prisma.db.litellm_memorytable
+        table.rows.append(_make_row(memory_id="mem-target", key="project:context", user_id="user-a", team_id=None))
+        client = _make_client(_user_auth("user-a", "team-a"))
+        with _patch_prisma(self.prisma):
+            resp = client.get("/v1/memory?key_prefix=mem-target")
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["memories"] == []
+        assert resp.json()["total"] == 0
+
+    def test_list_memory_key_exact_filter(self):
+        """`key` is an exact match, never a prefix."""
+        table = self.prisma.db.litellm_memorytable
+        table.rows.extend(
+            [
+                _make_row(memory_id="m1", key="user:profile", user_id="user-a", team_id=None),
+                _make_row(memory_id="m2", key="user:profile:archived", user_id="user-a", team_id=None),
+            ]
+        )
+        client = _make_client(_user_auth("user-a", "team-a"))
+        with _patch_prisma(self.prisma):
+            resp = client.get("/v1/memory?key=user:profile")
+        assert resp.status_code == 200, resp.text
+        assert [m["memory_id"] for m in resp.json()["memories"]] == ["m1"]
+        assert resp.json()["total"] == 1
+
     def test_list_memory_admin_sees_all(self):
         table = self.prisma.db.litellm_memorytable
         table.rows.extend(
diff --git a/tests/test_litellm/proxy/middleware/test_admission_control_middleware.py b/tests/test_litellm/proxy/middleware/test_admission_control_middleware.py
new file mode 100644
index 00000000000..f1ca13daa03
--- /dev/null
+++ b/tests/test_litellm/proxy/middleware/test_admission_control_middleware.py
@@ -0,0 +1,402 @@
+import asyncio
+import json
+from typing import Final
+
+import pytest
+from starlette.middleware.base import BaseHTTPMiddleware
+from starlette.types import ASGIApp, Message, Receive, Scope, Send
+
+from litellm.proxy.middleware.admission_control_middleware import (
+    AdmissionControlMetrics,
+    AdmissionControlMiddleware,
+    AdmissionControlSettings,
+    AdmissionControlState,
+    AdmissionControlStats,
+    _parse_admission_control_settings,
+    create_prometheus_admission_metrics,
+    get_admission_control_settings,
+)
+
+
+@pytest.fixture
+def state() -> AdmissionControlState:
+    return AdmissionControlState(lambda: None)
+
+
+async def _call(
+    middleware: AdmissionControlMiddleware,
+    path: str = "/",
+    root_path: str = "",
+) -> tuple[Message, ...]:
+    messages: Final[list[Message]] = []
+
+    async def receive() -> Message:
+        return {"type": "http.request", "body": b"", "more_body": False}
+
+    async def send(message: Message) -> None:
+        messages.append(message)
+
+    scope: Final[Scope] = {
+        "type": "http",
+        "path": path,
+        "root_path": root_path,
+        "method": "GET",
+        "headers": [],
+    }
+    await middleware(scope, receive, send)
+    return tuple(messages)
+
+
+def _handler_with_release(
+    started: asyncio.Event,
+    release: asyncio.Event,
+) -> ASGIApp:
+    async def handler(scope: Scope, receive: Receive, send: Send) -> None:
+        started.set()
+        await release.wait()
+        await send({"type": "http.response.start", "status": 200, "headers": []})
+        await send({"type": "http.response.body", "body": b"ok", "more_body": False})
+
+    return handler
+
+
+def test_is_not_base_http_middleware() -> None:
+    assert not issubclass(AdmissionControlMiddleware, BaseHTTPMiddleware)
+
+
+@pytest.mark.asyncio
+async def test_capacity_rejects_excess_and_releases_queued_request(state: AdmissionControlState) -> None:
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+    middleware: Final = AdmissionControlMiddleware(
+        _handler_with_release(started, release),
+        lambda: AdmissionControlSettings(1, 1, 1.0),
+        state,
+    )
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    second: Final = asyncio.create_task(_call(middleware))
+    await asyncio.sleep(0)
+    assert state.get_stats().queued == 1
+
+    third: Final = await _call(middleware)
+    assert third[0]["status"] == 503
+    headers: Final = dict(third[0]["headers"])
+    assert headers[b"retry-after"] == b"1"
+    assert headers[b"content-type"] == b"application/json"
+    assert json.loads(third[1]["body"])["error"] == {
+        "message": "Worker at capacity: 1 in-flight, 1 queued requests. Retry later.",
+        "type": "overloaded_error",
+        "code": "503",
+    }
+    assert state.get_stats().rejected_total == 1
+
+    release.set()
+    assert (await first)[0]["status"] == 200
+    assert (await second)[0]["status"] == 200
+    assert state.get_stats() == AdmissionControlStats(0, 0, 1)
+
+
+@pytest.mark.asyncio
+async def test_pending_waiter_is_not_skipped_after_admission_is_released(state: AdmissionControlState) -> None:
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+    third_trigger: Final = asyncio.Event()
+    middleware: Final = AdmissionControlMiddleware(
+        _handler_with_release(started, release),
+        lambda: AdmissionControlSettings(1, 2, 1.0),
+        state,
+    )
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    second: Final = asyncio.create_task(_call(middleware))
+    await asyncio.sleep(0)
+
+    async def call_third() -> tuple[Message, ...]:
+        await third_trigger.wait()
+        return await _call(middleware)
+
+    third: Final = asyncio.create_task(call_third())
+    await asyncio.sleep(0)
+    release.set()
+    third_trigger.set()
+    await asyncio.sleep(0)
+
+    assert state.get_stats().queued == 2
+    await asyncio.gather(first, second, third)
+
+
+@pytest.mark.asyncio
+async def test_queue_timeout_rejects_and_decrements_queue(state: AdmissionControlState) -> None:
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+    middleware: Final = AdmissionControlMiddleware(
+        _handler_with_release(started, release),
+        lambda: AdmissionControlSettings(1, 1, 0.05),
+        state,
+    )
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    start_time: Final = asyncio.get_running_loop().time()
+    second: Final = await _call(middleware)
+    elapsed: Final = asyncio.get_running_loop().time() - start_time
+
+    assert second[0]["status"] == 503
+    assert elapsed < 0.5
+    assert state.get_stats().queued == 0
+    assert state.get_stats().rejected_total == 1
+    release.set()
+    await first
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("root_path", "probe_path"),
+    (
+        ("", "/health/liveliness"),
+        ("/proxy", "/proxy/health/liveliness"),
+        ("/proxy", "/proxy/metrics"),
+    ),
+)
+async def test_exempt_path_passes_through_when_saturated(
+    state: AdmissionControlState,
+    root_path: str,
+    probe_path: str,
+) -> None:
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+
+    async def handler(scope: Scope, receive: Receive, send: Send) -> None:
+        if scope["path"] == "/":
+            started.set()
+            await release.wait()
+        await send({"type": "http.response.start", "status": 200, "headers": []})
+        await send({"type": "http.response.body", "body": b"ok", "more_body": False})
+
+    middleware: Final = AdmissionControlMiddleware(handler, lambda: AdmissionControlSettings(1, 0, 1.0), state)
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    health: Final = await _call(middleware, probe_path, root_path)
+    assert health[0]["status"] == 200
+    blocked: Final = await _call(middleware, "/proxy/v1/chat/completions", root_path)
+    assert blocked[0]["status"] == 503
+    lookalike: Final = await _call(middleware, "/proxyhealth/liveliness", "/proxy")
+    assert lookalike[0]["status"] == 503
+    release.set()
+    await first
+
+
+@pytest.mark.asyncio
+async def test_non_http_scope_passes_through_when_saturated(state: AdmissionControlState) -> None:
+    seen: Final[list[str]] = []
+
+    async def handler(scope: Scope, receive: Receive, send: Send) -> None:
+        seen.append(scope["type"])
+
+    middleware: Final = AdmissionControlMiddleware(handler, lambda: AdmissionControlSettings(1, 0, 1.0), state)
+    state.record_admission()
+
+    async def receive() -> Message:
+        return {"type": "lifespan.startup"}
+
+    async def send(message: Message) -> None:
+        return None
+
+    await middleware({"type": "lifespan"}, receive, send)
+    assert seen == ["lifespan"]
+
+
+@pytest.mark.asyncio
+async def test_none_settings_does_not_limit_concurrency() -> None:
+    active: Final = [0]
+    peak: Final = [0]
+    all_started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+
+    async def handler(scope: Scope, receive: Receive, send: Send) -> None:
+        active[0] += 1
+        peak[0] = max(peak[0], active[0])
+        if active[0] == 3:
+            all_started.set()
+        await release.wait()
+        active[0] -= 1
+        await send({"type": "http.response.start", "status": 200, "headers": []})
+        await send({"type": "http.response.body", "body": b"ok", "more_body": False})
+
+    middleware: Final = AdmissionControlMiddleware(handler, lambda: None, AdmissionControlState(lambda: None))
+    requests: Final = tuple(asyncio.create_task(_call(middleware)) for _ in range(3))
+    await all_started.wait()
+    assert peak[0] == 3
+    release.set()
+    results: Final = await asyncio.gather(*requests)
+    assert tuple(result[0]["status"] for result in results) == (200, 200, 200)
+
+
+@pytest.mark.asyncio
+async def test_cancelling_queued_request_does_not_leak_counter(state: AdmissionControlState) -> None:
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+    middleware: Final = AdmissionControlMiddleware(
+        _handler_with_release(started, release),
+        lambda: AdmissionControlSettings(1, 1, 1.0),
+        state,
+    )
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    queued: Final = asyncio.create_task(_call(middleware))
+    await asyncio.sleep(0)
+    queued.cancel()
+    with pytest.raises(asyncio.CancelledError):
+        await queued
+    assert state.get_stats().queued == 0
+    release.set()
+    await first
+
+
+@pytest.mark.asyncio
+async def test_streaming_response_holds_admission_until_final_body(state: AdmissionControlState) -> None:
+    first_chunk_sent: Final = asyncio.Event()
+    finish_stream: Final = asyncio.Event()
+
+    async def handler(scope: Scope, receive: Receive, send: Send) -> None:
+        await send({"type": "http.response.start", "status": 200, "headers": []})
+        await send({"type": "http.response.body", "body": b"first", "more_body": True})
+        first_chunk_sent.set()
+        await finish_stream.wait()
+        await send({"type": "http.response.body", "body": b"last", "more_body": False})
+
+    middleware: Final = AdmissionControlMiddleware(
+        handler,
+        lambda: AdmissionControlSettings(1, 1, 1.0),
+        state,
+    )
+    first: Final = asyncio.create_task(_call(middleware))
+    await first_chunk_sent.wait()
+    second: Final = asyncio.create_task(_call(middleware))
+    await asyncio.sleep(0)
+    assert not second.done()
+    assert state.get_stats().queued == 1
+    finish_stream.set()
+    assert (await first)[0]["status"] == 200
+    assert (await second)[0]["status"] == 200
+    assert state.get_stats().admitted == 0
+    assert state.get_stats().queued == 0
+
+
+class _FakeGauge:
+    def __init__(self) -> None:
+        self.value = 0.0
+
+    def inc(self, amount: float = 1) -> None:
+        self.value += amount
+
+    def dec(self, amount: float = 1) -> None:
+        self.value -= amount
+
+
+class _FakeCounter:
+    def __init__(self) -> None:
+        self.by_reason: Final[dict[str, _FakeGauge]] = {}
+
+    def labels(self, reason: str) -> _FakeGauge:
+        return self.by_reason.setdefault(reason, _FakeGauge())
+
+
+@pytest.mark.asyncio
+async def test_metrics_track_admitted_queued_and_rejected() -> None:
+    admitted: Final = _FakeGauge()
+    queued: Final = _FakeGauge()
+    rejected: Final = _FakeCounter()
+    state: Final = AdmissionControlState(
+        lambda: AdmissionControlMetrics(admitted_gauge=admitted, queued_gauge=queued, rejected_counter=rejected)
+    )
+    started: Final = asyncio.Event()
+    release: Final = asyncio.Event()
+    middleware: Final = AdmissionControlMiddleware(
+        _handler_with_release(started, release),
+        lambda: AdmissionControlSettings(1, 1, 0.05),
+        state,
+    )
+
+    first: Final = asyncio.create_task(_call(middleware))
+    await started.wait()
+    second: Final = asyncio.create_task(_call(middleware))
+    await asyncio.sleep(0)
+    assert (admitted.value, queued.value) == (1.0, 1.0)
+    await _call(middleware)
+    assert rejected.by_reason["queue_full"].value == 1.0
+    await second
+    assert rejected.by_reason["queue_timeout"].value == 1.0
+    release.set()
+    await first
+    assert (admitted.value, queued.value) == (0.0, 0.0)
+
+
+def test_create_prometheus_admission_metrics_registers_named_metrics() -> None:
+    from prometheus_client import REGISTRY
+
+    metrics: Final = create_prometheus_admission_metrics()
+    if metrics is not None:
+        metrics.admitted_gauge.inc()
+        metrics.queued_gauge.inc()
+        metrics.rejected_counter.labels(reason="queue_full").inc()
+        assert REGISTRY.get_sample_value("litellm_admission_admitted_requests") == 1.0
+        assert REGISTRY.get_sample_value("litellm_admission_queued_requests") == 1.0
+    assert REGISTRY.get_sample_value("litellm_admission_rejected_requests_total", {"reason": "queue_full"}) is not None
+    assert create_prometheus_admission_metrics() is None
+
+
+@pytest.mark.parametrize(
+    ("settings", "expected"),
+    (
+        ({}, None),
+        ({"max_in_flight_requests_per_worker": None}, None),
+        ({"max_in_flight_requests_per_worker": 0}, None),
+        ({"max_in_flight_requests_per_worker": "many"}, None),
+        ({"max_in_flight_requests_per_worker": 3, "max_queued_requests_per_worker": -1}, None),
+        ({"max_in_flight_requests_per_worker": 3, "admission_queue_timeout_seconds": 0}, None),
+        ({"max_in_flight_requests_per_worker": 3, "admission_queue_timeout_seconds": -0.5}, None),
+        (
+            {"max_in_flight_requests_per_worker": 3, "max_queued_requests_per_worker": 0},
+            AdmissionControlSettings(3, 0, 1.0),
+        ),
+        (
+            {"max_in_flight_requests_per_worker": 3},
+            AdmissionControlSettings(3, 3, 1.0),
+        ),
+        (
+            {
+                "max_in_flight_requests_per_worker": 3,
+                "max_queued_requests_per_worker": 5,
+                "admission_queue_timeout_seconds": 0.25,
+            },
+            AdmissionControlSettings(3, 5, 0.25),
+        ),
+    ),
+)
+def test_get_admission_control_settings(
+    settings: dict[str, object],
+    expected: AdmissionControlSettings | None,
+) -> None:
+    assert get_admission_control_settings(settings) == expected
+
+
+def test_invalid_admission_control_settings_logs_once(caplog: pytest.LogCaptureFixture) -> None:
+    _parse_admission_control_settings.cache_clear()
+    caplog.set_level("ERROR")
+    settings: Final = {"max_in_flight_requests_per_worker": [1]}
+
+    assert get_admission_control_settings(settings) is None
+    assert get_admission_control_settings(settings) is None
+
+    messages: Final = tuple(
+        record.message
+        for record in caplog.records
+        if record.message.startswith("Ignoring invalid admission control settings")
+    )
+    assert len(messages) == 1
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 87e0319f6a1..bca97915347 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -4555,3 +4555,114 @@ def test_create_file_async_pre_call_hook_rejection_blocks_upload(monkeypatch, ll
     assert response.status_code == 400, response.text
     assert "file upload not allowed" in response.text
     assert provider_route.call_count == 0
+
+
+def test_create_file_non_batch_over_max_file_size_mb_rejected_before_forwarding(monkeypatch, llm_router: Router):
+    """max_file_size_mb applies to every purpose, unlike the batch-only max_batch_file_size_mb."""
+    import litellm.proxy.proxy_server as ps
+
+    forwarded_calls = _setup_batch_upload_endpoint(monkeypatch, llm_router)
+    monkeypatch.setitem(ps.general_settings, "max_file_size_mb", 1)
+
+    oversized = b"x" * (2 * 1024 * 1024)
+    try:
+        response = client.post(
+            "/v1/files",
+            files={"file": ("labels.jsonl", oversized, "application/octet-stream")},
+            data={"purpose": "user_data"},
+            headers={"Authorization": "Bearer test-key"},
+        )
+    finally:
+        _teardown_batch_upload_endpoint()
+
+    assert response.status_code == 413, response.text
+    error = response.json()["error"]
+    assert error["type"] == "invalid_request_error"
+    assert error["param"] == "file"
+    assert "max_file_size_mb" in error["message"]
+    assert "1 MB" in error["message"]
+    assert forwarded_calls == []
+
+
+def test_create_file_non_batch_under_max_file_size_mb_forwards(monkeypatch, llm_router: Router):
+    import litellm.proxy.proxy_server as ps
+
+    forwarded_calls = _setup_batch_upload_endpoint(monkeypatch, llm_router)
+    monkeypatch.setitem(ps.general_settings, "max_file_size_mb", 1)
+
+    try:
+        response = client.post(
+            "/v1/files",
+            files={"file": ("labels.jsonl", b"small content", "application/octet-stream")},
+            data={"purpose": "user_data"},
+            headers={"Authorization": "Bearer test-key"},
+        )
+    finally:
+        _teardown_batch_upload_endpoint()
+
+    assert response.status_code == 200, response.text
+    assert len(forwarded_calls) == 1
+
+
+def test_create_file_blocked_extension_rejected_before_forwarding(monkeypatch, llm_router: Router):
+    import litellm.proxy.proxy_server as ps
+
+    forwarded_calls = _setup_batch_upload_endpoint(monkeypatch, llm_router)
+    monkeypatch.setitem(ps.general_settings, "blocked_file_extensions", [".exe", ".sh"])
+
+    try:
+        response = client.post(
+            "/v1/files",
+            files={"file": ("payload.exe", b"MZ\x90\x00", "application/octet-stream")},
+            data={"purpose": "user_data"},
+            headers={"Authorization": "Bearer test-key"},
+        )
+    finally:
+        _teardown_batch_upload_endpoint()
+
+    assert response.status_code == 400, response.text
+    error = response.json()["error"]
+    assert error["type"] == "invalid_request_error"
+    assert error["param"] == "file"
+    assert ".exe" in error["message"]
+    assert "blocked_file_extensions" in error["message"]
+    assert forwarded_calls == []
+
+
+def test_create_file_blocked_extension_unset_allows_everything(monkeypatch, llm_router: Router):
+    forwarded_calls = _setup_batch_upload_endpoint(monkeypatch, llm_router)
+
+    try:
+        response = client.post(
+            "/v1/files",
+            files={"file": ("payload.exe", b"MZ\x90\x00", "application/octet-stream")},
+            data={"purpose": "user_data"},
+            headers={"Authorization": "Bearer test-key"},
+        )
+    finally:
+        _teardown_batch_upload_endpoint()
+
+    assert response.status_code == 200, response.text
+    assert len(forwarded_calls) == 1
+
+
+def test_create_file_path_traversal_filename_rejected_before_forwarding(monkeypatch, llm_router: Router):
+    """A filename carrying a directory-traversal component must never reach storage or the provider."""
+    forwarded_calls = _setup_batch_upload_endpoint(monkeypatch, llm_router)
+
+    try:
+        response = client.post(
+            "/v1/files",
+            files={"file": ("../../etc/passwd", b"malicious content", "text/plain")},
+            data={"purpose": "user_data"},
+            headers={"Authorization": "Bearer test-key"},
+        )
+    finally:
+        _teardown_batch_upload_endpoint()
+
+    assert response.status_code == 400, response.text
+    error = response.json()["error"]
+    assert error["type"] == "invalid_request_error"
+    assert error["param"] == "file"
+    assert "traversal" in error["message"].lower()
+    assert forwarded_calls == []
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_general_upload_validation.py b/tests/test_litellm/proxy/openai_files_endpoint/test_general_upload_validation.py
new file mode 100644
index 00000000000..9f7dd914e4a
--- /dev/null
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_general_upload_validation.py
@@ -0,0 +1,134 @@
+import io
+
+import pytest
+
+from litellm.proxy._types import ProxyException
+from litellm.proxy.openai_files_endpoints.general_upload_validation import (
+    MB,
+    UploadedFileBlockedExtension,
+    UploadedFileTooLarge,
+    UploadedFileUnsafeFilename,
+    check_blocked_extension,
+    check_unsafe_filename,
+    check_upload_file_size,
+    raise_upload_validation_failure,
+)
+
+
+def test_size_under_cap_allowed():
+    assert check_upload_file_size(b"x" * 100, 1) is None
+
+
+def test_size_over_cap_rejected_for_bytes():
+    content = b"x" * (2 * MB)
+    assert check_upload_file_size(content, 1) == UploadedFileTooLarge(size_bytes=len(content), limit_mb=1)
+
+
+def test_size_over_cap_rejected_for_binaryio_and_restores_caller_position():
+    """The handle is caller-owned; inspecting its size must not discard where the caller had it."""
+    content = b"x" * (2 * MB)
+    handle = io.BytesIO(content)
+    handle.seek(17)
+    assert check_upload_file_size(handle, 1) == UploadedFileTooLarge(size_bytes=len(content), limit_mb=1)
+    assert handle.tell() == 17
+
+
+def test_size_under_cap_allowed_for_binaryio_restores_caller_position():
+    handle = io.BytesIO(b"x" * 100)
+    handle.seek(42)
+    assert check_upload_file_size(handle, 1) is None
+    assert handle.tell() == 42
+
+
+def test_size_exactly_at_cap_allowed():
+    content = b"x" * MB
+    assert check_upload_file_size(content, 1) is None
+
+
+def test_no_cap_skips_size_check():
+    assert check_upload_file_size(b"x" * (10 * MB), None) is None
+
+
+@pytest.mark.parametrize("cap", [0, -3])
+def test_nonpositive_cap_disables_size_check(cap):
+    assert check_upload_file_size(b"x" * (10 * MB), cap) is None
+
+
+def test_blocked_extension_rejected():
+    assert check_blocked_extension("payload.exe", (".exe", ".sh")) == UploadedFileBlockedExtension(extension=".exe")
+
+
+def test_blocked_extension_match_is_case_insensitive():
+    assert check_blocked_extension("payload.EXE", (".exe",)) == UploadedFileBlockedExtension(extension=".exe")
+
+
+def test_blocked_extension_match_is_case_insensitive_for_configured_value():
+    """A config entry like blocked_file_extensions: ['.EXE'] must still catch a lowercase upload."""
+    assert check_blocked_extension("payload.exe", (".EXE",)) == UploadedFileBlockedExtension(extension=".exe")
+
+
+def test_extension_not_in_blocklist_allowed():
+    assert check_blocked_extension("report.pdf", (".exe", ".sh")) is None
+
+
+def test_empty_blocklist_allows_everything():
+    assert check_blocked_extension("payload.exe", ()) is None
+
+
+def test_no_filename_skips_extension_check():
+    assert check_blocked_extension(None, (".exe",)) is None
+
+
+def test_path_traversal_filename_rejected():
+    assert check_unsafe_filename("../../etc/passwd") == UploadedFileUnsafeFilename(filename="../../etc/passwd")
+
+
+def test_windows_style_path_traversal_filename_rejected():
+    assert check_unsafe_filename("..\\..\\windows\\system32\\config") == UploadedFileUnsafeFilename(
+        filename="..\\..\\windows\\system32\\config"
+    )
+
+
+def test_traversal_embedded_after_extension_rejected():
+    assert check_unsafe_filename("report.jsonl/../../etc/cron.d/evil") == UploadedFileUnsafeFilename(
+        filename="report.jsonl/../../etc/cron.d/evil"
+    )
+
+
+def test_null_byte_filename_rejected():
+    assert check_unsafe_filename("report.pdf\x00.exe") == UploadedFileUnsafeFilename(filename="report.pdf\x00.exe")
+
+
+@pytest.mark.parametrize("filename", ["report.pdf", ".env", "a.b.c.jsonl", "my file (1).csv", None])
+def test_ordinary_filenames_allowed(filename):
+    assert check_unsafe_filename(filename) is None
+
+
+@pytest.mark.parametrize(
+    "failure, expected_code, expected_fragments",
+    [
+        (
+            UploadedFileTooLarge(size_bytes=15728640, limit_mb=10),
+            "413",
+            ("15.0 MB", "max_file_size_mb", "10 MB", "not forwarded"),
+        ),
+        (
+            UploadedFileBlockedExtension(extension=".exe"),
+            "400",
+            (".exe", "blocked_file_extensions", "not forwarded"),
+        ),
+        (
+            UploadedFileUnsafeFilename(filename="../../etc/passwd"),
+            "400",
+            ("../../etc/passwd", "traversal", "not forwarded"),
+        ),
+    ],
+)
+def test_failures_map_to_openai_shaped_proxy_exceptions(failure, expected_code, expected_fragments):
+    with pytest.raises(ProxyException) as exc_info:
+        raise_upload_validation_failure(failure)
+    assert exc_info.value.code == expected_code
+    assert exc_info.value.type == "invalid_request_error"
+    assert exc_info.value.param == "file"
+    for fragment in expected_fragments:
+        assert fragment in exc_info.value.message
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
index 19bca05fb84..d721be62efe 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/llm_provider_handlers/test_anthropic_passthrough_logging_handler.py
@@ -2441,3 +2441,91 @@ class TestAnthropicPassthroughFastMode:
 
         assert served_standard.usage.speed == "standard"
         assert self._cost(served_standard) == pytest.approx(self._cost(standard))
+
+
+class TestRecordPartialUsageForFailure:
+    """A stream that dies mid-way still carries the usage the provider billed in
+    message_start; the failure row must keep it and its cost instead of logging
+    a zero-cost failure (or, worse, a success)."""
+
+    @staticmethod
+    def _sse(event, data):
+        return f"event: {event}\ndata: {json.dumps(data)}\n\n".encode()
+
+    @staticmethod
+    def _make_logging_obj() -> LiteLLMLoggingObj:
+        return LiteLLMLoggingObj(
+            model="claude-sonnet-5",
+            messages=[{"role": "user", "content": "hello"}],
+            stream=True,
+            call_type="anthropic_messages",
+            start_time=datetime.now(),
+            litellm_call_id="test-partial-usage-failure",
+            function_id="test-partial-usage-failure",
+        )
+
+    def _interrupted_chunks(self):
+        return [
+            self._sse(
+                "message_start",
+                {
+                    "type": "message_start",
+                    "message": {
+                        "id": "msg_abc",
+                        "type": "message",
+                        "role": "assistant",
+                        "model": "claude-sonnet-5",
+                        "content": [],
+                        "stop_reason": None,
+                        "stop_sequence": None,
+                        "usage": {"input_tokens": 52, "output_tokens": 1},
+                    },
+                },
+            ),
+            self._sse(
+                "content_block_start",
+                {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}},
+            ),
+            self._sse(
+                "content_block_delta",
+                {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "partial"}},
+            ),
+        ]
+
+    def test_stashes_partial_usage_and_cost_from_interrupted_stream(self):
+        logging_obj = self._make_logging_obj()
+
+        AnthropicPassthroughLoggingHandler.record_partial_usage_for_failure(
+            litellm_logging_obj=logging_obj,
+            request_body={"model": "claude-sonnet-5", "stream": True},
+            all_chunks=self._interrupted_chunks(),
+        )
+
+        usage = logging_obj.model_call_details["combined_usage_object"]
+        assert usage.prompt_tokens == 52
+        assert logging_obj.model_call_details["response_cost"] > 0
+
+    def test_stashes_partial_usage_at_zero_cost_when_model_is_unpriced(self):
+        logging_obj = self._make_logging_obj()
+
+        AnthropicPassthroughLoggingHandler.record_partial_usage_for_failure(
+            litellm_logging_obj=logging_obj,
+            request_body={"model": "claude-unpriced-test-model", "stream": True},
+            all_chunks=self._interrupted_chunks(),
+        )
+
+        usage = logging_obj.model_call_details["combined_usage_object"]
+        assert usage.prompt_tokens == 52
+        assert logging_obj.model_call_details["response_cost"] == 0.0
+
+    def test_leaves_logging_obj_untouched_when_nothing_streamed(self):
+        logging_obj = self._make_logging_obj()
+
+        AnthropicPassthroughLoggingHandler.record_partial_usage_for_failure(
+            litellm_logging_obj=logging_obj,
+            request_body={"model": "claude-sonnet-5", "stream": True},
+            all_chunks=[],
+        )
+
+        assert "combined_usage_object" not in logging_obj.model_call_details
+        assert "response_cost" not in logging_obj.model_call_details
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
index 1d4b0264879..acb45038df0 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_llm_pass_through_endpoints.py
@@ -319,9 +319,6 @@ class TestVertexAIPassThroughHandler:
             mock_handler.get_default_base_target_url.return_value = (
                 f"https://{test_location}-aiplatform.googleapis.com/"
             )
-            mock_handler.update_base_target_url_with_credential_location = Mock(
-                return_value=f"https://{test_location}-aiplatform.googleapis.com/"
-            )
             mock_get_handler.return_value = mock_handler
 
             # Mock create_pass_through_route to return a function that returns a mock response
@@ -427,9 +424,6 @@ class TestVertexAIPassThroughHandler:
             mock_handler.get_default_base_target_url.return_value = (
                 "https://aiplatform.googleapis.com/"
             )
-            mock_handler.update_base_target_url_with_credential_location = Mock(
-                return_value="https://aiplatform.googleapis.com/"
-            )
             mock_get_handler.return_value = mock_handler
 
             # Mock create_pass_through_route to return a function that returns a mock response
@@ -530,9 +524,6 @@ class TestVertexAIPassThroughHandler:
             mock_handler.get_default_base_target_url.return_value = (
                 f"https://{default_location}-aiplatform.googleapis.com/"
             )
-            mock_handler.update_base_target_url_with_credential_location = Mock(
-                return_value=f"https://{default_location}-aiplatform.googleapis.com/"
-            )
             mock_get_handler.return_value = mock_handler
 
             # Mock create_pass_through_route to return a function that returns a mock response
@@ -1308,9 +1299,6 @@ class TestVertexAIDiscoveryPassThroughHandler:
             mock_handler.get_default_base_target_url.return_value = (
                 "https://discoveryengine.googleapis.com"
             )
-            mock_handler.update_base_target_url_with_credential_location = Mock(
-                return_value="https://discoveryengine.googleapis.com"
-            )
             mock_get_handler.return_value = mock_handler
 
             # Mock create_pass_through_route to return a function that returns a mock response
@@ -3650,7 +3638,6 @@ class TestVertexRawPredictStreamingClassification:
         base_url = "https://us-east5-aiplatform.googleapis.com/"
         mock_handler = Mock()
         mock_handler.get_default_base_target_url.return_value = base_url
-        mock_handler.update_base_target_url_with_credential_location = Mock(return_value=base_url)
 
         module = "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints"
         with (
@@ -4234,6 +4221,126 @@ class TestVertexCredentiallessPassthroughVirtualKeyLeak:
         assert "sk-master-1234" not in " ".join(f"{name}:{value}" for name, value in forwarded.items())
 
 
+class TestVertexPassthroughDefaultLocationOnShortRoutes:
+    PROJECT = "test-project"
+    SHORT_ROUTE = "publishers/google/models/gemini-2.5-flash:generateContent"
+
+    @staticmethod
+    def _forwarder() -> Mock:
+        return Mock(return_value=AsyncMock(return_value={"status": "success"}))
+
+    async def _forward(
+        self,
+        monkeypatch,
+        endpoint: str,
+        default_config: dict | None,
+        headers: list[tuple[bytes, bytes]],
+        forwarder: Mock,
+    ) -> None:
+        from litellm.proxy.pass_through_endpoints.passthrough_endpoint_router import (
+            PassthroughEndpointRouter,
+        )
+
+        async def receive():
+            return {"type": "http.request", "body": b"{}", "more_body": False}
+
+        request: Final = Request(
+            {
+                "type": "http",
+                "method": "POST",
+                "path": f"/vertex_ai/{endpoint}",
+                "headers": headers,
+                "query_string": b"",
+            },
+            receive=receive,
+        )
+        router: Final = PassthroughEndpointRouter()
+        if default_config is not None:
+            router.set_default_vertex_config(dict(default_config))
+        module: Final = "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints"
+        monkeypatch.setattr(f"{module}.passthrough_endpoint_router", router)
+        monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", None)
+        mock_credentials: Final = Mock()
+        mock_credentials.token = "test-token"
+        caller: Final = UserAPIKeyAuth(api_key="test-key")
+        with (
+            mock.patch(  # test-quality-ok: the route mints its Google token through its own VertexBase, nothing injects the credential loader
+                "litellm.llms.vertex_ai.vertex_llm_base.VertexBase.load_auth",
+                return_value=(mock_credentials, self.PROJECT),
+            ),
+            mock.patch(f"{module}.create_pass_through_route", new=forwarder),
+            mock.patch(f"{module}.user_api_key_auth", new=AsyncMock(return_value=caller)),
+        ):
+            await vertex_proxy_route(
+                endpoint=endpoint,
+                request=request,
+                fastapi_response=Response(),
+                user_api_key_dict=caller,
+            )
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        ("endpoint", "location", "expected_target"),
+        [
+            (
+                SHORT_ROUTE,
+                "global",
+                "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/" + SHORT_ROUTE,
+            ),
+            (
+                f"v1/{SHORT_ROUTE}",
+                "global",
+                "https://aiplatform.googleapis.com/v1/projects/test-project/locations/global/" + SHORT_ROUTE,
+            ),
+            (
+                f"v1beta1/{SHORT_ROUTE}",
+                "global",
+                "https://aiplatform.googleapis.com/v1beta1/projects/test-project/locations/global/" + SHORT_ROUTE,
+            ),
+            (
+                SHORT_ROUTE,
+                "us-central1",
+                "https://us-central1-aiplatform.googleapis.com/v1/projects/test-project/locations/us-central1/"
+                + SHORT_ROUTE,
+            ),
+        ],
+    )
+    async def test_default_vertex_config_location_fills_routes_without_project_and_location(
+        self, monkeypatch, endpoint, location, expected_target
+    ):
+        forwarder: Final = self._forwarder()
+        await self._forward(
+            monkeypatch,
+            endpoint,
+            {"vertex_project": self.PROJECT, "vertex_location": location, "vertex_credentials": "test-creds"},
+            [(b"content-type", b"application/json"), (b"authorization", b"Bearer test-key")],
+            forwarder,
+        )
+        forwarded: Final = forwarder.call_args.kwargs
+        assert str(forwarded["target"]) == expected_target
+        assert forwarded["custom_headers"]["Authorization"] == "Bearer test-token"
+
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize(
+        ("default_config", "headers"),
+        [
+            (None, [(b"content-type", b"application/json"), (b"authorization", b"Bearer ya29.byo-google-oauth")]),
+            (
+                {"vertex_project": PROJECT, "vertex_credentials": "test-creds"},
+                [(b"content-type", b"application/json"), (b"authorization", b"Bearer test-key")],
+            ),
+        ],
+    )
+    async def test_no_location_anywhere_is_a_400_not_a_500(self, monkeypatch, default_config, headers):
+        forwarder: Final = self._forwarder()
+        with pytest.raises(HTTPException) as raised:
+            await self._forward(monkeypatch, self.SHORT_ROUTE, default_config, headers, forwarder)
+        forwarder.assert_not_called()
+        assert raised.value.status_code == 400
+        assert "/projects/<project>/locations/<location>/" in str(raised.value.detail)
+        assert "default_vertex_config" in str(raised.value.detail)
+
+
 class TestGetAzureAISearchIndexFromEndpoint:
     """The operable index is only the segment right after ``indexes``.
 
@@ -5009,3 +5116,93 @@ class TestAzureRouterModelStreamingDispatch:
         assert result.status_code == 200
         body = b"".join([chunk async for chunk in result.body_iterator])
         assert body == upstream_body
+
+
+class TestAzureRouterModelStreamingKeepalive:
+    async def _dispatch(self, monkeypatch, interval, headers_delay=0.0, body_delay=0.0) -> StreamingResponse:
+        import asyncio
+
+        import litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints as ep
+        import litellm.proxy.proxy_server as proxy_server
+        from litellm.passthrough.main import AsyncPassthroughStreamingResponse
+
+        monkeypatch.setattr(litellm, "sse_keepalive_ping_interval_seconds", interval)
+
+        class _StallingBody(httpx.AsyncByteStream):
+            async def __aiter__(self):
+                await asyncio.sleep(body_delay)
+                yield b"data: hello\n\n"
+
+        async def _upstream_response() -> httpx.Response:
+            await asyncio.sleep(headers_delay)
+            return httpx.Response(
+                200,
+                headers={"content-type": "text/event-stream", "x-upstream": "kept"},
+                stream=_StallingBody(),
+                request=httpx.Request("POST", "https://my-azure.openai.azure.com/openai/deployments/gpt-5/x"),
+            )
+
+        logging_obj = MagicMock()
+        logging_obj.async_flush_passthrough_collected_chunks = AsyncMock()
+
+        class StreamingRouter:
+            async def allm_passthrough_route(self, **kwargs):
+                return await AsyncPassthroughStreamingResponse(
+                    response=_upstream_response(),
+                    litellm_logging_obj=logging_obj,
+                    provider_config=MagicMock(),
+                )
+
+        async def fake_get_request_body(_request):
+            return {"model": "gpt-5", "stream": True}
+
+        monkeypatch.setattr(proxy_server, "llm_router", StreamingRouter())
+        monkeypatch.setattr(ep, "get_request_body", fake_get_request_body)
+        monkeypatch.setattr(ep, "is_passthrough_request_using_router_model", lambda *a, **k: True)
+
+        request = MagicMock(spec=Request)
+        request.method = "POST"
+        request.headers = {"content-type": "application/json"}
+        request.query_params = {}
+
+        result = await azure_proxy_route(
+            endpoint="openai/deployments/gpt-5/chat/completions",
+            request=request,
+            fastapi_response=MagicMock(spec=Response),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-token"),
+        )
+        assert isinstance(result, StreamingResponse)
+        return result
+
+    @pytest.mark.asyncio
+    async def test_pings_while_upstream_headers_are_still_pending(self, monkeypatch):
+        result = await self._dispatch(monkeypatch, interval=0.05, headers_delay=0.3)
+
+        chunks = [chunk async for chunk in result.body_iterator]
+
+        assert result.status_code == 200
+        assert result.headers["x-accel-buffering"] == "no"
+        assert chunks[0] == b": ping\n\n"
+        assert chunks.count(b": ping\n\n") >= 3
+        assert b"".join(chunks).endswith(b"data: hello\n\n")
+
+    @pytest.mark.asyncio
+    async def test_pings_while_upstream_body_is_still_pending(self, monkeypatch):
+        result = await self._dispatch(monkeypatch, interval=0.05, body_delay=0.3)
+
+        chunks = [chunk async for chunk in result.body_iterator]
+
+        assert result.status_code == 200
+        assert result.headers["x-upstream"] == "kept"
+        assert chunks[0] == b": ping\n\n"
+        assert chunks.count(b": ping\n\n") >= 3
+        assert chunks[-1] == b"data: hello\n\n"
+
+    @pytest.mark.asyncio
+    async def test_relays_upstream_bytes_untouched_while_keepalives_are_unconfigured(self, monkeypatch):
+        result = await self._dispatch(monkeypatch, interval=None, headers_delay=0.15, body_delay=0.15)
+
+        chunks = [chunk async for chunk in result.body_iterator]
+
+        assert result.headers["x-upstream"] == "kept"
+        assert chunks == [b"data: hello\n\n"]
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
index f5ae0fe5977..fb4ed3db4d2 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_pass_through_endpoints.py
@@ -2,6 +2,7 @@ import asyncio
 import json
 import logging
 import os
+from collections.abc import Callable
 from contextlib import ExitStack, contextmanager
 from io import BytesIO
 from types import SimpleNamespace
@@ -29,6 +30,7 @@ from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
     websocket_passthrough_request,
 )
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.proxy._types import ProxyException, UserAPIKeyAuth
 from litellm.types.passthrough_endpoints.pass_through_endpoints import (
     LITELLM_PASS_THROUGH_RAW_BODY_STATE_KEY,
@@ -3986,6 +3988,78 @@ async def test_pass_through_request_streaming_upstream_error_returned_unchanged(
     assert failure_call_kwargs["original_exception"].status_code == 403
 
 
+class _UpstreamDroppingMidStream(httpx.AsyncByteStream):
+    async def __aiter__(self):
+        yield b'data: {"id": "chatcmpl-1", "choices": [{"delta": {"content": "hi"}}]}\n\n'
+        raise httpx.ReadError("upstream dropped the connection mid-stream")
+
+
+async def _relay_everything(body_iterator) -> list:
+    return [chunk async for chunk in body_iterator]
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_mid_stream_upstream_drop_fires_failure_hook():
+    """
+    Regression: a 200 stream whose upstream dies mid-body used to end with no
+    proxy-level failure hook at all, so the request left no spend row, no
+    failure metric, and no alert; the pre-stream 4xx/5xx path already fires it.
+    """
+    from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
+    from litellm.types.llms.custom_http import httpxSpecialProvider
+
+    def transport_handler(upstream_request: httpx.Request) -> httpx.Response:
+        return httpx.Response(200, stream=_UpstreamDroppingMidStream(), headers={"content-type": "text/event-stream"})
+
+    real_handler = get_async_httpx_client(
+        llm_provider=httpxSpecialProvider.PassThroughEndpoint,
+        params={"timeout": resolve_pass_through_request_timeout(None)},
+    )
+    cache_dict = litellm.in_memory_llm_clients_cache.cache_dict
+    cache_key = next(key for key, cached in cache_dict.items() if cached is real_handler)
+    cache_dict[cache_key] = SimpleNamespace(client=httpx.AsyncClient(transport=httpx.MockTransport(transport_handler)))
+
+    mock_proxy_logging = MagicMock()
+    mock_proxy_logging.pre_call_hook = AsyncMock(side_effect=lambda user_api_key_dict, data, call_type: data)
+    mock_proxy_logging.post_call_failure_hook = AsyncMock()
+    mock_proxy_logging.post_call_response_headers_hook = AsyncMock(return_value=None)
+    mock_proxy_logging.get_proxy_hook = MagicMock(return_value=None)
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.method = "POST"
+    mock_request.scope = {"path": "/relay-chat"}
+    mock_request.url = MagicMock()
+    mock_request.url.path = "/relay-chat"
+    mock_request.body = AsyncMock(return_value=b'{"model": "gpt-5.6", "stream": true}')
+    mock_request.headers = Headers({"content-type": "application/json"})
+    mock_request.query_params = QueryParams({})
+
+    try:
+        with patch(  # test-quality-ok: proxy_logging_obj is a proxy_server module global read inside pass_through_request; there is no injection seam
+            "litellm.proxy.proxy_server.proxy_logging_obj", mock_proxy_logging
+        ):
+            response = await pass_through_request(
+                request=mock_request,
+                target="http://target-api.com/v1/chat/completions",
+                custom_headers={},
+                user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+                stream=True,
+            )
+            with pytest.raises(httpx.ReadError):
+                await _relay_everything(response.body_iterator)
+            await asyncio.sleep(0)
+    finally:
+        cache_dict[cache_key] = real_handler
+
+    mock_proxy_logging.post_call_failure_hook.assert_awaited_once()
+    failure_call_kwargs = mock_proxy_logging.post_call_failure_hook.call_args.kwargs
+    assert isinstance(failure_call_kwargs["original_exception"], httpx.ReadError)
+    request_data = failure_call_kwargs["request_data"]
+    assert request_data["litellm_call_id"]
+    assert request_data["model"] == "gpt-5.6"
+    assert isinstance(request_data["litellm_logging_obj"], LiteLLMLoggingObj)
+
+
 @pytest.mark.asyncio
 async def test_pass_through_request_non_streaming_success_unchanged():
     """Success (2xx) passthrough behavior must remain unchanged by the error fix."""
@@ -5464,7 +5538,10 @@ def test_the_marker_check_distinguishes_the_two_route_kinds():
     assert request_dispatched_to_pass_through_endpoint(builtin) is False
 
 
-async def _drive_passthrough_request_and_capture_logging(user_api_key_dict: UserAPIKeyAuth) -> tuple[int, object]:
+async def _drive_passthrough_request_and_capture_logging(
+    user_api_key_dict: UserAPIKeyAuth,
+    on_pre_call: Callable[[LiteLLMLoggingObj | None], None] | None = None,
+) -> tuple[int, LiteLLMLoggingObj | None]:
     import litellm
     from litellm.llms.custom_httpx.http_handler import get_async_httpx_client
     from litellm.types.llms.custom_http import httpxSpecialProvider
@@ -5487,10 +5564,12 @@ async def _drive_passthrough_request_and_capture_logging(user_api_key_dict: User
     mock_request.query_params = QueryParams({})
     mock_request.body = AsyncMock(return_value=b'{"model": "gemini-2.0-flash"}')
 
-    captured_data: dict = {}
+    captured_data: dict = {}  # mutable-ok: the pre-call hook records the request data into it
 
     async def capture_pre_call_hook(user_api_key_dict, data, call_type):
         captured_data.update(data)
+        if on_pre_call is not None:
+            on_pre_call(data.get("litellm_logging_obj"))
         return data
 
     mock_proxy_logging = MagicMock()
@@ -5623,3 +5702,138 @@ async def test_resolve_team_callback_wiring_fails_open_on_operational_error():
     assert wiring.success_callbacks is None
     assert wiring.failure_callbacks is None
     assert wiring.logging_kwargs is None
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_leaves_guardrail_readable_metadata():
+    """A pre-call guardrail reads the request headers off the passthrough logging
+    params without raising."""
+    from litellm.proxy.guardrails.guardrail_hooks.hiddenlayer.hiddenlayer import (
+        _logged_request_headers,
+    )
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="test-key",
+        team_id="test-team",
+        team_metadata={
+            "logging": [
+                {
+                    "callback_name": "langfuse",
+                    "callback_type": "success_and_failure",
+                    "callback_vars": {
+                        "langfuse_public_key": "pk_test",
+                        "langfuse_secret_key": "sk_test",
+                    },
+                }
+            ]
+        },
+    )
+
+    observed: dict[str, dict[str, str] | BaseException] = {}  # mutable-ok: the pre-call hook records into it
+
+    def read_headers_the_way_a_guardrail_does(logging_obj: LiteLLMLoggingObj | None) -> None:
+        assert logging_obj is not None
+        try:
+            observed["headers"] = _logged_request_headers(logging_obj)
+        except Exception as exc:  # noqa: BLE001 - the regression is that this used to raise
+            observed["headers"] = exc
+
+    status_code, logging_obj = await _drive_passthrough_request_and_capture_logging(
+        user_api_key_dict, on_pre_call=read_headers_the_way_a_guardrail_does
+    )
+
+    assert "headers" in observed, "the pre-call hook never ran, so nothing was observed"
+    assert observed["headers"] == {}, f"guardrail header read failed: {observed['headers']!r}"
+    assert status_code == 200
+    assert logging_obj is not None
+    assert logging_obj.dynamic_success_callbacks, "team success callbacks must stay wired"
+    assert logging_obj.standard_callback_dynamic_params.get("langfuse_public_key") == "pk_test"
+
+
+@pytest.mark.asyncio
+async def test_pass_through_request_leaves_cost_router_logger_working():
+    """The cost router's logger reads the deployment id off the passthrough logging
+    params without raising. least_busy shares the read but swallows the exception,
+    so this is the strategy where the break is observable."""
+    from litellm._logging import verbose_logger
+    from litellm.caching.caching import DualCache
+    from litellm.router_strategy.lowest_cost import LowestCostLoggingHandler
+
+    handler = LowestCostLoggingHandler(router_cache=DualCache())
+
+    user_api_key_dict = UserAPIKeyAuth(
+        api_key="test-key",
+        team_id="test-team",
+        team_metadata={
+            "logging": [
+                {
+                    "callback_name": "langfuse",
+                    "callback_type": "success_and_failure",
+                    "callback_vars": {
+                        "langfuse_public_key": "pk_test",
+                        "langfuse_secret_key": "sk_test",
+                    },
+                }
+            ]
+        },
+    )
+
+    status_code, logging_obj = await _drive_passthrough_request_and_capture_logging(user_api_key_dict)
+    assert status_code == 200
+    assert logging_obj is not None
+
+    raised: list[logging.LogRecord] = []  # mutable-ok: logging.Handler records into it
+
+    class _RecordTracebacks(logging.Handler):
+        def emit(self, record: logging.LogRecord) -> None:
+            if record.exc_info is not None:
+                raised.append(record)
+
+    recorder = _RecordTracebacks()
+    verbose_logger.addHandler(recorder)
+    try:
+        await handler.async_log_success_event(
+            kwargs=logging_obj.model_call_details,
+            response_obj=None,
+            start_time=None,
+            end_time=None,
+        )
+    finally:
+        verbose_logger.removeHandler(recorder)
+
+    assert not raised, f"cost router logger raised on the passthrough logging params: {raised[0].exc_info}"
+
+
+@pytest.mark.parametrize("client_metadata_key", ["litellm_metadata", "metadata"])
+def test_passthrough_client_cannot_forge_session_id_omission(client_metadata_key: str):
+    """The omit marker is proxy-owned: only the pre-call policy may set it. A pass-through body that carries
+    it in its own metadata must not null out SpendLogs.session_id on a request the proxy never omitted."""
+    from litellm.constants import SESSION_ID_OMITTED_METADATA_KEY
+    from litellm.proxy.spend_tracking.spend_tracking_utils import _get_session_id_for_spend_log
+
+    mock_request = MagicMock(spec=Request)
+    mock_request.method = "POST"
+    mock_request.url = "http://0.0.0.0:4000/gemini/v1beta/models/gemini-2.5-flash:generateContent"
+    mock_request.headers = Headers({})
+    mock_request.scope = {}
+
+    kwargs = HttpPassThroughEndpointHelpers._init_kwargs_for_pass_through_endpoint(
+        request=mock_request,
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        passthrough_logging_payload=MagicMock(),
+        logging_obj=MagicMock(),
+        _parsed_body={client_metadata_key: {SESSION_ID_OMITTED_METADATA_KEY: True}},
+        litellm_call_id="lit-6694-call-id",
+    )
+
+    metadata = kwargs["litellm_params"]["metadata"]
+    assert SESSION_ID_OMITTED_METADATA_KEY not in metadata
+    assert (
+        _get_session_id_for_spend_log(
+            kwargs={},
+            metadata=metadata,
+            standard_logging_payload={"trace_id": "per-call-random-trace-id"},
+            omit_when_missing=bool(metadata.get(SESSION_ID_OMITTED_METADATA_KEY)),
+        )
+        == "per-call-random-trace-id"
+    )
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_passthrough_post_call_guardrails.py b/tests/test_litellm/proxy/pass_through_endpoints/test_passthrough_post_call_guardrails.py
index 9d1975513a1..c7696079adc 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_passthrough_post_call_guardrails.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_passthrough_post_call_guardrails.py
@@ -292,8 +292,8 @@ class TestUnifiedGuardrailCallTypeResolution:
 
         with patch.object(
             unified_guardrail_module,
-            "endpoint_guardrail_translation_mappings",
-            {CallTypes.pass_through: mock_handler_class},
+            "load_guardrail_translation_mappings",
+            lambda: {CallTypes.pass_through: mock_handler_class},
         ):
             result = await unified.async_post_call_success_hook(
                 data=data,
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py b/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
index 56c89fed79a..ea6adc35b9a 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_streaming_handler_interrupt.py
@@ -9,6 +9,8 @@ import httpx
 import pytest
 
 import litellm
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
 from litellm.litellm_core_utils.logging_worker import GLOBAL_LOGGING_WORKER
 from litellm.proxy.pass_through_endpoints.streaming_handler import (
     PassThroughStreamingHandler,
@@ -632,3 +634,207 @@ async def test_chunk_processor_enqueues_immediately_on_disconnect_even_when_arme
 
     mock_enqueue.assert_called_once()
     assert logging_obj._deferred_stream_complete_args is None
+
+
+class _EventRecorder(CustomLogger):
+    def __init__(self):
+        super().__init__()
+        self.failure_kwargs = []
+        self.success_kwargs = []
+
+    async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time):
+        self.failure_kwargs.append(kwargs)
+
+    async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
+        self.success_kwargs.append(kwargs)
+
+
+def _anthropic_sse(event: str, payload: dict) -> bytes:
+    return f"event: {event}\ndata: {json.dumps(payload)}\n\n".encode()
+
+
+def _anthropic_stream_that_times_out_mid_stream():
+    mock = MagicMock(spec=httpx.Response)
+    mock.status_code = 200
+
+    async def _aiter_bytes():
+        yield _anthropic_sse(
+            "message_start",
+            {
+                "type": "message_start",
+                "message": {
+                    "id": "msg_1",
+                    "type": "message",
+                    "role": "assistant",
+                    "model": "claude-sonnet-5",
+                    "content": [],
+                    "stop_reason": None,
+                    "usage": {"input_tokens": 52, "output_tokens": 1},
+                },
+            },
+        )
+        yield _anthropic_sse(
+            "content_block_start",
+            {"type": "content_block_start", "index": 0, "content_block": {"type": "text", "text": ""}},
+        )
+        yield _anthropic_sse(
+            "content_block_delta",
+            {"type": "content_block_delta", "index": 0, "delta": {"type": "text_delta", "text": "partial"}},
+        )
+        raise httpx.ReadTimeout("Timeout on reading data from socket")
+
+    mock.aiter_bytes = _aiter_bytes
+    return mock
+
+
+@pytest.mark.asyncio
+async def test_chunk_processor_logs_failure_not_success_on_mid_stream_exception():
+    """A stream that dies after the first chunks is a failed request: the failure
+    callbacks must fire once with the partial usage and cost, and the success
+    routing must never run for it."""
+    recorder = _EventRecorder()
+    logging_obj = LiteLLMLoggingObj(
+        model="claude-sonnet-5",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="anthropic_messages",
+        start_time=datetime.now(),
+        litellm_call_id="test-mid-stream-timeout",
+        function_id="test-mid-stream-timeout",
+        dynamic_async_success_callbacks=[recorder],
+        dynamic_async_failure_callbacks=[recorder],
+    )
+    success_routes = []
+
+    async def _record_success_route(**kwargs):
+        success_routes.append(kwargs)
+
+    received = []
+
+    async def _consume_stream():
+        async for chunk in PassThroughStreamingHandler.chunk_processor(
+            response=_anthropic_stream_that_times_out_mid_stream(),
+            request_body={"model": "claude-sonnet-5", "stream": True},
+            litellm_logging_obj=logging_obj,
+            endpoint_type=EndpointType.ANTHROPIC,
+            start_time=datetime.now(),
+            passthrough_success_handler_obj=MagicMock(),
+            url_route="/v1/messages",
+            route_streaming_logging=_record_success_route,
+        ):
+            received.append(chunk)
+
+    with pytest.raises(httpx.ReadTimeout):
+        await _consume_stream()
+
+    for _ in range(300):
+        if recorder.failure_kwargs:
+            break
+        await asyncio.sleep(0.01)
+
+    assert len(received) == 3
+    assert success_routes == []
+    assert recorder.success_kwargs == []
+    assert len(recorder.failure_kwargs) == 1
+    failure_payload = recorder.failure_kwargs[0]["standard_logging_object"]
+    assert failure_payload["status"] == "failure"
+    assert failure_payload["prompt_tokens"] == 52
+    assert failure_payload["response_cost"] > 0
+    assert isinstance(recorder.failure_kwargs[0]["exception"], httpx.ReadTimeout)
+
+
+def _google_sse(prompt_tokens: int, completion_tokens: int, text: str) -> bytes:
+    payload = {
+        "candidates": [{"content": {"parts": [{"text": text}], "role": "model"}, "index": 0}],
+        "usageMetadata": {
+            "promptTokenCount": prompt_tokens,
+            "candidatesTokenCount": completion_tokens,
+            "totalTokenCount": prompt_tokens + completion_tokens,
+        },
+        "modelVersion": "gemini-3.8-flash",
+    }
+    return f"data: {json.dumps(payload)}\r\n\r\n".encode()
+
+
+def _google_stream_that_times_out_mid_stream():
+    mock = MagicMock(spec=httpx.Response)
+    mock.status_code = 200
+
+    async def _aiter_bytes():
+        yield _google_sse(9, 4, "The sea")
+        yield _google_sse(9, 12, " is wide and restless")
+        raise httpx.ReadTimeout("Timeout on reading data from socket")
+
+    mock.aiter_bytes = _aiter_bytes
+    return mock
+
+
+@pytest.mark.parametrize(
+    "endpoint_type, url_route",
+    [
+        (EndpointType.GEMINI, "/gemini/v1beta/models/gemini-3.8-flash:streamGenerateContent?alt=sse"),
+        (
+            EndpointType.VERTEX_AI,
+            "/vertex_ai/v1/projects/p/locations/us-central1/publishers/google/models/gemini-3.8-flash:streamGenerateContent?alt=sse",
+        ),
+    ],
+)
+@pytest.mark.asyncio
+async def test_chunk_processor_bills_partial_google_usage_on_mid_stream_exception(endpoint_type, url_route):
+    """Google streams carry cumulative usage on every chunk, so a stream that
+    dies mid-way must log a failure billed at what was already delivered rather
+    than a failure at zero usage."""
+    recorder = _EventRecorder()
+    logging_obj = LiteLLMLoggingObj(
+        model="gemini-3.8-flash",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="pass_through_endpoint",
+        start_time=datetime.now(),
+        litellm_call_id=f"test-google-mid-stream-timeout-{endpoint_type.value}",
+        function_id="test-google-mid-stream-timeout",
+        dynamic_async_success_callbacks=[recorder],
+        dynamic_async_failure_callbacks=[recorder],
+    )
+    logging_obj.update_environment_variables(
+        model="gemini-3.8-flash",
+        user="unknown",
+        optional_params={},
+        litellm_params={"metadata": {}},
+        call_type="pass_through_endpoint",
+    )
+    success_routes = []
+
+    async def _record_success_route(**kwargs):
+        success_routes.append(kwargs)
+
+    async def _consume_stream():
+        async for _ in PassThroughStreamingHandler.chunk_processor(
+            response=_google_stream_that_times_out_mid_stream(),
+            request_body={"contents": [{"role": "user", "parts": [{"text": "hi"}]}]},
+            litellm_logging_obj=logging_obj,
+            endpoint_type=endpoint_type,
+            start_time=datetime.now(),
+            passthrough_success_handler_obj=MagicMock(),
+            url_route=url_route,
+            route_streaming_logging=_record_success_route,
+        ):
+            pass
+
+    with pytest.raises(httpx.ReadTimeout):
+        await _consume_stream()
+
+    for _ in range(300):
+        if recorder.failure_kwargs:
+            break
+        await asyncio.sleep(0.01)
+
+    assert success_routes == []
+    assert recorder.success_kwargs == []
+    assert len(recorder.failure_kwargs) == 1
+    failure_payload = recorder.failure_kwargs[0]["standard_logging_object"]
+    assert failure_payload["status"] == "failure"
+    assert failure_payload["prompt_tokens"] == 9
+    assert failure_payload["completion_tokens"] == 12
+    assert failure_payload["response_cost"] > 12 * 3.75e-06
+    assert isinstance(recorder.failure_kwargs[0]["exception"], httpx.ReadTimeout)
diff --git a/tests/test_litellm/proxy/pass_through_endpoints/test_vertex_passthrough_load_balancing.py b/tests/test_litellm/proxy/pass_through_endpoints/test_vertex_passthrough_load_balancing.py
index 961479c0393..e8fd5579631 100644
--- a/tests/test_litellm/proxy/pass_through_endpoints/test_vertex_passthrough_load_balancing.py
+++ b/tests/test_litellm/proxy/pass_through_endpoints/test_vertex_passthrough_load_balancing.py
@@ -4,7 +4,9 @@ import pytest
 
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints import (
+    VertexAIPassThroughHandler,
     _base_vertex_proxy_route,
+    _upstream_headers_for_vertex_route,
 )
 from litellm.types.router import DeploymentTypedDict
 
@@ -19,6 +21,7 @@ async def test_vertex_passthrough_load_balancing():
     mock_request = MagicMock()
     mock_response = MagicMock()
     mock_handler = MagicMock()
+    mock_handler.get_default_base_target_url.return_value = "https://test.url"
 
     # Mock the router
     mock_router = MagicMock()
@@ -67,7 +70,6 @@ async def test_vertex_passthrough_load_balancing():
         mock_pt_router.get_vertex_credentials.return_value = MagicMock()
         mock_prep_headers.return_value = (
             {},
-            "https://test.url",
             False,
             "test-project-lb",
             "us-central1-lb",
@@ -289,12 +291,6 @@ async def test_vertex_passthrough_forwards_anthropic_beta_header():
     mock_vertex_credentials.vertex_location = "us-central1"
     mock_vertex_credentials.vertex_credentials = "test-credentials"
 
-    # Create mock handler
-    mock_handler = MagicMock()
-    mock_handler.update_base_target_url_with_credential_location.return_value = (
-        "https://us-central1-aiplatform.googleapis.com"
-    )
-
     with (
         patch.object(
             VertexBase,
@@ -312,7 +308,6 @@ async def test_vertex_passthrough_forwards_anthropic_beta_header():
         # Call the function
         (
             headers,
-            base_target_url,
             headers_passed_through,
             vertex_project,
             vertex_location,
@@ -322,8 +317,6 @@ async def test_vertex_passthrough_forwards_anthropic_beta_header():
             router_credentials=None,
             vertex_project="test-project",
             vertex_location="us-central1",
-            base_target_url="https://us-central1-aiplatform.googleapis.com",
-            get_vertex_pass_through_handler=mock_handler,
             user_api_key_dict=UserAPIKeyAuth(api_key="sk-litellm-secret-key"),
         )
 
@@ -348,6 +341,92 @@ async def test_vertex_passthrough_forwards_anthropic_beta_header():
         assert headers_passed_through is False
 
 
+VERTEX_ANTHROPIC_MODELS_PREFIX = "v1/projects/test-project/locations/global/publishers/anthropic/models/"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("model_segment", "expects_anthropic_beta"),
+    [
+        ("count-tokens:rawPredict", False),
+        ("claude-sonnet-4-6:streamRawPredict", True),
+    ],
+)
+async def test_vertex_passthrough_drops_anthropic_beta_only_on_count_tokens(
+    model_segment: str, expects_anthropic_beta: bool
+):
+    with (
+        patch(  # test-quality-ok: the route reads this proxy global at call time, nothing injects it
+            "litellm.proxy.proxy_server.llm_router", None
+        ),
+        patch(  # test-quality-ok: the route reads this proxy global at call time, nothing injects it
+            "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.passthrough_endpoint_router"
+        ) as mock_pt_router,
+        patch(  # test-quality-ok: the route offers no injection point for its header preparation
+            "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints._prepare_vertex_auth_headers",
+            new_callable=AsyncMock,
+        ) as mock_prep_headers,
+        patch(  # test-quality-ok: the upstream call is captured here, the route offers no injection point
+            "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.create_pass_through_route"
+        ) as mock_create_route,
+        patch(  # test-quality-ok: the route calls auth directly rather than through Depends
+            "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.user_api_key_auth",
+            new_callable=AsyncMock,
+        ) as mock_auth,
+        patch(  # test-quality-ok: the route reads the request body for this, a MagicMock request has none
+            "litellm.proxy.pass_through_endpoints.llm_passthrough_endpoints.is_streaming_request_fn",
+            new_callable=AsyncMock,
+            return_value=False,
+        ),
+    ):
+        mock_pt_router.get_vertex_credentials.return_value = MagicMock()
+        mock_prep_headers.return_value = (
+            {
+                "anthropic-beta": "tool-search-tool-2025-10-19,web-search-2025-03-05",
+                "content-type": "application/json",
+                "Authorization": "Bearer vertex-access-token",
+            },
+            False,
+            "test-project",
+            "global",
+        )
+        mock_create_route.return_value = AsyncMock()
+        mock_auth.return_value = UserAPIKeyAuth(api_key="sk-litellm-secret-key")
+
+        await _base_vertex_proxy_route(
+            endpoint=f"{VERTEX_ANTHROPIC_MODELS_PREFIX}{model_segment}",
+            request=MagicMock(),
+            fastapi_response=MagicMock(),
+            get_vertex_pass_through_handler=VertexAIPassThroughHandler(),
+        )
+
+        upstream_headers = mock_create_route.call_args.kwargs["custom_headers"]
+        assert ("anthropic-beta" in upstream_headers) is expects_anthropic_beta
+        assert upstream_headers["Authorization"] == "Bearer vertex-access-token"
+        assert upstream_headers["content-type"] == "application/json"
+
+
+def test_upstream_headers_for_vertex_route_filters_anthropic_beta_by_route():
+    headers = {
+        "Anthropic-Beta": "effort-2025-11-24",
+        "content-type": "application/json",
+        "Authorization": "Bearer vertex-access-token",
+    }
+
+    count_tokens_headers = _upstream_headers_for_vertex_route(
+        f"{VERTEX_ANTHROPIC_MODELS_PREFIX}count-tokens:rawPredict", headers
+    )
+    model_headers = _upstream_headers_for_vertex_route(
+        f"{VERTEX_ANTHROPIC_MODELS_PREFIX}claude-sonnet-4-6:rawPredict", headers
+    )
+
+    assert dict(count_tokens_headers) == {
+        "content-type": "application/json",
+        "Authorization": "Bearer vertex-access-token",
+    }
+    assert dict(model_headers) == headers
+
+
 @pytest.mark.asyncio
 async def test_vertex_passthrough_does_not_forward_litellm_auth_token():
     """
@@ -385,12 +464,6 @@ async def test_vertex_passthrough_does_not_forward_litellm_auth_token():
     mock_vertex_credentials.vertex_location = "us-central1"
     mock_vertex_credentials.vertex_credentials = "test-credentials"
 
-    # Create mock handler
-    mock_handler = MagicMock()
-    mock_handler.update_base_target_url_with_credential_location.return_value = (
-        "https://us-central1-aiplatform.googleapis.com"
-    )
-
     with (
         patch.object(
             VertexBase,
@@ -407,7 +480,6 @@ async def test_vertex_passthrough_does_not_forward_litellm_auth_token():
 
         (
             headers,
-            _base_target_url,
             _headers_passed_through,
             _vertex_project,
             _vertex_location,
@@ -417,8 +489,6 @@ async def test_vertex_passthrough_does_not_forward_litellm_auth_token():
             router_credentials=None,
             vertex_project="test-project",
             vertex_location="us-central1",
-            base_target_url="https://us-central1-aiplatform.googleapis.com",
-            get_vertex_pass_through_handler=mock_handler,
             user_api_key_dict=UserAPIKeyAuth(api_key="sk-litellm-secret-key"),
         )
 
@@ -654,7 +724,6 @@ async def test_vertex_passthrough_custom_model_name_replaced_in_url():
         mock_pt_router.get_vertex_credentials.return_value = MagicMock()
         mock_prep_headers.return_value = (
             {},
-            "https://global-aiplatform.googleapis.com",
             False,
             "nv-gcpllmgwit-20250411173346",
             "global",
diff --git a/tests/test_litellm/proxy/prompts/test_prompt_endpoints.py b/tests/test_litellm/proxy/prompts/test_prompt_endpoints.py
index 6ebb10eff76..41c3003af34 100644
--- a/tests/test_litellm/proxy/prompts/test_prompt_endpoints.py
+++ b/tests/test_litellm/proxy/prompts/test_prompt_endpoints.py
@@ -104,97 +104,6 @@ class TestPromptVersioning:
         assert get_base_prompt_id(prompt_id="jack") == "jack"
         assert get_base_prompt_id(prompt_id="my_prompt.v10") == "my_prompt"
 
-    def test_get_latest_version_prompt_id(self):
-        """
-        Test that get_latest_version_prompt_id returns the highest version
-        """
-        from litellm.proxy.prompts.prompt_endpoints import get_latest_version_prompt_id
-
-        # Mock prompt IDs dictionary
-        all_prompt_ids = {
-            "jack.v1": {},
-            "jack.v2": {},
-            "jack.v3": {},
-            "jane.v1": {},
-            "simple_prompt": {},
-        }
-
-        # Test with base prompt ID - should return latest version
-        assert (
-            get_latest_version_prompt_id(
-                prompt_id="jack", all_prompt_ids=all_prompt_ids
-            )
-            == "jack.v3"
-        )
-
-        # Test with versioned prompt ID - should still return latest version
-        assert (
-            get_latest_version_prompt_id(
-                prompt_id="jack.v1", all_prompt_ids=all_prompt_ids
-            )
-            == "jack.v3"
-        )
-
-        # Test with single version
-        assert (
-            get_latest_version_prompt_id(
-                prompt_id="jane", all_prompt_ids=all_prompt_ids
-            )
-            == "jane.v1"
-        )
-
-        # Test with non-versioned prompt
-        assert (
-            get_latest_version_prompt_id(
-                prompt_id="simple_prompt", all_prompt_ids=all_prompt_ids
-            )
-            == "simple_prompt"
-        )
-
-        # Test with non-existent prompt
-        assert (
-            get_latest_version_prompt_id(
-                prompt_id="nonexistent", all_prompt_ids=all_prompt_ids
-            )
-            == "nonexistent"
-        )
-
-    def test_construct_versioned_prompt_id(self):
-        """
-        Test that construct_versioned_prompt_id correctly builds versioned IDs
-        """
-        from litellm.proxy.prompts.prompt_endpoints import construct_versioned_prompt_id
-
-        # Test with base prompt ID and version
-        assert (
-            construct_versioned_prompt_id(prompt_id="jack_success", version=4)
-            == "jack_success.v4"
-        )
-
-        # Test with None version - should return base ID unchanged
-        assert (
-            construct_versioned_prompt_id(prompt_id="jack_success", version=None)
-            == "jack_success"
-        )
-
-        # Test with existing versioned ID - should replace version
-        assert (
-            construct_versioned_prompt_id(prompt_id="jack_success.v2", version=4)
-            == "jack_success.v4"
-        )
-
-        # Test with hyphenated prompt ID
-        assert (
-            construct_versioned_prompt_id(prompt_id="my-prompt", version=1)
-            == "my-prompt.v1"
-        )
-
-        # Test with double-digit version
-        assert (
-            construct_versioned_prompt_id(prompt_id="test_prompt", version=10)
-            == "test_prompt.v10"
-        )
-
 
 class TestPromptVersionsEndpoint:
     """
@@ -444,7 +353,7 @@ class TestAdminViewerReadAccess:
                 "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
             ) as mock_registry,
         ):
-            mock_registry.get_prompt_by_id.return_value = PromptSpec(
+            mock_registry.resolve_prompt_spec.return_value = PromptSpec(
                 prompt_id="jack.v2",
                 litellm_params=PromptLiteLLMParams(
                     prompt_id="jack",
@@ -453,10 +362,101 @@ class TestAdminViewerReadAccess:
                 ),
                 prompt_info=PromptInfo(prompt_type="db"),
             )
-            mock_registry.IN_MEMORY_PROMPTS = {"jack.v1": {}, "jack.v2": {}}
-            mock_registry.get_prompt_callback_by_id.return_value = None
+            mock_registry.get_prompt_callback_for_prompt.return_value = None
 
             response = await get_prompt_info(prompt_id="jack", user_api_key_dict=viewer)
 
         assert response.prompt_spec.prompt_id == "jack"
         assert response.prompt_spec.version == 2
+
+
+class TestConfigPromptInfoWithEnvironment:
+    """
+    Regression: /prompts/{id}/info with an environment param must still resolve
+    config-file (in-memory) prompts on a DB-backed proxy instead of 400ing.
+    """
+
+    def _registry_with_config_prompt(self):
+        from litellm.proxy.prompts.prompt_registry import InMemoryPromptRegistry
+
+        registry = InMemoryPromptRegistry()
+        registry.IN_MEMORY_PROMPTS["envgreet::development"] = PromptSpec(
+            prompt_id="envgreet",
+            litellm_params=PromptLiteLLMParams(
+                prompt_id="envgreet",
+                prompt_integration="dotprompt",
+                dotprompt_content="AHOY {{user_message}}",
+            ),
+            prompt_info=PromptInfo(prompt_type="config"),
+        )
+        return registry
+
+    def _prisma_client_with_empty_prompt_table(self):
+        from unittest.mock import AsyncMock
+
+        mock_prisma = MagicMock()
+        mock_prisma.db.litellm_prompttable.find_many = AsyncMock(return_value=[])
+        return mock_prisma
+
+    @pytest.mark.asyncio
+    async def test_get_prompt_info_with_environment_falls_back_to_registry(self):
+        from unittest.mock import patch
+
+        from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+        from litellm.proxy.prompts.prompt_endpoints import get_prompt_info
+
+        admin = UserAPIKeyAuth(
+            api_key="test_key", user_role=LitellmUserRoles.PROXY_ADMIN
+        )
+
+        with (
+            patch(  # test-quality-ok: endpoint reads prisma_client and the registry from module globals at call time; no injection seam
+                "litellm.proxy.proxy_server.prisma_client",
+                self._prisma_client_with_empty_prompt_table(),
+            ),
+            patch(  # test-quality-ok: endpoint reads prisma_client and the registry from module globals at call time; no injection seam
+                "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY",
+                self._registry_with_config_prompt(),
+            ),
+        ):
+            response = await get_prompt_info(
+                prompt_id="envgreet",
+                environment="development",
+                user_api_key_dict=admin,
+            )
+
+        assert response.prompt_spec.prompt_id == "envgreet"
+        assert response.prompt_spec.litellm_params.dotprompt_content == "AHOY {{user_message}}"
+
+    @pytest.mark.asyncio
+    async def test_get_prompt_info_with_wrong_environment_still_400s(self):
+        from unittest.mock import patch
+
+        from fastapi import HTTPException
+
+        from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+        from litellm.proxy.prompts.prompt_endpoints import get_prompt_info
+
+        admin = UserAPIKeyAuth(
+            api_key="test_key", user_role=LitellmUserRoles.PROXY_ADMIN
+        )
+
+        with (
+            patch(  # test-quality-ok: endpoint reads prisma_client and the registry from module globals at call time; no injection seam
+                "litellm.proxy.proxy_server.prisma_client",
+                self._prisma_client_with_empty_prompt_table(),
+            ),
+            patch(  # test-quality-ok: endpoint reads prisma_client and the registry from module globals at call time; no injection seam
+                "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY",
+                self._registry_with_config_prompt(),
+            ),
+        ):
+            with pytest.raises(HTTPException) as exc_info:
+                await get_prompt_info(
+                    prompt_id="envgreet",
+                    environment="production",
+                    user_api_key_dict=admin,
+                )
+
+        assert exc_info.value.status_code == 400
+        assert "environment production" in exc_info.value.detail
diff --git a/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py b/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py
index b5792ac7572..387448bb9b3 100644
--- a/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py
+++ b/tests/test_litellm/proxy/prompts/test_prompt_endpoints_crud.py
@@ -52,8 +52,6 @@ async def test_delete_prompt_success():
     with patch(
         "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
     ) as mock_registry:
-        # User passes "test_prompt.v2"
-        # We simulate that get_prompt_by_id returns the prompt spec for v2
         prompt_spec = PromptSpec(
             prompt_id="test_prompt.v2",
             litellm_params=PromptLiteLLMParams(
@@ -61,7 +59,8 @@ async def test_delete_prompt_success():
             ),
             prompt_info=PromptInfo(prompt_type="db"),
         )
-        mock_registry.get_prompt_by_id.return_value = prompt_spec
+        mock_registry.resolve_prompt_spec.return_value = prompt_spec
+        mock_registry.has_config_prompt.return_value = False
 
         # Patch the prisma client in the endpoint module
         with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
@@ -79,7 +78,7 @@ async def test_delete_prompt_success():
 
             # 2. Memory deletion should use base ID
             mock_registry.delete_prompts_by_base_id.assert_called_once_with(
-                expected_base_id, environment=None
+                base_prompt_id=expected_base_id, environment=None
             )
 
             assert response == {
@@ -108,31 +107,14 @@ async def test_delete_prompt_by_base_id_success():
     with patch(
         "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
     ) as mock_registry:
-        # User passes "test_prompt" (base ID)
-        # 1. get_prompt_by_id("test_prompt") -> None (if it's not registered as base)
-        # 2. It calls get_latest_version_prompt_id -> returns "test_prompt.v3"
-        # 3. get_prompt_by_id("test_prompt.v3") -> returns Spec
-
-        # Setup mocks behavior
-        def get_prompt_side_effect(prompt_id):
-            if prompt_id == "test_prompt":
-                return None
-            if prompt_id == "test_prompt.v3":
-                return PromptSpec(
-                    prompt_id="test_prompt.v3",
-                    litellm_params=PromptLiteLLMParams(
-                        prompt_id="test_prompt", prompt_integration="dotprompt"
-                    ),
-                    prompt_info=PromptInfo(prompt_type="db"),
-                )
-            return None
-
-        mock_registry.get_prompt_by_id.side_effect = get_prompt_side_effect
-        mock_registry.IN_MEMORY_PROMPTS = {
-            "test_prompt.v1": {},
-            "test_prompt.v2": {},
-            "test_prompt.v3": {},
-        }
+        mock_registry.resolve_prompt_spec.return_value = PromptSpec(
+            prompt_id="test_prompt.v3",
+            litellm_params=PromptLiteLLMParams(
+                prompt_id="test_prompt", prompt_integration="dotprompt"
+            ),
+            prompt_info=PromptInfo(prompt_type="db"),
+        )
+        mock_registry.has_config_prompt.return_value = False
 
         # Patch the prisma client in the endpoint module
         with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
@@ -150,7 +132,7 @@ async def test_delete_prompt_by_base_id_success():
 
             # 2. Memory deletion should use base ID
             mock_registry.delete_prompts_by_base_id.assert_called_once_with(
-                expected_base_id, environment=None
+                base_prompt_id=expected_base_id, environment=None
             )
 
             assert response == {
@@ -169,11 +151,12 @@ async def test_delete_prompt_environment_scope_reaches_db_and_registry():
     with patch(  # test-quality-ok: stubs the collaborator so the test pins what the endpoint deletes
         "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
     ) as mock_registry:
-        mock_registry.get_prompt_by_id.return_value = PromptSpec(
+        mock_registry.resolve_prompt_spec.return_value = PromptSpec(
             prompt_id="test_prompt.v2",
             litellm_params=PromptLiteLLMParams(prompt_id="test_prompt", prompt_integration="dotprompt"),
-            prompt_info=PromptInfo(prompt_type="db"),
+            prompt_info=PromptInfo(prompt_type="db", environment="production"),
         )
+        mock_registry.has_config_prompt.return_value = False
 
         with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):  # test-quality-ok: proxy_server module global is the endpoint's only injection point
             response = await delete_prompt(
@@ -185,7 +168,7 @@ async def test_delete_prompt_environment_scope_reaches_db_and_registry():
     mock_prisma_client.db.litellm_prompttable.delete_many.assert_called_once_with(
         where={"prompt_id": "test_prompt", "environment": "production"}
     )
-    mock_registry.delete_prompts_by_base_id.assert_called_once_with("test_prompt", environment="production")
+    mock_registry.delete_prompts_by_base_id.assert_called_once_with(base_prompt_id="test_prompt", environment="production")
     assert response == {"message": "Prompt test_prompt deleted successfully from production"}
 
 
@@ -218,24 +201,8 @@ async def test_get_prompt_info_by_base_id():
             prompt_info=PromptInfo(prompt_type="db"),
         )
 
-        # When get_prompt_by_id is called with "test_prompt", return None (so it searches versions)
-        # When called with "test_prompt.v3", return the spec
-        def get_prompt_side_effect(prompt_id):
-            if prompt_id == "test_prompt":
-                return None
-            if prompt_id == "test_prompt.v3":
-                return prompt_spec_v3
-            return None
-
-        mock_registry.get_prompt_by_id.side_effect = get_prompt_side_effect
-        mock_registry.IN_MEMORY_PROMPTS = {
-            "test_prompt.v1": {},
-            "test_prompt.v2": {},
-            "test_prompt.v3": {},
-        }
-
-        # We also need to mock get_prompt_callback_by_id to avoid content extraction errors/logic
-        mock_registry.get_prompt_callback_by_id.return_value = None
+        mock_registry.resolve_prompt_spec.return_value = prompt_spec_v3
+        mock_registry.get_prompt_callback_for_prompt.return_value = None
 
         response = await get_prompt_info(
             prompt_id="test_prompt", user_api_key_dict=mock_user_auth
@@ -284,7 +251,7 @@ async def test_patch_prompt_row_deleted_mid_update_returns_404():
             "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
         ) as mock_registry,
     ):
-        mock_registry.get_prompt_by_id.return_value = existing_prompt
+        mock_registry.has_config_prompt.return_value = False
 
         with pytest.raises(HTTPException) as exc_info:
             await patch_prompt(
@@ -325,7 +292,7 @@ async def test_patch_prompt_merges_unsent_fields_from_db_row_not_stale_memory():
             "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
         ) as mock_registry,
     ):
-        mock_registry.get_prompt_by_id.return_value = stale_in_memory
+        mock_registry.has_config_prompt.return_value = False
         mock_registry.reload_prompt.side_effect = lambda prompt: prompt
 
         response = await patch_prompt(
@@ -487,7 +454,7 @@ async def test_patch_prompt_info_only_keeps_legacy_keyed_row_patchable():
             "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
         ) as mock_registry,
     ):
-        mock_registry.get_prompt_by_id.return_value = existing_prompt
+        mock_registry.has_config_prompt.return_value = False
 
         await patch_prompt(
             prompt_id="agent-prompt",
diff --git a/tests/test_litellm/proxy/prompts/test_prompt_environment.py b/tests/test_litellm/proxy/prompts/test_prompt_environment.py
index ecd89afefbe..3cb647dea13 100644
--- a/tests/test_litellm/proxy/prompts/test_prompt_environment.py
+++ b/tests/test_litellm/proxy/prompts/test_prompt_environment.py
@@ -191,11 +191,7 @@ async def test_update_prompt_stores_environment_and_created_by():
         with patch(
             "litellm.proxy.prompts.prompt_registry.IN_MEMORY_PROMPT_REGISTRY"
         ) as mock_registry:
-            mock_registry.get_prompt_by_id.return_value = PromptSpec(
-                prompt_id="my_prompt.v1",
-                litellm_params=request.litellm_params,
-                prompt_info=PromptInfo(prompt_type="db"),
-            )
+            mock_registry.has_config_prompt.return_value = False
             mock_registry.initialize_prompt.return_value = PromptSpec(
                 prompt_id="my_prompt.v2",
                 litellm_params=request.litellm_params,
@@ -239,7 +235,8 @@ async def test_delete_prompt_scoped_to_environment():
             prompt_info=PromptInfo(prompt_type="db"),
             environment="staging",
         )
-        mock_registry.get_prompt_by_id.return_value = prompt_spec
+        mock_registry.resolve_prompt_spec.return_value = prompt_spec
+        mock_registry.has_config_prompt.return_value = False
 
         with patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client):
             await delete_prompt(
@@ -251,3 +248,6 @@ async def test_delete_prompt_scoped_to_environment():
             mock_prisma_client.db.litellm_prompttable.delete_many.assert_called_once_with(
                 where={"prompt_id": "test_prompt", "environment": "staging"}
             )
+            mock_registry.delete_prompts_by_base_id.assert_called_once_with(
+                base_prompt_id="test_prompt", environment="staging"
+            )
diff --git a/tests/test_litellm/proxy/prompts/test_prompt_registry.py b/tests/test_litellm/proxy/prompts/test_prompt_registry.py
index 3008821974e..a0743b65dd7 100644
--- a/tests/test_litellm/proxy/prompts/test_prompt_registry.py
+++ b/tests/test_litellm/proxy/prompts/test_prompt_registry.py
@@ -1,26 +1,35 @@
 import pytest
 
 import litellm
-from litellm.proxy.prompts.prompt_registry import InMemoryPromptRegistry
+from litellm.integrations.custom_prompt_management import CustomPromptManagement
+from litellm.proxy.prompts.prompt_registry import InMemoryPromptRegistry, parse_prompt_version
 from litellm.types.prompts.init_prompts import PromptInfo, PromptLiteLLMParams, PromptSpec
 
 
-def _db_prompt_spec(content: str) -> PromptSpec:
+def _db_prompt_spec(content: str, environment: str = "development", version: int = 1) -> PromptSpec:
     return PromptSpec(
-        prompt_id="greeting.v1",
+        prompt_id=f"greeting.v{version}",
         litellm_params=PromptLiteLLMParams(
             prompt_id="greeting",
             prompt_integration="dotprompt",
             prompt_data={"content": content, "metadata": {}},
         ),
         prompt_info=PromptInfo(prompt_type="db"),
+        version=version,
+        environment=environment,
     )
 
 
-def _served_content(registry: InMemoryPromptRegistry) -> str:
-    callback = registry.get_prompt_callback_by_id("greeting.v1")
+def _resolved_callback(registry: InMemoryPromptRegistry, environment: str | None = None) -> CustomPromptManagement:
+    spec = registry.resolve_prompt_spec("greeting", environment=environment)
+    assert spec is not None
+    callback = registry.get_prompt_callback_for_prompt(prompt=spec)
     assert callback is not None
-    return callback.prompt_manager.get_prompt("greeting").content
+    return callback
+
+
+def _served_content(registry: InMemoryPromptRegistry, environment: str | None = None) -> str:
+    return _resolved_callback(registry, environment=environment).prompt_manager.get_prompt("greeting").content
 
 
 @pytest.fixture
@@ -32,32 +41,34 @@ def isolated_callbacks(monkeypatch: pytest.MonkeyPatch) -> list:
 def test_sync_prompt_from_db_reloads_row_edited_elsewhere(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
     registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY"))
-    stale_callback = registry.get_prompt_callback_by_id("greeting.v1")
+    stale_callback = _resolved_callback(registry)
     assert _served_content(registry) == "begin every reply with AHOY"
 
     registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY"))
 
     assert _served_content(registry) == "begin every reply with HOWDY"
-    assert registry.get_prompt_by_id("greeting.v1").litellm_params.prompt_data["content"] == "begin every reply with HOWDY"
+    reloaded_spec = registry.resolve_prompt_spec("greeting", environment="development")
+    assert reloaded_spec is not None
+    assert reloaded_spec.litellm_params.prompt_data["content"] == "begin every reply with HOWDY"
     assert stale_callback not in isolated_callbacks
-    assert isolated_callbacks == [registry.get_prompt_callback_by_id("greeting.v1")]
+    assert isolated_callbacks == [_resolved_callback(registry)]
 
 
 def test_sync_prompt_from_db_keeps_unchanged_row_in_place(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
     registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY"))
-    first_callback = registry.get_prompt_callback_by_id("greeting.v1")
+    first_callback = _resolved_callback(registry)
 
     registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY"))
 
-    assert registry.get_prompt_callback_by_id("greeting.v1") is first_callback
+    assert _resolved_callback(registry) is first_callback
     assert isolated_callbacks == [first_callback]
 
 
 def test_reload_prompt_replaces_callback_without_leaking_the_old_one(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
     registry.initialize_prompt(prompt=_db_prompt_spec("begin every reply with AHOY"))
-    stale_callback = registry.get_prompt_callback_by_id("greeting.v1")
+    stale_callback = _resolved_callback(registry)
 
     reloaded = registry.reload_prompt(prompt=_db_prompt_spec("begin every reply with HOWDY"))
 
@@ -70,7 +81,7 @@ def test_reload_prompt_replaces_callback_without_leaking_the_old_one(isolated_ca
 def test_reload_prompt_keeps_the_old_template_when_the_replacement_fails(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
     registry.initialize_prompt(prompt=_db_prompt_spec("begin every reply with AHOY"))
-    old_callback = registry.get_prompt_callback_by_id("greeting.v1")
+    old_callback = _resolved_callback(registry)
 
     broken = PromptSpec(
         prompt_id="greeting.v1",
@@ -80,63 +91,134 @@ def test_reload_prompt_keeps_the_old_template_when_the_replacement_fails(isolate
             prompt_data={"content": "begin every reply with HOWDY", "metadata": {}},
         ),
         prompt_info=PromptInfo(prompt_type="db"),
+        version=1,
+        environment="development",
     )
 
     with pytest.raises(ValueError, match="Unsupported prompt"):
         registry.reload_prompt(prompt=broken)
 
-    assert registry.get_prompt_callback_by_id("greeting.v1") is old_callback
+    assert _resolved_callback(registry) is old_callback
     assert _served_content(registry) == "begin every reply with AHOY"
     assert isolated_callbacks == [old_callback]
 
 
-def _versioned_prompt_spec(version: int, environment: str) -> PromptSpec:
-    return PromptSpec(
-        prompt_id=f"greeting.v{version}",
+def test_environments_sharing_a_prompt_id_keep_separate_templates(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment="development"))
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY", environment="production"))
+
+    assert _served_content(registry, environment="development") == "begin every reply with AHOY"
+    assert _served_content(registry, environment="production") == "begin every reply with HOWDY"
+    assert _resolved_callback(registry, environment="development") is not _resolved_callback(
+        registry, environment="production"
+    )
+
+
+def test_default_resolution_prefers_production(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment="development"))
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY", environment="production"))
+
+    assert _served_content(registry) == "begin every reply with HOWDY"
+
+
+@pytest.mark.parametrize("environment", ["staging", "qa"])
+def test_default_resolution_serves_the_only_environment_present(isolated_callbacks: list, environment: str) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment=environment))
+
+    assert _served_content(registry) == "begin every reply with AHOY"
+
+
+def test_resolution_picks_exact_version_and_latest_within_an_environment(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment="development", version=1))
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with YO", environment="development", version=2))
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY", environment="production", version=1))
+
+    exact = registry.resolve_prompt_spec("greeting", version=1, environment="development")
+    assert exact is not None
+    assert exact.litellm_params.prompt_data["content"] == "begin every reply with AHOY"
+
+    latest = registry.resolve_prompt_spec("greeting", environment="development")
+    assert latest is not None
+    assert latest.litellm_params.prompt_data["content"] == "begin every reply with YO"
+
+    assert registry.resolve_prompt_spec("greeting", version=3, environment="development") is None
+
+
+def test_resolution_returns_none_for_unknown_environment_or_prompt(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment="development"))
+
+    assert registry.resolve_prompt_spec("greeting", environment="production") is None
+    assert registry.resolve_prompt_spec("no_such_prompt") is None
+
+
+def test_delete_prompts_by_base_id_scoped_to_one_environment(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with AHOY", environment="development"))
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY", environment="production"))
+    production_callback = _resolved_callback(registry, environment="production")
+
+    deleted = registry.delete_prompts_by_base_id(base_prompt_id="greeting", environment="development")
+
+    assert deleted == ["greeting.v1::development"]
+    assert registry.resolve_prompt_spec("greeting", environment="development") is None
+    assert _resolved_callback(registry, environment="production") is production_callback
+    assert _served_content(registry, environment="production") == "begin every reply with HOWDY"
+
+    deleted_rest = registry.delete_prompts_by_base_id(base_prompt_id="greeting")
+
+    assert deleted_rest == ["greeting.v1::production"]
+    assert registry.resolve_prompt_spec("greeting") is None
+
+
+def test_has_config_prompt_matches_any_version_of_the_base_id(isolated_callbacks: list) -> None:
+    registry = InMemoryPromptRegistry()
+    config_spec = PromptSpec(
+        prompt_id="greeting",
         litellm_params=PromptLiteLLMParams(
             prompt_id="greeting",
             prompt_integration="dotprompt",
-            prompt_data={"content": f"begin every reply with AHOY v{version}", "metadata": {}},
+            prompt_data={"content": "begin every reply with AHOY", "metadata": {}},
         ),
-        prompt_info=PromptInfo(prompt_type="db", environment=environment),
-        version=version,
-        environment=environment,
+        prompt_info=PromptInfo(prompt_type="config"),
     )
+    registry.initialize_prompt(prompt=config_spec)
+    registry.sync_prompt_from_db(prompt=_db_prompt_spec("begin every reply with HOWDY", environment="production"))
+
+    assert registry.has_config_prompt(base_prompt_id="greeting") is True
+    assert registry.has_config_prompt(base_prompt_id="other_prompt") is False
 
 
 def test_delete_prompts_by_base_id_removes_the_callbacks_from_litellm_callbacks(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
-    registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development"))
-    registry.initialize_prompt(prompt=_versioned_prompt_spec(2, "development"))
+    registry.initialize_prompt(prompt=_db_prompt_spec("begin every reply with AHOY", version=1))
+    registry.initialize_prompt(prompt=_db_prompt_spec("begin every reply with YO", version=2))
     assert len(isolated_callbacks) == 1
 
-    deleted = registry.delete_prompts_by_base_id("greeting")
+    deleted = registry.delete_prompts_by_base_id(base_prompt_id="greeting")
 
-    assert sorted(deleted) == ["greeting.v1", "greeting.v2"]
-    assert registry.get_prompt_by_id("greeting.v1") is None
-    assert registry.get_prompt_callback_by_id("greeting.v2") is None
+    assert sorted(deleted) == ["greeting.v1::development", "greeting.v2::development"]
+    assert registry.resolve_prompt_spec("greeting") is None
     assert isolated_callbacks == []
 
 
-def test_delete_prompts_by_base_id_environment_scope_keeps_other_environments(isolated_callbacks: list) -> None:
+def test_remove_prompt_is_a_no_op_for_an_unknown_registry_key(isolated_callbacks: list) -> None:
     registry = InMemoryPromptRegistry()
-    registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development"))
-    registry.initialize_prompt(prompt=_versioned_prompt_spec(2, "production"))
-    production_callback = registry.get_prompt_callback_by_id("greeting.v2")
+    registry.initialize_prompt(prompt=_db_prompt_spec("begin every reply with AHOY"))
 
-    deleted = registry.delete_prompts_by_base_id("greeting", environment="development")
+    registry.remove_prompt(registry_key="not_there.v1::development")
 
-    assert deleted == ["greeting.v1"]
-    assert registry.get_prompt_by_id("greeting.v1") is None
-    assert registry.get_prompt_by_id("greeting.v2") is not None
-    assert registry.get_prompt_callback_by_id("greeting.v2") is production_callback
-
-
-def test_remove_prompt_is_a_no_op_for_an_unknown_id(isolated_callbacks: list) -> None:
-    registry = InMemoryPromptRegistry()
-    registry.initialize_prompt(prompt=_versioned_prompt_spec(1, "development"))
-
-    registry.remove_prompt(prompt_id="not_there.v1")
-
-    assert registry.get_prompt_by_id("greeting.v1") is not None
+    assert registry.resolve_prompt_spec("greeting") is not None
     assert len(isolated_callbacks) == 1
+
+
+@pytest.mark.parametrize(
+    ("raw_version", "expected"),
+    [(2, 2), ("2", 2), (None, None), ("v2", None), (True, None), (2.0, None)],
+)
+def test_parse_prompt_version_accepts_integers_and_json_strings(raw_version: object, expected: int | None) -> None:
+    assert parse_prompt_version(raw_version) == expected
diff --git a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
index 1ab18639fff..dcfad8f6815 100644
--- a/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_proxy_config.py
@@ -28,6 +28,7 @@ from litellm.proxy.proxy_server import (
     resolve_routing_plugins,
     validate_deployment_complexity_router_placement,
     validate_deployment_max_agentic_loops,
+    validate_heuristic_v2_router_limit,
 )
 
 from .conftest import normalize
@@ -193,6 +194,120 @@ def test_validate_deployment_complexity_router_placement_leaves_valid_deployment
     assert model["litellm_params"] == litellm_params
 
 
+def _heuristic_v2_row(model_name: str, classifier_type: str = "heuristic_v2") -> dict[str, object]:
+    return {
+        "model_name": model_name,
+        "litellm_params": {
+            "model": "auto_router/complexity_router",
+            "complexity_router_config": {"classifier_type": classifier_type, "tiers": {"SIMPLE": "gpt-4o-mini"}},
+        },
+    }
+
+
+def test_validate_heuristic_v2_router_limit_refuses_to_start_over_the_limit() -> None:
+    """Same reason as the two validators above: the proxy router swallows registration errors, so
+    an over-limit config.yaml must fail here instead of booting with a silently missing router."""
+    with pytest.raises(ValueError, match=re.escape("At most 1 auto-router")) as exc_info:
+        validate_heuristic_v2_router_limit(
+            [_heuristic_v2_row("a"), _heuristic_v2_row("b"), _heuristic_v2_row("c", "heuristic")], limit=1
+        )
+    assert "'auto_router' feature lifts the limit" in str(exc_info.value)
+
+
+@pytest.mark.parametrize(
+    "model_list,limit",
+    [
+        ([_heuristic_v2_row("a"), _heuristic_v2_row("b")], None),
+        ([_heuristic_v2_row("a"), _heuristic_v2_row("c", "heuristic")], 1),
+        ([{"model_name": "gpt-4o", "litellm_params": {"model": "gpt-4o"}}], 1),
+    ],
+)
+def test_validate_heuristic_v2_router_limit_leaves_configs_within_the_limit_alone(
+    model_list: list[dict[str, object]], limit: int | None
+) -> None:
+    assert validate_heuristic_v2_router_limit(model_list, limit=limit) is None
+
+
+_TWO_HEURISTIC_V2_ROUTERS_YAML = (
+    "model_list:\n"
+    "  - model_name: gpt-4o-mini\n"
+    "    litellm_params:\n"
+    "      model: openai/gpt-4o-mini\n"
+    "      api_key: k\n"
+    "  - model_name: v2-a\n"
+    "    litellm_params:\n"
+    "      model: auto_router/complexity_router\n"
+    "      complexity_router_config:\n"
+    "        classifier_type: heuristic_v2\n"
+    "        tiers: {SIMPLE: gpt-4o-mini}\n"
+    "  - model_name: v2-b\n"
+    "    litellm_params:\n"
+    "      model: auto_router/complexity_router\n"
+    "      complexity_router_config:\n"
+    "        classifier_type: heuristic_v2\n"
+    "        tiers: {SIMPLE: gpt-4o-mini}\n"
+    "router_settings:\n"
+    "  heuristic_v2_router_limit: 99\n"
+)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("license_limit", [1, None])
+async def test_ProxyConfig_load_config_takes_the_heuristic_v2_limit_from_the_license_only(
+    tmp_path, monkeypatch, license_limit: int | None
+) -> None:
+    """`router_settings.heuristic_v2_router_limit` is managed outside config.yaml: an operator
+    cannot grant the entitlement by editing the config, and a licensed proxy boots both routers."""
+    f = tmp_path / "c.yaml"
+    f.write_text(_TWO_HEURISTIC_V2_ROUTERS_YAML)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", False)
+    monkeypatch.delenv("LITELLM_CONFIG_BUCKET_NAME", raising=False)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: license_limit
+    )
+
+    if license_limit is None:
+        router, _model_list, _general_settings = await ProxyConfig().load_config(
+            router=None, config_file_path=str(f)
+        )
+        assert router.heuristic_v2_router_limit is not None
+        assert router.heuristic_v2_router_limit() is None
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+        return
+
+    with pytest.raises(ValueError, match=re.escape("config.yaml model_list: At most 1 auto-router")):
+        await ProxyConfig().load_config(router=None, config_file_path=str(f))
+
+
+@pytest.mark.asyncio
+async def test_ProxyConfig_load_config_router_refuses_a_db_heuristic_v2_router_beyond_the_license(
+    tmp_path, monkeypatch
+) -> None:
+    """config.yaml holds the one allowed heuristic_v2 router; a second one arriving later from the DB
+    is refused at registration because the router was built with the license's ceiling."""
+    from litellm.types.router import Deployment
+
+    f = tmp_path / "c.yaml"
+    f.write_text(_TWO_HEURISTIC_V2_ROUTERS_YAML.replace("  - model_name: v2-b\n", "  - model_name: v1-b\n", 1).replace(
+        "classifier_type: heuristic_v2\n        tiers: {SIMPLE: gpt-4o-mini}\nrouter_settings",
+        "classifier_type: heuristic\n        tiers: {SIMPLE: gpt-4o-mini}\nrouter_settings",
+    ))
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", None)
+    monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", False)
+    monkeypatch.delenv("LITELLM_CONFIG_BUCKET_NAME", raising=False)
+    monkeypatch.setattr("litellm.proxy.proxy_server._license_check.heuristic_v2_router_limit", lambda: 1)
+
+    router, _model_list, _general_settings = await ProxyConfig().load_config(router=None, config_file_path=str(f))
+
+    assert router.heuristic_v2_router_limit is not None
+    assert router.heuristic_v2_router_limit() == 1
+    assert sorted(router.complexity_routers) == ["v1-b", "v2-a"]
+    db_row = Deployment(**_heuristic_v2_row("v2-from-db"), model_info={"id": "db-id"})
+    assert router.upsert_deployment(db_row) is None
+    assert sorted(router.complexity_routers) == ["v1-b", "v2-a"]
+
+
 def test_validate_deployment_max_agentic_loops_allows_a_deployment_without_the_key():
     model = {"model_name": "gpt-4o", "litellm_params": {"model": "gpt-4o"}}
 
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_config.py b/tests/test_litellm/proxy/proxy_server/test_routes_config.py
index ad3c470acf3..dcb63b8ca82 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_config.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_config.py
@@ -60,6 +60,141 @@ def test_config_update_happy_admin(client, auth_as, mock_prisma, monkeypatch):
     assert normalize(response.json()) == {"message": "Config updated successfully"}
 
 
+def test_config_update_persists_optional_pre_call_checks(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+    fake_proxy_config = MagicMock()
+    fake_proxy_config.add_deployment = AsyncMock()
+    monkeypatch.setattr(ps, "proxy_config", fake_proxy_config)
+
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"optional_pre_call_checks": ["prompt_caching"]}},
+        )
+
+    assert response.status_code == 200
+    persisted = json.loads(table.upsert.call_args.kwargs["data"]["create"]["param_value"])
+    assert persisted["optional_pre_call_checks"] == ["prompt_caching"]
+
+
+def test_config_update_persists_model_group_affinity_config(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+    fake_proxy_config = MagicMock()
+    fake_proxy_config.add_deployment = AsyncMock()
+    monkeypatch.setattr(ps, "proxy_config", fake_proxy_config)
+
+    model_group_affinity_config = {"gpt-4": ["session_affinity"]}
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"model_group_affinity_config": model_group_affinity_config}},
+        )
+
+    assert response.status_code == 200
+    persisted = json.loads(table.upsert.call_args.kwargs["data"]["create"]["param_value"])
+    assert persisted["model_group_affinity_config"] == model_group_affinity_config
+
+
+def test_config_update_persists_disable_cooldowns(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+    fake_proxy_config = MagicMock()
+    fake_proxy_config.add_deployment = AsyncMock()
+    monkeypatch.setattr(ps, "proxy_config", fake_proxy_config)
+
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"disable_cooldowns": True}},
+        )
+
+    assert response.status_code == 200
+    persisted = json.loads(table.upsert.call_args.kwargs["data"]["create"]["param_value"])
+    assert persisted["disable_cooldowns"] is True
+
+
+def test_config_update_rejects_assistants_config(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"assistants_config": {"enabled": True}}},
+        )
+
+    assert response.status_code == 400
+    assert "assistants_config" in response.json()["error"]["message"]
+    table.upsert.assert_not_called()
+
+
+def test_config_update_rejects_router_general_settings(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"router_general_settings": {"async_only_mode": True}}},
+        )
+
+    assert response.status_code == 400
+    assert "router_general_settings" in response.json()["error"]["message"]
+    table.upsert.assert_not_called()
+
+
+def test_config_update_rejects_unknown_router_setting(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    table = _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+
+    with auth_as(LitellmUserRoles.PROXY_ADMIN):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"optional_precall_checks": ["prompt_caching"]}},
+        )
+
+    assert response.status_code == 400
+    assert "optional_precall_checks" in response.json()["error"]["message"]
+    table.upsert.assert_not_called()
+
+
+def test_config_update_unknown_router_setting_non_admin_forbidden(client, auth_as, mock_prisma, monkeypatch):
+    from litellm.proxy import proxy_server as ps
+    from litellm.proxy._types import LitellmUserRoles
+
+    _install_litellm_config(mock_prisma)
+    monkeypatch.setattr(ps, "prisma_client", mock_prisma)
+
+    with auth_as(LitellmUserRoles.INTERNAL_USER):
+        response = client.post(
+            "/config/update",
+            json={"router_settings": {"optional_precall_checks": ["prompt_caching"]}},
+        )
+
+    assert response.status_code == 403
+    assert "admin" in response.json()["error"]["message"].lower()
+
+
 def test_config_update_non_admin_forbidden(client, auth_as, mock_prisma, monkeypatch):
     """POST /config/update by a non-admin caller is rejected; the error
     surfaces as a ProxyException with the admin-only message."""
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_login_sso.py b/tests/test_litellm/proxy/proxy_server/test_routes_login_sso.py
index af37dbe85fe..45460dcecf1 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_login_sso.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_login_sso.py
@@ -29,7 +29,7 @@ def _install_login_mocks(monkeypatch, raise_on_auth: bool = False) -> None:
     """
     from litellm.proxy import proxy_server as ps
 
-    async def _fake_auth(username, password, master_key, prisma_client):
+    async def _fake_auth(username, password, master_key, prisma_client, general_settings=None):
         if raise_on_auth:
             raise Exception("boom-auth-failure")
         fake = MagicMock()
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_models.py b/tests/test_litellm/proxy/proxy_server/test_routes_models.py
index 2b126b1ea95..bc6106a06f8 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_models.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_models.py
@@ -45,6 +45,7 @@ def patched_models(monkeypatch):
     deployment = MagicMock()
     deployment.litellm_params.model = "gpt-4"
     router.get_deployment_by_model_group_name = MagicMock(return_value=deployment)
+    router.get_configured_display_name = MagicMock(return_value=None)
 
     monkeypatch.setattr(proxy_server, "llm_router", router)
     monkeypatch.setattr(proxy_server, "prisma_client", MagicMock())
@@ -187,6 +188,83 @@ def test_anthropic_format_carries_router_configured_token_limits(client, auth_as
     assert (claude["max_input_tokens"], claude["max_tokens"]) == (500000, 4096)
 
 
+@pytest.mark.parametrize("path", ["/v1/models", "/models"])
+def test_anthropic_format_uses_configured_display_name(client, auth_as, patched_models, path):
+    """A deployment's ``model_info.display_name`` becomes the Anthropic-native
+    ``display_name`` so Claude Code's picker shows a clean name while the id keeps
+    routing; models without one keep the id fallback, and the OpenAI-shaped
+    listing carries no display_name either way."""
+
+    def _configured(model_name):
+        return "Kimi K3" if model_name == "gpt-4" else None
+
+    patched_models.get_configured_display_name = MagicMock(side_effect=_configured)
+
+    with auth_as():
+        anthropic_response = client.get(path, headers={"anthropic-version": "2023-06-01"})
+        openai_response = client.get(path)
+
+    assert anthropic_response.status_code == 200
+    gpt_4, claude = anthropic_response.json()["data"]
+    assert (gpt_4["id"], gpt_4["display_name"]) == ("gpt-4", "Kimi K3")
+    assert (claude["id"], claude["display_name"]) == ("claude-sonnet", "claude-sonnet")
+
+    assert openai_response.status_code == 200
+    openai_models = openai_response.json()["data"]
+    assert [m["id"] for m in openai_models] == ["gpt-4", "claude-sonnet"]
+    assert all("display_name" not in m for m in openai_models)
+
+
+@pytest.mark.parametrize("params", [{}, {"scope": "expand"}])
+def test_anthropic_display_name_resolved_via_internal_team_key(
+    client, auth_as, patched_models, monkeypatch, params
+):
+    """For a team-scoped row the configured display name must be looked up by the
+    internal routing key while the entry itself is keyed by the public name, so
+    the clean name lands on the id the client actually sees."""
+    from litellm.proxy import utils as proxy_utils
+    from litellm.proxy.auth import model_checks
+
+    internal_name = "model_name_team-1_c0ffee"
+
+    patched_models.get_model_list = MagicMock(
+        return_value=[
+            {
+                "model_name": internal_name,
+                "model_info": {
+                    "team_id": "team-1",
+                    "team_public_model_name": "gpt-4-team",
+                },
+            }
+        ]
+    )
+    patched_models.get_model_names = MagicMock(return_value=[internal_name])
+    patched_models.get_configured_display_name = MagicMock(
+        side_effect=lambda model_name: "Team GPT" if model_name == internal_name else None
+    )
+
+    async def _fake_get_available_models_for_user(**kwargs):
+        return [internal_name]
+
+    monkeypatch.setattr(
+        proxy_utils,
+        "get_available_models_for_user",
+        _fake_get_available_models_for_user,
+    )
+    monkeypatch.setattr(
+        model_checks, "get_complete_model_list", lambda **kwargs: [internal_name]
+    )
+
+    with auth_as():
+        response = client.get(
+            "/v1/models", params=params, headers={"anthropic-version": "2023-06-01"}
+        )
+
+    assert response.status_code == 200
+    (entry,) = response.json()["data"]
+    assert (entry["id"], entry["display_name"]) == ("gpt-4-team", "Team GPT")
+
+
 @pytest.mark.parametrize("path", ["/v1/models", "/models"])
 def test_get_models_invalid_scope_returns_400(client, auth_as, patched_models, path):
     """Pins: ``GET /v1/models``, ``GET /models`` (error path: invalid scope)."""
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_onboarding.py b/tests/test_litellm/proxy/proxy_server/test_routes_onboarding.py
index 5cc22cca7a0..778acc1baab 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_onboarding.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_onboarding.py
@@ -234,7 +234,7 @@ def test_claim_onboarding_link_happy(client, monkeypatch, mock_prisma):
         json={
             "invitation_link": "inv-123",
             "user_id": "user-abc",
-            "password": "hunter2",
+            "password": "Hunter2Strong!",
         },
         headers={"Authorization": f"Bearer {onboarding_jwt}"},
     )
@@ -260,7 +260,7 @@ def test_claim_onboarding_link_invalid_invite_401(client, monkeypatch, mock_pris
         json={
             "invitation_link": "missing",
             "user_id": "user-abc",
-            "password": "hunter2",
+            "password": "Hunter2Strong!",
         },
         headers={"Authorization": "Bearer irrelevant"},
     )
@@ -287,7 +287,7 @@ def test_claim_onboarding_link_user_id_mismatch_401(
         json={
             "invitation_link": "inv-123",
             "user_id": "user-attacker",
-            "password": "hunter2",
+            "password": "Hunter2Strong!",
         },
         headers={"Authorization": "Bearer irrelevant"},
     )
@@ -339,7 +339,7 @@ def test_claim_onboarding_link_bad_onboarding_jwt_401(
         json={
             "invitation_link": "inv-123",
             "user_id": "user-abc",
-            "password": "hunter2",
+            "password": "Hunter2Strong!",
         },
         headers={"Authorization": f"Bearer {bogus_jwt}"},
     )
diff --git a/tests/test_litellm/proxy/proxy_server/test_routes_utils.py b/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
index 35b5c72f92e..1e1436fcef8 100644
--- a/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
+++ b/tests/test_litellm/proxy/proxy_server/test_routes_utils.py
@@ -9,12 +9,13 @@ Pins (PR2):
 from __future__ import annotations
 
 import asyncio
-from unittest.mock import AsyncMock, MagicMock
+import json
 
 import pytest
 
 import litellm
 from litellm.proxy import proxy_server
+from litellm.router_utils import pattern_match_deployments
 
 from .conftest import normalize  # type: ignore[import-not-found]
 
@@ -99,6 +100,7 @@ def test_token_counter_missing_input_returns_400(
 
 @pytest.fixture
 def patched_supported_params(monkeypatch):
+    monkeypatch.setattr(proxy_server, "llm_router", None)
     monkeypatch.setattr(
         litellm,
         "get_llm_provider",
@@ -124,12 +126,104 @@ def test_supported_openai_params_happy_path(client, auth_as, patched_supported_p
     }
 
 
+def test_supported_openai_params_resolves_router_alias(client, auth_as, monkeypatch):
+    """A router alias absent from the cost map resolves through the deployment's underlying model."""
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "claude-opus-4-6-cached",
+                "litellm_params": {"model": "anthropic/claude-opus-4-6", "api_key": "sk-test"},
+            }
+        ]
+    )
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+
+    with auth_as():
+        response = client.get("/utils/supported_openai_params", params={"model": "claude-opus-4-6-cached"})
+
+    assert response.status_code == 200
+    expected = litellm.get_supported_openai_params(model="claude-opus-4-6", custom_llm_provider="anthropic")
+    assert response.json() == {"supported_openai_params": expected}
+    assert "max_tokens" in response.json()["supported_openai_params"]
+
+
+def test_supported_openai_params_declared_prefix_alias_resolves_through_router(client, auth_as, monkeypatch):
+    """Regression: an alias whose name starts with an authenticating provider's prefix skipped
+    router resolution and answered with that provider's params instead of the deployment's."""
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "github_copilot/gpt-4o",
+                "litellm_params": {"model": "anthropic/claude-opus-4-6", "api_key": "sk-test"},
+            }
+        ]
+    )
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+
+    with auth_as():
+        response = client.get("/utils/supported_openai_params", params={"model": "github_copilot/gpt-4o"})
+
+    assert response.status_code == 200
+    expected = litellm.get_supported_openai_params(model="claude-opus-4-6", custom_llm_provider="anthropic")
+    assert response.json() == {"supported_openai_params": expected}
+
+
+def test_supported_openai_params_never_runs_oauth_for_authenticating_providers(client, auth_as, monkeypatch, tmp_path):
+    """Regression: github_copilot/chatgpt names answer from their declaration; resolving them
+    through ``get_llm_provider`` would run the provider's OAuth device flow and block the event loop."""
+    monkeypatch.setenv("GITHUB_COPILOT_TOKEN_DIR", str(tmp_path))
+    (tmp_path / "access-token").write_text("fake-access-token")
+    (tmp_path / "api-key.json").write_text(
+        json.dumps(
+            {
+                "token": "fake-api-key",
+                "expires_at": 4102444800,
+                "endpoints": {"api": "https://api.githubcopilot.com"},
+            }
+        )
+    )
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "copilot-alias",
+                "litellm_params": {"model": "github_copilot/gpt-4o"},
+            },
+            {
+                "model_name": "openai/*",
+                "litellm_params": {"model": "openai/*"},
+            },
+        ]
+    )
+    monkeypatch.setattr(proxy_server, "llm_router", router)
+
+    resolution_attempts: list[str] = []
+
+    def _oauth_tripwire(model, *args, **kwargs):
+        resolution_attempts.append(model)
+        raise AssertionError("get_llm_provider would run the OAuth device flow")
+
+    monkeypatch.setattr(litellm, "get_llm_provider", _oauth_tripwire)
+    monkeypatch.setattr(pattern_match_deployments, "get_llm_provider", _oauth_tripwire)
+    expected = litellm.get_supported_openai_params(model="gpt-4o", custom_llm_provider="github_copilot")
+
+    with auth_as():
+        via_alias = client.get("/utils/supported_openai_params", params={"model": "copilot-alias"})
+        via_direct_name = client.get("/utils/supported_openai_params", params={"model": "github_copilot/gpt-4o"})
+
+    assert via_alias.status_code == 200
+    assert via_alias.json() == {"supported_openai_params": expected}
+    assert via_direct_name.status_code == 200
+    assert via_direct_name.json() == {"supported_openai_params": expected}
+    assert resolution_attempts == []
+
+
 def test_supported_openai_params_invalid_model(client, auth_as, monkeypatch):
     """Pins ``GET /utils/supported_openai_params`` (error: unknown model)."""
 
     def _raise(model):
         raise Exception("unknown")
 
+    monkeypatch.setattr(proxy_server, "llm_router", None)
     monkeypatch.setattr(litellm, "get_llm_provider", _raise)
     with auth_as():
         response = client.get("/utils/supported_openai_params", params={"model": "??"})
diff --git a/tests/test_litellm/proxy/proxy_server/test_streaming_helpers.py b/tests/test_litellm/proxy/proxy_server/test_streaming_helpers.py
index fdaad567f95..87e10ce7e8d 100644
--- a/tests/test_litellm/proxy/proxy_server/test_streaming_helpers.py
+++ b/tests/test_litellm/proxy/proxy_server/test_streaming_helpers.py
@@ -1819,3 +1819,92 @@ async def test_run_thread_stream_is_untouched_while_keepalives_are_unconfigured(
 
     assert not any(chunk.startswith(": ping") for chunk in chunks)
     assert chunks[-1] == "data: [DONE]\n\n"
+
+
+# ---------------------------------------------------------------------------
+# async_queue_request: SSE keepalives during the time-to-first-token
+# ---------------------------------------------------------------------------
+
+
+async def _queue_streaming(monkeypatch, interval, delay=0.3, fails_with=None):
+    _patch_logging_flags(monkeypatch)
+    monkeypatch.setattr(litellm, "sse_keepalive_ping_interval_seconds", interval)
+
+    router = MagicMock()
+    router.get_model_list.return_value = []
+
+    async def _schedule_after_the_scheduler_queue_drains(**kwargs):
+        await asyncio.sleep(delay)
+        if fails_with is not None:
+            raise fails_with
+        return _async_iter([_simple_chunk(content="queued reply")])
+
+    router.schedule_acompletion = _schedule_after_the_scheduler_queue_drains
+    monkeypatch.setattr(ps, "llm_router", router)
+
+    request = MagicMock()
+    request.url = "http://testserver/queue/chat/completions"
+    request.method = "POST"
+    request.headers = {}
+    request.json = AsyncMock(
+        return_value={
+            "model": "gpt-4",
+            "messages": [{"role": "user", "content": "hi"}],
+            "priority": 0,
+            "stream": True,
+        }
+    )
+    request.is_disconnected = AsyncMock(return_value=False)
+
+    return await ps.async_queue_request(
+        request=request,
+        fastapi_response=Response(),
+        user_api_key_dict=_user_auth(),
+    )
+
+
+@pytest.mark.asyncio
+async def test_queue_request_pings_while_the_scheduler_is_still_waiting(monkeypatch):
+    response = await _queue_streaming(monkeypatch, interval=0.05)
+
+    assert isinstance(response, StreamingResponse)
+    assert response.headers["x-accel-buffering"] == "no"
+    chunks = [chunk async for chunk in response.body_iterator]
+
+    assert chunks[0] == b": ping\n\n"
+    assert chunks.count(b": ping\n\n") >= 3
+    assert b'"content":"queued reply"' in chunks[-2]
+    assert chunks[-1] == b"data: [DONE]\n\n"
+
+
+@pytest.mark.asyncio
+async def test_queue_request_audits_a_failure_that_arrives_after_the_first_ping(monkeypatch):
+    audited = []
+
+    async def _record_failure(*, user_api_key_dict, original_exception, request_data, **kwargs):
+        audited.append(original_exception)
+        return None
+
+    monkeypatch.setattr(ps.proxy_logging_obj, "post_call_failure_hook", _record_failure)
+
+    boom = RuntimeError("scheduler died after the wire was already open")
+    response = await _queue_streaming(monkeypatch, interval=0.05, fails_with=boom)
+
+    assert isinstance(response, StreamingResponse)
+    chunks = [chunk async for chunk in response.body_iterator]
+
+    assert chunks[0] == b": ping\n\n"
+    assert audited == [boom]
+    assert json.loads(chunks[-2].removeprefix(b"data: "))["error"]["code"] == "500"
+    assert chunks[-1] == b"data: [DONE]\n\n"
+
+
+@pytest.mark.asyncio
+async def test_queue_request_stream_is_untouched_while_keepalives_are_unconfigured(monkeypatch):
+    response = await _queue_streaming(monkeypatch, interval=None, delay=0.15)
+
+    assert isinstance(response, StreamingResponse)
+    chunks = [chunk if isinstance(chunk, bytes) else chunk.encode() async for chunk in response.body_iterator]
+
+    assert not any(chunk.startswith(b": ping") for chunk in chunks)
+    assert chunks[-1] == b"data: [DONE]\n\n"
diff --git a/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py b/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
index aa35fd64f18..0fb9b1a6d88 100644
--- a/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
+++ b/tests/test_litellm/proxy/proxy_server/test_team_model_name_translation.py
@@ -19,7 +19,10 @@ from litellm.proxy._types import (
     LitellmUserRoles,
     UserAPIKeyAuth,
 )
-from litellm.proxy.common_utils.model_listing_utils import TeamModelNameTranslator
+from litellm.proxy.common_utils.model_listing_utils import (
+    TeamModelNameTranslator,
+    configured_display_names,
+)
 from litellm.proxy.proxy_server import (
     _get_proxy_model_info,
     _translate_model_name_for_response,
@@ -1391,6 +1394,27 @@ def test_resolve_public_name_respects_legacy_flag():
     )
 
 
+def test_configured_display_names_keyed_by_response_id():
+    """The map is keyed by the public response id while the router lookup uses
+    the internal routing key, and entries without a configured name are omitted."""
+    router = MagicMock()
+    router.get_configured_display_name = MagicMock(
+        side_effect=lambda model_name: "Team Sonnet" if model_name == "model_name_team-abc-123_4a6b8" else None
+    )
+
+    assert configured_display_names(
+        entries=[
+            ("team-claude-sonnet", "model_name_team-abc-123_4a6b8"),
+            ("gpt-4o", "gpt-4o"),
+        ],
+        llm_router=router,
+    ) == {"team-claude-sonnet": "Team Sonnet"}
+
+
+def test_configured_display_names_empty_without_router():
+    assert configured_display_names(entries=[("gpt-4o", "gpt-4o")], llm_router=None) == {}
+
+
 @pytest.mark.asyncio
 async def test_retrieve_model_by_public_name_returns_200(monkeypatch):
     """Regression: `GET /v1/models/{public_name}` must NOT 404. The listing
diff --git a/tests/test_litellm/proxy/public_endpoints/public_v1/test_model_hub.py b/tests/test_litellm/proxy/public_endpoints/public_v1/test_model_hub.py
index 631e91dca11..de2d95e9f28 100644
--- a/tests/test_litellm/proxy/public_endpoints/public_v1/test_model_hub.py
+++ b/tests/test_litellm/proxy/public_endpoints/public_v1/test_model_hub.py
@@ -193,12 +193,12 @@ def test_sorting_by_a_numeric_field_puts_the_unset_ones_last_in_both_directions(
 def test_an_undeclared_sort_field_is_a_problem_naming_the_allowed_fields(monkeypatch):
     _publish(monkeypatch, _named(3))
 
-    response = _get("sort=providers")
+    response = _get("sort=health_status")
 
     assert response.status_code == 400
     assert response.headers["content-type"].startswith("application/problem+json")
     body = response.json()
-    assert "providers" in body["detail"]
+    assert "health_status" in body["detail"]
     assert body["allowed"] == [
         "input_cost_per_token",
         "max_input_tokens",
@@ -206,6 +206,9 @@ def test_an_undeclared_sort_field_is_a_problem_naming_the_allowed_fields(monkeyp
         "mode",
         "model_group",
         "output_cost_per_token",
+        "providers",
+        "rpm",
+        "tpm",
     ]
 
 
@@ -347,3 +350,131 @@ def test_the_endpoint_it_supersedes_still_answers_with_its_bare_array(monkeypatc
     body = response.json()
     assert isinstance(body, list)
     assert [row["model_group"] for row in body] == ["model-000", "model-001", "model-002"]
+
+
+FACET_PATHS = ("providers", "modes", "features")
+
+
+def _facet(name: str, query: str = ""):
+    suffix = f"?{query}" if query else ""
+    return client.get(f"{MODEL_HUB_PATH}/{name}{suffix}")
+
+
+def test_providers_filter_accepts_several_providers_at_once(monkeypatch):
+    """The hub's provider control is a multi-select, so the route has to OR the values."""
+    _publish(
+        monkeypatch,
+        (
+            _info("gpt-4", providers=("openai",)),
+            _info("claude", providers=("anthropic",)),
+            _info("mistral-large", providers=("mistral",)),
+            _info("router", providers=("openai", "anthropic")),
+        ),
+    )
+
+    response = _get("filter[providers][in]=openai,anthropic")
+
+    assert response.status_code == 200, response.text
+    assert sorted(_groups(response)) == ["claude", "gpt-4", "router"]
+
+
+def test_features_filter_matches_a_model_with_any_of_the_named_features(monkeypatch):
+    """Selecting two features widens the result set, the way the hub's multi-select always did."""
+    _publish(
+        monkeypatch,
+        (
+            _info("sees", supports_vision=True),
+            _info("calls", supports_function_calling=True),
+            _info("both", supports_vision=True, supports_function_calling=True),
+            _info("plain"),
+        ),
+    )
+
+    response = _get("filter[features][in]=vision,function_calling")
+
+    assert response.status_code == 200, response.text
+    assert sorted(_groups(response)) == ["both", "calls", "sees"]
+
+
+def test_a_single_feature_filter_selects_only_models_with_it(monkeypatch):
+    _publish(monkeypatch, (_info("sees", supports_vision=True), _info("plain"), _info("reasons", supports_reasoning=True)))
+
+    assert _groups(_get("filter[features][in]=vision")) == ["sees"]
+    assert _groups(_get("filter[features][in]=reasoning")) == ["reasons"]
+
+
+def test_providers_and_limits_are_sortable(monkeypatch):
+    """The hub sorted on these columns before it paged; they stay sortable now that the route orders."""
+    _publish(
+        monkeypatch,
+        (
+            _info("b-model", providers=("mistral",), rpm=10),
+            _info("a-model", providers=("anthropic",), rpm=30),
+            _info("c-model", providers=("openai",), rpm=20),
+        ),
+    )
+
+    assert _groups(_get("sort=providers")) == ["a-model", "b-model", "c-model"]
+    assert _groups(_get("sort=-rpm")) == ["a-model", "c-model", "b-model"]
+
+
+@pytest.mark.parametrize("facet", FACET_PATHS)
+def test_a_facet_serves_the_distinct_values_of_its_column(monkeypatch, facet):
+    _publish(
+        monkeypatch,
+        (
+            _info("a", providers=("openai",), mode="chat", supports_vision=True),
+            _info("b", providers=("anthropic", "openai"), mode="embedding", supports_vision=True),
+            _info("c", providers=("mistral",), mode="chat"),
+        ),
+    )
+
+    response = _facet(facet)
+
+    assert response.status_code == 200, response.text
+    assert response.json()["data"] == {
+        "providers": ["anthropic", "mistral", "openai"],
+        "modes": ["chat", "embedding"],
+        "features": ["vision"],
+    }[facet]
+
+
+def test_a_facet_offers_only_values_the_table_can_show(monkeypatch):
+    """Section 12's reason for hanging facets off the resource: the dropdown matches the filtered table."""
+    _publish(
+        monkeypatch,
+        (
+            _info("chat-openai", providers=("openai",), mode="chat"),
+            _info("embed-cohere", providers=("cohere",), mode="embedding"),
+        ),
+    )
+
+    assert _facet("providers", "filter[mode][in]=chat").json()["data"] == ["openai"]
+    assert _facet("providers", "q=embed").json()["data"] == ["cohere"]
+
+
+def test_a_facet_pages_and_reports_whether_more_remain(monkeypatch):
+    _publish(monkeypatch, tuple(_info(f"m-{index}", providers=(f"p-{index:02d}",)) for index in range(5)))
+
+    first = _facet("providers", "page_size=2")
+    last = _facet("providers", "page=3&page_size=2")
+
+    assert first.json()["data"] == ["p-00", "p-01"]
+    assert first.json()["meta"] == {"page": 1, "page_size": 2, "has_more": True}
+    assert last.json()["data"] == ["p-04"]
+    assert last.json()["meta"]["has_more"] is False
+
+
+def test_a_facet_rejects_a_sort_it_does_not_offer(monkeypatch):
+    """Facet values are always ascending, so `sort` is not part of the facet contract."""
+    _publish(monkeypatch, _named(3))
+
+    response = _facet("providers", "sort=-providers")
+
+    assert response.status_code == 400
+    assert response.json()["type"].endswith("unknown-query-parameter")
+
+
+@pytest.mark.parametrize("facet", FACET_PATHS)
+def test_a_facet_is_reachable_without_a_key(facet):
+    assert f"{MODEL_HUB_PATH}/{facet}" in LiteLLMRoutes.public_routes.value
diff --git a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
index 31430da71e8..4a19ad3541c 100644
--- a/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
+++ b/tests/test_litellm/proxy/public_endpoints/test_public_endpoints.py
@@ -1,3 +1,4 @@
+import re
 from datetime import datetime, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -756,6 +757,45 @@ def test_public_agent_hub_returns_empty_when_no_public_groups():
     assert response.json() == []
 
 
+# ---------------------------------------------------------------------------
+# /public/agents/fields
+# ---------------------------------------------------------------------------
+
+
+def test_bedrock_agentcore_runtime_arn_validation_pattern_accepts_full_resource_path():
+    """Regression for LIT-6737: the AgentCore agent_runtime_arn field's
+    validation_pattern must accept a complete runtime ARN whose resource part
+    is itself multi-segment (``runtime/<runtime-id>``), and reject the exact
+    truncated shape a naive split("/")-by-position parse used to produce (the
+    ARN cut off right after the ``runtime`` resource type).
+    """
+    app_instance = FastAPI()
+    app_instance.include_router(router)
+    test_client = TestClient(app_instance)
+
+    response = test_client.get("/public/agents/fields")
+    assert response.status_code == 200
+    agents = response.json()
+
+    bedrock_agentcore = next((a for a in agents if a["agent_type"] == "bedrock_agentcore"), None)
+    assert bedrock_agentcore is not None, "bedrock_agentcore agent type not found"
+    assert bedrock_agentcore["model_template"] == "bedrock/agentcore/{agent_runtime_arn}"
+
+    fields_by_key = {f["key"]: f for f in bedrock_agentcore["credential_fields"]}
+    arn_field = fields_by_key["agent_runtime_arn"]
+    assert arn_field["required"] is True
+    assert arn_field["include_in_litellm_params"] is False
+
+    pattern = arn_field.get("validation_pattern")
+    assert pattern, "agent_runtime_arn must ship a validation_pattern so the UI can reject a truncated ARN"
+
+    full_arn = "arn:aws:bedrock-agentcore:eu-central-1:123456789012:runtime/hosted_agent_4vm3i-BaTdfOELAs"
+    truncated_arn = "arn:aws:bedrock-agentcore:eu-central-1:123456789012:runtime"
+
+    assert re.match(pattern, full_arn), "the validator must accept a complete runtime ARN"
+    assert not re.match(pattern, truncated_arn), "the validator must reject the truncated ARN"
+
+
 # ---------------------------------------------------------------------------
 # /public/endpoints
 # ---------------------------------------------------------------------------
@@ -1037,3 +1077,253 @@ def test_public_mcp_hub_does_not_expose_upstream_url():
     assert all("url" not in item for item in data)
     assert secret_url not in response.text
     app.dependency_overrides.clear()
+
+
+
+@pytest.fixture
+def reset_autorouter_presets_cache():
+    from litellm.proxy.public_endpoints.public_endpoints import _AutoRouterPresetsCache
+
+    _AutoRouterPresetsCache.presets = None
+    _AutoRouterPresetsCache.lock = None
+    yield
+    _AutoRouterPresetsCache.presets = None
+    _AutoRouterPresetsCache.lock = None
+
+
+def test_get_autorouter_presets_local_mode_serves_bundled_catalog(
+    monkeypatch, reset_autorouter_presets_cache
+):
+    monkeypatch.setenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", "True")
+    app = FastAPI()
+    app.include_router(router)
+    client = TestClient(app)
+
+    response = client.get("/public/autorouter_presets")
+
+    assert response.status_code == 200
+    payload = response.json()
+    assert "anthropic_family" in payload
+    assert payload["1m_context"]["complexity_router_config"]["classifier_type"] == "heuristic_v2"
+    assert payload["1m_context"]["complexity_router_config"]["tiers"] == {
+        "SIMPLE": ["gpt-5.6-luna"],
+        "MEDIUM": ["gpt-5.6-terra"],
+        "COMPLEX": ["gpt-5.6-sol"],
+        "REASONING": ["claude-opus-5"],
+    }
+    assert payload["1m_context"]["complexity_router_config"]["tier_model_configs"] == {
+        "REASONING": [{"model_name": "claude-opus-5", "litellm_params": {"reasoning_effort": "high"}}]
+    }
+    for preset in payload.values():
+        assert isinstance(preset["label"], str)
+        assert isinstance(preset["description"], str)
+        assert "tiers" in preset["complexity_router_config"]
+
+
+@pytest.mark.asyncio
+async def test_get_autorouter_presets_fetches_once_per_process(
+    monkeypatch, reset_autorouter_presets_cache
+):
+    from litellm.proxy.public_endpoints.public_endpoints import (
+        _AUTOROUTER_PRESETS_ADAPTER,
+        get_autorouter_presets,
+    )
+
+    monkeypatch.delenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", raising=False)
+    remote = _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+        {
+            "remote_only": {
+                "label": "Remote Only",
+                "description": "from the remote catalog",
+                "complexity_router_config": {"tiers": {"SIMPLE": ["m1"], "MEDIUM": ["m2"], "COMPLEX": ["m3"], "REASONING": ["m4"]}},
+            }
+        }
+    )
+    calls = []
+
+    async def fake_fetch(url):
+        calls.append(url)
+        return remote
+
+    first = await get_autorouter_presets(url="https://example.test/presets.json", fetch=fake_fetch)
+    second = await get_autorouter_presets(url="https://example.test/presets.json", fetch=fake_fetch)
+
+    assert first == remote
+    assert second == remote
+    assert calls == ["https://example.test/presets.json"]
+
+
+@pytest.mark.asyncio
+async def test_get_autorouter_presets_single_flight_on_concurrent_cold_start(
+    monkeypatch, reset_autorouter_presets_cache
+):
+    import asyncio
+
+    from litellm.proxy.public_endpoints.public_endpoints import (
+        _AUTOROUTER_PRESETS_ADAPTER,
+        get_autorouter_presets,
+    )
+
+    monkeypatch.delenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", raising=False)
+    remote = _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+        {
+            "remote_only": {
+                "label": "Remote Only",
+                "description": "from the remote catalog",
+                "complexity_router_config": {"tiers": {"SIMPLE": ["m1"], "MEDIUM": ["m2"], "COMPLEX": ["m3"], "REASONING": ["m4"]}},
+            }
+        }
+    )
+    calls = []
+
+    async def slow_fetch(url):
+        calls.append(url)
+        await asyncio.sleep(0.05)
+        return remote
+
+    results = await asyncio.gather(
+        get_autorouter_presets(url="https://example.test/presets.json", fetch=slow_fetch),
+        get_autorouter_presets(url="https://example.test/presets.json", fetch=slow_fetch),
+        get_autorouter_presets(url="https://example.test/presets.json", fetch=slow_fetch),
+    )
+
+    assert all(result == remote for result in results)
+    assert len(calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_get_autorouter_presets_caches_bundled_fallback_on_remote_failure(
+    monkeypatch, reset_autorouter_presets_cache
+):
+    from litellm.proxy.public_endpoints.public_endpoints import get_autorouter_presets
+
+    monkeypatch.delenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", raising=False)
+    calls = []
+
+    async def broken_fetch(url):
+        calls.append(url)
+        raise ValueError("remote catalog unavailable")
+
+    first = await get_autorouter_presets(url="https://example.test/presets.json", fetch=broken_fetch)
+    second = await get_autorouter_presets(url="https://example.test/presets.json", fetch=broken_fetch)
+
+    assert "anthropic_family" in first
+    assert second == first
+    assert len(calls) == 1
+
+
+@pytest.mark.asyncio
+async def test_autorouter_presets_adapter_rejects_wrong_shapes():
+    from pydantic import ValidationError
+
+    from litellm.proxy.public_endpoints.public_endpoints import _AUTOROUTER_PRESETS_ADAPTER
+
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python({"bad": {"label": "no description or config"}})
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python(["not", "a", "mapping"])
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+            {"no_tiers": {"label": "L", "description": "D", "complexity_router_config": {}}}
+        )
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+            {
+                "missing_builtin_tier": {
+                    "label": "L",
+                    "description": "D",
+                    "complexity_router_config": {"tiers": {"SIMPLE": ["m1"], "MEDIUM": ["m2"], "COMPLEX": ["m3"]}},
+                }
+            }
+        )
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+            {
+                "unknown_tier_name": {
+                    "label": "L",
+                    "description": "D",
+                    "complexity_router_config": {
+                        "tiers": {
+                            "SIMPLE": ["m1"],
+                            "MEDIUM": ["m2"],
+                            "COMPLEX": ["m3"],
+                            "REASONING": ["m4"],
+                            "ULTRA": ["m5"],
+                        }
+                    },
+                }
+            }
+        )
+    with pytest.raises(ValidationError):
+        _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+            {
+                "bad_tiers": {
+                    "label": "L",
+                    "description": "D",
+                    "complexity_router_config": {"tiers": "not-a-mapping"},
+                }
+            }
+        )
+
+
+def test_get_autorouter_presets_passes_unknown_catalog_fields_through(
+    monkeypatch, reset_autorouter_presets_cache
+):
+    from litellm.proxy.public_endpoints.public_endpoints import (
+        _AUTOROUTER_PRESETS_ADAPTER,
+        _AutoRouterPresetsCache,
+    )
+
+    monkeypatch.delenv("LITELLM_LOCAL_AUTOROUTER_PRESETS", raising=False)
+    _AutoRouterPresetsCache.presets = _AUTOROUTER_PRESETS_ADAPTER.validate_python(
+        {
+            "future_preset": {
+                "label": "Future",
+                "description": "carries fields this proxy version does not know",
+                "complexity_router_config": {
+                    "tiers": {"SIMPLE": ["m1"], "MEDIUM": ["m2"], "COMPLEX": ["m3"], "REASONING": ["m4"]},
+                    "future_config_knob": 3,
+                },
+                "icon": "sparkles",
+            }
+        }
+    )
+    app = FastAPI()
+    app.include_router(router)
+    client = TestClient(app)
+
+    response = client.get("/public/autorouter_presets")
+
+    assert response.status_code == 200
+    served = response.json()["future_preset"]
+    assert served["icon"] == "sparkles"
+    assert served["complexity_router_config"]["future_config_knob"] == 3
+    assert served["complexity_router_config"]["tiers"]["SIMPLE"] == ["m1"]
+
+
+@pytest.mark.asyncio
+async def test_fetch_remote_autorouter_presets_parses_and_rejects_empty(monkeypatch):
+    import litellm.llms.custom_httpx.http_handler as http_handler_module
+    from litellm.proxy.public_endpoints.public_endpoints import _fetch_remote_autorouter_presets
+
+    catalog = {
+        "remote_only": {
+            "label": "Remote Only",
+            "description": "from the remote catalog",
+            "complexity_router_config": {"tiers": {"SIMPLE": ["m1"], "MEDIUM": ["m2"], "COMPLEX": ["m3"], "REASONING": ["m4"]}},
+        }
+    }
+    response = MagicMock()
+    response.raise_for_status = MagicMock()
+    response.json = MagicMock(return_value=catalog)
+    client = MagicMock()
+    client.get = AsyncMock(return_value=response)
+    monkeypatch.setattr(http_handler_module, "get_async_httpx_client", lambda llm_provider: client)
+
+    presets = await _fetch_remote_autorouter_presets("https://example.test/presets.json")
+    assert presets["remote_only"].label == "Remote Only"
+    response.raise_for_status.assert_called_once()
+
+    response.json = MagicMock(return_value={})
+    with pytest.raises(ValueError, match="empty"):
+        await _fetch_remote_autorouter_presets("https://example.test/presets.json")
diff --git a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
index abbf6892a98..832435711c6 100644
--- a/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
+++ b/tests/test_litellm/proxy/rag_endpoints/test_rag_endpoints.py
@@ -11,7 +11,6 @@ from unittest.mock import AsyncMock, MagicMock, patch
 import pytest
 from fastapi.testclient import TestClient
 
-
 from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.proxy.proxy_server import app
@@ -324,6 +323,291 @@ def test_rag_query_stream_returns_event_stream(client_internal_user):
     assert "data: [DONE]" in response.text
 
 
+def test_rag_query_stream_pings_while_retrieval_is_still_running(client_internal_user, monkeypatch):
+    import asyncio
+
+    import litellm as litellm_module
+
+    monkeypatch.setattr(litellm_module, "sse_keepalive_ping_interval_seconds", 0.05)
+
+    async def slow_aquery(**kwargs):
+        await asyncio.sleep(0.3)
+        return await litellm_module.acompletion(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "What is the codename?"}],
+            mock_response="The codename is AZURE-FALCON-42.",
+            stream=True,
+            api_key="test-key",
+        )
+
+    with (
+        patch(  # test-quality-ok: the handler calls the module-level litellm.aquery directly; no injection seam
+            "litellm.proxy.rag_endpoints.endpoints.litellm.aquery",
+            new=AsyncMock(side_effect=slow_aquery),
+        ),
+        patch("litellm.vector_store_registry", None),  # test-quality-ok: proxy module global, no injection seam
+        patch("litellm.proxy.proxy_server.prisma_client", None),  # test-quality-ok: proxy module global, no injection seam
+    ):
+        response = client_internal_user.post(
+            "/v1/rag/query",
+            json={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "What is the codename?"}],
+                "retrieval_config": {
+                    "vector_store_id": "vs_test_123",
+                    "custom_llm_provider": "openai",
+                },
+                "stream": True,
+            },
+        )
+
+    assert response.status_code == 200, response.text
+    assert response.headers.get("content-type", "").startswith("text/event-stream")
+    assert response.headers["x-accel-buffering"] == "no"
+    assert response.text.startswith(": ping\n\n")
+    assert response.text.count(": ping\n\n") >= 3
+    assert '"object":"chat.completion.chunk"' in response.text
+    assert response.text.endswith("data: [DONE]\n\n")
+
+
+def test_rag_query_stream_keeps_response_headers_when_retrieval_beats_the_keepalive(
+    client_internal_user, monkeypatch
+):
+    import litellm as litellm_module
+
+    monkeypatch.setattr(litellm_module, "sse_keepalive_ping_interval_seconds", 5)
+
+    async def fast_aquery(**kwargs):
+        response = await litellm_module.acompletion(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "What is the codename?"}],
+            mock_response="The codename is AZURE-FALCON-42.",
+            stream=True,
+            api_key="test-key",
+        )
+        response._hidden_params["response_cost"] = 3.45e-06
+        return response
+
+    with (
+        patch(  # test-quality-ok: the handler calls the module-level litellm.aquery directly; no injection seam
+            "litellm.proxy.rag_endpoints.endpoints.litellm.aquery",
+            new=AsyncMock(side_effect=fast_aquery),
+        ),
+        patch("litellm.vector_store_registry", None),  # test-quality-ok: proxy module global, no injection seam
+        patch("litellm.proxy.proxy_server.prisma_client", None),  # test-quality-ok: proxy module global, no injection seam
+    ):
+        response = client_internal_user.post(
+            "/v1/rag/query",
+            json={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "What is the codename?"}],
+                "retrieval_config": {
+                    "vector_store_id": "vs_test_123",
+                    "custom_llm_provider": "openai",
+                },
+                "stream": True,
+            },
+        )
+
+    assert response.status_code == 200, response.text
+    assert response.headers.get("content-type", "").startswith("text/event-stream")
+    assert response.headers.get("x-litellm-response-cost") == "3.45e-06"
+    assert not response.text.startswith(": ping")
+    assert '"object":"chat.completion.chunk"' in response.text
+    assert response.text.endswith("data: [DONE]\n\n")
+
+
+def test_rag_query_merges_managed_store_params(client_internal_user):
+    """
+    Regression: /v1/rag/query must consult the managed vector store registry
+    (like the direct /v1/vector_stores/{id}/search endpoint does) so that
+    provider, region, embedding model, etc. don't have to be repeated in
+    retrieval_config. Pre-fix the registry was never read, so managed S3
+    Vectors stores failed with "aws_region_name is required".
+    """
+    import litellm
+    from litellm.types.utils import ModelResponse
+
+    mock_vector_store = {
+        "vector_store_id": "s3-store",
+        "custom_llm_provider": "s3_vectors",
+        "litellm_params": {
+            "aws_region_name": "eu-west-1",
+            "embedding_model": "my-embed",
+            "vector_bucket_name": "bkt",
+        },
+    }
+    mock_registry = MagicMock()
+    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = mock_vector_store
+
+    mock_response = ModelResponse(
+        id="chatcmpl-test",
+        choices=[{"index": 0, "message": {"role": "assistant", "content": "hi"}, "finish_reason": "stop"}],
+        model="gpt-4o-mini",
+    )
+
+    with patch(  # test-quality-ok: aquery is the endpoint's downstream boundary; the forwarded config is what the test asserts
+        "litellm.proxy.rag_endpoints.endpoints.litellm.aquery",
+        new_callable=AsyncMock,
+        return_value=mock_response,
+    ) as mock_aquery, patch.object(litellm, "vector_store_registry", mock_registry), patch(  # test-quality-ok: seeds the managed-store registry the merge under test reads and grants access so real store resolution runs
+        "litellm.proxy.vector_store_endpoints.utils.can_user_access_vector_store",
+        new=AsyncMock(return_value=True),
+    ):
+        response = client_internal_user.post(
+            "/v1/rag/query",
+            json={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "hello"}],
+                "retrieval_config": {"vector_store_id": "s3-store"},
+            },
+        )
+
+    assert response.status_code == 200, response.json()
+    mock_aquery.assert_awaited_once()
+    forwarded_config = mock_aquery.await_args.kwargs["retrieval_config"]
+    assert forwarded_config["vector_store_id"] == "s3-store"
+    assert forwarded_config["custom_llm_provider"] == "s3_vectors"
+    assert forwarded_config["aws_region_name"] == "eu-west-1"
+    assert forwarded_config["embedding_model"] == "my-embed"
+    assert forwarded_config["vector_bucket_name"] == "bkt"
+
+
+def test_rag_query_store_params_win_over_user_retrieval_config(client_internal_user):
+    """Registry values must win over user-supplied retrieval_config keys so callers cannot override store credentials."""
+    import litellm
+    from litellm.types.utils import ModelResponse
+
+    mock_vector_store = {
+        "vector_store_id": "s3-store",
+        "custom_llm_provider": "s3_vectors",
+        "litellm_params": {"aws_region_name": "eu-west-1"},
+    }
+    mock_registry = MagicMock()
+    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = mock_vector_store
+
+    mock_response = ModelResponse(
+        id="chatcmpl-test",
+        choices=[{"index": 0, "message": {"role": "assistant", "content": "hi"}, "finish_reason": "stop"}],
+        model="gpt-4o-mini",
+    )
+
+    with patch(  # test-quality-ok: aquery is the endpoint's downstream boundary; the forwarded config is what the test asserts
+        "litellm.proxy.rag_endpoints.endpoints.litellm.aquery",
+        new_callable=AsyncMock,
+        return_value=mock_response,
+    ) as mock_aquery, patch.object(litellm, "vector_store_registry", mock_registry), patch(  # test-quality-ok: seeds the managed-store registry the merge under test reads and grants access so real store resolution runs
+        "litellm.proxy.vector_store_endpoints.utils.can_user_access_vector_store",
+        new=AsyncMock(return_value=True),
+    ):
+        response = client_internal_user.post(
+            "/v1/rag/query",
+            json={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "hello"}],
+                "retrieval_config": {"vector_store_id": "s3-store", "aws_region_name": "us-east-1"},
+            },
+        )
+
+    assert response.status_code == 200, response.json()
+    forwarded_config = mock_aquery.await_args.kwargs["retrieval_config"]
+    assert forwarded_config["aws_region_name"] == "eu-west-1"
+
+
+def test_rag_query_forwards_managed_store_credentials_to_search(client_internal_user):
+    """
+    Regression for LIT-6773: the registry store's api_key / api_base and its
+    provider extras (Milvus outputFields, milvus_text_field) must reach the
+    vector store search the way the direct /v1/vector_stores/{id}/search
+    endpoint forwards them. Pre-fix the RAG path allowlisted them away and a
+    managed Milvus store 500'd with "MILVUS_API_KEY is not set".
+    """
+    import litellm
+    from litellm import Router
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    mock_vector_store = {
+        "vector_store_id": "customer_kb",
+        "custom_llm_provider": "milvus",
+        "litellm_params": {
+            "vector_store_id": "customer_kb",
+            "custom_llm_provider": "milvus",
+            "api_base": "http://127.0.0.1:19530",
+            "api_key": "root:Milvus",
+            "litellm_embedding_model": "multilingual-e5-large",
+            "milvus_text_field": "book_intro_text",
+            "outputFields": ["book_intro_text"],
+        },
+    }
+    mock_registry = MagicMock()
+    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = mock_vector_store
+    fake_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(object="vector_store.search_results.page", search_query="q", data=[])
+    )
+    router = Router(
+        model_list=[
+            {
+                "model_name": "gpt-4o-mini",
+                "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "sk-test", "mock_response": "hi"},
+            }
+        ]
+    )
+
+    with (
+        patch("litellm.vector_stores.asearch", new=fake_search),  # test-quality-ok: the search boundary under test
+        patch.object(litellm, "vector_store_registry", mock_registry),  # test-quality-ok: seeds the store under test
+        patch("litellm.proxy.proxy_server.llm_router", router),  # test-quality-ok: mock-response router for completion
+        patch(  # test-quality-ok: store access is not under test, so the request reaches the search boundary
+            "litellm.proxy.vector_store_endpoints.utils.can_user_access_vector_store",
+            new=AsyncMock(return_value=True),
+        ),
+    ):
+        response = client_internal_user.post(
+            "/v1/rag/query",
+            json={
+                "model": "gpt-4o-mini",
+                "messages": [{"role": "user", "content": "which database is built for similarity search?"}],
+                "retrieval_config": {"vector_store_id": "customer_kb", "custom_llm_provider": "milvus", "top_k": 2},
+            },
+        )
+
+    assert response.status_code == 200, response.json()
+    fake_search.assert_awaited_once()
+    search_kwargs = fake_search.await_args.kwargs
+    assert search_kwargs["vector_store_id"] == "customer_kb"
+    assert search_kwargs["custom_llm_provider"] == "milvus"
+    assert search_kwargs["max_num_results"] == 2
+    assert search_kwargs["api_base"] == "http://127.0.0.1:19530"
+    assert search_kwargs["api_key"] == "root:Milvus"
+    assert search_kwargs["litellm_embedding_model"] == "multilingual-e5-large"
+    assert search_kwargs["milvus_text_field"] == "book_intro_text"
+    assert search_kwargs["outputFields"] == ["book_intro_text"]
+
+
+@pytest.mark.parametrize(
+    "blocked_key",
+    ["embedding_model", "litellm_embedding_model", "litellm_embedding_config", "litellm_credential_name"],
+)
+def test_rag_query_rejects_caller_embedding_selection_params(client_internal_user, blocked_key):
+    """
+    Regression: a caller must not pick the embedding model or credential used at
+    search time. Those resolve through the Router with the proxy's credentials,
+    bypassing the key's model permissions, so they may only come from the
+    managed store's server-side registration.
+    """
+    response = client_internal_user.post(
+        "/v1/rag/query",
+        json={
+            "model": "gpt-4o-mini",
+            "messages": [{"role": "user", "content": "hello"}],
+            "retrieval_config": {"vector_store_id": "s3-store", blocked_key: "attacker-choice"},
+        },
+    )
+
+    assert response.status_code == 400, response.json()
+    assert blocked_key in str(response.json())
+
+
 EICAR = r"X5O!P%@AP[4\PZX54(P^)7CC)7}$EICAR-STANDARD-ANTIVIRUS-TEST-FILE!$H+H*"
 INGEST_REQUEST = '{"ingest_options":{"vector_store":{"custom_llm_provider":"openai"}}}'
 
diff --git a/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py b/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py
new file mode 100644
index 00000000000..7a80319239d
--- /dev/null
+++ b/tests/test_litellm/proxy/spend_tracking/test_key_metadata_recovery.py
@@ -0,0 +1,220 @@
+from collections.abc import Sequence
+from types import SimpleNamespace
+from unittest.mock import AsyncMock, MagicMock
+
+import pytest
+from prisma.errors import PrismaError
+
+from litellm.proxy.spend_tracking.key_metadata_recovery import (
+    fill_missing_api_key_aliases,
+    recover_double_hashed_key_metadata,
+)
+from litellm.proxy.utils import hash_token
+
+
+def _digest_row(digest: str, key_alias: str, team_id: str | None, user_id: str | None) -> dict[str, str | None]:
+    return {"digest": digest, "key_alias": key_alias, "team_id": team_id, "user_id": user_id}
+
+
+def _query_raw_by_table(
+    active_rows: Sequence[dict[str, str | None]],
+    deleted_rows: Sequence[dict[str, str | None]],
+) -> AsyncMock:
+    async def query_raw(sql: str, *params: object) -> list[dict[str, str | None]]:
+        if '"LiteLLM_VerificationToken"' in sql:
+            return list(active_rows)
+        if '"LiteLLM_DeletedVerificationToken"' in sql:
+            return list(deleted_rows)
+        raise AssertionError(f"unexpected query: {sql}")
+
+    return AsyncMock(side_effect=query_raw)
+
+
+@pytest.mark.asyncio
+async def test_recover_double_hashed_key_metadata_via_active_token_digest():
+    double_hashed = hash_token("a" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(
+        active_rows=[_digest_row(double_hashed, "batch-worker", "team-1", "alice")],
+        deleted_rows=[],
+    )
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {double_hashed})
+
+    assert result[double_hashed]["key_alias"] == "batch-worker"
+    assert result[double_hashed]["team_id"] == "team-1"
+    assert result[double_hashed]["user_id"] == "alice"
+    ((_, digests),) = [call.args for call in mock_prisma.db.query_raw.call_args_list]
+    assert digests == [double_hashed]
+
+
+@pytest.mark.asyncio
+async def test_recover_double_hashed_key_metadata_falls_back_to_deleted_tokens():
+    double_hashed = hash_token("y" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(
+        active_rows=[],
+        deleted_rows=[_digest_row(double_hashed, "deleted-key", "team-del", "erin")],
+    )
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {double_hashed})
+
+    assert result[double_hashed]["key_alias"] == "deleted-key"
+    assert result[double_hashed]["team_id"] == "team-del"
+    assert result[double_hashed]["user_id"] == "erin"
+    assert [call.args[1] for call in mock_prisma.db.query_raw.call_args_list] == [[double_hashed], [double_hashed]]
+
+
+@pytest.mark.asyncio
+async def test_recover_only_asks_deleted_tokens_for_digests_active_keys_missed():
+    found_active = hash_token("1" * 64)
+    found_deleted = hash_token("2" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(
+        active_rows=[_digest_row(found_active, "active-key", None, None)],
+        deleted_rows=[_digest_row(found_deleted, "deleted-key", None, None)],
+    )
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {found_active, found_deleted})
+
+    assert result[found_active]["key_alias"] == "active-key"
+    assert result[found_deleted]["key_alias"] == "deleted-key"
+    assert [call.args[1] for call in mock_prisma.db.query_raw.call_args_list] == [
+        sorted((found_active, found_deleted)),
+        [found_deleted],
+    ]
+
+
+@pytest.mark.asyncio
+async def test_recover_permanent_miss_costs_two_digest_lookups_and_no_table_walk():
+    double_hashed = hash_token("b" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(active_rows=[], deleted_rows=[])
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {double_hashed})
+
+    assert result == {}
+    assert len(mock_prisma.db.query_raw.call_args_list) == 2
+    mock_prisma.db.litellm_verificationtoken.find_many.assert_not_called()
+    mock_prisma.db.litellm_deletedverificationtoken.find_many.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_recover_skips_keys_that_are_not_sha256_digests():
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {"sk-plain-key", "key-hash-short"})
+
+    assert result == {}
+    mock_prisma.db.query_raw.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_recover_returns_empty_when_digest_lookup_raises_prisma_error():
+    double_hashed = hash_token("c" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(side_effect=PrismaError("db down"))
+
+    result = await recover_double_hashed_key_metadata(mock_prisma, {double_hashed})
+
+    assert result == {}
+
+
+@pytest.mark.asyncio
+async def test_fill_missing_api_key_aliases_updates_null_alias_and_email_rows():
+    double_hashed = hash_token("d" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(
+        active_rows=[_digest_row(double_hashed, "recovered-alias", "team-9", "bob")],
+        deleted_rows=[],
+    )
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(
+        return_value=[SimpleNamespace(user_id="bob", user_email="bob@example.com")]
+    )
+
+    rows = (
+        {
+            "api_key": double_hashed,
+            "api_key_alias": None,
+            "team_id": None,
+            "user_email": None,
+            "spend": 12.5,
+        },
+        {
+            "api_key": "already-joined-token",
+            "api_key_alias": "named-key",
+            "team_id": "team-ok",
+            "user_email": "other@example.com",
+            "spend": 1.0,
+        },
+    )
+
+    filled = await fill_missing_api_key_aliases(mock_prisma, rows)
+
+    assert filled[0]["api_key_alias"] == "recovered-alias"
+    assert filled[0]["team_id"] == "team-9"
+    assert filled[0]["user_email"] == "bob@example.com"
+    assert filled[0]["spend"] == 12.5
+    assert filled[1]["api_key_alias"] == "named-key"
+    assert mock_prisma.db.litellm_usertable.find_many.call_args.kwargs["where"] == {"user_id": {"in": ["bob"]}}
+
+
+@pytest.mark.asyncio
+async def test_fill_missing_api_key_aliases_leaves_rows_untouched_when_nothing_is_missing():
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+    rows = ({"api_key": hash_token("e" * 64), "api_key_alias": "named", "user_email": "x@example.com"},)
+
+    filled = await fill_missing_api_key_aliases(mock_prisma, rows)
+
+    assert filled == rows
+    mock_prisma.db.query_raw.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_fill_missing_api_key_aliases_keeps_spend_user_email_when_alias_is_missing():
+    double_hashed = hash_token("f" * 64)
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = _query_raw_by_table(
+        active_rows=[_digest_row(double_hashed, "team-key", "team-9", "key-owner")],
+        deleted_rows=[],
+    )
+    mock_prisma.db.litellm_usertable.find_many = AsyncMock(
+        return_value=[SimpleNamespace(user_id="key-owner", user_email="owner@example.com")]
+    )
+
+    rows = (
+        {
+            "api_key": double_hashed,
+            "api_key_alias": None,
+            "team_id": None,
+            "user_email": "spender@example.com",
+            "spend": 4.0,
+        },
+    )
+
+    filled = await fill_missing_api_key_aliases(mock_prisma, rows)
+
+    assert filled[0]["api_key_alias"] == "team-key"
+    assert filled[0]["team_id"] == "team-9"
+    assert filled[0]["user_email"] == "spender@example.com"
+
+
+@pytest.mark.asyncio
+async def test_fill_missing_api_key_aliases_skips_named_keys_that_have_no_email():
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(return_value=[])
+    rows = (
+        {
+            "api_key": hash_token("g" * 64),
+            "api_key_alias": "service-key",
+            "team_id": "team-svc",
+            "user_email": None,
+        },
+    )
+
+    filled = await fill_missing_api_key_aliases(mock_prisma, rows)
+
+    assert filled == rows
+    mock_prisma.db.query_raw.assert_not_called()
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
index a0dcbf802ef..329a33eb440 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_management_endpoints.py
@@ -5,14 +5,12 @@ import hashlib
 import json
 import re
 from datetime import timezone
+from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from fastapi import HTTPException
 from fastapi.testclient import TestClient
 
-
-from unittest.mock import AsyncMock, MagicMock, patch
-
 import litellm
 import litellm.proxy.proxy_server as ps
 
@@ -58,6 +56,24 @@ def _filter_logs_by_date_range(logs, where):
     return filtered
 
 
+_SEARCH_CLAUSE_RE = re.compile(
+    r'\(request_id = \$(\d+) OR \("startTime" >= \(\$(\d+)::timestamptz AT TIME ZONE \'UTC\'\) '
+    r'AND "startTime" <= \(\$(\d+)::timestamptz AT TIME ZONE \'UTC\'\) '
+    r'AND \(api_key = \$\1 OR team_id = \$\1 OR "user" = \$\1 OR end_user = \$\1 '
+    r"OR session_id = \$\1 OR model_id = \$\1\)\)\)"
+)
+
+
+def _matches_spend_log_search(log, search):
+    """Mirror the search clause: request_id across all time, the other id columns inside the window."""
+    if log.get("request_id") == search["value"]:
+        return True
+    if not _filter_logs_by_date_range([log], {"startTime": {"gte": search["gte"], "lte": search["lte"]}}):
+        return False
+    columns = ("api_key", "team_id", "user", "end_user", "session_id", "model_id")
+    return any(log.get(col) == search["value"] for col in columns)
+
+
 def _reconstruct_ui_where_from_sql(sql_query, params):
     """
     Rebuild the Prisma-style ``where`` dict the filter_fns below expect from the
@@ -77,6 +93,16 @@ def _reconstruct_ui_where_from_sql(sql_query, params):
     def _iso(value):
         return value.isoformat() if hasattr(value, "isoformat") else str(value)
 
+    search_clause = _SEARCH_CLAUSE_RE.search(clause.group(1))
+    if search_clause:
+        raw_index, start_index, end_index = (int(g) for g in search_clause.groups())
+        where["search"] = {
+            "value": params[raw_index - 1],
+            "gte": _iso(params[start_index - 1]),
+            "lte": _iso(params[end_index - 1]),
+        }
+    remaining = clause.group(1) if search_clause is None else clause.group(1).replace(search_clause.group(0), "")
+
     eq_cols = {
         "team_id": "team_id",
         '"user"': "user",
@@ -89,7 +115,7 @@ def _reconstruct_ui_where_from_sql(sql_query, params):
     }
     date_bounds: dict = {}
     metadata_conds: list = []
-    for cond in (c.strip() for c in clause.group(1).split(" AND ")):
+    for cond in (c.strip() for c in remaining.split(" AND ")):
         gte = re.search(r'"startTime" >= \(\$(\d+)', cond)
         lte = re.search(r'"startTime" <= \(\$(\d+)', cond)
         alias = re.search(r"user_api_key_alias' LIKE \$(\d+)", cond)
@@ -2352,6 +2378,208 @@ async def test_ui_view_spend_logs_request_id_owner_scoped_by_id_only(
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
 
 
+def test_build_spend_log_search_condition_windows_every_branch_except_request_id():
+    """LIT-4741: request_id matches across all time; the six other id columns only inside the window,
+    all comparing the pasted value verbatim."""
+    start = datetime.datetime(2026, 8, 1, tzinfo=timezone.utc)
+    end = datetime.datetime(2026, 8, 2, tzinfo=timezone.utc)
+
+    condition = spend_management_endpoints._build_spend_log_search_condition(
+        search="key-hash-7", start_date=start, end_date=end, next_param_index=3
+    )
+
+    assert condition.sql == (
+        "(request_id = $3 OR (\"startTime\" >= ($4::timestamptz AT TIME ZONE 'UTC') "
+        "AND \"startTime\" <= ($5::timestamptz AT TIME ZONE 'UTC') "
+        'AND (api_key = $3 OR team_id = $3 OR "user" = $3 OR end_user = $3 OR session_id = $3 OR model_id = $3)))'
+    )
+    assert condition.params == ("key-hash-7", start, end)
+
+
+def _search_fixture_logs(today):
+    recent = (today - datetime.timedelta(days=1)).isoformat()
+    old = (today - datetime.timedelta(days=90)).isoformat()
+    base = {
+        "api_key": "hashed-other",
+        "user": "user-x",
+        "team_id": "team-x",
+        "end_user": "cust-x",
+        "session_id": "sess-x",
+        "model_id": "mdl-x",
+        "spend": 0.01,
+        "model": "gpt-4",
+    }
+    return [
+        {**base, "request_id": "req-session", "session_id": "sess-42", "startTime": recent},
+        {**base, "request_id": "req-session-old", "session_id": "sess-42", "startTime": old},
+        {**base, "request_id": "req-key", "api_key": "hashed-7", "startTime": recent},
+        {**base, "request_id": "req-team", "team_id": "team-7", "startTime": recent},
+        {**base, "request_id": "req-user", "user": "user-7", "startTime": recent},
+        {**base, "request_id": "req-end-user", "end_user": "cust-7", "startTime": recent},
+        {**base, "request_id": "req-model", "model_id": "mdl-7", "startTime": recent},
+    ]
+
+
+def _search_filter_fn(logs, captured):
+    def filter_fn(where):
+        captured["where"] = where
+        rows = _filter_logs_by_date_range(logs, where)
+        if "user" in where:
+            rows = [row for row in rows if row["user"] == where["user"]]
+        if "search" in where:
+            rows = [row for row in rows if _matches_spend_log_search(row, where["search"])]
+        return rows
+
+    return filter_fn
+
+
+def _five_day_window(today):
+    return {
+        "start_date": (today - datetime.timedelta(days=5)).strftime("%Y-%m-%d %H:%M:%S"),
+        "end_date": today.strftime("%Y-%m-%d %H:%M:%S"),
+    }
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "search,expected_request_ids",
+    [
+        ("req-session-old", {"req-session-old"}),
+        ("sess-42", {"req-session"}),
+        ("hashed-7", {"req-key"}),
+        ("team-7", {"req-team"}),
+        ("user-7", {"req-user"}),
+        ("cust-7", {"req-end-user"}),
+        ("mdl-7", {"req-model"}),
+        ("no-such-id", set()),
+    ],
+)
+async def test_ui_view_spend_logs_search_matches_any_id(client, monkeypatch, search, expected_request_ids):
+    """LIT-4741: one box matches any id column. A request_id is found across all time (the 5-day
+    window excludes the 90-day-old row), every other column only inside the window, and a raw
+    sk- key is hashed before it is compared with api_key. The window is not applied globally."""
+    today = datetime.datetime.now(timezone.utc)
+    logs = _search_fixture_logs(today)
+    captured = {}
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.prisma_client",
+        make_ui_spend_logs_mock_prisma(logs, _search_filter_fn(logs, captured)),
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    try:
+        response = client.get(
+            "/spend/logs/ui",
+            params={"search": search, **_five_day_window(today)},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert {row["request_id"] for row in data["data"]} == expected_request_ids
+        assert data["total"] == len(expected_request_ids)
+        assert "startTime" not in captured["where"]
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_spend_logs_v2_search_keeps_global_window(client, monkeypatch):
+    """The public route keeps the caller's window on the whole query, so a search only finds rows
+    inside it even by request_id; the windowless request_id branch is a dashboard-only relaxation."""
+    today = datetime.datetime.now(timezone.utc)
+    logs = _search_fixture_logs(today)
+    captured = {}
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.prisma_client",
+        make_ui_spend_logs_mock_prisma(logs, _search_filter_fn(logs, captured)),
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    try:
+        response = client.get(
+            "/spend/logs/v2",
+            params={"search": "req-session-old", **_five_day_window(today)},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["data"] == []
+        assert data["total"] == 0
+        assert "startTime" in captured["where"]
+        assert captured["where"]["search"]["value"] == "req-session-old"
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "params",
+    [
+        {"search": "req-old"},
+        {"search": "req-old", "request_id": "req-old"},
+    ],
+)
+async def test_ui_view_spend_logs_search_requires_dates(client, monkeypatch, params):
+    """A search needs the window for its non-request_id branches, so it stays required even
+    alongside a request_id, which on its own may drop the window."""
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.prisma_client",
+        make_ui_spend_logs_mock_prisma([], lambda where: []),
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)
+    try:
+        response = client.get("/spend/logs/ui", params=params, headers={"Authorization": "Bearer sk-test"})
+        assert response.status_code == 400
+        assert "date" in response.text.lower()
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "search,expected_request_ids",
+    [("sess-9", {"req-own"}), ("req-foreign", set())],
+)
+async def test_ui_view_spend_logs_search_keeps_non_admin_scope(client, monkeypatch, search, expected_request_ids):
+    """A search is scoped like any other listing: an internal user only sees their own rows even
+    when the id is on someone else's row, and the request_id ownership shortcut is not used."""
+    yesterday = (datetime.datetime.now(timezone.utc) - datetime.timedelta(days=1)).isoformat()
+    base = {"api_key": "hashed-key", "team_id": None, "spend": 0.01, "startTime": yesterday, "model": "gpt-4"}
+    logs = [
+        {**base, "request_id": "req-own", "user": "internal_user_1", "session_id": "sess-9"},
+        {**base, "request_id": "req-own-other", "user": "internal_user_1", "session_id": "sess-other"},
+        {**base, "request_id": "req-foreign", "user": "internal_user_2", "session_id": "sess-9"},
+    ]
+    captured = {}
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.prisma_client",
+        make_ui_spend_logs_mock_prisma(logs, _search_filter_fn(logs, captured)),
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._get_permitted_team_ids_for_spend_logs",
+        AsyncMock(return_value=[]),
+    )
+    ownership_check = AsyncMock()
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._assert_user_can_view_request_id",
+        ownership_check,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.INTERNAL_USER, user_id="internal_user_1"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={"search": search, "start_date": start_date, "end_date": end_date},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        assert {row["request_id"] for row in response.json()["data"]} == expected_request_ids
+        assert captured["where"]["user"] == "internal_user_1"
+        ownership_check.assert_not_awaited()
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
 @pytest.mark.asyncio
 async def test_ui_view_spend_logs_unauthorized(client):
     # Test without authorization header
@@ -3095,7 +3323,7 @@ def _compare_nested_dicts(
         return differences
 
     # Check for keys in actual but not in expected
-    for key in actual.keys():
+    for key in actual:
         current_path = f"{path}.{key}" if path else key
         if current_path not in ignore_keys and key not in expected:
             differences.append(f"Extra key in actual: {current_path}")
@@ -3265,24 +3493,22 @@ async def test_view_spend_logs_summarize_parameter(client, monkeypatch):
             # Return individual log entries when summarize=false
             return mock_spend_logs
 
-        async def group_by(self, *args, **kwargs):
-            # Return grouped data when summarize=true
-            # Simplified mock response for grouped data
+        async def query_raw(self, sql_query, *params):
             yesterday = datetime.datetime.now(timezone.utc) - timedelta(days=1)
             return [
                 {
                     "api_key": "sk-test-key",
                     "user": "test_user_1",
                     "model": "gpt-3.5-turbo",
-                    "startTime": yesterday.strftime("%Y-%m-%dT%H:%M:%S.%fZ"),
-                    "_sum": {"spend": 0.05},
+                    "day": yesterday.date().isoformat(),
+                    "spend": 0.05,
                 },
                 {
                     "api_key": "sk-test-key",
                     "user": "test_user_1",
                     "model": "gpt-4",
-                    "startTime": yesterday.strftime("%Y-%m-%dT%H:%M:%S.%fZ"),
-                    "_sum": {"spend": 0.10},
+                    "day": yesterday.date().isoformat(),
+                    "spend": 0.10,
                 },
             ]
 
@@ -3620,47 +3846,30 @@ async def test_view_spend_logs_with_date_range_summarized(client, monkeypatch):
     """
     from datetime import datetime, timedelta, timezone
 
-    # This simulates the summarized data that Prisma's `group_by` would return.
     mock_summarized_response = [
         {
             "api_key": "sk-test-key",
             "user": "test_user_1",
             "model": "gpt-4",
-            "startTime": (datetime.now(timezone.utc) - timedelta(days=1)).strftime(
-                "%Y-%m-%dT%H:%M:%S.%fZ"
-            ),
-            "_sum": {"spend": 0.15},
+            "day": (datetime.now(timezone.utc) - timedelta(days=1)).date().isoformat(),
+            "spend": 0.15,
         }
     ]
 
-    # This mock class will replace the real Prisma client.
     class MockDB:
-        def __init__(self):
-            self.litellm_spendlogs = self
-
-        async def group_by(self, *args, **kwargs):
-            # We assert that the `gte` and `lte` values are strings in ISO format.
-            # If they were datetime objects, this test would fail.
-            where_clause = kwargs.get("where", {})
-            start_time_filter = where_clause.get("startTime", {})
-
-            assert "gte" in start_time_filter
-            assert "lte" in start_time_filter
-            assert isinstance(start_time_filter["gte"], str)
-            assert isinstance(start_time_filter["lte"], str)
-            assert "T" in start_time_filter["gte"]  # Check for ISO format 'T' separator
-
-            # If the assertions pass, return the mock response.
+        async def query_raw(self, sql_query, *params):
+            assert isinstance(params[0], str)
+            assert isinstance(params[1], str)
+            assert "T" in params[0]
+            assert "T" in params[1]
             return mock_summarized_response
 
     class MockPrismaClient:
         def __init__(self):
             self.db = MockDB()
 
-    # Apply the monkeypatch to replace the real prisma_client with our mock.
     monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", MockPrismaClient())
 
-    # Define a date range for the test.
     start_date = (datetime.now(timezone.utc) - timedelta(days=2)).strftime("%Y-%m-%d")
     end_date = datetime.now(timezone.utc).strftime("%Y-%m-%d")
 
@@ -3668,8 +3877,6 @@ async def test_view_spend_logs_with_date_range_summarized(client, monkeypatch):
         user_role=LitellmUserRoles.PROXY_ADMIN
     )
     try:
-        # Call the endpoint with both start and end dates.
-        # We don't need `summarize=true` as it's the default.
         response = client.get(
             "/spend/logs",
             params={
@@ -3679,11 +3886,9 @@ async def test_view_spend_logs_with_date_range_summarized(client, monkeypatch):
             headers={"Authorization": "Bearer sk-test"},
         )
 
-        # ASSERTIONS
         assert response.status_code == 200
         data = response.json()
 
-        # Check that the response is not empty and has the summarized structure.
         assert isinstance(data, list)
         assert len(data) > 0
         assert "startTime" in data[0]
@@ -3694,6 +3899,183 @@ async def test_view_spend_logs_with_date_range_summarized(client, monkeypatch):
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
 
 
+@pytest.mark.asyncio
+async def test_view_spend_logs_summarize_groups_by_day_in_sql(client, monkeypatch):
+    mock_rows = [
+        {
+            "day": "2024-01-01",
+            "api_key": "hashed::sk-abc",
+            "user": "u1",
+            "model": "gpt-4",
+            "spend": 0.1,
+        },
+        {
+            "day": "2024-01-01",
+            "api_key": "hashed::sk-abc",
+            "user": "u1",
+            "model": "gpt-4o",
+            "spend": 0.2,
+        },
+    ]
+
+    class MockDB:
+        def __init__(self):
+            self.captured_sql = None
+            self.captured_params = None
+
+        async def query_raw(self, sql_query, *params):
+            self.captured_sql = sql_query
+            self.captured_params = params
+            return mock_rows
+
+    class MockPrismaClient:
+        def __init__(self):
+            self.db = MockDB()
+
+        def hash_token(self, token):
+            return "hashed::" + token
+
+    mock_prisma_client = MockPrismaClient()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        response = client.get(
+            "/spend/logs",
+            params={
+                "start_date": "2024-01-01",
+                "end_date": "2024-01-03",
+                "api_key": "sk-abc",
+                "request_id": "req-123",
+                "user_id": "u1",
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+
+        assert response.status_code == 200
+        data = response.json()
+        sql = mock_prisma_client.db.captured_sql
+        assert "date_trunc('day'" in sql
+        assert "GROUP BY" in sql
+        assert "find_many" not in sql
+        assert not hasattr(mock_prisma_client.db, "group_by")
+        assert mock_prisma_client.db.captured_params == (
+            "2024-01-01T00:00:00+00:00",
+            "2024-01-03T00:00:00+00:00",
+            "hashed::sk-abc",
+            "req-123",
+            "u1",
+        )
+        assert len(data) == 3
+        assert data[0]["startTime"] == "2024-01-01"
+        assert data[0]["spend"] == pytest.approx(0.3)
+        assert data[0]["models"] == {"gpt-4": 0.1, "gpt-4o": 0.2}
+        assert data[0]["users"] == {"u1": pytest.approx(0.3)}
+        assert data[0]["hashed::sk-abc"] == pytest.approx(0.3)
+        assert data[1] == {
+            "startTime": "2024-01-02",
+            "spend": 0,
+            "users": {},
+            "models": {},
+        }
+        assert data[2] == {
+            "startTime": "2024-01-03",
+            "spend": 0,
+            "users": {},
+            "models": {},
+        }
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_view_spend_logs_summarize_empty_rows(client, monkeypatch):
+    class MockDB:
+        async def query_raw(self, sql_query, *params):
+            return []
+
+    class MockPrismaClient:
+        def __init__(self):
+            self.db = MockDB()
+
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", MockPrismaClient())
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        response = client.get(
+            "/spend/logs",
+            params={"start_date": "2024-01-01", "end_date": "2024-01-01"},
+            headers={"Authorization": "Bearer sk-test"},
+        )
+
+        assert response.status_code == 200
+        assert response.json() == []
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_view_spend_logs_summarize_unhashed_api_key_without_padding(client, monkeypatch):
+    mock_rows = [
+        {
+            "day": "2024-01-01",
+            "api_key": "plain-key",
+            "user": "u1",
+            "model": "gpt-4",
+            "spend": 0.4,
+        }
+    ]
+
+    class MockDB:
+        def __init__(self):
+            self.captured_params = None
+
+        async def query_raw(self, sql_query, *params):
+            self.captured_params = params
+            return mock_rows
+
+    class MockPrismaClient:
+        def __init__(self):
+            self.db = MockDB()
+
+    mock_prisma_client = MockPrismaClient()
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN
+    )
+    try:
+        response = client.get(
+            "/spend/logs",
+            params={
+                "start_date": "2024-01-01",
+                "end_date": "2024-01-01",
+                "api_key": "plain-key",
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+
+        assert response.status_code == 200
+        data = response.json()
+        assert mock_prisma_client.db.captured_params == (
+            "2024-01-01T00:00:00+00:00",
+            "2024-01-01T00:00:00+00:00",
+            "plain-key",
+        )
+        assert data == [
+            {
+                "startTime": "2024-01-01",
+                "spend": pytest.approx(0.4),
+                "plain-key": pytest.approx(0.4),
+                "users": {"u1": pytest.approx(0.4)},
+                "models": {"gpt-4": pytest.approx(0.4)},
+            }
+        ]
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
 @pytest.mark.asyncio
 async def test_ui_view_spend_logs_with_error_code(client):
     """Test filtering spend logs by error code"""
@@ -3959,18 +4341,19 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
     ]
 
     mock_prisma = MagicMock()
-    mock_prisma.db.litellm_spendlogs.group_by = AsyncMock(
-        return_value=[
-            {"session_id": session_id, "_count": {"session_id": 2}},
-        ]
-    )
+    mock_prisma.db.litellm_spendlogs.group_by = AsyncMock()
     mock_prisma.db.query_raw = AsyncMock(
         return_value=[
             {
                 "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": 2,
                 "session_total_spend": 15.0,
                 "mcp_tool_call_count": 1,
                 "mcp_tool_call_spend": 10.0,
+                "session_llm_count": 1,
+                "session_agent_count": 0,
+                "session_models": ["claude-haiku-4-5", "gpt-5.4-nano"],
             }
         ]
     )
@@ -3995,6 +4378,9 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
     assert rows[0]["mcp_tool_call_spend"] == 10.0
     assert rows[1]["mcp_tool_call_count"] == 1
     assert rows[1]["mcp_tool_call_spend"] == 10.0
+    assert rows[0]["session_llm_count"] == 1
+    assert rows[0]["session_agent_count"] == 0
+    assert rows[0]["session_models"] == ["claude-haiku-4-5", "gpt-5.4-nano"]
 
     # Every row in the session carries the full session spend, not just its own
     assert rows[0]["session_total_spend"] == 15.0
@@ -4002,14 +4388,176 @@ async def test_build_ui_spend_logs_response_dict_rows_session_counts():
 
     # Row without a session_id defaults to 1
     assert rows[2]["session_total_count"] == 1
+    assert "session_models" not in rows[2]
 
-    # group_by should have been called with the session_id
-    mock_prisma.db.litellm_spendlogs.group_by.assert_called_once_with(
-        by=["session_id"],
-        where={"session_id": {"in": [session_id]}},
-        count={"session_id": True},
+    # The count is folded into the single aggregate query; no separate group_by call.
+    mock_prisma.db.litellm_spendlogs.group_by.assert_not_called()
+
+
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_caps_session_models():
+    """The per-session model list is bounded server-side and flags when it was cut."""
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _SESSION_MODELS_LIMIT,
+        _build_ui_spend_logs_response,
     )
 
+    session_id = "sess-many-models"
+    api_key = "hashed-key-xyz"
+    over_limit_models = [f"model-{i:02d}" for i in range(_SESSION_MODELS_LIMIT + 1)]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": len(over_limit_models),
+                "session_total_spend": 1.0,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_llm_count": len(over_limit_models),
+                "session_agent_count": 0,
+                "session_models": over_limit_models,
+            }
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=[{"request_id": "req-1", "session_id": session_id, "call_type": "completion", "api_key": api_key}],
+        total_records=1,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    row = result["data"][0]
+    assert row["session_models"] == over_limit_models[:_SESSION_MODELS_LIMIT]
+    assert row["session_models_truncated"] is True
+
+    sql, *params = mock_prisma.db.query_raw.await_args.args
+    assert "LIMIT $4" in sql
+    assert params[3] == _SESSION_MODELS_LIMIT + 1
+
+
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_key_split_session_gets_per_key_aggregates():
+    """
+    Two keys reusing one session id are separate rows under grouped pagination,
+    and each row must carry ITS key's totals, never the combined session's:
+    the aggregate query and its lookup are keyed by (session_id, api_key).
+    """
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _build_ui_spend_logs_response,
+    )
+
+    session_id = "sess-shared"
+    dict_rows = [
+        {"request_id": "req-a", "session_id": session_id, "call_type": "completion", "api_key": "key-a"},
+        {"request_id": "req-b", "session_id": session_id, "call_type": "completion", "api_key": "key-b"},
+    ]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "api_key": "key-a",
+                "session_total_count": 2,
+                "session_total_spend": 0.2,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_cache_hit_count": 1,
+                "session_llm_count": 2,
+                "session_agent_count": 0,
+            },
+            {
+                "session_id": session_id,
+                "api_key": "key-b",
+                "session_total_count": 1,
+                "session_total_spend": 0.7,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_cache_hit_count": 0,
+                "session_llm_count": 1,
+                "session_agent_count": 0,
+            },
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=dict_rows,
+        total_records=2,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    rows = result["data"]
+    assert [(r["session_total_count"], r["session_total_spend"]) for r in rows] == [(2, 0.2), (1, 0.7)]
+    assert [r["session_cache_hit_count"] for r in rows] == [1, 0]
+    assert [r["session_llm_count"] for r in rows] == [2, 1]
+
+    aggregate_sql = mock_prisma.db.query_raw.mock_calls[0][1][0]
+    assert "GROUP BY session_id, api_key" in aggregate_sql
+
+
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_empty_api_key_keeps_session_aggregates():
+    """
+    The spend-log schema defaults api_key to an empty string, which is a real
+    group value and not a missing one: a multi-call session logged under an
+    empty key must keep its count and spend instead of degrading to a plain
+    single-call row.
+    """
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _build_ui_spend_logs_response,
+    )
+
+    session_id = "sess-keyless"
+    dict_rows = [
+        {"request_id": "req-1", "session_id": session_id, "call_type": "completion", "api_key": ""},
+    ]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "api_key": "",
+                "session_total_count": 3,
+                "session_total_spend": 0.09,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_cache_hit_count": 0,
+                "session_llm_count": 3,
+                "session_agent_count": 0,
+            }
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=dict_rows,
+        total_records=1,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    row = result["data"][0]
+    assert row["session_total_count"] == 3
+    assert row["session_total_spend"] == 0.09
+
+    # The empty key must reach the aggregate's authorized-keys filter too.
+    _, call_args, _ = mock_prisma.db.query_raw.mock_calls[0]
+    assert call_args[2] == [""]
+
 
 @pytest.mark.asyncio
 async def test_build_ui_spend_logs_response_sums_multi_round_session_spend():
@@ -4033,14 +4581,13 @@ async def test_build_ui_spend_logs_response_sums_multi_round_session_spend():
     ]
 
     mock_prisma = MagicMock()
-    mock_prisma.db.litellm_spendlogs.group_by = AsyncMock(
-        return_value=[{"session_id": session_id, "_count": {"session_id": 3}}]
-    )
     # The raw aggregate query returns the full session spend (0.01 + 0.02 + 0.03).
     mock_prisma.db.query_raw = AsyncMock(
         return_value=[
             {
                 "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": 3,
                 "session_total_spend": 0.06,
                 "mcp_tool_call_count": 0,
                 "mcp_tool_call_spend": 0.0,
@@ -4069,6 +4616,91 @@ async def test_build_ui_spend_logs_response_sums_multi_round_session_spend():
     assert call_args[2] == [api_key]
 
 
+@pytest.mark.asyncio
+async def test_build_ui_spend_logs_response_sums_multi_round_session_tokens():
+    """
+    Regression test for LIT-4929: the logs table showed the summed session cost but
+    only the last call's token usage.  Every row of a multi-round session must carry
+    the session-wide prompt, completion and total token sums from the aggregate
+    query, while rows outside a session carry none of them.
+    """
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _build_ui_spend_logs_response,
+    )
+
+    session_id = "sess-multi-round-tokens"
+    api_key = "hashed-key-xyz"
+    dict_rows = [
+        {
+            "request_id": "req-1",
+            "session_id": session_id,
+            "call_type": "completion",
+            "api_key": api_key,
+            "total_tokens": 10,
+            "prompt_tokens": 7,
+            "completion_tokens": 3,
+        },
+        {
+            "request_id": "req-2",
+            "session_id": session_id,
+            "call_type": "completion",
+            "api_key": api_key,
+            "total_tokens": 50,
+            "prompt_tokens": 35,
+            "completion_tokens": 15,
+        },
+        {
+            "request_id": "req-3",
+            "session_id": None,
+            "call_type": "completion",
+            "api_key": api_key,
+            "total_tokens": 5,
+            "prompt_tokens": 4,
+            "completion_tokens": 1,
+        },
+    ]
+
+    mock_prisma = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(
+        return_value=[
+            {
+                "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": 2,
+                "session_total_spend": 0.06,
+                "mcp_tool_call_count": 0,
+                "mcp_tool_call_spend": 0.0,
+                "session_total_prompt_tokens": 42,
+                "session_total_completion_tokens": 18,
+                "session_total_tokens": 60,
+            }
+        ]
+    )
+
+    result = await _build_ui_spend_logs_response(
+        prisma_client=mock_prisma,
+        data=dict_rows,
+        total_records=3,
+        page=1,
+        page_size=50,
+        total_pages=1,
+        enrich_session_counts=True,
+    )
+
+    rows = result["data"]
+    session_rows = rows[:2]
+    assert [row["session_total_tokens"] for row in session_rows] == [60, 60]
+    assert [row["session_total_prompt_tokens"] for row in session_rows] == [42, 42]
+    assert [row["session_total_completion_tokens"] for row in session_rows] == [18, 18]
+    assert [(row["total_tokens"], row["prompt_tokens"], row["completion_tokens"]) for row in session_rows] == [
+        (10, 7, 3),
+        (50, 35, 15),
+    ]
+
+    token_keys = ("session_total_tokens", "session_total_prompt_tokens", "session_total_completion_tokens")
+    assert all(key not in rows[2] for key in token_keys)
+
+
 @pytest.mark.asyncio
 async def test_build_ui_spend_logs_response_session_cache_hit_count():
     """
@@ -4089,13 +4721,12 @@ async def test_build_ui_spend_logs_response_session_cache_hit_count():
     ]
 
     mock_prisma = MagicMock()
-    mock_prisma.db.litellm_spendlogs.group_by = AsyncMock(
-        return_value=[{"session_id": session_id, "_count": {"session_id": 2}}]
-    )
     mock_prisma.db.query_raw = AsyncMock(
         return_value=[
             {
                 "session_id": session_id,
+                "api_key": api_key,
+                "session_total_count": 2,
                 "session_total_spend": 0.05,
                 "mcp_tool_call_count": 0,
                 "mcp_tool_call_spend": 0.0,
@@ -4353,13 +4984,14 @@ class _CaptureFilterDB:
     def __init__(self):
         self.litellm_spendlogs = self
         self.captured_where = None
+        self.captured_params = None
 
     async def find_many(self, *args, **kwargs):
         self.captured_where = kwargs.get("where")
         return []
 
-    async def group_by(self, *args, **kwargs):
-        self.captured_where = kwargs.get("where")
+    async def query_raw(self, sql_query, *params):
+        self.captured_params = params
         return []
 
 
@@ -5867,3 +6499,281 @@ def test_scoped_spend_report_range_at_max_allowed(client, monkeypatch):
         mock_prisma.db.query_raw.assert_awaited_once()
     finally:
         app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+def test_parse_session_cursor():
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        _parse_session_cursor,
+    )
+
+    assert _parse_session_cursor(None) is None
+    assert _parse_session_cursor("no-delimiter") is None
+    assert _parse_session_cursor("2026-08-29 10:00:00|sess-1") is None
+    assert _parse_session_cursor("|hashed-key|sess-1") is None
+    assert _parse_session_cursor("2026-08-29 10:00:00|hashed-key|") is None
+    assert _parse_session_cursor("2026-08-29 10:00:00|hashed-key|sess-1") == (
+        "2026-08-29 10:00:00",
+        "sess-1",
+        "hashed-key",
+    )
+    assert _parse_session_cursor("2026-08-29 10:00:00.123|hashed-key|sess|with|pipes") == (
+        "2026-08-29 10:00:00.123",
+        "sess|with|pipes",
+        "hashed-key",
+    )
+
+
+SESSION_GROUP_KEY_SQL = "COALESCE(NULLIF(session_id, ''), request_id), api_key"
+
+
+def _session_grouped_mock_prisma(session_page_rows, session_total, representative_rows):
+    """Mock prisma dispatching the raw queries the keyset grouped path emits."""
+
+    async def mock_query_raw(sql_query, *params):
+        if "COUNT(*) AS total_count" in sql_query:
+            return [{"total_count": session_total}]
+        if "DISTINCT ON" in sql_query:
+            return representative_rows
+        if "COALESCE(SUM(spend)" in sql_query:
+            return [
+                {
+                    "session_id": "sess-1",
+                    "api_key": "hashed-key",
+                    "session_total_count": 3,
+                    "session_total_spend": 0.03,
+                    "mcp_tool_call_count": 0,
+                    "mcp_tool_call_spend": 0.0,
+                    "session_cache_hit_count": 0,
+                    "session_llm_count": 3,
+                    "session_agent_count": 0,
+                    "session_models": ["gpt-4o"],
+                }
+            ]
+        return session_page_rows
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(side_effect=mock_query_raw)
+    return mock_prisma
+
+
+def _session_representative_row(request_id, session_id):
+    return {
+        "request_id": request_id,
+        "call_type": "acompletion",
+        "api_key": "hashed-key",
+        "spend": 0.01,
+        "total_tokens": 10,
+        "prompt_tokens": 5,
+        "completion_tokens": 5,
+        "startTime": "2026-08-29T10:00:00Z",
+        "endTime": "2026-08-29T10:00:01Z",
+        "model": "gpt-4o",
+        "metadata": {},
+        "session_id": session_id,
+    }
+
+
+def _session_page_row(session_key, last_activity):
+    return {"session_key": session_key, "api_key": "hashed-key", "last_activity": last_activity}
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_first_page(client, monkeypatch):
+    """One row per (session, api_key), session-count total, and a keyset cursor for the next page."""
+    page_rows = [
+        _session_page_row("sess-1", "2026-08-29 10:00:00"),
+        _session_page_row("req-solo", "2026-08-29 09:00:00"),
+        _session_page_row("sess-extra", "2026-08-29 08:00:00"),
+    ]
+    reps = [
+        _session_representative_row("req-solo", None),
+        _session_representative_row("req-1", "sess-1"),
+    ]
+    mock_prisma = _session_grouped_mock_prisma(page_rows, 3, reps)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "page_size": 2,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["total"] == 3
+        assert data["has_more"] is True
+        assert data["next_session_cursor"] == "2026-08-29 09:00:00|hashed-key|req-solo"
+        request_ids = [row["request_id"] for row in data["data"]]
+        assert request_ids == ["req-1", "req-solo"], "representatives must follow the page order"
+        assert data["data"][0]["session_total_count"] == 3
+        assert data["data"][1]["session_total_count"] == 1
+
+        emitted = [call.args for call in mock_prisma.db.query_raw.await_args_list]
+        page_query_sql = emitted[0][0]
+        assert f"GROUP BY {SESSION_GROUP_KEY_SQL}" in page_query_sql
+        assert "OFFSET" not in page_query_sql
+        assert "HAVING" not in page_query_sql
+        assert emitted[0][-1] == 3, "page query fetches page_size + 1 sessions to detect has_more"
+
+        count_sql = emitted[1][0]
+        assert f"GROUP BY {SESSION_GROUP_KEY_SQL}" in count_sql
+        assert "LIMIT" in count_sql and "FROM (" in count_sql, "the grouped count must stay bounded"
+
+        rep_call = emitted[2]
+        assert f"DISTINCT ON ({SESSION_GROUP_KEY_SQL})" in rep_call[0]
+        assert (
+            f"ORDER BY {SESSION_GROUP_KEY_SQL}, call_type IN ('call_mcp_tool', 'list_mcp_tools'), \"startTime\" DESC"
+            in rep_call[0]
+        ), "the session representative must prefer the newest non-MCP call"
+        assert rep_call[-2] == ["sess-1", "req-solo"]
+        assert rep_call[-1] == ["hashed-key", "hashed-key"]
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_cursor_page(client, monkeypatch):
+    """A session_cursor becomes a HAVING keyset predicate instead of an OFFSET."""
+    page_rows = [_session_page_row("sess-2", "2026-08-29 07:00:00")]
+    reps = [_session_representative_row("req-2", "sess-2")]
+    mock_prisma = _session_grouped_mock_prisma(page_rows, 3, reps)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "session_cursor": "2026-08-29 09:00:00|hashed-key|req-solo",
+                "page_size": 2,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert data["has_more"] is False
+        assert data["next_session_cursor"] is None
+        assert [row["request_id"] for row in data["data"]] == ["req-2"]
+
+        page_query_call = mock_prisma.db.query_raw.await_args_list[0]
+        page_query_sql = page_query_call.args[0]
+        assert f'HAVING (MAX("startTime"), {SESSION_GROUP_KEY_SQL}) <' in page_query_sql
+        assert "OFFSET" not in page_query_sql
+        cursor_index = page_query_call.args.index("2026-08-29 09:00:00")
+        assert page_query_call.args[cursor_index : cursor_index + 3] == (
+            "2026-08-29 09:00:00",
+            "req-solo",
+            "hashed-key",
+        ), "cursor params must line up with (MAX(startTime), session key, api_key)"
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_group_by_session_offset_for_non_starttime_sort(
+    client, monkeypatch
+):
+    """Sorting by another column keeps session grouping but pages with OFFSET, without a keyset cursor."""
+    mock_prisma = _session_grouped_mock_prisma([], 0, [])
+
+    async def mock_query_raw(sql_query, *params):
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": 0}]
+        return []
+
+    mock_prisma.db.query_raw = AsyncMock(side_effect=mock_query_raw)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    monkeypatch.setattr(
+        "litellm.proxy.spend_tracking.spend_management_endpoints._is_admin_view_safe",
+        lambda user_api_key_dict: True,
+    )
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "start_date": start_date,
+                "end_date": end_date,
+                "group_by_session": "true",
+                "session_cursor": "2026-08-29 09:00:00|hashed-key|req-solo",
+                "sort_by": "spend",
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert "next_session_cursor" not in data
+        emitted_sql = [call.args[0] for call in mock_prisma.db.query_raw.await_args_list]
+        assert "HAVING" not in " ".join(emitted_sql)
+        assert f"DISTINCT ON ({SESSION_GROUP_KEY_SQL})" in emitted_sql[1]
+        assert "OFFSET" in emitted_sql[1]
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
+
+
+@pytest.mark.asyncio
+async def test_ui_view_spend_logs_search_returns_flat_rows_when_grouping_by_session(client, monkeypatch):
+    """The dashboard lists sessions by default; a search for an id lists every matching row instead,
+    so both calls of a session show up rather than one representative, and no session cursor is returned."""
+    rows = [_session_representative_row("req-1", "sess-1"), _session_representative_row("req-2", "sess-1")]
+
+    async def mock_query_raw(sql_query, *params):
+        if "mcp_tool_call_count" in sql_query:
+            return []
+        grouped = "DISTINCT ON" in sql_query or "GROUP BY" in sql_query
+        visible = rows[:1] if grouped else rows
+        if "COUNT(*)" in sql_query:
+            return [{"total_count": len(visible)}]
+        return visible
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(side_effect=mock_query_raw)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+    app.dependency_overrides[ps.user_api_key_auth] = lambda: UserAPIKeyAuth(
+        user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin_user"
+    )
+    try:
+        start_date, end_date = _default_date_range()
+        response = client.get(
+            "/spend/logs/ui",
+            params={
+                "search": "sess-1",
+                "group_by_session": "true",
+                "start_date": start_date,
+                "end_date": end_date,
+            },
+            headers={"Authorization": "Bearer sk-test"},
+        )
+        assert response.status_code == 200, response.text
+        data = response.json()
+        assert [row["request_id"] for row in data["data"]] == ["req-1", "req-2"]
+        assert data["total"] == 2
+        assert "next_session_cursor" not in data
+    finally:
+        app.dependency_overrides.pop(ps.user_api_key_auth, None)
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
index ef68d9ce178..a7de3f1d8d6 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_query_optimization.py
@@ -184,6 +184,7 @@ async def test_spend_logs_ui_wraps_params_in_at_time_zone_utc(monkeypatch):
         api_key=None,
         user_id=None,
         request_id=None,
+        search=None,
         start_date="2026-02-16 00:00:00",
         end_date="2026-02-16 23:59:59",
         page=1,
@@ -247,6 +248,7 @@ async def test_spend_logs_ui_uses_bounded_count_not_full_scan(monkeypatch):
         api_key=None,
         user_id=None,
         request_id=None,
+        search=None,
         start_date="2026-02-16 00:00:00",
         end_date="2026-02-16 23:59:59",
         page=1,
@@ -274,6 +276,9 @@ async def test_spend_logs_ui_uses_bounded_count_not_full_scan(monkeypatch):
         "the page query must not carry a window count that forces a full-window "
         f"scan. SQL was:\n{page_sql}"
     )
+    assert "GROUP BY" not in count_sql and "DISTINCT ON" not in page_sql, (
+        "without group_by_session the endpoint must keep raw per-call pagination"
+    )
 
     assert response["total"] == 137
     assert response["total_is_capped"] is False
@@ -311,6 +316,7 @@ async def test_spend_logs_ui_caps_total_for_large_result_sets(monkeypatch):
         api_key=None,
         user_id=None,
         request_id=None,
+        search=None,
         start_date="2026-02-16 00:00:00",
         end_date="2026-02-16 23:59:59",
         page=1,
@@ -356,6 +362,7 @@ async def test_spend_logs_ui_empty_page_reports_zero_total(monkeypatch):
         api_key=None,
         user_id=None,
         request_id=None,
+        search=None,
         start_date="2026-02-16 00:00:00",
         end_date="2026-02-16 23:59:59",
         page=1,
@@ -403,6 +410,7 @@ async def test_spend_logs_ui_out_of_range_page_keeps_total(monkeypatch):
         api_key=None,
         user_id=None,
         request_id=None,
+        search=None,
         start_date="2026-02-16 00:00:00",
         end_date="2026-02-16 23:59:59",
         page=99,
@@ -499,3 +507,183 @@ async def test_global_spend_report_team_group_forwards_team_id(monkeypatch):
     params = mock_prisma.db.query_raw.call_args[0][1:]
     assert "team_x" in params, "team_id must be forwarded into the DB query params"
     assert "sl.team_id = $3" in sql, f"team query must filter on team_id. SQL was:\n{sql}"
+
+
+@pytest.mark.asyncio
+async def test_spend_logs_ui_group_by_session_paginates_sessions(monkeypatch):
+    """
+    With group_by_session=true, /spend/logs/ui must page and count SESSIONS,
+    not raw calls: the page is one representative row per session (DISTINCT
+    ON the session group key, preferring non-MCP calls, newest first), the
+    bounded count counts groups, and on the default startTime sort the page is
+    selected by keyset (no OFFSET) so deep pages do not degrade. Otherwise the
+    UI collapses a server page of N calls into fewer visible rows while the
+    footer still claims N (issue #38060).
+    """
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.spend_tracking.spend_management_endpoints import (
+        SPEND_LOGS_PAGINATION_COUNT_CAP,
+        ui_view_spend_logs,
+    )
+
+    group_key = "COALESCE(NULLIF(session_id, ''), request_id), api_key"
+    session_rows = [
+        {"session_key": "req-1", "api_key": "k", "last_activity": "2026-02-16 10:00:00"},
+        {"session_key": "req-2", "api_key": "k", "last_activity": "2026-02-16 09:00:00"},
+    ]
+    representative_rows = [
+        {"request_id": "req-1", "api_key": "k", "metadata": "{}", "session_id": None},
+        {"request_id": "req-2", "api_key": "k", "metadata": "{}", "session_id": None},
+    ]
+
+    async def mock_query_raw(sql_query, *params):
+        if "COUNT(*) AS total_count" in sql_query:
+            return [{"total_count": 12}]
+        if "DISTINCT ON" in sql_query:
+            return representative_rows
+        return session_rows
+
+    mock_prisma = MagicMock()
+    mock_prisma.db = MagicMock()
+    mock_prisma.db.query_raw = AsyncMock(side_effect=mock_query_raw)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin")
+    mock_request = MagicMock()
+    mock_request.url.path = "/spend/logs/ui"
+
+    response = await ui_view_spend_logs(
+        request=mock_request,
+        api_key=None,
+        user_id=None,
+        request_id=None,
+        search=None,
+        start_date="2026-02-16 00:00:00",
+        end_date="2026-02-16 23:59:59",
+        page=1,
+        page_size=50,
+        sort_by="startTime",
+        sort_order="desc",
+        user_api_key_dict=auth,
+        group_by_session=True,
+        session_cursor=None,
+    )
+
+    emitted = [call[0] for call in mock_prisma.db.query_raw.call_args_list]
+    page_sql = emitted[0][0]
+    assert f"GROUP BY {group_key}" in page_sql, f"page must select sessions, not calls. SQL was:\n{page_sql}"
+    assert "OFFSET" not in page_sql, "the startTime page must be keyset-selected, not offset-selected"
+    assert emitted[0][-1] == 51, "the page query fetches page_size + 1 sessions to detect has_more"
+
+    count_call = emitted[1]
+    count_sql = count_call[0]
+    assert f"GROUP BY {group_key}" in count_sql, f"grouped total must count sessions. SQL was:\n{count_sql}"
+    assert "COUNT(*) OVER ()" not in count_sql
+    assert "LIMIT" in count_sql and "FROM (" in count_sql, "the grouped count must stay bounded"
+    assert count_call[-1] == SPEND_LOGS_PAGINATION_COUNT_CAP + 1
+
+    rep_sql = emitted[2][0]
+    assert f"DISTINCT ON ({group_key})" in rep_sql, f"page must return one row per session. SQL was:\n{rep_sql}"
+    assert f"ORDER BY {group_key}, call_type IN ('call_mcp_tool', 'list_mcp_tools'), \"startTime\" DESC" in rep_sql, (
+        "the session representative must prefer the newest non-MCP call"
+    )
+    assert "COUNT(*) OVER ()" not in rep_sql
+
+    assert [row["request_id"] for row in response["data"]] == ["req-1", "req-2"]
+    assert response["total"] == 12
+    assert response["total_is_capped"] is False
+    assert response["total_pages"] == 1
+    assert response["has_more"] is False
+    assert response["next_session_cursor"] is None
+
+
+@pytest.mark.asyncio
+async def test_spend_logs_ui_group_by_session_offset_pages_for_other_sorts(monkeypatch):
+    """
+    Sorting a grouped listing by a column other than startTime has no keyset
+    to resume from, so it pages the DISTINCT ON representatives with OFFSET.
+    """
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.spend_tracking.spend_management_endpoints import ui_view_spend_logs
+
+    page_rows = [
+        {"request_id": "req-1", "metadata": "{}", "session_id": None},
+        {"request_id": "req-2", "metadata": "{}", "session_id": None},
+    ]
+    mock_prisma = _make_ui_spend_logs_mock(count_total=12, page_rows=page_rows)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin")
+    mock_request = MagicMock()
+    mock_request.url.path = "/spend/logs/ui"
+
+    response = await ui_view_spend_logs(
+        request=mock_request,
+        api_key=None,
+        user_id=None,
+        request_id=None,
+        search=None,
+        start_date="2026-02-16 00:00:00",
+        end_date="2026-02-16 23:59:59",
+        page=2,
+        page_size=50,
+        sort_by="spend",
+        sort_order="desc",
+        user_api_key_dict=auth,
+        group_by_session=True,
+    )
+
+    group_key = "COALESCE(NULLIF(session_id, ''), request_id), api_key"
+    count_sql = mock_prisma.db.query_raw.call_args_list[0][0][0]
+    assert f"GROUP BY {group_key}" in count_sql
+
+    page_call = mock_prisma.db.query_raw.call_args_list[1][0]
+    page_sql = page_call[0]
+    assert f"DISTINCT ON ({group_key})" in page_sql
+    assert "ORDER BY spend DESC" in page_sql
+    assert "OFFSET" in page_sql
+    assert page_call[-2:] == (50, 50), "page 2 of 50 skips the first 50 sessions"
+
+    assert response["total"] == 12
+    assert "next_session_cursor" not in response
+
+
+@pytest.mark.asyncio
+async def test_spend_logs_ui_request_id_lookup_with_grouping_returns_exact_row(monkeypatch):
+    """
+    A request_id lookup with group_by_session=true must still resolve the
+    exact requested row: the filter runs before grouping, so the row is its
+    own group's representative and deep links keep working.
+    """
+    from litellm.proxy._types import LitellmUserRoles, UserAPIKeyAuth
+    from litellm.proxy.spend_tracking.spend_management_endpoints import ui_view_spend_logs
+
+    target_row = {"request_id": "req-deep-link", "metadata": "{}", "session_id": None}
+    mock_prisma = _make_ui_spend_logs_mock(count_total=1, page_rows=[target_row])
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma)
+
+    auth = UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, user_id="admin")
+    mock_request = MagicMock()
+    mock_request.url.path = "/spend/logs/ui"
+
+    response = await ui_view_spend_logs(
+        request=mock_request,
+        api_key=None,
+        user_id=None,
+        request_id="req-deep-link",
+        search=None,
+        start_date=None,
+        end_date=None,
+        page=1,
+        page_size=1,
+        sort_by="startTime",
+        sort_order="desc",
+        user_api_key_dict=auth,
+        group_by_session=True,
+    )
+
+    page_call = mock_prisma.db.query_raw.call_args_list[1]
+    assert "request_id = $" in page_call[0][0], "the request_id equality filter must survive grouping"
+    assert "req-deep-link" in page_call[0]
+    assert [row["request_id"] for row in response["data"]] == ["req-deep-link"]
+    assert response["total"] == 1
diff --git a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
index 9e5917637a8..fb0cdc175b1 100644
--- a/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
+++ b/tests/test_litellm/proxy/spend_tracking/test_spend_tracking_utils.py
@@ -14,6 +14,7 @@ from litellm.constants import (
     LITELLM_TRUNCATED_PAYLOAD_FIELD,
     LITELLM_TRUNCATION_DB_SAFEGUARD_NOTE,
     REDACTED_BY_LITELM_STRING,
+    SESSION_ID_OMITTED_METADATA_KEY,
 )
 from litellm.litellm_core_utils.safe_json_dumps import safe_dumps
 from litellm.proxy.spend_tracking.spend_tracking_utils import (
@@ -21,6 +22,7 @@ from litellm.proxy.spend_tracking.spend_tracking_utils import (
     _get_proxy_server_request_for_spend_logs_payload,
     _get_request_duration_ms,
     _get_response_for_spend_logs_payload,
+    _get_session_id_for_spend_log,
     _get_spend_logs_metadata,
     _get_vector_store_request_for_spend_logs_payload,
     _is_master_key,
@@ -33,6 +35,7 @@ from litellm.proxy.spend_tracking.spend_tracking_utils import (
     get_logging_payload,
     get_spend_logs_id,
 )
+from litellm.proxy._types import SpendLogsPayload
 from litellm.proxy.utils import hash_token
 from litellm.types.utils import (
     StandardLoggingHiddenParams,
@@ -74,6 +77,110 @@ def test_get_logging_payload_maps_openai_cached_tokens_to_cache_read_input_token
     assert additional_usage_values["prompt_tokens_details"]["cached_tokens"] == 123
 
 
+_TRACE_ONLY_STANDARD_LOGGING: Final = cast(
+    StandardLoggingPayload,
+    {
+        "trace_id": "trace-abc",
+        "session_id": "trace-abc",
+        "metadata": {},
+        "model_map_information": None,
+        "request_tags": [],
+    },
+)
+
+
+def _trace_only_session_id(omit_when_missing: bool) -> str | None:
+    """get_litellm_params copies metadata.trace_id into litellm_session_id, so every field echoes the trace id."""
+    return _get_session_id_for_spend_log(
+        kwargs={"litellm_trace_id": "trace-abc", "litellm_session_id": "trace-abc"},
+        metadata={"trace_id": "trace-abc"},
+        standard_logging_payload=_TRACE_ONLY_STANDARD_LOGGING,
+        omit_when_missing=omit_when_missing,
+    )
+
+
+def test_omit_leaves_session_id_none_when_only_a_trace_id_exists():
+    assert _trace_only_session_id(omit_when_missing=True) is None
+
+
+def test_omit_leaves_session_id_none_without_any_ids():
+    assert (
+        _get_session_id_for_spend_log(kwargs={}, metadata=None, standard_logging_payload=None, omit_when_missing=True)
+        is None
+    )
+
+
+def test_omit_records_metadata_session_id():
+    session_id: Final = _get_session_id_for_spend_log(
+        kwargs={"litellm_session_id": "chain-1"},
+        metadata={"trace_id": "chain-1", "session_id": "chain-1"},
+        standard_logging_payload=_TRACE_ONLY_STANDARD_LOGGING,
+        omit_when_missing=True,
+    )
+    assert session_id == "chain-1"
+
+
+def test_legacy_policy_keeps_trace_id_fallback():
+    assert _trace_only_session_id(omit_when_missing=False) == "trace-abc"
+    generated: Final = _get_session_id_for_spend_log(
+        kwargs={}, metadata=None, standard_logging_payload=None, omit_when_missing=False
+    )
+    assert len(str(generated)) == 36
+
+
+@pytest.mark.parametrize(
+    ("request_metadata", "expected"),
+    [
+        ({"trace_id": "trace-abc"}, "trace-abc"),
+        ({"trace_id": "trace-abc", SESSION_ID_OMITTED_METADATA_KEY: True}, None),
+        ({"trace_id": "trace-abc", "session_id": "chain-1", SESSION_ID_OMITTED_METADATA_KEY: True}, "chain-1"),
+    ],
+)
+def test_get_logging_payload_reads_omit_decision_stamped_on_request(
+    request_metadata: dict[str, object], expected: str | None
+):
+    """The pre-call stamp, not the live general_settings, decides the policy, so a config reload between
+    pre-call and spend logging cannot fabricate a session for a request accepted under `omit`."""
+    with patch(  # test-quality-ok: proves log time ignores proxy config; general_settings is yaml, not an HTTP boundary
+        "litellm.proxy.proxy_server.general_settings", {"missing_session_id": "generate"}
+    ):
+        payload: SpendLogsPayload = get_logging_payload(
+            kwargs={
+                "model": "gpt-4o-mini",
+                "litellm_trace_id": "trace-abc",
+                "litellm_params": {"litellm_session_id": "trace-abc", "metadata": request_metadata},
+                "standard_logging_object": _TRACE_ONLY_STANDARD_LOGGING,
+            },
+            response_obj=litellm.ModelResponse(id="chatcmpl-test", choices=[]),
+            start_time=datetime.datetime.now(timezone.utc),
+            end_time=datetime.datetime.now(timezone.utc),
+        )
+    assert payload["session_id"] == expected
+
+
+@pytest.mark.parametrize("policy", ["omit", "generate", None])
+def test_get_logging_payload_applies_omit_to_requests_that_carry_no_stamp(policy: str | None):
+    """Router-model passthrough calls `allm_passthrough_route` directly and never reaches the pre-call helper that
+    stamps the omit decision, so an unstamped request falls back to the configured policy. Without that fallback
+    `missing_session_id: omit` would fabricate a uuid session id on every passthrough spend log while its Langfuse
+    trace has none, which is the divergence the policy exists to remove."""
+    with patch(  # test-quality-ok: general_settings is proxy config, loaded from yaml, not an HTTP boundary
+        "litellm.proxy.proxy_server.general_settings", {} if policy is None else {"missing_session_id": policy}
+    ):
+        payload: SpendLogsPayload = get_logging_payload(
+            kwargs={
+                "model": "claude-opus-4",
+                "litellm_trace_id": "trace-abc",
+                "litellm_params": {"litellm_session_id": "trace-abc", "metadata": {"trace_id": "trace-abc"}},
+                "standard_logging_object": _TRACE_ONLY_STANDARD_LOGGING,
+            },
+            response_obj=litellm.ModelResponse(id="chatcmpl-test", choices=[]),
+            start_time=datetime.datetime.now(timezone.utc),
+            end_time=datetime.datetime.now(timezone.utc),
+        )
+    assert payload["session_id"] == (None if policy == "omit" else "trace-abc")
+
+
 def test_get_logging_payload_preserves_anthropic_cache_read_input_tokens():
     additional_usage_values = _get_additional_usage_values_for_usage(
         litellm.Usage(
@@ -277,9 +384,7 @@ def test_sanitize_request_body_for_spend_logs_payload_long_string():
     from litellm.constants import MAX_STRING_LENGTH_PROMPT_IN_DB
 
     # Create a string longer than MAX_STRING_LENGTH_PROMPT_IN_DB (2048)
-    long_string = (
-        "a" * 3000
-    )  # Create a string longer than MAX_STRING_LENGTH_PROMPT_IN_DB
+    long_string = "a" * 3000  # Create a string longer than MAX_STRING_LENGTH_PROMPT_IN_DB
     request_body = {"text": long_string, "normal_text": "short text"}
     sanitized = _sanitize_request_body_for_spend_logs_payload(request_body)
 
@@ -329,9 +434,7 @@ def test_sanitize_request_body_for_spend_logs_payload_nested_list():
 
     # Create a string longer than MAX_STRING_LENGTH_PROMPT_IN_DB
     long_string = "a" * (MAX_STRING_LENGTH_PROMPT_IN_DB + 500)
-    request_body = {
-        "items": [{"text": long_string}, {"text": "short"}, [{"text": long_string}]]
-    }
+    request_body = {"items": [{"text": long_string}, {"text": "short"}, [{"text": long_string}]]}
     sanitized = _sanitize_request_body_for_spend_logs_payload(request_body)
 
     # Calculate expected lengths based on actual MAX_STRING_LENGTH_PROMPT_IN_DB
@@ -415,14 +518,10 @@ def test_sanitize_request_body_for_spend_logs_payload_circular_reference():
 
     # Test that it handles circular reference without infinite recursion
     sanitized = _sanitize_request_body_for_spend_logs_payload(a)
-    assert sanitized == {
-        "b": {"a": {}}
-    }  # Should return empty dict for circular reference
+    assert sanitized == {"b": {"a": {}}}  # Should return empty dict for circular reference
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_vector_store_request_for_spend_logs_payload_store_prompts_true(
     mock_should_store,
 ):
@@ -431,27 +530,16 @@ def test_get_vector_store_request_for_spend_logs_payload_store_prompts_true(
 
     # Sample vector store request metadata
     vector_store_request = [
-        {
-            "vector_store_search_response": {
-                "data": [
-                    {"content": [{"text": "sensitive information", "type": "text"}]}
-                ]
-            }
-        }
+        {"vector_store_search_response": {"data": [{"content": [{"text": "sensitive information", "type": "text"}]}]}}
     ]
 
     # When store_prompts is True, the original data should be returned unchanged
     result = _get_vector_store_request_for_spend_logs_payload(vector_store_request)
     assert result == vector_store_request
-    assert (
-        result[0]["vector_store_search_response"]["data"][0]["content"][0]["text"]
-        == "sensitive information"
-    )
+    assert result[0]["vector_store_search_response"]["data"][0]["content"][0]["text"] == "sensitive information"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_vector_store_request_for_spend_logs_payload_store_prompts_false(
     mock_should_store,
 ):
@@ -460,32 +548,18 @@ def test_get_vector_store_request_for_spend_logs_payload_store_prompts_false(
 
     # Sample vector store request metadata
     vector_store_request = [
-        {
-            "vector_store_search_response": {
-                "data": [
-                    {"content": [{"text": "sensitive information", "type": "text"}]}
-                ]
-            }
-        }
+        {"vector_store_search_response": {"data": [{"content": [{"text": "sensitive information", "type": "text"}]}]}}
     ]
 
     # When store_prompts is False, text should be redacted
     result = _get_vector_store_request_for_spend_logs_payload(vector_store_request)
     assert result is not None
-    assert (
-        result[0]["vector_store_search_response"]["data"][0]["content"][0]["text"]
-        == REDACTED_BY_LITELM_STRING
-    )
+    assert result[0]["vector_store_search_response"]["data"][0]["content"][0]["text"] == REDACTED_BY_LITELM_STRING
     # Ensure other fields are unchanged
-    assert (
-        result[0]["vector_store_search_response"]["data"][0]["content"][0]["type"]
-        == "text"
-    )
+    assert result[0]["vector_store_search_response"]["data"][0]["content"][0]["type"] == "text"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_vector_store_request_for_spend_logs_payload_null_input(mock_should_store):
     # When input is None
     mock_should_store.return_value = False
@@ -493,9 +567,7 @@ def test_get_vector_store_request_for_spend_logs_payload_null_input(mock_should_
     assert result is None
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_messages_for_spend_logs_realtime_returns_messages(mock_should_store):
     """
     Test that _get_messages_for_spend_logs_payload returns messages
@@ -522,9 +594,7 @@ def test_get_messages_for_spend_logs_realtime_returns_messages(mock_should_store
     assert parsed[1]["content"] == "What is the weather today?"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_messages_for_spend_logs_strips_null_bytes(mock_should_store):
     """Regression for PostgreSQL 22P05: NUL bytes must be stripped from messages."""
     mock_should_store.return_value = True
@@ -541,9 +611,7 @@ def test_get_messages_for_spend_logs_strips_null_bytes(mock_should_store):
     assert parsed[0]["content"] == "helloworld"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_messages_for_spend_logs_realtime_empty_when_disabled(mock_should_store):
     """
     Test that _get_messages_for_spend_logs_payload returns '{}' for realtime calls
@@ -561,9 +629,7 @@ def test_get_messages_for_spend_logs_realtime_empty_when_disabled(mock_should_st
     assert result == "{}"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_messages_for_spend_logs_non_realtime_returns_empty(mock_should_store):
     """
     Test that _get_messages_for_spend_logs_payload returns '{}' for non-realtime
@@ -581,9 +647,7 @@ def test_get_messages_for_spend_logs_non_realtime_returns_empty(mock_should_stor
     assert result == "{}"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_response_for_spend_logs_payload_truncates_large_base64(mock_should_store):
     from litellm.constants import MAX_STRING_LENGTH_PROMPT_IN_DB
 
@@ -611,9 +675,7 @@ def test_get_response_for_spend_logs_payload_truncates_large_base64(mock_should_
     assert parsed["data"][0]["other_field"] == "value"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_response_for_spend_logs_payload_strips_null_bytes(mock_should_store):
     """Regression for PostgreSQL 22P05: NUL bytes must be stripped from response."""
     mock_should_store.return_value = True
@@ -626,18 +688,14 @@ def test_get_response_for_spend_logs_payload_strips_null_bytes(mock_should_store
     assert json.loads(response_json)["content"] == "answerhere"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_get_response_for_spend_logs_payload_truncates_large_embedding(
     mock_should_store,
 ):
     from litellm.constants import MAX_STRING_LENGTH_PROMPT_IN_DB
 
     mock_should_store.return_value = True
-    embedding_values = [
-        round(i * 0.0001, 6) for i in range(MAX_STRING_LENGTH_PROMPT_IN_DB + 500)
-    ]
+    embedding_values = [round(i * 0.0001, 6) for i in range(MAX_STRING_LENGTH_PROMPT_IN_DB + 500)]
     large_embedding = json.dumps(embedding_values)
     payload = cast(
         StandardLoggingPayload,
@@ -685,9 +743,7 @@ def test_truncation_includes_db_safeguard_note():
     )
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_response_truncation_logs_info_message(mock_should_store):
     """
     Test that when response is truncated before DB storage, an info log is emitted
@@ -702,18 +758,14 @@ def test_response_truncation_logs_info_message(mock_should_store):
         {"response": {"data": [{"content": large_text}]}},
     )
 
-    with patch(
-        "litellm.proxy.spend_tracking.spend_tracking_utils.verbose_proxy_logger"
-    ) as mock_logger:
+    with patch("litellm.proxy.spend_tracking.spend_tracking_utils.verbose_proxy_logger") as mock_logger:
         _get_response_for_spend_logs_payload(payload)
         mock_logger.info.assert_called_once()
         log_msg = mock_logger.info.call_args[0][0]
         assert "response was truncated" in log_msg
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_request_body_truncation_logs_info_message(mock_should_store):
     """
     Test that when request body is truncated before DB storage, an info log is emitted.
@@ -722,18 +774,10 @@ def test_request_body_truncation_logs_info_message(mock_should_store):
 
     mock_should_store.return_value = True
     large_prompt = "C" * (MAX_STRING_LENGTH_PROMPT_IN_DB + 500)
-    litellm_params = {
-        "proxy_server_request": {
-            "body": {"messages": [{"role": "user", "content": large_prompt}]}
-        }
-    }
+    litellm_params = {"proxy_server_request": {"body": {"messages": [{"role": "user", "content": large_prompt}]}}}
 
-    with patch(
-        "litellm.proxy.spend_tracking.spend_tracking_utils.verbose_proxy_logger"
-    ) as mock_logger:
-        _get_proxy_server_request_for_spend_logs_payload(
-            metadata={}, litellm_params=litellm_params, kwargs={}
-        )
+    with patch("litellm.proxy.spend_tracking.spend_tracking_utils.verbose_proxy_logger") as mock_logger:
+        _get_proxy_server_request_for_spend_logs_payload(metadata={}, litellm_params=litellm_params, kwargs={})
         mock_logger.info.assert_called_once()
         log_msg = mock_logger.info.call_args[0][0]
         assert "request body was truncated" in log_msg
@@ -870,14 +914,10 @@ def test_get_logging_payload_api_key_preserved_when_standard_logging_payload_is_
     )
 
     # The api_key should be hashed (not the raw key)
-    assert (
-        payload["api_key"] != test_api_key
-    ), "api_key should be hashed, not the raw key"
+    assert payload["api_key"] != test_api_key, "api_key should be hashed, not the raw key"
 
     # The api_key should be a valid hash (64 character hex string for SHA256)
-    assert (
-        len(payload["api_key"]) == 64
-    ), f"Expected 64 character hash, got {len(payload['api_key'])} characters"
+    assert len(payload["api_key"]) == 64, f"Expected 64 character hash, got {len(payload['api_key'])} characters"
 
     # Verify other fields are set correctly
     assert payload["model"] == "openai/gpt-4.1"
@@ -1019,9 +1059,7 @@ async def test_api_key_preserved_through_failure_hook_to_database():
 
     assert payload_api_key is not None, "🚨 CRITICAL: payload['api_key'] is None!"
 
-    assert (
-        payload_api_key == hashed_key
-    ), f"🚨 CRITICAL: Expected api_key={hashed_key}, got {payload_api_key}"
+    assert payload_api_key == hashed_key, f"🚨 CRITICAL: Expected api_key={hashed_key}, got {payload_api_key}"
 
     # Verify token parameter matches
     assert data["token"] == hashed_key, f"Token parameter should be {hashed_key}"
@@ -1066,9 +1104,7 @@ def test_get_logging_payload_includes_agent_id_from_kwargs():
         end_time=end_time,
     )
 
-    assert (
-        payload["agent_id"] == test_agent_id
-    ), f"Expected agent_id '{test_agent_id}', got '{payload.get('agent_id')}'"
+    assert payload["agent_id"] == test_agent_id, f"Expected agent_id '{test_agent_id}', got '{payload.get('agent_id')}'"
 
 
 @patch("litellm.proxy.proxy_server.master_key", None)
@@ -1093,9 +1129,7 @@ def test_get_logging_payload_includes_overhead_in_spend_logs_metadata():
         startTime=1234567890.0,
         endTime=1234567891.0,
         completionStartTime=None,
-        model_map_information=StandardLoggingModelInformation(
-            model_map_key="gpt-3.5-turbo", model_map_value=None
-        ),
+        model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
         model="gpt-3.5-turbo",
         model_id="model-123",
         model_group="openai",
@@ -1173,9 +1207,9 @@ def test_get_logging_payload_includes_overhead_in_spend_logs_metadata():
     metadata = json.loads(metadata_json)
 
     # Verify overhead is stored directly in metadata
-    assert (
-        metadata.get("litellm_overhead_time_ms") == test_overhead_ms
-    ), f"Expected overhead '{test_overhead_ms}', got '{metadata.get('litellm_overhead_time_ms')}'"
+    assert metadata.get("litellm_overhead_time_ms") == test_overhead_ms, (
+        f"Expected overhead '{test_overhead_ms}', got '{metadata.get('litellm_overhead_time_ms')}'"
+    )
 
 
 @patch("litellm.proxy.proxy_server.master_key", None)
@@ -1228,9 +1262,7 @@ def test_get_logging_payload_handles_missing_overhead_gracefully():
         startTime=1234567890.0,
         endTime=1234567891.0,
         completionStartTime=None,
-        model_map_information=StandardLoggingModelInformation(
-            model_map_key="gpt-3.5-turbo", model_map_value=None
-        ),
+        model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
         model="gpt-3.5-turbo",
         model_id="model-123",
         model_group="openai",
@@ -1309,14 +1341,12 @@ def test_get_logging_payload_handles_missing_overhead_gracefully():
     metadata = json.loads(metadata_json)
 
     # When overhead is None, litellm_overhead_time_ms should be None or not present
-    assert (
-        metadata.get("litellm_overhead_time_ms") is None
-    ), "litellm_overhead_time_ms should be None when overhead is not provided"
+    assert metadata.get("litellm_overhead_time_ms") is None, (
+        "litellm_overhead_time_ms should be None when overhead is not provided"
+    )
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_spend_logs_redacts_request_and_response_when_turn_off_message_logging_enabled(
     mock_should_store,
 ):
@@ -1347,9 +1377,7 @@ def test_spend_logs_redacts_request_and_response_when_turn_off_message_logging_e
     )
 
     parsed_request = json.loads(request_result)
-    assert parsed_request["messages"] == [
-        {"role": "user", "content": "redacted-by-litellm"}
-    ]
+    assert parsed_request["messages"] == [{"role": "user", "content": "redacted-by-litellm"}]
     assert parsed_request["model"] == "gpt-4"
 
     # Test response redaction - use dict response to verify redaction
@@ -1368,9 +1396,7 @@ def test_spend_logs_redacts_request_and_response_when_turn_off_message_logging_e
         {"response": response_dict},
     )
 
-    response_result = _get_response_for_spend_logs_payload(
-        payload=payload, kwargs=kwargs
-    )
+    response_result = _get_response_for_spend_logs_payload(payload=payload, kwargs=kwargs)
 
     # When redaction is enabled and response is a dict (not ModelResponse),
     # perform_redaction redacts content in-place within the choices structure
@@ -1415,30 +1441,22 @@ def test_should_store_prompts_and_responses_in_spend_logs_case_insensitive_strin
             # When env var is True, should return True
             mock_get_secret_bool.return_value = True
             result = _should_store_prompts_and_responses_in_spend_logs()
-            assert (
-                result is True
-            ), f"Expected True (from env var) for '{false_value}', got {result}"
+            assert result is True, f"Expected True (from env var) for '{false_value}', got {result}"
 
             # When env var is False, should return False
             mock_get_secret_bool.return_value = False
             result = _should_store_prompts_and_responses_in_spend_logs()
-            assert (
-                result is False
-            ), f"Expected False (from env var) for '{false_value}', got {result}"
+            assert result is False, f"Expected False (from env var) for '{false_value}', got {result}"
 
     # Test when general_settings doesn't have the key at all
     with patch("litellm.proxy.proxy_server.general_settings", {}):
         mock_get_secret_bool.return_value = True
         result = _should_store_prompts_and_responses_in_spend_logs()
-        assert (
-            result is True
-        ), "Expected True (from env var) when key missing, got False"
+        assert result is True, "Expected True (from env var) when key missing, got False"
 
         mock_get_secret_bool.return_value = False
         result = _should_store_prompts_and_responses_in_spend_logs()
-        assert (
-            result is False
-        ), "Expected False (from env var) when key missing, got True"
+        assert result is False, "Expected False (from env var) when key missing, got True"
 
 
 def test_get_spend_logs_metadata_guardrail_info_fallback_from_metadata():
@@ -1831,9 +1849,7 @@ def test_get_logging_payload_includes_retry_info_in_spend_logs_metadata():
             startTime=1234567890.0,
             endTime=1234567891.0,
             completionStartTime=None,
-            model_map_information=StandardLoggingModelInformation(
-                model_map_key="gpt-3.5-turbo", model_map_value=None
-            ),
+            model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
             model="gpt-3.5-turbo",
             model_id="model-123",
             model_group="openai",
@@ -1897,12 +1913,10 @@ def test_get_logging_payload_includes_retry_info_in_spend_logs_metadata():
 
     metadata = json.loads(payload["metadata"])
 
-    assert (
-        metadata.get("attempted_retries") == 2
-    ), f"Expected attempted_retries=2, got {metadata.get('attempted_retries')}"
-    assert (
-        metadata.get("max_retries") == 3
-    ), f"Expected max_retries=3, got {metadata.get('max_retries')}"
+    assert metadata.get("attempted_retries") == 2, (
+        f"Expected attempted_retries=2, got {metadata.get('attempted_retries')}"
+    )
+    assert metadata.get("max_retries") == 3, f"Expected max_retries=3, got {metadata.get('max_retries')}"
 
 
 @patch("litellm.proxy.proxy_server.master_key", None)
@@ -1930,9 +1944,7 @@ def test_get_logging_payload_handles_missing_retry_info_gracefully():
             startTime=1234567890.0,
             endTime=1234567891.0,
             completionStartTime=None,
-            model_map_information=StandardLoggingModelInformation(
-                model_map_key="gpt-3.5-turbo", model_map_value=None
-            ),
+            model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
             model="gpt-3.5-turbo",
             model_id="model-123",
             model_group="openai",
@@ -1996,20 +2008,14 @@ def test_get_logging_payload_handles_missing_retry_info_gracefully():
 
     metadata = json.loads(payload["metadata"])
 
-    assert (
-        metadata.get("attempted_retries") is None
-    ), "attempted_retries should be None when not provided"
-    assert (
-        metadata.get("max_retries") is None
-    ), "max_retries should be None when not provided"
+    assert metadata.get("attempted_retries") is None, "attempted_retries should be None when not provided"
+    assert metadata.get("max_retries") is None, "max_retries should be None when not provided"
 
 
 def test_get_request_duration_ms_normal():
     """Test that request duration is correctly computed in milliseconds."""
     start = datetime.datetime(2025, 1, 1, 0, 0, 0, tzinfo=timezone.utc)
-    end = datetime.datetime(
-        2025, 1, 1, 0, 0, 2, 500000, tzinfo=timezone.utc
-    )  # 2.5s later
+    end = datetime.datetime(2025, 1, 1, 0, 0, 2, 500000, tzinfo=timezone.utc)  # 2.5s later
     result = _get_request_duration_ms(start, end)
     assert result == 2500
 
@@ -2039,9 +2045,7 @@ def test_get_logging_payload_includes_request_duration_ms():
         "litellm_params": {"api_base": "https://api.openai.com"},
         "standard_logging_object": None,
     }
-    response_obj = {
-        "usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15}
-    }
+    response_obj = {"usage": {"prompt_tokens": 10, "completion_tokens": 5, "total_tokens": 15}}
 
     with (
         patch("litellm.proxy.proxy_server.master_key", None),
@@ -2107,16 +2111,12 @@ def test_sanitize_request_body_strips_secret_fields():
     }
     sanitized = _sanitize_request_body_for_spend_logs_payload(request_body)
 
-    assert (
-        "secret_fields" not in sanitized
-    ), "secret_fields must be stripped from the sanitized request body"
+    assert "secret_fields" not in sanitized, "secret_fields must be stripped from the sanitized request body"
     assert sanitized["model"] == "gpt-4"
     assert sanitized["messages"] == [{"role": "user", "content": "hi"}]
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_proxy_server_request_payload_excludes_secret_fields(mock_should_store):
     """
     End-to-end test: when the proxy_server_request body contains
@@ -2140,14 +2140,10 @@ def test_proxy_server_request_payload_excludes_secret_fields(mock_should_store):
         }
     }
 
-    result = _get_proxy_server_request_for_spend_logs_payload(
-        metadata={}, litellm_params=litellm_params, kwargs={}
-    )
+    result = _get_proxy_server_request_for_spend_logs_payload(metadata={}, litellm_params=litellm_params, kwargs={})
     parsed = json.loads(result)
 
-    assert (
-        "secret_fields" not in parsed
-    ), "secret_fields must never appear in the spend-log proxy_server_request column"
+    assert "secret_fields" not in parsed, "secret_fields must never appear in the spend-log proxy_server_request column"
     assert parsed["model"] == "gpt-4"
     assert parsed["messages"] == [{"role": "user", "content": "hello"}]
 
@@ -2176,10 +2172,7 @@ def test_redact_prompt_leaks_strips_input_value_python_repr():
 
 
 def test_redact_prompt_leaks_strips_input_value_json():
-    error_text = (
-        '{"error":{"message":"validation failed",'
-        '"input":[{"role":"user","content":"top-secret-content"}]}}'
-    )
+    error_text = '{"error":{"message":"validation failed","input":[{"role":"user","content":"top-secret-content"}]}}'
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "top-secret-content" not in redacted
     assert REDACTED_BY_LITELM_STRING in redacted
@@ -2203,9 +2196,7 @@ def test_redact_prompt_leaks_empty_string():
     assert _redact_prompt_leaks_in_error_string("") == ""
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_redacts_when_not_storing_prompts(
     mock_should_store,
 ):
@@ -2233,9 +2224,7 @@ def test_sanitize_error_information_redacts_when_not_storing_prompts(
     assert sanitized["llm_provider"] == "openai"
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_skips_redaction_when_storing_prompts(
     mock_should_store,
 ):
@@ -2246,9 +2235,7 @@ def test_sanitize_error_information_skips_redaction_when_storing_prompts(
         "error_class": "RateLimitError",
         "llm_provider": "openai",
         "traceback": "",
-        "error_message": (
-            'OpenAIException - {"error":{"input":[{"role":"user","content":"kept"}]}}'
-        ),
+        "error_message": ('OpenAIException - {"error":{"input":[{"role":"user","content":"kept"}]}}'),
     }
 
     sanitized = _sanitize_error_information_for_spend_logs(error_info)
@@ -2259,9 +2246,7 @@ def test_sanitize_error_information_skips_redaction_when_storing_prompts(
     assert REDACTED_BY_LITELM_STRING not in sanitized["error_message"]
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_caps_size_regardless_of_prompt_flag(
     mock_should_store,
 ):
@@ -2292,9 +2277,7 @@ def test_sanitize_error_information_none_passthrough():
     assert _sanitize_error_information_for_spend_logs(None) is None
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_reproduces_lit_2992(mock_should_store):
     # Mirrors the reproduced row body from LIT-2992 — a RateLimitError whose
     # message embeds 178 pydantic validation errors, each carrying a full
@@ -2335,10 +2318,7 @@ def test_redact_prompt_leaks_handles_nested_multimodal_content():
     # Multi-modal payload: 'content' is itself a list. The depth-1 regex
     # would stop at the inner '['; the parser-based scanner must walk
     # through balanced nested brackets.
-    error_text = (
-        '{"error":{"messages":[{"role":"user",'
-        '"content":[{"type":"text","text":"top-secret-multimodal"}]}]}}'
-    )
+    error_text = '{"error":{"messages":[{"role":"user","content":[{"type":"text","text":"top-secret-multimodal"}]}]}}'
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "top-secret-multimodal" not in redacted
     assert REDACTED_BY_LITELM_STRING in redacted
@@ -2347,9 +2327,7 @@ def test_redact_prompt_leaks_handles_nested_multimodal_content():
 def test_redact_prompt_leaks_handles_bracket_in_prompt_text():
     # Prompt text contains a literal '[' — the depth-1 regex would close
     # the outer ']' prematurely. The parser must respect string quoting.
-    error_text = (
-        '{"error":{"input":[{"role":"user","content":"secret[123 still secret"}]}}'
-    )
+    error_text = '{"error":{"input":[{"role":"user","content":"secret[123 still secret"}]}}'
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "secret[123" not in redacted
     assert "still secret" not in redacted
@@ -2368,8 +2346,7 @@ def test_redact_prompt_leaks_handles_escaped_quote_in_prompt_text():
 def test_redact_prompt_leaks_handles_nested_input_python_repr():
     # Python dict-repr with nested list inside 'input' — single quotes.
     error_text = (
-        "validation error: {'input': [{'role': 'user', "
-        "'content': [{'type': 'text', 'text': 'leaked-nested-text'}]}]}"
+        "validation error: {'input': [{'role': 'user', 'content': [{'type': 'text', 'text': 'leaked-nested-text'}]}]}"
     )
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "leaked-nested-text" not in redacted
@@ -2385,9 +2362,7 @@ def test_redact_prompt_leaks_handles_unterminated_value():
     assert REDACTED_BY_LITELM_STRING in redacted
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_redacts_traceback_when_not_storing_prompts(
     mock_should_store,
 ):
@@ -2419,9 +2394,7 @@ def test_sanitize_error_information_redacts_traceback_when_not_storing_prompts(
     assert "ValueError: invalid request" in sanitized["traceback"]
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_skips_traceback_redaction_when_storing_prompts(
     mock_should_store,
 ):
@@ -2431,9 +2404,7 @@ def test_sanitize_error_information_skips_traceback_redaction_when_storing_promp
         "error_code": "500",
         "error_class": "ValueError",
         "llm_provider": "",
-        "traceback": (
-            'raise ValueError({"input":[{"role":"user","content":"tb-kept"}]})'
-        ),
+        "traceback": ('raise ValueError({"input":[{"role":"user","content":"tb-kept"}]})'),
         "error_message": "invalid request",
     }
 
@@ -2448,20 +2419,14 @@ def test_redact_prompt_leaks_strips_prompt_key_completions_payload():
     # /v1/completions echoes the user input under the top-level 'prompt' key
     # rather than 'messages'. Without 'prompt' coverage the body would survive
     # the redactor when store_prompts_in_spend_logs is False.
-    error_text = (
-        '{"error":{"message":"validation failed",'
-        '"prompt":"super-secret-completion-text"}}'
-    )
+    error_text = '{"error":{"message":"validation failed","prompt":"super-secret-completion-text"}}'
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "super-secret-completion-text" not in redacted
     assert REDACTED_BY_LITELM_STRING in redacted
 
 
 def test_redact_prompt_leaks_strips_prompt_key_python_repr():
-    error_text = (
-        "{'model': 'gpt-3.5-turbo-instruct', "
-        "'prompt': 'leaked-completion-prompt-body'}"
-    )
+    error_text = "{'model': 'gpt-3.5-turbo-instruct', 'prompt': 'leaked-completion-prompt-body'}"
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "leaked-completion-prompt-body" not in redacted
     assert REDACTED_BY_LITELM_STRING in redacted
@@ -2495,11 +2460,7 @@ def test_redact_prompt_leaks_strips_pydantic_input_value_list():
 
 
 def test_redact_prompt_leaks_strips_pydantic_input_value_dict():
-    error_text = (
-        "[type=dict_type, "
-        "input_value={'role': 'user', 'content': 'leaked-dict-content'}, "
-        "input_type=dict]"
-    )
+    error_text = "[type=dict_type, input_value={'role': 'user', 'content': 'leaked-dict-content'}, input_type=dict]"
     redacted = _redact_prompt_leaks_in_error_string(error_text)
     assert "leaked-dict-content" not in redacted
     assert REDACTED_BY_LITELM_STRING in redacted
@@ -2541,9 +2502,7 @@ def test_redact_prompt_leaks_combined_quoted_key_and_pydantic_assignment():
     assert redacted.count(REDACTED_BY_LITELM_STRING) >= 2
 
 
-@patch(
-    "litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs"
-)
+@patch("litellm.proxy.spend_tracking.spend_tracking_utils._should_store_prompts_and_responses_in_spend_logs")
 def test_sanitize_error_information_redacts_pydantic_assignment_form(
     mock_should_store,
 ):
@@ -2741,9 +2700,7 @@ def test_get_spend_logs_metadata_non_sk_raw_key_hashed():
 
 def test_get_spend_logs_metadata_already_hashed_unchanged_with_provenance():
     already_hashed = hash_token("sk-some-key")
-    meta = _get_spend_logs_metadata(
-        {"user_api_key": already_hashed, "user_api_key_hash": already_hashed}
-    )
+    meta = _get_spend_logs_metadata({"user_api_key": already_hashed, "user_api_key_hash": already_hashed})
     assert meta["user_api_key"] == already_hashed
     assert hash_token(already_hashed) != meta["user_api_key"]  # no double-hash
 
@@ -2755,12 +2712,45 @@ def test_get_spend_logs_metadata_already_hashed_no_provenance_is_rehashed():
     assert meta["user_api_key"] == hash_token(already_hashed)
 
 
+def test_get_logging_payload_batch_attribution_keeps_verification_token_hash():
+    """
+    Batch cost rebuilds metadata with the managed object's already-hashed api_key.
+    That hash must land in SpendLogs.api_key unchanged so Usage/CloudZero can join
+    LiteLLM_VerificationToken for api_key_alias and user_email. Regression: without
+    user_api_key_hash provenance, v1.99+ re-hashed the token and broke the join.
+    """
+    token_hash = hash_token("sk-batch-creator-key")
+    kwargs = {
+        "model": "gpt-4o",
+        "call_type": "aretrieve_batch",
+        "litellm_params": {
+            "metadata": {
+                "user_api_key": token_hash,
+                "user_api_key_hash": token_hash,
+                "user_api_key_alias": "batch-creator",
+                "user_api_key_user_id": "alice",
+                "user_api_key_team_id": "team-1",
+            }
+        },
+    }
+    payload = get_logging_payload(
+        kwargs=kwargs,
+        response_obj={"id": "batch_123", "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2}},
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+
+    assert payload["api_key"] == token_hash
+    assert payload["api_key"] != hash_token(token_hash)
+    parsed_meta = json.loads(payload["metadata"])
+    assert parsed_meta["user_api_key"] == token_hash
+    assert parsed_meta["user_api_key_alias"] == "batch-creator"
+
+
 def test_get_spend_logs_metadata_provenance_bypass_requires_hash_match():
     already_hashed = hash_token("sk-some-key")
     different_hash = hash_token("sk-other-key")
-    meta = _get_spend_logs_metadata(
-        {"user_api_key": already_hashed, "user_api_key_hash": different_hash}
-    )
+    meta = _get_spend_logs_metadata({"user_api_key": already_hashed, "user_api_key_hash": different_hash})
     assert meta["user_api_key"] == hash_token(already_hashed)
 
 
@@ -2797,16 +2787,12 @@ def test_get_logging_payload_uses_recovered_combined_usage_on_failure():
         "model": "anthropic/claude-haiku-4-5",
         "call_type": "acompletion",
         "litellm_params": {"metadata": {"user_api_key": "sk-test"}},
-        "combined_usage_object": Usage(
-            prompt_tokens=30, completion_tokens=1, total_tokens=31
-        ),
+        "combined_usage_object": Usage(prompt_tokens=30, completion_tokens=1, total_tokens=31),
     }
     response_obj = Exception("MidStreamFallbackError: read timeout")
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
 
     assert payload["prompt_tokens"] == 30
     assert payload["completion_tokens"] == 1
@@ -2825,9 +2811,7 @@ def test_get_logging_payload_failure_without_recovered_usage_is_zero():
     response_obj = Exception("BadRequestError")
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
 
     assert payload["total_tokens"] == 0
 
@@ -2853,9 +2837,7 @@ def test_get_logging_payload_sets_litellm_call_id_for_correlation():
     }
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
     metadata = json.loads(payload["metadata"])
 
     assert payload["request_id"] == provider_response_id
@@ -2882,9 +2864,7 @@ def test_get_logging_payload_litellm_call_id_falls_back_to_litellm_params():
     }
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
 
     assert json.loads(payload["metadata"])["litellm_call_id"] == trace_call_id
 
@@ -2901,14 +2881,10 @@ def test_get_logging_payload_litellm_call_id_when_response_has_no_id():
         "litellm_call_id": trace_call_id,
         "litellm_params": {"metadata": {"user_api_key": "sk-test"}},
     }
-    response_obj = {
-        "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2}
-    }
+    response_obj = {"usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2}}
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
 
     assert json.loads(payload["metadata"])["litellm_call_id"] == trace_call_id
     assert payload["request_id"] == trace_call_id
@@ -2932,9 +2908,7 @@ def test_get_logging_payload_cache_hit_keeps_raw_litellm_call_id():
     }
     now = datetime.datetime.now(timezone.utc)
 
-    payload = get_logging_payload(
-        kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now
-    )
+    payload = get_logging_payload(kwargs=kwargs, response_obj=response_obj, start_time=now, end_time=now)
 
     assert json.loads(payload["metadata"])["litellm_call_id"] == trace_call_id
     assert "_cache_hit" in payload["request_id"]
@@ -3074,9 +3048,7 @@ def test_get_logging_payload_hashes_bearer_prefixed_api_key():
     assert not payload["api_key"].startswith("Bearer"), (
         f"api_key column contains plaintext Bearer key: {payload['api_key']}"
     )
-    assert not payload["api_key"].startswith("sk-"), (
-        f"api_key column contains unhashed key: {payload['api_key']}"
-    )
+    assert not payload["api_key"].startswith("sk-"), f"api_key column contains unhashed key: {payload['api_key']}"
 
     metadata_dict = json.loads(payload["metadata"])
     assert not metadata_dict["user_api_key"].startswith("Bearer"), (
@@ -3462,6 +3434,138 @@ def test_get_spend_logs_id_prefers_the_response_id_over_the_standard_logging_id(
     )
 
 
+@pytest.mark.asyncio
+async def test_spend_log_request_id_is_the_message_id_a_bridged_streaming_caller_was_streamed():
+    """A streaming /v1/messages call against a non-Anthropic model is served a msg_ id the
+    adapter mints itself, and it is the only request id that call ever shows the caller, so
+    GET /spend/logs?request_id=msg_... has to land on the row."""
+    from litellm.litellm_core_utils.litellm_logging import Logging
+    from litellm.llms.anthropic.experimental_pass_through.responses_adapters.streaming_iterator import (
+        AnthropicResponsesStreamWrapper,
+    )
+    from litellm.types.llms.openai import (
+        ResponseAPIUsage,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+    )
+
+    logging_obj = Logging(
+        model="gpt-5.6",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="anthropic_messages",
+        start_time=datetime.datetime.now(timezone.utc),
+        litellm_call_id="6825cafe-0000-4000-8000-000000000001",
+        function_id="1234",
+    )
+    logging_obj.optional_params = {}
+
+    completed_response = ResponsesAPIResponse(
+        id="resp_01Lit6825Bridged",
+        object="response",
+        created_at=1767225600,
+        model="gpt-5.6",
+        status="completed",
+        output=[
+            {
+                "id": "msg_bridged_output",
+                "type": "message",
+                "role": "assistant",
+                "status": "completed",
+                "content": [{"type": "output_text", "text": "epsilon", "annotations": []}],
+            }
+        ],
+        usage=ResponseAPIUsage(input_tokens=12, output_tokens=5, total_tokens=17),
+    )
+
+    async def _responses_stream():
+        yield {"type": "response.created"}
+        yield {"type": "response.output_text.delta", "item_id": "msg_bridged_output", "delta": "epsilon"}
+        yield ResponseCompletedEvent(type="response.completed", response=completed_response)
+
+    wrapper = AnthropicResponsesStreamWrapper(
+        responses_stream=_responses_stream(),
+        model="gpt-5.6",
+        litellm_logging_obj=logging_obj,
+    )
+    sse_frames = [frame.decode() async for frame in wrapper.async_anthropic_sse_wrapper()]
+
+    message_start_frames = [f for f in sse_frames if f.startswith("event: message_start\n")]
+    assert len(message_start_frames) == 1
+    streamed_message_id = json.loads(message_start_frames[0].split("data: ", 1)[1])["message"]["id"]
+    assert streamed_message_id.startswith("msg_")
+
+    _, _, logged_response = logging_obj._success_handler_helper_fn(
+        result=ResponseCompletedEvent(type="response.completed", response=completed_response),
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+
+    assert logged_response.id == streamed_message_id
+    payload = get_logging_payload(
+        kwargs={
+            "call_type": "anthropic_messages",
+            "model": "gpt-5.6",
+            "litellm_call_id": "6825cafe-0000-4000-8000-000000000001",
+            "litellm_params": {"metadata": {"user_api_key": "test-key"}},
+        },
+        response_obj=logged_response,
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+    assert payload["request_id"] == streamed_message_id
+
+
+@pytest.mark.asyncio
+async def test_spend_log_request_id_is_untouched_when_no_message_id_was_streamed():
+    """Only the bridged streaming adapter mints a msg_ id of its own, so every other
+    /v1/messages call must keep the id its own response carried."""
+    from litellm.litellm_core_utils.litellm_logging import Logging
+    from litellm.types.llms.openai import (
+        ResponseAPIUsage,
+        ResponseCompletedEvent,
+        ResponsesAPIResponse,
+    )
+
+    logging_obj = Logging(
+        model="gpt-5.6",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=False,
+        call_type="anthropic_messages",
+        start_time=datetime.datetime.now(timezone.utc),
+        litellm_call_id="6825cafe-0000-4000-8000-000000000002",
+        function_id="1234",
+    )
+    logging_obj.optional_params = {}
+
+    completed_response = ResponsesAPIResponse(
+        id="resp_01Lit6825Unbridged",
+        object="response",
+        created_at=1767225600,
+        model="gpt-5.6",
+        status="completed",
+        output=[
+            {
+                "id": "msg_unbridged_output",
+                "type": "message",
+                "role": "assistant",
+                "status": "completed",
+                "content": [{"type": "output_text", "text": "epsilon", "annotations": []}],
+            }
+        ],
+        usage=ResponseAPIUsage(input_tokens=12, output_tokens=5, total_tokens=17),
+    )
+
+    _, _, logged_response = logging_obj._success_handler_helper_fn(
+        result=ResponseCompletedEvent(type="response.completed", response=completed_response),
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+
+    assert logged_response.id
+    assert not logged_response.id.startswith("msg_")
+
+
 def test_batch_cost_row_does_not_collide_with_the_batch_creation_row():
     """Creating a batch writes a row keyed by the batch's own id, so keying the cost row
     the same way makes the insert a duplicate of it. request_id is the primary key and the
@@ -3747,9 +3851,7 @@ def test_get_logging_payload_includes_fallback_info_in_spend_logs_metadata():
             startTime=1234567890.0,
             endTime=1234567891.0,
             completionStartTime=None,
-            model_map_information=StandardLoggingModelInformation(
-                model_map_key="gpt-3.5-turbo", model_map_value=None
-            ),
+            model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
             model="gpt-3.5-turbo",
             model_id="model-123",
             model_group="openai",
@@ -3813,12 +3915,12 @@ def test_get_logging_payload_includes_fallback_info_in_spend_logs_metadata():
 
     metadata = json.loads(payload["metadata"])
 
-    assert (
-        metadata.get("attempted_fallbacks") == 2
-    ), f"Expected attempted_fallbacks=2, got {metadata.get('attempted_fallbacks')}"
-    assert (
-        metadata.get("original_model_group") == "azure-gpt-fallback"
-    ), f"Expected original_model_group=azure-gpt-fallback, got {metadata.get('original_model_group')}"
+    assert metadata.get("attempted_fallbacks") == 2, (
+        f"Expected attempted_fallbacks=2, got {metadata.get('attempted_fallbacks')}"
+    )
+    assert metadata.get("original_model_group") == "azure-gpt-fallback", (
+        f"Expected original_model_group=azure-gpt-fallback, got {metadata.get('original_model_group')}"
+    )
 
 
 def test_get_logging_payload_handles_missing_fallback_info_gracefully():
@@ -3844,9 +3946,7 @@ def test_get_logging_payload_handles_missing_fallback_info_gracefully():
             startTime=1234567890.0,
             endTime=1234567891.0,
             completionStartTime=None,
-            model_map_information=StandardLoggingModelInformation(
-                model_map_key="gpt-3.5-turbo", model_map_value=None
-            ),
+            model_map_information=StandardLoggingModelInformation(model_map_key="gpt-3.5-turbo", model_map_value=None),
             model="gpt-3.5-turbo",
             model_id="model-123",
             model_group="openai",
@@ -3910,12 +4010,10 @@ def test_get_logging_payload_handles_missing_fallback_info_gracefully():
 
     metadata = json.loads(payload["metadata"])
 
-    assert (
-        metadata.get("attempted_fallbacks") is None
-    ), "attempted_fallbacks should be None when not provided"
-    assert (
-        metadata.get("original_model_group") is None
-    ), "original_model_group should be None when not provided"
+    assert metadata.get("attempted_fallbacks") is None, "attempted_fallbacks should be None when not provided"
+    assert metadata.get("original_model_group") is None, "original_model_group should be None when not provided"
+
+
 @pytest.mark.parametrize("bucket", ["metadata", "litellm_metadata"])
 def test_injected_cache_breakpoints_survive_into_spend_log_metadata(bucket):
     """The injection marker only gates savings if it reaches the spend-log row.
@@ -4025,3 +4123,207 @@ def test_caller_forged_router_metadata_is_discarded(bucket):
     )
     metadata = json.loads(payload["metadata"])
     assert metadata["router_metadata"] is None
+
+
+ANTHROPIC_MESSAGES_RESPONSE: Final = {
+    "id": "msg_01Lit6806NonStreaming",
+    "type": "message",
+    "role": "assistant",
+    "model": "claude-haiku-4-5",
+    "content": [{"type": "text", "text": "epsilon"}],
+    "stop_reason": "end_turn",
+    "stop_sequence": None,
+    "usage": {"input_tokens": 14, "output_tokens": 4},
+}
+
+ANTHROPIC_MESSAGES_SSE_CHUNKS: Final = (
+    'event: message_start\ndata: {"type":"message_start","message":{"id":"msg_01Lit6806Streaming",'
+    '"type":"message","role":"assistant","model":"claude-haiku-4-5","content":[],'
+    '"usage":{"input_tokens":14,"output_tokens":1}}}\n\n',
+    'event: content_block_start\ndata: {"type":"content_block_start","index":0,'
+    '"content_block":{"type":"text","text":""}}\n\n',
+    'event: content_block_delta\ndata: {"type":"content_block_delta","index":0,'
+    '"delta":{"type":"text_delta","text":"epsilon"}}\n\n',
+    'event: content_block_stop\ndata: {"type":"content_block_stop","index":0}\n\n',
+    'event: message_delta\ndata: {"type":"message_delta","delta":{"stop_reason":"end_turn"},'
+    '"usage":{"output_tokens":4}}\n\n',
+    "event: message_stop\ndata: {\"type\":\"message_stop\"}\n\n",
+)
+
+
+def _anthropic_messages_logging_obj(*, stream: bool) -> Any:
+    from litellm.litellm_core_utils.litellm_logging import Logging
+
+    logging_obj = Logging(
+        model="claude-haiku-4-5",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=stream,
+        call_type="anthropic_messages",
+        start_time=datetime.datetime.now(timezone.utc),
+        litellm_call_id="6806cafe-0000-4000-8000-000000000001",
+        function_id="1234",
+    )
+    logging_obj.optional_params = {}
+    logging_obj.model_call_details["custom_llm_provider"] = "anthropic"
+    return logging_obj
+
+
+def _spend_log_request_id(response_obj: Any, kwargs: dict) -> str:
+    payload = get_logging_payload(
+        kwargs=kwargs,
+        response_obj=response_obj,
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+    return payload["request_id"]
+
+
+def test_spend_log_request_id_is_the_message_id_a_non_streaming_messages_caller_received():
+    """
+    POST /v1/messages hands the caller `id: msg_...`, the only request id they ever see, so
+    GET /spend/logs?request_id=msg_... has to find the row.
+    """
+    logging_obj = _anthropic_messages_logging_obj(stream=False)
+
+    logged_response = logging_obj._handle_anthropic_messages_response_logging(
+        result=ANTHROPIC_MESSAGES_RESPONSE
+    )
+
+    assert logged_response.id == "msg_01Lit6806NonStreaming"
+    assert (
+        _spend_log_request_id(
+            response_obj=logged_response,
+            kwargs={
+                "call_type": "anthropic_messages",
+                "model": "claude-haiku-4-5",
+                "litellm_call_id": "6806cafe-0000-4000-8000-000000000001",
+                "litellm_params": {"metadata": {"user_api_key": "test-key"}},
+            },
+        )
+        == "msg_01Lit6806NonStreaming"
+    )
+
+
+def test_spend_log_request_id_is_the_message_id_a_streaming_messages_caller_received():
+    """
+    The streaming leg of /v1/messages logs through the Anthropic passthrough handler, which used
+    to stamp litellm_call_id over the msg_ id carried by the message_start event.
+    """
+    from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
+        AnthropicPassthroughLoggingHandler,
+    )
+    from litellm.types.passthrough_endpoints.pass_through_endpoints import EndpointType
+
+    logging_obj = _anthropic_messages_logging_obj(stream=True)
+    logging_obj.model_call_details["stream"] = True
+
+    logged = AnthropicPassthroughLoggingHandler._handle_logging_anthropic_collected_chunks(
+        litellm_logging_obj=logging_obj,
+        passthrough_success_handler_obj=MagicMock(),
+        url_route="/v1/messages",
+        request_body={"model": "claude-haiku-4-5"},
+        endpoint_type=EndpointType.ANTHROPIC,
+        start_time=datetime.datetime.now(timezone.utc),
+        all_chunks=list(ANTHROPIC_MESSAGES_SSE_CHUNKS),
+        end_time=datetime.datetime.now(timezone.utc),
+    )
+
+    assert logged["result"].id == "msg_01Lit6806Streaming"
+    assert (
+        _spend_log_request_id(
+            response_obj=logged["result"],
+            kwargs={
+                **logged["kwargs"],
+                "call_type": "anthropic_messages",
+                "litellm_call_id": "6806cafe-0000-4000-8000-000000000001",
+                "litellm_params": {"metadata": {"user_api_key": "test-key"}},
+            },
+        )
+        == "msg_01Lit6806Streaming"
+    )
+
+
+def test_spend_log_request_id_still_falls_back_to_litellm_call_id_without_a_provider_id():
+    """
+    Anthropic-compatible upstreams that omit `id` must keep landing on litellm_call_id rather
+    than on a fresh chatcmpl- uuid nobody can look up.
+    """
+    logging_obj = _anthropic_messages_logging_obj(stream=True)
+    logging_obj.model_call_details["stream"] = True
+
+    from litellm.proxy.pass_through_endpoints.llm_provider_handlers.anthropic_passthrough_logging_handler import (
+        AnthropicPassthroughLoggingHandler,
+    )
+
+    AnthropicPassthroughLoggingHandler._create_anthropic_response_logging_payload(
+        litellm_model_response=litellm.ModelResponse(id="chatcmpl-generated"),
+        model="claude-haiku-4-5",
+        kwargs={},
+        start_time=datetime.datetime.now(timezone.utc),
+        end_time=datetime.datetime.now(timezone.utc),
+        logging_obj=logging_obj,
+    )
+    assert logging_obj.model_call_details["complete_streaming_response"].id == (
+        "6806cafe-0000-4000-8000-000000000001"
+    )
+
+
+def test_spend_log_request_id_for_chat_completions_is_untouched():
+    """
+    /v1/chat/completions callers look their rows up by the chatcmpl- id in the response body.
+    """
+    assert (
+        _spend_log_request_id(
+            response_obj=litellm.ModelResponse(id="chatcmpl-EJvWIw3DAhuKYuwp3jJI4Pnhp2vjv", choices=[]),
+            kwargs={
+                "call_type": "acompletion",
+                "model": "gpt-5.6",
+                "litellm_call_id": "6806cafe-0000-4000-8000-000000000002",
+                "litellm_params": {"metadata": {"user_api_key": "test-key"}},
+            },
+        )
+        == "chatcmpl-EJvWIw3DAhuKYuwp3jJI4Pnhp2vjv"
+    )
+
+
+def test_spend_log_request_id_is_the_response_id_a_bridged_messages_caller_received():
+    """
+    /v1/messages against a non-Anthropic model answers with the Responses id the caller then
+    looks their row up by, so the row must not fall back to a fresh chatcmpl- uuid.
+    """
+    from litellm.types.llms.openai import ResponseAPIUsage, ResponsesAPIResponse
+
+    logging_obj = _anthropic_messages_logging_obj(stream=False)
+    bridged_response = ResponsesAPIResponse(
+        id="resp_01Lit6806Bridged",
+        object="response",
+        created_at=1767225600,
+        model="gpt-5.6",
+        status="completed",
+        output=[
+            {
+                "id": "msg_bridged_output",
+                "type": "message",
+                "role": "assistant",
+                "status": "completed",
+                "content": [{"type": "output_text", "text": "delta", "annotations": []}],
+            }
+        ],
+        usage=ResponseAPIUsage(input_tokens=13, output_tokens=5, total_tokens=18),
+    )
+
+    logged_response = logging_obj._handle_anthropic_messages_response_logging(result=bridged_response)
+
+    assert logged_response.id == "resp_01Lit6806Bridged"
+    assert (
+        _spend_log_request_id(
+            response_obj=logged_response,
+            kwargs={
+                "call_type": "anthropic_messages",
+                "model": "gpt-5.6",
+                "litellm_call_id": "6806cafe-0000-4000-8000-000000000003",
+                "litellm_params": {"metadata": {"user_api_key": "test-key"}},
+            },
+        )
+        == "resp_01Lit6806Bridged"
+    )
diff --git a/tests/test_litellm/proxy/test_blocked_response_usage.py b/tests/test_litellm/proxy/test_blocked_response_usage.py
index 37aea8fe3aa..4f20f35e94b 100644
--- a/tests/test_litellm/proxy/test_blocked_response_usage.py
+++ b/tests/test_litellm/proxy/test_blocked_response_usage.py
@@ -68,12 +68,10 @@ async def test_success_hook_attaches_original_response_on_block():
     user_api_key_dict = UserAPIKeyAuth(api_key="test", request_route="/chat/completions")
     data = {"guardrail_to_apply": guardrail, "model": "gpt-4o"}
 
-    # Inject our translation for the inferred call type (the module global is
-    # cached across tests, so patch it directly rather than the loader).
     with patch.object(
         ug,
-        "endpoint_guardrail_translation_mappings",
-        {
+        "load_guardrail_translation_mappings",
+        lambda: {
             CallTypes.acompletion: lambda: translation,
             CallTypes.completion: lambda: translation,
         },
diff --git a/tests/test_litellm/proxy/test_budget_reservation.py b/tests/test_litellm/proxy/test_budget_reservation.py
index 95067929ac1..b8fb6170d34 100644
--- a/tests/test_litellm/proxy/test_budget_reservation.py
+++ b/tests/test_litellm/proxy/test_budget_reservation.py
@@ -819,6 +819,94 @@ async def test_should_cap_known_estimate_to_remaining_budget(
     ) == pytest.approx(0.9)
 
 
+@pytest.mark.asyncio
+async def test_fail_closed_rejects_known_estimate_exceeding_remaining_budget(
+    spend_counter_state,
+):
+    """LIT-5922: with strict enforcement on, a request whose known estimate does
+    not fit the remaining budget must be rejected before dispatch instead of
+    having its reservation shrunk to the headroom and admitted, and the counter
+    must be restored to the pre-request spend."""
+    counter_cache, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    valid_token = UserAPIKeyAuth(
+        token="key-budget-known-estimate-fail-closed",
+        spend=0.9,
+        max_budget=1.0,
+    )
+    counter_cache.in_memory_cache.set_cache(
+        key="spend:key:key-budget-known-estimate-fail-closed",
+        value=0.9,
+    )
+
+    with patch(  # test-quality-ok: reserve_budget_for_request takes no estimator, so pinning the estimate needs this attribute
+        "litellm.proxy.spend_tracking.budget_reservation.estimate_request_max_cost",
+        return_value=0.6,
+    ):
+        with pytest.raises(litellm.BudgetExceededError) as exc_info:
+            await reserve_budget_for_request(
+                request_body=_request_body(),
+                route="/chat/completions",
+                llm_router=None,
+                valid_token=valid_token,
+                team_object=None,
+                user_object=None,
+                prisma_client=None,
+                user_api_key_cache=key_cache,
+                proxy_logging_obj=proxy_logging_obj,
+                fail_closed_budget_enforcement=True,
+            )
+
+    assert exc_info.value.current_cost == pytest.approx(0.9)
+    assert exc_info.value.max_budget == pytest.approx(1.0)
+    assert "Current cost: 0.9, Estimated request cost: 0.6, Max budget: 1.0" in str(exc_info.value)
+    assert counter_cache.in_memory_cache.get_cache(
+        key="spend:key:key-budget-known-estimate-fail-closed"
+    ) == pytest.approx(0.9)
+
+
+@pytest.mark.asyncio
+async def test_fail_closed_tolerates_float_noise_when_estimate_exactly_fits(
+    spend_counter_state,
+):
+    """0.1 + 0.2 lands a hair above 0.3 in floating point. Strict enforcement
+    must treat that as fitting the budget, not reject it."""
+    counter_cache, key_cache = spend_counter_state
+    proxy_logging_obj = ProxyLogging(user_api_key_cache=key_cache)
+    valid_token = UserAPIKeyAuth(
+        token="key-budget-fail-closed-float-noise",
+        spend=0.1,
+        max_budget=0.3,
+    )
+    counter_cache.in_memory_cache.set_cache(
+        key="spend:key:key-budget-fail-closed-float-noise",
+        value=0.1,
+    )
+
+    with patch(  # test-quality-ok: reserve_budget_for_request takes no estimator, so pinning the estimate needs this attribute
+        "litellm.proxy.spend_tracking.budget_reservation.estimate_request_max_cost",
+        return_value=0.2,
+    ):
+        reservation = await reserve_budget_for_request(
+            request_body=_request_body(),
+            route="/chat/completions",
+            llm_router=None,
+            valid_token=valid_token,
+            team_object=None,
+            user_object=None,
+            prisma_client=None,
+            user_api_key_cache=key_cache,
+            proxy_logging_obj=proxy_logging_obj,
+            fail_closed_budget_enforcement=True,
+        )
+
+    assert reservation is not None
+    assert reservation["reserved_cost"] == pytest.approx(0.2)
+    assert counter_cache.in_memory_cache.get_cache(
+        key="spend:key:key-budget-fail-closed-float-noise"
+    ) == pytest.approx(0.3)
+
+
 @pytest.mark.asyncio
 async def test_should_clamp_reservation_to_default_when_output_cap_missing(
     spend_counter_state,
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index df14224af5c..f7fe6ad9d39 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -1540,8 +1540,8 @@ class TestCommonRequestProcessingHelpers:
         expected_error_data = {
             "error": {
                 "message": "Error processing stream start",
-                "type": "None",
-                "param": "None",
+                "type": "internal_server_error",
+                "param": None,
                 "code": str(status.HTTP_500_INTERNAL_SERVER_ERROR),
             }
         }
@@ -1569,8 +1569,8 @@ class TestCommonRequestProcessingHelpers:
         expected_error_data = {
             "error": {
                 "message": "Content blocked by guardrail",
-                "type": "None",
-                "param": "None",
+                "type": "invalid_request_error",
+                "param": None,
                 "code": "400",
             }
         }
@@ -1934,6 +1934,104 @@ class TestCommonRequestProcessingHelpers:
             assert mock_tracer.trace.call_count == 0
 
 
+def _stringified_none_paths(node: object, path: str = "error") -> tuple[str, ...]:
+    if isinstance(node, dict):
+        return tuple(
+            found
+            for key, value in node.items()
+            for found in _stringified_none_paths(value, f"{path}.{key}")
+        )
+    if isinstance(node, (list, tuple)):
+        return tuple(
+            found
+            for index, value in enumerate(node)
+            for found in _stringified_none_paths(value, f"{path}[{index}]")
+        )
+    return (path,) if node == "None" else ()
+
+
+def _blocked_guardrail_exception() -> HTTPException:
+    return HTTPException(
+        status_code=400,
+        detail={
+            "error": "Violated guardrail policy",
+            "bedrock_guardrail_response": {"action": "GUARDRAIL_INTERVENED"},
+            "guardrailIdentifier": "gf3sc1mzinjw",
+            "guardrailVersion": "DRAFT",
+        },
+    )
+
+
+class TestGuardrailBlockErrorPayloadNeverStringifiesNone:
+    """Regression for LIT-6808: a blocked-guardrail error body carried the literal string
+    "None" for type and param instead of a real error type and JSON null."""
+
+    def test_non_streaming_block_payload_carries_a_real_type_and_null_param(self):
+        from litellm.proxy.common_request_processing import (
+            proxy_exception_from_http_exception,
+        )
+
+        payload = json.loads(
+            json.dumps(proxy_exception_from_http_exception(_blocked_guardrail_exception(), {}).to_dict())
+        )
+
+        assert _stringified_none_paths(payload) == ()
+        assert payload["type"] == "invalid_request_error"
+        assert payload["param"] is None
+        assert payload["code"] == "400"
+        assert payload["message"] == "Violated guardrail policy"
+
+    def test_streaming_block_frame_carries_a_real_type_and_null_param(self):
+        from litellm.proxy.common_request_processing import sse_error_payload
+
+        error_status, error_obj = sse_error_payload(_blocked_guardrail_exception())
+        frame = json.loads(json.dumps({"error": dict(error_obj)}))
+
+        assert error_status == 400
+        assert _stringified_none_paths(frame["error"]) == ()
+        assert frame["error"]["type"] == "invalid_request_error"
+        assert frame["error"]["param"] is None
+        assert frame["error"]["code"] == "400"
+
+    @pytest.mark.parametrize(
+        "status_code, expected_type",
+        [
+            (400, "invalid_request_error"),
+            (401, "authentication_error"),
+            (403, "permission_error"),
+            (404, "invalid_request_error"),
+            (429, "rate_limit_error"),
+            (500, "internal_server_error"),
+            (503, "internal_server_error"),
+        ],
+    )
+    def test_status_code_decides_the_type_when_the_exception_carries_none(self, status_code, expected_type):
+        from litellm.proxy.common_request_processing import (
+            proxy_exception_from_http_exception,
+        )
+
+        payload = proxy_exception_from_http_exception(
+            HTTPException(status_code=status_code, detail="blocked"), {}
+        ).to_dict()
+
+        assert payload["type"] == expected_type
+        assert payload["param"] is None
+
+    def test_a_type_and_param_the_exception_carries_win_over_the_fallback(self):
+        from litellm.proxy.common_request_processing import (
+            proxy_exception_from_http_exception,
+        )
+
+        exc = HTTPException(status_code=400, detail="unknown model")
+        exc.type = "authentication_error"
+        exc.param = "model"
+
+        payload = proxy_exception_from_http_exception(exc, {}).to_dict()
+
+        assert payload["type"] == "authentication_error"
+        assert payload["param"] == "model"
+
+
 class TestExtractErrorFromSSEChunk:
     """Tests for _extract_error_from_sse_chunk function"""
 
@@ -2999,6 +3097,25 @@ class TestHandleLLMApiExceptionDictDetail:
         assert proxy_exc.message == "Content blocked by guardrail"
         assert proxy_exc.provider_specific_fields is None
 
+    async def test_blocked_guardrail_error_body_never_carries_the_string_none(self):
+        """Regression for LIT-6808: the error body a blocked request returns must carry a real
+        error type and JSON null rather than the literal string "None"."""
+        proxy_exc = await self._invoke(_blocked_guardrail_exception())
+        payload = json.loads(json.dumps(proxy_exc.to_dict()))
+
+        assert _stringified_none_paths(payload) == ()
+        assert payload["type"] == "invalid_request_error"
+        assert payload["param"] is None
+
+    async def test_unclassified_exception_error_body_never_carries_the_string_none(self):
+        """The same holds on the generic fallback, where nothing carries a type at all."""
+        proxy_exc = await self._invoke(ValueError("Something broke"))
+        payload = json.loads(json.dumps(proxy_exc.to_dict()))
+
+        assert _stringified_none_paths(payload) == ()
+        assert payload["type"] == "internal_server_error"
+        assert payload["param"] is None
+
     async def test_not_found_error_preserves_404(self):
         """NotFoundError with status_code=404 should map to ProxyException code=404."""
         from litellm.exceptions import NotFoundError
@@ -3013,7 +3130,7 @@ class TestHandleLLMApiExceptionDictDetail:
         assert "NotFoundError" in proxy_exc.message
 
     async def test_exception_with_status_code_propagates(self):
-        """Exception with a statically-set status_code should propagate it."""
+        """Exception with a statically-set status_code should propagate it and its message."""
         from litellm.llms.vertex_ai.common_utils import VertexAIError
 
         exc = VertexAIError(
@@ -3022,12 +3139,30 @@ class TestHandleLLMApiExceptionDictDetail:
         )
         proxy_exc = await self._invoke(exc)
         assert proxy_exc.code == "429"
+        assert proxy_exc.message == "Rate limit exceeded"
 
     async def test_exception_without_status_code_defaults_to_500(self):
-        """Exception with no status_code attribute defaults to 500."""
+        """Exception with no status_code attribute defaults to 500; a message with nothing
+        to redact still reaches the client, since routes raise plain exceptions as validation text."""
         exc = ValueError("Something broke")
         proxy_exc = await self._invoke(exc)
         assert proxy_exc.code == "500"
+        assert proxy_exc.message == "Something broke"
+
+    async def test_unclassified_exception_redacts_internal_details_from_client_message(self):
+        """Regression for LIT-6747: an unclassified exception's credential, path, and host
+        must not reach the client."""
+        exc = RuntimeError(
+            "Failed to connect to postgresql://litellm_internal:S3cr3tPGPass@10.20.30.40:5432/litellm_prod "
+            "(config file /etc/litellm/secrets/db.yaml)"
+        )
+        proxy_exc = await self._invoke(exc)
+        assert proxy_exc.code == "500"
+        assert "S3cr3tPGPass" not in proxy_exc.message
+        assert "litellm_internal" not in proxy_exc.message
+        assert "10.20.30.40" not in proxy_exc.message
+        assert "/etc/litellm/secrets/db.yaml" not in proxy_exc.message
+        assert "REDACTED" in proxy_exc.message
 
     async def test_already_normalized_proxy_exception_is_honored(self):
         """A ProxyException raised mid-request (e.g. a guardrail block) is already
@@ -3244,6 +3379,42 @@ class TestStreamCloseOnDisconnect:
 
         assert upstream.aclosed
 
+    async def test_async_streaming_data_generator_redacts_internal_details_on_error(
+        self,
+    ):
+        """Regression for LIT-6747: a mid-stream exception must not hand its raw text or a
+        traceback to serialize_error."""
+
+        class FailingUpstream:
+            def __aiter__(self):
+                return self
+
+            async def __anext__(self):
+                raise RuntimeError(
+                    "Failed to connect to postgresql://litellm_internal:S3cr3tPGPass@10.20.30.40:5432/litellm_prod "
+                    "(config file /etc/litellm/secrets/db.yaml)"
+                )
+
+        ProxyLogging._callback_capabilities_cache.clear()
+        captured: list = []
+        gen = ProxyBaseLLMRequestProcessing.async_streaming_data_generator(
+            response=FailingUpstream(),
+            user_api_key_dict=ProxyUserAPIKeyAuth(api_key="sk-test"),
+            request_data={"model": "mock-model"},
+            proxy_logging_obj=ProxyLogging(user_api_key_cache=MagicMock()),
+            serialize_chunk=lambda c: "data: x\n\n",
+            serialize_error=lambda e: captured.append(e) or "data: error\n\n",
+        )
+
+        await gen.__anext__()
+
+        assert len(captured) == 1
+        message = captured[0].message
+        assert "S3cr3tPGPass" not in message
+        assert "10.20.30.40" not in message
+        assert "/etc/litellm/secrets/db.yaml" not in message
+        assert "Traceback (most recent call last)" not in message
+
     @staticmethod
     def _request_that_disconnects() -> Request:
         async def receive():
@@ -7665,3 +7836,112 @@ def test_log_llm_api_exception_traceback_only_for_unexpected_errors(exc, expect_
     records = [r for r in caplog.records if "_handle_llm_api_exception(): Exception occured" in r.getMessage()]
     assert len(records) == 1
     assert (records[0].exc_info is not None) is expect_traceback
+
+
+class _FailureHookRecorder:
+    """Stands in for ProxyLogging.post_call_failure_hook, recording what the detached-failure closure hands it."""
+
+    def __init__(self, raises: Optional[Exception] = None):
+        self.calls = []
+        self._raises = raises
+
+    async def post_call_failure_hook(self, **kwargs):
+        self.calls.append(kwargs)
+        if self._raises is not None:
+            raise self._raises
+
+
+class TestDetachedStreamFailureHook:
+    """
+    Regression for LIT-3798. A streaming /v1/messages request whose client disconnected
+    before the provider failed mid-stream never reached the proxy's failure hook: the
+    client-facing generator was gone, and the detached upstream drain only fired the
+    logging object's callbacks, so no failure spend row was written and the budget
+    reservation stayed held. base_process_llm_request now arms a closure on the logging
+    object that the detached drain awaits, and that closure runs post_call_failure_hook
+    with the request's key and data.
+    """
+
+    @staticmethod
+    def _logging_obj():
+        logging_obj = MagicMock()
+        logging_obj.litellm_call_id = "call-lit3798"
+        logging_obj.model_call_details = {}
+        logging_obj._enqueue_deferred_logging = None
+        logging_obj._on_deferred_stream_complete = None
+        logging_obj._on_detached_stream_failure = None
+        return logging_obj
+
+    @staticmethod
+    def _proxy_logging_obj(recorder: _FailureHookRecorder):
+        proxy_logging_obj = MagicMock(spec=ProxyLogging)
+        proxy_logging_obj.during_call_hook = AsyncMock(return_value=None)
+        proxy_logging_obj.update_request_status = AsyncMock(return_value=None)
+        proxy_logging_obj.post_call_response_headers_hook = AsyncMock(return_value={})
+        proxy_logging_obj.post_call_failure_hook = recorder.post_call_failure_hook
+        return proxy_logging_obj
+
+    @pytest.mark.asyncio
+    async def test_streaming_messages_arms_the_detached_failure_hook(self, monkeypatch):
+        import litellm.proxy.common_request_processing as crp
+        from litellm.proxy._types import UserAPIKeyAuth as RealUserAPIKeyAuth
+
+        async def _stream():
+            yield b"event: message_start\n\n"
+
+        async def fake_route_request(**kwargs):
+            async def _llm_call():
+                return _stream()
+
+            return _llm_call()
+
+        monkeypatch.setattr(crp, "route_request", fake_route_request)
+        monkeypatch.setattr(litellm, "callbacks", [])
+        recorder = _FailureHookRecorder()
+        logging_obj = self._logging_obj()
+        user_api_key_dict = RealUserAPIKeyAuth(api_key="sk-test")
+        processing_obj = ProxyBaseLLMRequestProcessing(
+            data={"litellm_logging_obj": logging_obj, "model": "claude-sonnet-4-5"}
+        )
+
+        await processing_obj.base_process_llm_request(
+            request=MagicMock(spec=Request, headers={}),
+            fastapi_response=Response(),
+            user_api_key_dict=user_api_key_dict,
+            route_type="anthropic_messages",
+            proxy_logging_obj=self._proxy_logging_obj(recorder),
+            general_settings={},
+            proxy_config=MagicMock(spec=ProxyConfig),
+            select_data_generator=None,
+            llm_router=None,
+            skip_pre_call_logic=True,
+        )
+
+        failure = RuntimeError("upstream died after the client left")
+        await logging_obj._on_detached_stream_failure(failure)
+
+        assert recorder.calls == [
+            {
+                "user_api_key_dict": user_api_key_dict,
+                "original_exception": failure,
+                "request_data": processing_obj.data,
+            }
+        ]
+
+    @pytest.mark.asyncio
+    async def test_detached_failure_hook_drops_the_replacement_error_it_cannot_deliver(self):
+        from litellm.proxy._types import UserAPIKeyAuth as RealUserAPIKeyAuth
+
+        recorder = _FailureHookRecorder(raises=HTTPException(status_code=429, detail="budget exceeded"))
+        logging_obj = self._logging_obj()
+        processing_obj = ProxyBaseLLMRequestProcessing(data={"litellm_logging_obj": logging_obj})
+        processing_obj._arm_detached_stream_failure_hook(
+            logging_obj=logging_obj,
+            user_api_key_dict=RealUserAPIKeyAuth(api_key="sk-test"),
+            proxy_logging_obj=self._proxy_logging_obj(recorder),
+        )
+        failure = RuntimeError("upstream died after the client left")
+
+        await logging_obj._on_detached_stream_failure(failure)
+
+        assert [call["original_exception"] for call in recorder.calls] == [failure]
diff --git a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
index ee0e2014951..72d37650963 100644
--- a/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
+++ b/tests/test_litellm/proxy/test_litellm_pre_call_utils.py
@@ -41,19 +41,18 @@ from litellm.litellm_core_utils.get_provider_specific_headers import (
 from litellm.litellm_core_utils.initialize_dynamic_callback_params import (
     TRUSTED_CALLBACK_VARS_FIELD,
 )
+from litellm.constants import SESSION_ID_GENERATED_METADATA_KEY, SESSION_ID_OMITTED_METADATA_KEY
 from litellm.llms.bedrock.base_aws_llm import BaseAWSLLM
+from litellm.llms.fireworks_ai.common_utils import get_fireworks_session_id
 from litellm.types.utils import CredentialItem
 
 
-
 def test_check_if_token_is_service_account():
     """
     Test that only keys with `service_account_id` in metadata are considered service accounts
     """
     # Test case 1: Service account token
-    service_account_token = UserAPIKeyAuth(
-        api_key="test-key", metadata={"service_account_id": "test-service-account"}
-    )
+    service_account_token = UserAPIKeyAuth(api_key="test-key", metadata={"service_account_id": "test-service-account"})
     assert check_if_token_is_service_account(service_account_token) == True
 
     # Test case 2: Regular user token
@@ -61,9 +60,7 @@ def test_check_if_token_is_service_account():
     assert check_if_token_is_service_account(regular_token) == False
 
     # Test case 3: Token with other metadata
-    other_metadata_token = UserAPIKeyAuth(
-        api_key="test-key", metadata={"user_id": "test-user"}
-    )
+    other_metadata_token = UserAPIKeyAuth(api_key="test-key", metadata={"user_id": "test-user"})
     assert check_if_token_is_service_account(other_metadata_token) == False
 
 
@@ -110,15 +107,11 @@ class TestGetMetadataVariableName:
     def test_returns_litellm_metadata_for_bedrock_invoke(self):
         # GH#30629: bedrock passthrough must use litellm_metadata
         # to prevent key-level tags from leaking into provider body
-        request = self._make_request(
-            "/bedrock/model/us.anthropic.claude-sonnet-4-6/invoke"
-        )
+        request = self._make_request("/bedrock/model/us.anthropic.claude-sonnet-4-6/invoke")
         assert _get_metadata_variable_name(request) == "litellm_metadata"
 
     def test_returns_litellm_metadata_for_bedrock_converse(self):
-        request = self._make_request(
-            "/bedrock/model/us.anthropic.claude-sonnet-4-6/converse"
-        )
+        request = self._make_request("/bedrock/model/us.anthropic.claude-sonnet-4-6/converse")
         assert _get_metadata_variable_name(request) == "litellm_metadata"
 
 
@@ -126,9 +119,7 @@ def test_get_enforced_params_for_service_account_settings():
     """
     Test that service account enforced params are only added to service account keys
     """
-    service_account_token = UserAPIKeyAuth(
-        api_key="test-key", metadata={"service_account_id": "test-service-account"}
-    )
+    service_account_token = UserAPIKeyAuth(api_key="test-key", metadata={"service_account_id": "test-service-account"})
     general_settings_with_service_account_settings = {
         "service_account_settings": {"enforced_params": ["metadata.service"]},
     }
@@ -138,9 +129,7 @@ def test_get_enforced_params_for_service_account_settings():
     )
     assert result == ["metadata.service"]
 
-    regular_token = UserAPIKeyAuth(
-        api_key="test-key", metadata={"enforced_params": ["user"]}
-    )
+    regular_token = UserAPIKeyAuth(api_key="test-key", metadata={"enforced_params": ["user"]})
     result = _get_enforced_params(
         general_settings=general_settings_with_service_account_settings,
         user_api_key_dict=regular_token,
@@ -153,9 +142,7 @@ def test_get_enforced_params_for_service_account_settings():
     [
         (
             {"enforced_params": ["param1", "param2"]},
-            UserAPIKeyAuth(
-                api_key="test_api_key", user_id="test_user_id", org_id="test_org_id"
-            ),
+            UserAPIKeyAuth(api_key="test_api_key", user_id="test_user_id", org_id="test_org_id"),
             ["param1", "param2"],
         ),
         (
@@ -181,9 +168,7 @@ def test_get_enforced_params_for_service_account_settings():
         ),
     ],
 )
-def test_get_enforced_params(
-    general_settings, user_api_key_dict, expected_enforced_params
-):
+def test_get_enforced_params(general_settings, user_api_key_dict, expected_enforced_params):
     from litellm.proxy.litellm_pre_call_utils import _get_enforced_params
 
     enforced_params = _get_enforced_params(general_settings, user_api_key_dict)
@@ -439,9 +424,7 @@ async def test_add_litellm_data_to_request_strips_admin_injection_slots():
     populated = updated["metadata"]
     assert populated["user_api_key_metadata"] == real_admin_metadata
     assert populated["user_api_key_team_metadata"] == real_admin_metadata
-    assert "_pipeline_managed_guardrails" not in populated or populated[
-        "_pipeline_managed_guardrails"
-    ] != ["evaded"]
+    assert "_pipeline_managed_guardrails" not in populated or populated["_pipeline_managed_guardrails"] != ["evaded"]
 
     other = updated.get("litellm_metadata") or {}
     assert other.get("user_api_key_metadata") in (None, {}, real_admin_metadata)
@@ -695,9 +678,7 @@ async def test_add_litellm_data_to_request_proxy_server_request_body_is_post_str
     snapshot_body = updated["proxy_server_request"]["body"]
     assert snapshot_body is not None
     snapshot_metadata = snapshot_body.get("metadata") or {}
-    assert "user_api_key_user_id" not in snapshot_metadata or (
-        snapshot_metadata["user_api_key_user_id"] != "victim"
-    )
+    assert "user_api_key_user_id" not in snapshot_metadata or (snapshot_metadata["user_api_key_user_id"] != "victim")
 
 
 @pytest.mark.asyncio
@@ -752,9 +733,7 @@ async def test_add_litellm_data_to_request_body_snapshot_excludes_secret_fields(
     )
 
     # secret_fields must exist on the live data dict
-    assert (
-        "secret_fields" in updated
-    ), "secret_fields must still be present on the live data dict"
+    assert "secret_fields" in updated, "secret_fields must still be present on the live data dict"
     assert "raw_headers" in updated["secret_fields"]
 
     # But the body snapshot must NOT contain secret_fields
@@ -813,8 +792,7 @@ async def test_add_litellm_data_to_request_body_snapshot_excludes_proxy_server_r
 
     snapshot_body = updated["proxy_server_request"]["body"]
     assert "proxy_server_request" not in snapshot_body, (
-        "proxy_server_request must be excluded from its own body snapshot "
-        "to prevent the body from self-referencing"
+        "proxy_server_request must be excluded from its own body snapshot to prevent the body from self-referencing"
     )
 
 
@@ -1342,23 +1320,18 @@ async def test_add_litellm_data_to_request_strips_client_redaction_bypass_contro
     assert "turn_off_message_logging" not in (updated.get("litellm_params") or {}).get("metadata", {})
     assert "turn_off_message_logging" not in updated["metadata"]
     assert "turn_off_message_logging" not in (updated.get("litellm_metadata") or {})
+    assert "litellm-disable-message-redaction" not in {header.lower() for header in updated["metadata"]["headers"]}
     assert "litellm-disable-message-redaction" not in {
-        header.lower() for header in updated["metadata"]["headers"]
-    }
-    assert "litellm-disable-message-redaction" not in {
-        header.lower()
-        for header in updated["metadata"]["requester_metadata"].get("headers", {})
+        header.lower() for header in updated["metadata"]["requester_metadata"].get("headers", {})
     }
     assert "litellm-disable-message-redaction" not in {
         header.lower() for header in updated["proxy_server_request"]["headers"]
     }
     assert "litellm-disable-message-redaction" not in {
-        header.lower()
-        for header in updated["proxy_server_request"]["body"]["metadata"]["headers"]
+        header.lower() for header in updated["proxy_server_request"]["body"]["metadata"]["headers"]
     }
     assert "litellm-disable-message-redaction" not in {
-        header.lower()
-        for header in (updated.get("litellm_metadata") or {}).get("headers", {})
+        header.lower() for header in (updated.get("litellm_metadata") or {}).get("headers", {})
     }
 
 
@@ -1428,12 +1401,7 @@ async def test_add_litellm_data_to_request_admin_callback_vars_turn_off_message_
         dynamic_params = initialize_standard_callback_dynamic_params(updated)
         assert dynamic_params.get("turn_off_message_logging") == "False"
 
-        assert (
-            should_redact_message_logging(
-                {"standard_callback_dynamic_params": dynamic_params}
-            )
-            is False
-        )
+        assert should_redact_message_logging({"standard_callback_dynamic_params": dynamic_params}) is False
     finally:
         litellm.turn_off_message_logging = original_turn_off_message_logging
 
@@ -1504,12 +1472,7 @@ async def test_add_litellm_data_to_request_admin_callback_vars_turn_off_message_
         dynamic_params = initialize_standard_callback_dynamic_params(updated)
         assert dynamic_params.get("turn_off_message_logging") == "True"
 
-        assert (
-            should_redact_message_logging(
-                {"standard_callback_dynamic_params": dynamic_params}
-            )
-            is True
-        )
+        assert should_redact_message_logging({"standard_callback_dynamic_params": dynamic_params}) is True
     finally:
         litellm.turn_off_message_logging = original_turn_off_message_logging
 
@@ -1550,9 +1513,7 @@ async def test_add_litellm_data_to_request_allows_redaction_opt_out_with_admin_o
                     "headers": {"litellm-disable-message-redaction": "true"},
                     "turn_off_message_logging": False,
                 },
-                "litellm_metadata": json.dumps(
-                    {"headers": {"LiteLLM-Disable-Message-Redaction": "true"}}
-                ),
+                "litellm_metadata": json.dumps({"headers": {"LiteLLM-Disable-Message-Redaction": "true"}}),
             },
             request=request_mock,
             user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key", **auth_kwargs),
@@ -1565,19 +1526,15 @@ async def test_add_litellm_data_to_request_allows_redaction_opt_out_with_admin_o
 
     assert updated["turn_off_message_logging"] is False
     assert updated["metadata"]["turn_off_message_logging"] is False
+    assert "litellm-disable-message-redaction" in {header.lower() for header in updated["metadata"]["headers"]}
     assert "litellm-disable-message-redaction" in {
-        header.lower() for header in updated["metadata"]["headers"]
-    }
-    assert "litellm-disable-message-redaction" in {
-        header.lower()
-        for header in updated["metadata"]["requester_metadata"].get("headers", {})
+        header.lower() for header in updated["metadata"]["requester_metadata"].get("headers", {})
     }
     assert "litellm-disable-message-redaction" in {
         header.lower() for header in updated["proxy_server_request"]["headers"]
     }
     assert "litellm-disable-message-redaction" in {
-        header.lower()
-        for header in updated["proxy_server_request"]["body"]["metadata"]["headers"]
+        header.lower() for header in updated["proxy_server_request"]["body"]["metadata"]["headers"]
     }
     assert "litellm_metadata" not in updated
 
@@ -1868,9 +1825,7 @@ async def test_add_litellm_data_to_request_audio_transcription_multipart():
     request_mock.client.host = "127.0.0.1"
 
     # Simulate multipart data (metadata as string)
-    metadata_dict = {
-        "tags": ["jobID:214590dsff09fds", "taskName:run_page_classification"]
-    }
+    metadata_dict = {"tags": ["jobID:214590dsff09fds", "taskName:run_page_classification"]}
     stringified_metadata = json.dumps(metadata_dict)
 
     data = {
@@ -2198,23 +2153,15 @@ def test_key_dynamic_logging_settings():
     # Test with langfuse logging
     key_with_langfuse = UserAPIKeyAuth(
         api_key="test-key",
-        metadata={
-            "logging": [{"callback_name": "langfuse", "callback_type": "success"}]
-        },
+        metadata={"logging": [{"callback_name": "langfuse", "callback_type": "success"}]},
         team_metadata={},
     )
-    result = KeyAndTeamLoggingSettings.get_key_dynamic_logging_settings(
-        key_with_langfuse
-    )
+    result = KeyAndTeamLoggingSettings.get_key_dynamic_logging_settings(key_with_langfuse)
     assert result == [{"callback_name": "langfuse", "callback_type": "success"}]
 
     # Test with no logging metadata
-    key_without_logging = UserAPIKeyAuth(
-        api_key="test-key", metadata={}, team_metadata={}
-    )
-    result = KeyAndTeamLoggingSettings.get_key_dynamic_logging_settings(
-        key_without_logging
-    )
+    key_without_logging = UserAPIKeyAuth(api_key="test-key", metadata={}, team_metadata={})
+    result = KeyAndTeamLoggingSettings.get_key_dynamic_logging_settings(key_without_logging)
     assert result is None
 
 
@@ -2226,35 +2173,23 @@ def test_team_dynamic_logging_settings():
     key_with_team_arize = UserAPIKeyAuth(
         api_key="test-key",
         metadata={},
-        team_metadata={
-            "logging": [{"callback_name": "arize", "callback_type": "failure"}]
-        },
-    )
-    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(
-        key_with_team_arize
+        team_metadata={"logging": [{"callback_name": "arize", "callback_type": "failure"}]},
     )
+    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(key_with_team_arize)
     assert result == [{"callback_name": "arize", "callback_type": "failure"}]
 
     # Test with langfuse team logging
     key_with_team_langfuse = UserAPIKeyAuth(
         api_key="test-key",
         metadata={},
-        team_metadata={
-            "logging": [{"callback_name": "langfuse", "callback_type": "success"}]
-        },
-    )
-    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(
-        key_with_team_langfuse
+        team_metadata={"logging": [{"callback_name": "langfuse", "callback_type": "success"}]},
     )
+    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(key_with_team_langfuse)
     assert result == [{"callback_name": "langfuse", "callback_type": "success"}]
 
     # Test with no team logging metadata
-    key_without_team_logging = UserAPIKeyAuth(
-        api_key="test-key", metadata={}, team_metadata={}
-    )
-    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(
-        key_without_team_logging
-    )
+    key_without_team_logging = UserAPIKeyAuth(api_key="test-key", metadata={}, team_metadata={})
+    result = KeyAndTeamLoggingSettings.get_team_dynamic_logging_settings(key_without_team_logging)
     assert result is None
 
 
@@ -2335,9 +2270,7 @@ def test_get_dynamic_logging_metadata_with_arize_team_logging():
     mock_proxy_config = MagicMock()
 
     # Call the function
-    result = _get_dynamic_logging_metadata(
-        user_api_key_dict=user_api_key_dict, proxy_config=mock_proxy_config
-    )
+    result = _get_dynamic_logging_metadata(user_api_key_dict=user_api_key_dict, proxy_config=mock_proxy_config)
 
     # Verify the result
     assert result is not None
@@ -2353,9 +2286,7 @@ def test_add_team_callback_rejects_env_reference():
         AddTeamCallback(
             callback_name="langfuse",
             callback_type="success",
-            callback_vars={
-                "langfuse_secret_key": "os.environ/LANGFUSE_SECRET_KEY_TEMP"
-            },
+            callback_vars={"langfuse_secret_key": "os.environ/LANGFUSE_SECRET_KEY_TEMP"},
         )
 
     assert "os.environ/" in str(exc_info.value)
@@ -2386,9 +2317,7 @@ def test_get_dynamic_logging_metadata_ignores_env_reference_from_key_metadata(
         team_metadata={},
     )
 
-    result = _get_dynamic_logging_metadata(
-        user_api_key_dict=user_api_key_dict, proxy_config=MagicMock()
-    )
+    result = _get_dynamic_logging_metadata(user_api_key_dict=user_api_key_dict, proxy_config=MagicMock())
 
     assert result is None
 
@@ -2399,16 +2328,12 @@ def test_get_num_retries_from_request():
     """
     # Test case 1: Header is present with valid integer string
     headers_with_retries = {"x-litellm-num-retries": "3"}
-    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(
-        headers_with_retries
-    )
+    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_with_retries)
     assert result == 3
 
     # Test case 2: Header is not present
     headers_without_retries = {"Content-Type": "application/json"}
-    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(
-        headers_without_retries
-    )
+    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_without_retries)
     assert result is None
 
     # Test case 3: Empty headers dictionary
@@ -2423,9 +2348,7 @@ def test_get_num_retries_from_request():
 
     # Test case 5: Header present with large number
     headers_with_large_number = {"x-litellm-num-retries": "100"}
-    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(
-        headers_with_large_number
-    )
+    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_with_large_number)
     assert result == 100
 
     # Test case 6: Multiple headers with num retries header
@@ -2439,19 +2362,17 @@ def test_get_num_retries_from_request():
 
     # Test case 7: Header present with invalid value (should raise ValueError when int() is called)
     headers_with_invalid = {"x-litellm-num-retries": "invalid"}
-    with pytest.raises(ValueError, match='invalid literal for int\\(\\) with base'):
+    with pytest.raises(ValueError, match="invalid literal for int\\(\\) with base"):
         LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_with_invalid)
 
     # Test case 8: Header present with float string (should raise ValueError when int() is called)
     headers_with_float = {"x-litellm-num-retries": "3.5"}
-    with pytest.raises(ValueError, match='invalid literal for int\\(\\) with base'):
+    with pytest.raises(ValueError, match="invalid literal for int\\(\\) with base"):
         LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_with_float)
 
     # Test case 9: Header present with negative number
     headers_with_negative = {"x-litellm-num-retries": "-1"}
-    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(
-        headers_with_negative
-    )
+    result = LiteLLMProxyRequestSetup._get_num_retries_from_request(headers_with_negative)
     assert result == -1
 
 
@@ -2461,15 +2382,11 @@ def test_get_keepalive_seconds_from_request():
     """
     # Header present with valid float string
     headers_with_keepalive = {"x-litellm-keepalive-seconds": "15"}
-    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request(
-        headers_with_keepalive
-    )
+    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request(headers_with_keepalive)
     assert result == 15.0
 
     # Header not present
-    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request(
-        {"Content-Type": "application/json"}
-    )
+    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request({"Content-Type": "application/json"})
     assert result is None
 
     # Empty headers dictionary
@@ -2477,17 +2394,13 @@ def test_get_keepalive_seconds_from_request():
     assert result is None
 
     # Header present with a fractional value
-    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request(
-        {"x-litellm-keepalive-seconds": "1.5"}
-    )
+    result = LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request({"x-litellm-keepalive-seconds": "1.5"})
     assert result == 1.5
 
     # Header present with invalid value raises ValueError, matching the other
     # x-litellm-* numeric header helpers (_get_timeout_from_request, etc.)
     with pytest.raises(ValueError, match="could not convert string to float: 'not-a-number"):
-        LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request(
-            {"x-litellm-keepalive-seconds": "not-a-number"}
-        )
+        LiteLLMProxyRequestSetup._get_keepalive_seconds_from_request({"x-litellm-keepalive-seconds": "not-a-number"})
 
 
 def test_add_litellm_data_for_backend_llm_call_merges_keepalive_seconds_header():
@@ -2726,9 +2639,7 @@ def test_management_endpoint_metadata_drops_callback_credentials():
         ),
     ],
 )
-def test_add_headers_to_llm_call_by_model_group(
-    data, model_group_settings, expected_headers_added
-):
+def test_add_headers_to_llm_call_by_model_group(data, model_group_settings, expected_headers_added):
     """
     Test LiteLLMProxyRequestSetup.add_headers_to_llm_call_by_model_group method
 
@@ -2749,9 +2660,7 @@ def test_add_headers_to_llm_call_by_model_group(
         "X-Custom-Header": "custom-value",
     }
 
-    user_api_key_dict = UserAPIKeyAuth(
-        api_key="test-key", user_id="test-user", org_id="test-org"
-    )
+    user_api_key_dict = UserAPIKeyAuth(api_key="test-key", user_id="test-user", org_id="test-org")
 
     # Mock the model_group_settings
     original_model_group_settings = getattr(litellm, "model_group_settings", None)
@@ -2769,7 +2678,6 @@ def test_add_headers_to_llm_call_by_model_group(
             "add_headers_to_llm_call",
             return_value=expected_returned_headers if expected_headers_added else {},
         ) as mock_add_headers:
-
             # Make a copy of original data to verify it's not mutated unexpectedly
             original_data = copy.deepcopy(data)
 
@@ -2826,7 +2734,6 @@ def test_add_headers_to_llm_call_by_model_group_empty_headers_returned():
             "add_headers_to_llm_call",
             return_value={},  # Return empty dict
         ) as mock_add_headers:
-
             result = LiteLLMProxyRequestSetup.add_headers_to_llm_call_by_model_group(
                 data=data, headers=headers, user_api_key_dict=user_api_key_dict
             )
@@ -2874,7 +2781,6 @@ def test_add_headers_to_llm_call_by_model_group_existing_headers_in_data():
             "add_headers_to_llm_call",
             return_value=new_headers,
         ) as mock_add_headers:
-
             result = LiteLLMProxyRequestSetup.add_headers_to_llm_call_by_model_group(
                 data=data, headers=headers, user_api_key_dict=user_api_key_dict
             )
@@ -2988,13 +2894,9 @@ async def test_add_litellm_metadata_from_request_headers():
         general_settings = {}
 
         # Create mock select_data_generator with correct signature
-        def mock_select_data_generator(
-            response=None, user_api_key_dict=None, request_data=None
-        ):
+        def mock_select_data_generator(response=None, user_api_key_dict=None, request_data=None):
             async def mock_generator():
-                yield "data: " + json.dumps(
-                    {"choices": [{"delta": {"content": "Hello"}}]}
-                ) + "\n\n"
+                yield "data: " + json.dumps({"choices": [{"delta": {"content": "Hello"}}]}) + "\n\n"
                 yield "data: [DONE]\n\n"
 
             return mock_generator()
@@ -3021,21 +2923,19 @@ async def test_add_litellm_metadata_from_request_headers():
         await asyncio.sleep(3)
 
         # Check if standard_logging_object was set
-        assert (
-            test_logger.standard_logging_object is not None
-        ), "standard_logging_object should be populated after LLM request"
+        assert test_logger.standard_logging_object is not None, (
+            "standard_logging_object should be populated after LLM request"
+        )
 
         # Verify the logging object contains expected metadata
         standard_logging_obj = test_logger.standard_logging_object
 
-        print(
-            f"Standard logging object captured: {json.dumps(standard_logging_obj, indent=4, default=str)}"
-        )
+        print(f"Standard logging object captured: {json.dumps(standard_logging_obj, indent=4, default=str)}")
 
         SPEND_LOGS_METADATA = standard_logging_obj["metadata"]["spend_logs_metadata"]
-        assert SPEND_LOGS_METADATA == dict(
-            json.loads(headers["x-litellm-spend-logs-metadata"])
-        ), "spend_logs_metadata should be the same as the headers"
+        assert SPEND_LOGS_METADATA == dict(json.loads(headers["x-litellm-spend-logs-metadata"])), (
+            "spend_logs_metadata should be the same as the headers"
+        )
     finally:
         litellm.callbacks = original_callbacks
 
@@ -3186,11 +3086,7 @@ def test_add_litellm_metadata_from_request_headers_generic_session_id_header():
 
 
 def test_add_litellm_metadata_from_anthropic_user_id_sets_session_id():
-    data = {
-        "metadata": {
-            "user_id": "user_abc123_account__session_e96634a3-fa28-4083-b354-55542e2dca01"
-        }
-    }
+    data = {"metadata": {"user_id": "user_abc123_account__session_e96634a3-fa28-4083-b354-55542e2dca01"}}
     LiteLLMProxyRequestSetup.add_litellm_metadata_from_request_headers(
         headers={}, data=data, _metadata_variable_name="metadata"
     )
@@ -3306,9 +3202,7 @@ def test_get_chain_id_from_headers_generic_vendor_session_id():
     from litellm.proxy.litellm_pre_call_utils import get_chain_id_from_headers
 
     assert (
-        get_chain_id_from_headers(
-            {"x-claude-code-session-id": "e96634a3-fa28-4083-b354-55542e2dca01"}
-        )
+        get_chain_id_from_headers({"x-claude-code-session-id": "e96634a3-fa28-4083-b354-55542e2dca01"})
         == "e96634a3-fa28-4083-b354-55542e2dca01"
     )
     # Short / non-alphanumeric values should be ignored
@@ -3598,19 +3492,13 @@ def test_get_internal_user_header_from_mapping_returns_expected_header():
         {"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"},
     ]
 
-    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(
-        mappings
-    )
+    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(mappings)
     assert header_name == "X-OpenWebUI-User-Id"
 
 
 def test_get_internal_user_header_from_mapping_none_when_absent():
-    mappings = [
-        {"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"}
-    ]
-    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(
-        mappings
-    )
+    mappings = [{"header_name": "X-OpenWebUI-User-Email", "litellm_user_role": "customer"}]
+    header_name = LiteLLMProxyRequestSetup.get_internal_user_header_from_mapping(mappings)
     assert header_name is None
 
     single = {"header_name": "X-Only-Customer", "litellm_user_role": "customer"}
@@ -3631,9 +3519,7 @@ def test_add_internal_user_from_user_mapping_sets_user_id_when_header_present():
         ]
     }
 
-    result = LiteLLMProxyRequestSetup.add_internal_user_from_user_mapping(
-        general_settings, user_api_key_dict, headers
-    )
+    result = LiteLLMProxyRequestSetup.add_internal_user_from_user_mapping(general_settings, user_api_key_dict, headers)
 
     assert result is user_api_key_dict
     assert user_api_key_dict.user_id == "internal-user-123"
@@ -3649,9 +3535,7 @@ def test_add_internal_user_from_user_mapping_no_header_or_mapping_returns_unchan
     assert user_api_key_dict.user_id is None
 
     general_settings = {
-        "user_header_mappings": [
-            {"header_name": "X-OpenWebUI-User-Id", "litellm_user_role": "internal_user"}
-        ]
+        "user_header_mappings": [{"header_name": "X-OpenWebUI-User-Id", "litellm_user_role": "internal_user"}]
     }
     result = LiteLLMProxyRequestSetup.add_internal_user_from_user_mapping(
         general_settings, user_api_key_dict, {"Other": "value"}
@@ -3671,9 +3555,7 @@ def test_get_sanitized_user_information_from_key_includes_guardrails_metadata():
         metadata={"guardrails": ["presidio", "aporia"], "other_field": "value"},
     )
 
-    result = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(
-        user_api_key_dict=user_api_key_dict
-    )
+    result = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict=user_api_key_dict)
 
     assert result["user_api_key_auth_metadata"] is not None
     assert "guardrails" in result["user_api_key_auth_metadata"]
@@ -3702,9 +3584,7 @@ def test_user_and_team_spend_and_budget_flow_to_standard_logging_metadata():
         team_max_budget=1000.0,
     )
 
-    sanitized = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(
-        user_api_key_dict=user_api_key_dict
-    )
+    sanitized = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict=user_api_key_dict)
 
     assert sanitized["user_api_key_spend"] == 1.5
     assert sanitized["user_api_key_max_budget"] == 10.0
@@ -3713,9 +3593,7 @@ def test_user_and_team_spend_and_budget_flow_to_standard_logging_metadata():
     assert sanitized["user_api_key_team_spend"] == 250.75
     assert sanitized["user_api_key_team_max_budget"] == 1000.0
 
-    logging_metadata = StandardLoggingPayloadSetup.get_standard_logging_metadata(
-        dict(sanitized)
-    )
+    logging_metadata = StandardLoggingPayloadSetup.get_standard_logging_metadata(dict(sanitized))
 
     assert logging_metadata["user_api_key_user_spend"] == 25.5
     assert logging_metadata["user_api_key_user_max_budget"] == 100.0
@@ -3732,12 +3610,8 @@ def test_user_and_team_spend_and_budget_default_to_none_in_standard_logging_meta
 
     user_api_key_dict = UserAPIKeyAuth(api_key="test-key-hash")
 
-    sanitized = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(
-        user_api_key_dict=user_api_key_dict
-    )
-    logging_metadata = StandardLoggingPayloadSetup.get_standard_logging_metadata(
-        dict(sanitized)
-    )
+    sanitized = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict=user_api_key_dict)
+    logging_metadata = StandardLoggingPayloadSetup.get_standard_logging_metadata(dict(sanitized))
 
     assert logging_metadata["user_api_key_user_spend"] is None
     assert logging_metadata["user_api_key_user_max_budget"] is None
@@ -4069,22 +3943,16 @@ async def test_embedding_header_forwarding_with_model_group():
 
         # Verify that only x- prefixed headers (except x-stainless) were forwarded
         forwarded_headers = updated_data["headers"]
-        assert (
-            "X-Custom-Header" in forwarded_headers
-        ), "X-Custom-Header should be forwarded"
+        assert "X-Custom-Header" in forwarded_headers, "X-Custom-Header should be forwarded"
         assert forwarded_headers["X-Custom-Header"] == "custom-value"
         assert "X-Request-ID" in forwarded_headers, "X-Request-ID should be forwarded"
         assert forwarded_headers["X-Request-ID"] == "test-request-123"
 
         # Verify that authorization header was NOT forwarded (sensitive header)
-        assert (
-            "Authorization" not in forwarded_headers
-        ), "Authorization header should not be forwarded"
+        assert "Authorization" not in forwarded_headers, "Authorization header should not be forwarded"
 
         # Verify that Content-Type was NOT forwarded (doesn't start with x-)
-        assert (
-            "Content-Type" not in forwarded_headers
-        ), "Content-Type should not be forwarded"
+        assert "Content-Type" not in forwarded_headers, "Content-Type should not be forwarded"
 
         # Verify original data fields are preserved
         assert updated_data["model"] == "local-openai/text-embedding-3-small"
@@ -4140,9 +4008,9 @@ async def test_embedding_header_forwarding_without_model_group_config():
         )
 
         # Verify that headers were NOT added since model is not in forward list
-        assert (
-            "headers" not in updated_data or updated_data.get("headers") is None
-        ), "Headers should not be forwarded for models not in forward_client_headers_to_llm_api list"
+        assert "headers" not in updated_data or updated_data.get("headers") is None, (
+            "Headers should not be forwarded for models not in forward_client_headers_to_llm_api list"
+        )
 
         # Verify original data fields are preserved
         assert updated_data["model"] == "text-embedding-ada-002"
@@ -4196,9 +4064,7 @@ async def test_add_guardrails_from_policy_engine():
     attachment_registry = get_attachment_registry()
     attachment_registry._attachments = [
         PolicyAttachment(policy="global-baseline", scope="*"),  # applies to all
-        PolicyAttachment(
-            policy="healthcare", teams=["healthcare-team"]
-        ),  # applies to healthcare team
+        PolicyAttachment(policy="healthcare", teams=["healthcare-team"]),  # applies to healthcare team
     ]
     attachment_registry._initialized = True
 
@@ -4267,9 +4133,9 @@ async def test_add_guardrails_from_policy_engine_accepts_dynamic_policies_and_po
     )
 
     # Verify that 'policies' was removed from the request body
-    assert (
-        "policies" not in data
-    ), "'policies' should be removed from request body to prevent forwarding to LLM provider"
+    assert "policies" not in data, (
+        "'policies' should be removed from request body to prevent forwarding to LLM provider"
+    )
 
     # Verify that other fields are preserved
     assert "model" in data
@@ -4314,9 +4180,7 @@ async def test_api_created_global_policy_applies_to_new_key_without_restart():
             "runtime-global-policy",
             Policy(guardrails=PolicyGuardrails(add=["runtime-guardrail"])),
         )
-        attachment_registry.add_attachment(
-            PolicyAttachment(policy="runtime-global-policy", scope="*")
-        )
+        attachment_registry.add_attachment(PolicyAttachment(policy="runtime-global-policy", scope="*"))
 
         await add_guardrails_from_policy_engine(
             data=data,
@@ -4413,9 +4277,7 @@ async def test_bearer_token_not_in_debug_logs():
     from litellm.proxy.litellm_pre_call_utils import add_litellm_data_to_request
     from litellm.proxy.proxy_server import ProxyConfig
 
-    secret_token = (
-        "eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIn0.fakesignature"
-    )
+    secret_token = "eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIn0.fakesignature"
 
     mock_request = MagicMock(spec=Request)
     mock_request.headers = {
@@ -4461,8 +4323,7 @@ async def test_bearer_token_not_in_debug_logs():
 
     log_output = log_capture.getvalue()
     assert secret_token not in log_output, (
-        f"Bearer token leaked in debug logs. "
-        f"Found token in log output:\n{log_output[:500]}"
+        f"Bearer token leaked in debug logs. Found token in log output:\n{log_output[:500]}"
     )
 
 
@@ -4627,9 +4488,7 @@ def test_apply_overrides_project_model_specific(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}},
                 "gpt-4": {"azure": {"litellm_credentials": "hotel-azure-westus"}},
             }
         },
@@ -4640,9 +4499,7 @@ def test_apply_overrides_project_model_specific(setup_test_credentials):
             }
         },
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://hotel-rec-vision.openai.azure.com/"
     assert data["api_key"] == "key-hotel-rec-vision"
     assert data["api_version"] == "2024-06-01"
@@ -4655,9 +4512,7 @@ def test_apply_overrides_project_default(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}},
                 "gpt-4": {"azure": {"litellm_credentials": "hotel-azure-westus"}},
             }
         },
@@ -4668,9 +4523,7 @@ def test_apply_overrides_project_default(setup_test_credentials):
             }
         },
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://hotel-rec-app.openai.azure.com/"
     assert data["api_key"] == "key-hotel-rec"
 
@@ -4682,17 +4535,13 @@ def test_apply_overrides_team_model_specific(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}},
                 "gpt-4": {"azure": {"litellm_credentials": "hotel-azure-westus"}},
             }
         },
         project_metadata={},
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://hotel-westus.openai.azure.com/"
     assert data["api_key"] == "key-hotel-westus"
 
@@ -4704,17 +4553,13 @@ def test_apply_overrides_team_default(setup_test_credentials):
         api_key="test-key",
         team_metadata={
             "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                },
+                "defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}},
                 "gpt-4": {"azure": {"litellm_credentials": "hotel-azure-westus"}},
             }
         },
         project_metadata={},
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://hotel-eastus.openai.azure.com/"
     assert data["api_key"] == "key-hotel-eastus"
 
@@ -4727,9 +4572,7 @@ def test_apply_overrides_no_config(setup_test_credentials):
         team_metadata={},
         project_metadata={},
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert "api_base" not in data
     assert "api_key" not in data
 
@@ -4745,17 +4588,9 @@ def test_apply_overrides_clientside_credentials_take_precedence(
     }
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                }
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://my-custom-endpoint.openai.azure.com/"
     assert data["api_key"] == "my-custom-key"
 
@@ -4765,15 +4600,9 @@ def test_apply_overrides_missing_credential_name(setup_test_credentials):
     data = {"model": "gpt-4"}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "gpt-4": {"azure": {"litellm_credentials": "nonexistent-credential"}}
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"gpt-4": {"azure": {"litellm_credentials": "nonexistent-credential"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert "api_base" not in data
     assert "api_key" not in data
 
@@ -4783,17 +4612,9 @@ def test_apply_overrides_api_version_only_if_present(setup_test_credentials):
     data = {"model": "gpt-3.5"}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                }
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert data["api_base"] == "https://hotel-eastus.openai.azure.com/"
     assert data["api_key"] == "key-hotel-eastus"
     assert "api_version" not in data
@@ -4804,15 +4625,9 @@ def test_apply_overrides_no_model_in_data(setup_test_credentials):
     data = {"messages": [{"role": "user", "content": "hello"}]}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "defaultconfig": {"azure": {"litellm_credentials": "some-cred"}}
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"defaultconfig": {"azure": {"litellm_credentials": "some-cred"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert "api_base" not in data
 
 
@@ -4824,9 +4639,7 @@ def test_apply_overrides_none_metadata(setup_test_credentials):
         team_metadata=None,
         project_metadata=None,
     )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert "api_base" not in data
 
 
@@ -4835,15 +4648,9 @@ def test_apply_overrides_clientside_api_version_preserved(setup_test_credentials
     data = {"model": "gpt-4-vision", "api_version": "2025-01-01"}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "gpt-4-vision": {"azure": {"litellm_credentials": "hotel-rec-vision"}}
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"gpt-4-vision": {"azure": {"litellm_credentials": "hotel-rec-vision"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     # api_base and api_key should be set from credential
     assert data["api_base"] == "https://hotel-rec-vision.openai.azure.com/"
     assert data["api_key"] == "key-hotel-rec-vision"
@@ -4856,9 +4663,7 @@ def test_resolve_non_dict_model_config_ignored():
     result = _resolve_credential_from_model_config("gpt-4", "not-a-dict", None)
     assert result is None
 
-    result = _resolve_credential_from_model_config(
-        "gpt-4", None, ["also", "not", "a", "dict"]
-    )
+    result = _resolve_credential_from_model_config("gpt-4", None, ["also", "not", "a", "dict"])
     assert result is None
 
     # Valid config still works alongside invalid one
@@ -4876,9 +4681,7 @@ def test_resolve_pre_alias_model_name_fallback():
         "gpt-4": {"azure": {"litellm_credentials": "team-gpt4"}},
     }
     # Post-alias name doesn't match, but pre-alias does (team scope)
-    result = _resolve_credential_from_model_config(
-        "azure/gpt-4-0613", None, team_config, pre_alias_model_name="gpt-4"
-    )
+    result = _resolve_credential_from_model_config("azure/gpt-4-0613", None, team_config, pre_alias_model_name="gpt-4")
     assert result == "team-gpt4"
 
     # Same test for project scope
@@ -4898,15 +4701,11 @@ def test_resolve_post_alias_name_takes_priority():
         "gpt-4o-team-1": {"azure": {"litellm_credentials": "post-alias-cred"}},
     }
     # Team scope
-    result = _resolve_credential_from_model_config(
-        "gpt-4o-team-1", None, team_config, pre_alias_model_name="gpt-4"
-    )
+    result = _resolve_credential_from_model_config("gpt-4o-team-1", None, team_config, pre_alias_model_name="gpt-4")
     assert result == "post-alias-cred"
 
     # Project scope
-    result = _resolve_credential_from_model_config(
-        "gpt-4o-team-1", team_config, None, pre_alias_model_name="gpt-4"
-    )
+    result = _resolve_credential_from_model_config("gpt-4o-team-1", team_config, None, pre_alias_model_name="gpt-4")
     assert result == "post-alias-cred"
 
 
@@ -4938,15 +4737,9 @@ def test_apply_overrides_feature_flag_disabled_by_default():
     data = {"model": "gpt-4"}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "gpt-4": {"azure": {"litellm_credentials": "hotel-azure-eastus"}}
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict
+        team_metadata={"model_config": {"gpt-4": {"azure": {"litellm_credentials": "hotel-azure-eastus"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict)
     assert "api_base" not in data
     assert "api_key" not in data
 
@@ -5106,9 +4899,7 @@ async def test_team_guardrail_merges_with_global_policy():
     policy_registry = get_policy_registry()
     policy_registry._policies = {
         "global-policy": Policy(
-            guardrails=PolicyGuardrails(
-                add=["policy-guardrail-1", "policy-guardrail-2"]
-            ),
+            guardrails=PolicyGuardrails(add=["policy-guardrail-1", "policy-guardrail-2"]),
         ),
     }
     policy_registry._initialized = True
@@ -5129,18 +4920,10 @@ async def test_team_guardrail_merges_with_global_policy():
 
         guardrails = data["metadata"].get("guardrails", [])
 
-        assert (
-            "team-direct-guardrail" in guardrails
-        ), f"Team guardrail missing from merged list: {guardrails}"
-        assert (
-            "policy-guardrail-1" in guardrails
-        ), f"policy-guardrail-1 missing: {guardrails}"
-        assert (
-            "policy-guardrail-2" in guardrails
-        ), f"policy-guardrail-2 missing: {guardrails}"
-        assert len(guardrails) == len(
-            set(guardrails)
-        ), f"Duplicates in guardrails list: {guardrails}"
+        assert "team-direct-guardrail" in guardrails, f"Team guardrail missing from merged list: {guardrails}"
+        assert "policy-guardrail-1" in guardrails, f"policy-guardrail-1 missing: {guardrails}"
+        assert "policy-guardrail-2" in guardrails, f"policy-guardrail-2 missing: {guardrails}"
+        assert len(guardrails) == len(set(guardrails)), f"Duplicates in guardrails list: {guardrails}"
 
         # Verify get_guardrail_from_metadata returns the merged list even
         # when litellm_metadata is present (the bug: it returned [] before fix)
@@ -5151,9 +4934,9 @@ async def test_team_guardrail_merges_with_global_policy():
 
         dummy = _DummyGuardrail(guardrail_name="team-direct-guardrail")
         returned = dummy.get_guardrail_from_metadata(data)
-        assert (
-            "team-direct-guardrail" in returned
-        ), f"get_guardrail_from_metadata shadowed by litellm_metadata; got: {returned}"
+        assert "team-direct-guardrail" in returned, (
+            f"get_guardrail_from_metadata shadowed by litellm_metadata; got: {returned}"
+        )
 
     finally:
         policy_registry._policies = {}
@@ -5206,9 +4989,7 @@ def test_get_guardrail_from_metadata_reads_litellm_metadata_when_no_metadata():
     }
 
     result = dummy.get_guardrail_from_metadata(data)
-    assert result == [
-        "my-guardrail"
-    ], f"Expected guardrails from litellm_metadata fallback, got: {result}"
+    assert result == ["my-guardrail"], f"Expected guardrails from litellm_metadata fallback, got: {result}"
 
 
 def _build_request_mock_with_headers(headers: dict) -> Request:
@@ -5235,9 +5016,7 @@ class TestApplyClientTagPolicyPreAuth:
     """
 
     def test_merges_header_tags_into_metadata(self):
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme,env:prod"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme,env:prod"})
         data = {"model": "gpt-3.5-turbo"}
         user_api_key_dict = UserAPIKeyAuth(
             api_key="hashed-key",
@@ -5254,9 +5033,7 @@ class TestApplyClientTagPolicyPreAuth:
         assert data["metadata"]["tags"] == ["tenant:acme", "env:prod"]
 
     def test_unions_header_tags_with_existing_metadata_tags(self):
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme,env:prod"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme,env:prod"})
         data = {
             "model": "gpt-3.5-turbo",
             "metadata": {"tags": ["env:prod", "team:platform"]},
@@ -5281,9 +5058,7 @@ class TestApplyClientTagPolicyPreAuth:
         # (inside common_checks) enforces per-tag budgets on whatever tags
         # it sees in request_data, including body tags. The helper only
         # adds header tags to metadata.tags.
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme"})
         data = {
             "model": "gpt-3.5-turbo",
             "tags": ["root-tag"],
@@ -5310,9 +5085,7 @@ class TestApplyClientTagPolicyPreAuth:
         ]
 
     def test_uses_litellm_metadata_when_present(self):
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme"})
         data = {
             "model": "gpt-3.5-turbo",
             "litellm_metadata": {"foo": "bar"},
@@ -5407,9 +5180,7 @@ class TestApplyClientTagPolicyPreAuth:
             litellm_budget_table=LiteLLM_BudgetTable(max_budget=0.10),
         )
 
-        async def mock_get_current_spend(
-            counter_key, fallback_spend, max_budget=None, **kwargs
-        ):
+        async def mock_get_current_spend(counter_key, fallback_spend, max_budget=None, **kwargs):
             if counter_key == "spend:tag:paid":
                 return 0.50
             return fallback_spend
@@ -5444,9 +5215,7 @@ class TestApplyClientTagPolicyPreAuth:
         from litellm.proxy.auth.auth_checks import _tag_max_budget_check
         from litellm.proxy.utils import ProxyLogging
 
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme"})
         data = {"model": "gpt-3.5-turbo"}
         user_api_key_dict = UserAPIKeyAuth(
             api_key="hashed-key",
@@ -5466,9 +5235,7 @@ class TestApplyClientTagPolicyPreAuth:
             litellm_budget_table=LiteLLM_BudgetTable(max_budget=0.10),
         )
 
-        async def mock_get_current_spend(
-            counter_key, fallback_spend, max_budget=None, **kwargs
-        ):
+        async def mock_get_current_spend(counter_key, fallback_spend, max_budget=None, **kwargs):
             if counter_key == "spend:tag:tenant:acme":
                 return 0.50
             return fallback_spend
@@ -5503,9 +5270,7 @@ class TestApplyClientTagPolicyPreAuth:
             "/v1/messages",
         ],
     )
-    async def test_header_tags_visible_to_tag_max_budget_check_on_metadata_route(
-        self, route
-    ):
+    async def test_header_tags_visible_to_tag_max_budget_check_on_metadata_route(self, route):
         """Regression: on LITELLM_METADATA_ROUTES (bedrock, /v1/messages, ...),
         common_checks pre-seeds ``litellm_metadata`` and writes key tags there
         before ``_tag_max_budget_check`` reads from the same key. The auth wrapper
@@ -5519,9 +5284,7 @@ class TestApplyClientTagPolicyPreAuth:
         from litellm.proxy.auth.auth_checks import common_checks
         from litellm.proxy.utils import ProxyLogging
 
-        request_mock = _build_request_mock_with_headers(
-            {"x-litellm-tags": "tenant:acme"}
-        )
+        request_mock = _build_request_mock_with_headers({"x-litellm-tags": "tenant:acme"})
         data = {"model": "us.anthropic.claude-sonnet-4-6"}
         valid_token = UserAPIKeyAuth(
             token="test-token",
@@ -5546,9 +5309,7 @@ class TestApplyClientTagPolicyPreAuth:
             litellm_budget_table=LiteLLM_BudgetTable(max_budget=0.10),
         )
 
-        async def mock_get_current_spend(
-            counter_key, fallback_spend, max_budget=None, **kwargs
-        ):
+        async def mock_get_current_spend(counter_key, fallback_spend, max_budget=None, **kwargs):
             if counter_key == "spend:tag:tenant:acme":
                 return 0.50
             return fallback_spend
@@ -5716,9 +5477,7 @@ class TestApplyKeyTagsPreAuth:
             litellm_budget_table=LiteLLM_BudgetTable(max_budget=0.10),
         )
 
-        async def mock_get_current_spend(
-            counter_key, fallback_spend, max_budget=None, **kwargs
-        ):
+        async def mock_get_current_spend(counter_key, fallback_spend, max_budget=None, **kwargs):
             if counter_key == "spend:tag:engineering":
                 return 0.50
             return fallback_spend
@@ -5769,9 +5528,7 @@ class TestApplyKeyTagsPreAuth:
             litellm_budget_table=LiteLLM_BudgetTable(max_budget=0.10),
         )
 
-        async def mock_get_current_spend(
-            counter_key, fallback_spend, max_budget=None, **kwargs
-        ):
+        async def mock_get_current_spend(counter_key, fallback_spend, max_budget=None, **kwargs):
             if counter_key == "spend:tag:engineering":
                 return 0.05
             return fallback_spend
@@ -5852,9 +5609,7 @@ def test_resolve_provider_from_deployment_falls_back_to_pre_alias():
 
     router.get_deployment_by_model_group_name.side_effect = lookup
 
-    result = _resolve_provider_from_deployment(
-        router, "post-alias-name", pre_alias_model_name="pre-alias-name"
-    )
+    result = _resolve_provider_from_deployment(router, "post-alias-name", pre_alias_model_name="pre-alias-name")
     assert result == "bedrock"
 
 
@@ -5919,17 +5674,9 @@ def test_apply_overrides_no_router_keeps_legacy_behaviour(setup_test_credentials
     data = {"model": "gpt-4"}
     user_api_key_dict = UserAPIKeyAuth(
         api_key="test-key",
-        team_metadata={
-            "model_config": {
-                "defaultconfig": {
-                    "azure": {"litellm_credentials": "hotel-azure-eastus"}
-                }
-            }
-        },
-    )
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict, llm_router=None
+        team_metadata={"model_config": {"defaultconfig": {"azure": {"litellm_credentials": "hotel-azure-eastus"}}}},
     )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict, llm_router=None)
     assert data["api_base"] == "https://hotel-eastus.openai.azure.com/"
     assert data["api_key"] == "key-hotel-eastus"
 
@@ -5955,9 +5702,7 @@ def test_apply_overrides_provider_prefix_in_model_skips_router_lookup(
     )
 
     router = MagicMock()
-    _apply_credential_overrides_from_model_config(
-        data=data, user_api_key_dict=user_api_key_dict, llm_router=router
-    )
+    _apply_credential_overrides_from_model_config(data=data, user_api_key_dict=user_api_key_dict, llm_router=router)
     assert data["api_base"] == "https://hotel-eastus.openai.azure.com/"
     assert data["api_key"] == "key-hotel-eastus"
     router.get_deployment_by_model_group_name.assert_not_called()
@@ -6336,9 +6081,7 @@ def test_get_sanitized_user_information_from_key_drops_callback_config():
         },
     )
 
-    result = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(
-        user_api_key_dict=user_api_key_dict
-    )
+    result = LiteLLMProxyRequestSetup.get_sanitized_user_information_from_key(user_api_key_dict=user_api_key_dict)
 
     auth_metadata = result["user_api_key_auth_metadata"]
     assert "logging" not in auth_metadata
@@ -6378,9 +6121,7 @@ def test_team_alias_targeting_deleted_team_deployment_keeps_requested_model(monk
     )
 
     with patch("litellm.proxy.proxy_server.llm_router", _MockRouter()):
-        _update_model_if_team_alias_exists(
-            data=test_data, user_api_key_dict=user_api_key_dict
-        )
+        _update_model_if_team_alias_exists(data=test_data, user_api_key_dict=user_api_key_dict)
 
     assert test_data.get("model") == "gpt-4"
 
@@ -6404,9 +6145,7 @@ def test_team_alias_targeting_live_team_deployment_still_rewrites(monkeypatch):
     )
 
     with patch("litellm.proxy.proxy_server.llm_router", _MockRouter()):
-        _update_model_if_team_alias_exists(
-            data=test_data, user_api_key_dict=user_api_key_dict
-        )
+        _update_model_if_team_alias_exists(data=test_data, user_api_key_dict=user_api_key_dict)
 
     assert test_data.get("model") == "model_name_team-1_live-uuid"
 
@@ -6543,7 +6282,6 @@ async def test_add_litellm_data_to_request_keeps_every_forwarded_credential_out_
         assert value not in logged
 
 
-
 @pytest.mark.parametrize(
     "header, expected_redacted",
     [
@@ -6569,7 +6307,6 @@ def test_redact_credential_headers_classifies_each_header(header, expected_redac
     assert headers[header] == "secret-value"
 
 
-
 @pytest.mark.asyncio
 async def test_add_litellm_data_to_request_debug_log_does_not_print_credentials():
     """The request-header debug line carries values the stdout secret filter does not match."""
@@ -7189,8 +6926,7 @@ AUTHORIZATION_HEADER_CASINGS = ["authorization", "Authorization", "AUTHORIZATION
 LEAK_TARGET_PROVIDERS = ["bedrock", "bedrock_converse", "vertex_ai"]
 
 BEDROCK_ENDPOINT = (
-    "https://bedrock-runtime.us-west-2.amazonaws.com"
-    "/model/us.anthropic.claude-sonnet-4-5-20250929-v1:0/invoke"
+    "https://bedrock-runtime.us-west-2.amazonaws.com/model/us.anthropic.claude-sonnet-4-5-20250929-v1:0/invoke"
 )
 BEDROCK_REGION = "us-west-2"
 BEDROCK_REQUEST_DATA = {"messages": [{"role": "user", "content": "Say OK"}], "max_tokens": 32}
@@ -7248,9 +6984,7 @@ def _signed_headers_component(signature: str, component: str) -> str:
 
 @pytest.mark.parametrize("authorization_header_name", AUTHORIZATION_HEADER_CASINGS)
 @pytest.mark.parametrize("custom_llm_provider", LEAK_TARGET_PROVIDERS)
-def test_oauth_credential_is_never_forwarded_to_bedrock_or_vertex(
-    authorization_header_name, custom_llm_provider
-):
+def test_oauth_credential_is_never_forwarded_to_bedrock_or_vertex(authorization_header_name, custom_llm_provider):
     """
     A client's Anthropic OAuth credential is meaningless to AWS and Google, and sending it
     there both breaks the request and hands a third-party cloud a credential it should
@@ -7278,9 +7012,7 @@ def test_oauth_credential_entry_is_scoped_to_anthropic_alone():
     if not isinstance(scoped_headers, list):
         scoped_headers = [scoped_headers]
 
-    credential_entries = [
-        entry for entry in scoped_headers if OAUTH_TOKEN in entry["extra_headers"].values()
-    ]
+    credential_entries = [entry for entry in scoped_headers if OAUTH_TOKEN in entry["extra_headers"].values()]
     assert [entry["custom_llm_provider"] for entry in credential_entries] == ["anthropic"]
 
 
@@ -7342,9 +7074,7 @@ def test_bedrock_get_request_headers_keeps_the_sigv4_signature():
 def test_bedrock_api_key_deployment_keeps_its_own_bearer_token():
     forwarded = _headers_forwarded_to(_client_headers(), "bedrock")
 
-    signed = _signed_headers_for_bedrock(
-        {"Content-Type": "application/json", **forwarded}, api_key=BEDROCK_API_KEY
-    )
+    signed = _signed_headers_for_bedrock({"Content-Type": "application/json", **forwarded}, api_key=BEDROCK_API_KEY)
 
     assert _authorization_values(signed) == [f"Bearer {BEDROCK_API_KEY}"]
 
@@ -7367,6 +7097,8 @@ def test_vertex_sends_exactly_one_authorization_header():
     vertex_request_headers.update(forwarded)
 
     assert _authorization_values(vertex_request_headers) == [GOOGLE_ACCESS_TOKEN]
+
+
 @pytest.mark.asyncio
 async def test_newrelic_team_callback_vars_reach_trusted_field():
     """A key with a newrelic team callback stamps its vars into the proxy-owned
@@ -7719,3 +7451,256 @@ def test_stamped_model_access_groups_survive_the_litellm_metadata_merge():
     }
 
     assert get_litellm_metadata_from_kwargs(kwargs)[MODEL_ACCESS_GROUP_METADATA_KEY] == ["tier-a"]
+
+
+def _request_for(path: str) -> MagicMock:
+    request = MagicMock(spec=Request)
+    request.scope = {"path": path}
+    request.url = MagicMock()
+    request.url.path = path
+    request.url.__str__.return_value = f"http://localhost{path}"
+    request.method = "POST"
+    request.query_params = {}
+    request.headers = {"Content-Type": "application/json"}
+    request.client = MagicMock()
+    request.client.host = "127.0.0.1"
+    return request
+
+
+def _spend_log_session_id(data: dict[str, object], metadata_key: str = "metadata") -> str | None:
+    """Resolve session_id the way LiteLLM_SpendLogs does, reading the omit decision stamped on the request."""
+    from litellm.litellm_core_utils.get_litellm_params import get_litellm_params
+    from litellm.litellm_core_utils.litellm_logging import StandardLoggingPayloadSetup
+    from litellm.proxy.spend_tracking.spend_tracking_utils import _get_session_id_for_spend_log
+
+    metadata = data[metadata_key]
+    assert isinstance(metadata, dict)
+    litellm_params = get_litellm_params(
+        litellm_session_id=str(data["litellm_session_id"]) if "litellm_session_id" in data else None,
+        litellm_trace_id=str(data["litellm_trace_id"]) if "litellm_trace_id" in data else None,
+        metadata=metadata,
+    )
+    trace_id = StandardLoggingPayloadSetup.get_standard_logging_payload_trace_id(
+        logging_obj=SimpleNamespace(litellm_trace_id="per-call-random-trace-id"),
+        litellm_params=litellm_params,
+    )
+    return _get_session_id_for_spend_log(
+        kwargs={},
+        metadata=metadata,
+        standard_logging_payload={"trace_id": trace_id},
+        omit_when_missing=bool(metadata.get(SESSION_ID_OMITTED_METADATA_KEY)),
+    )
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("request_correlation_in_logs", [False, True])
+async def test_missing_session_id_generate_makes_spend_log_and_callback_session_ids_agree(
+    monkeypatch: pytest.MonkeyPatch, request_correlation_in_logs: bool
+):
+    """Without a session header, SpendLogs.session_id and the metadata.session_id that Langfuse logs
+    must be the same generated id, so cross-referencing the two by session_id works. The id is marked
+    as generated so affinity consumers (Fireworks x-session-affinity, router session pins) skip it."""
+    monkeypatch.setattr(litellm, "request_correlation_in_logs", request_correlation_in_logs)
+    data = {"model": "gpt-4o", "messages": [{"role": "user", "content": "hi"}]}
+
+    updated = await add_litellm_data_to_request(
+        data=data,
+        request=_request_for("/v1/chat/completions"),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "generate"},
+    )
+
+    callback_session_id = updated["metadata"]["session_id"]
+    assert isinstance(callback_session_id, str) and len(callback_session_id) == 36
+    assert _spend_log_session_id(updated) == callback_session_id
+    assert updated["metadata"][SESSION_ID_GENERATED_METADATA_KEY] is True
+    assert (
+        get_fireworks_session_id({"litellm_session_id": updated["litellm_session_id"], "metadata": updated["metadata"]})
+        is None
+    )
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_unset_keeps_legacy_divergence():
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=_request_for("/v1/chat/completions"),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={},
+    )
+
+    assert "session_id" not in updated["metadata"]
+    assert "litellm_session_id" not in updated
+    assert _spend_log_session_id(updated) == "per-call-random-trace-id"
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_omit_leaves_spend_log_session_id_null():
+    """Under `omit` a traceparent still becomes the trace id but never a session id, so SpendLogs and
+    Langfuse agree on having no session."""
+    request = _request_for("/v1/chat/completions")
+    request.headers = {"traceparent": "00-4bf92f3577b34da6a3ce929d0e0e4736-00f067aa0ba902b7-01"}
+
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=request,
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "omit"},
+    )
+
+    assert "session_id" not in updated["metadata"]
+    assert updated["litellm_trace_id"] == "4bf92f3577b34da6a3ce929d0e0e4736"
+    assert updated["metadata"][SESSION_ID_OMITTED_METADATA_KEY] is True
+    assert _spend_log_session_id(updated) is None
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_omit_keeps_client_supplied_session_id():
+    request = _request_for("/v1/chat/completions")
+    request.headers = {"x-litellm-session-id": "client-session-1"}
+
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=request,
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "omit"},
+    )
+
+    assert updated["metadata"]["session_id"] == "client-session-1"
+    assert _spend_log_session_id(updated) == "client-session-1"
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_generate_reuses_traceparent_trace_id():
+    """A W3C traceparent already decides SpendLogs.session_id, so the callback session id must reuse it."""
+    request = _request_for("/v1/chat/completions")
+    request.headers = {"traceparent": "00-4bf92f3577b34da6a3ce929d0e0e4736-00f067aa0ba902b7-01"}
+
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=request,
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "generate"},
+    )
+
+    assert updated["metadata"]["session_id"] == "4bf92f3577b34da6a3ce929d0e0e4736"
+    assert _spend_log_session_id(updated) == "4bf92f3577b34da6a3ce929d0e0e4736"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("policy", ["generate", "reject"])
+async def test_missing_session_id_policy_keeps_client_supplied_session_id(policy: str):
+    request = _request_for("/v1/chat/completions")
+    request.headers = {"x-litellm-session-id": "client-session-1"}
+
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=request,
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": policy},
+    )
+
+    assert updated["litellm_session_id"] == "client-session-1"
+    assert updated["metadata"]["session_id"] == "client-session-1"
+    assert _spend_log_session_id(updated) == "client-session-1"
+    assert SESSION_ID_GENERATED_METADATA_KEY not in updated["metadata"]
+    assert (
+        get_fireworks_session_id({"litellm_session_id": "client-session-1", "metadata": updated["metadata"]})
+        == "client-session-1"
+    )
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_reject_accepts_body_metadata_session_id():
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": [], "metadata": {"session_id": "body-session-1"}},
+        request=_request_for("/v1/chat/completions"),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "reject"},
+    )
+
+    assert updated["metadata"]["session_id"] == "body-session-1"
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_reject_returns_400_without_session_id():
+    with pytest.raises(ProxyException) as exc_info:
+        await add_litellm_data_to_request(
+            data={"model": "gpt-4o", "messages": []},
+            request=_request_for("/v1/chat/completions"),
+            user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+            proxy_config=MagicMock(),
+            general_settings={"missing_session_id": "reject"},
+        )
+
+    assert exc_info.value.code == "400"
+    assert exc_info.value.param == "session_id"
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize("path", ["/mcp/", "/mcp/tools", "/key/health"])
+async def test_missing_session_id_policy_skips_non_inference_routes(path: str):
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o"},
+        request=_request_for(path),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "reject"},
+    )
+
+    assert "session_id" not in updated["metadata"]
+
+
+@pytest.mark.asyncio
+async def test_missing_session_id_unknown_value_is_ignored():
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": []},
+        request=_request_for("/v1/chat/completions"),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings={"missing_session_id": "typo"},
+    )
+
+    assert "session_id" not in updated["metadata"]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    "path, sent_in, metadata_key, general_settings",
+    [
+        ("/v1/chat/completions", "metadata", "metadata", {}),
+        ("/v1/chat/completions", "litellm_metadata", "metadata", {}),
+        ("/v1/chat/completions", "litellm_metadata", "metadata", {"missing_session_id": "generate"}),
+        ("/v1/messages", "litellm_metadata", "litellm_metadata", {}),
+        ("/v1/messages", "metadata", "litellm_metadata", {}),
+        ("/mcp/tools", "metadata", "metadata", {"missing_session_id": "omit"}),
+        ("/mcp/tools", "litellm_metadata", "metadata", {"missing_session_id": "omit"}),
+    ],
+)
+async def test_client_supplied_omit_marker_never_reaches_the_spend_log(
+    path: str, sent_in: str, metadata_key: str, general_settings: dict[str, str]
+):
+    """The omit marker is proxy-owned: only the pre-call policy may set it. A caller that sends it in either
+    metadata bucket, including the one later merged into the route's bucket, must not be able to null out
+    SpendLogs.session_id on a request the proxy did not omit."""
+    updated = await add_litellm_data_to_request(
+        data={"model": "gpt-4o", "messages": [], sent_in: {SESSION_ID_OMITTED_METADATA_KEY: True}},
+        request=_request_for(path),
+        user_api_key_dict=UserAPIKeyAuth(api_key="hashed-key"),
+        proxy_config=MagicMock(),
+        general_settings=general_settings,
+    )
+
+    assert SESSION_ID_OMITTED_METADATA_KEY not in updated[metadata_key]
+    assert _spend_log_session_id(updated, metadata_key) == (
+        updated[metadata_key]["session_id"]
+        if general_settings.get("missing_session_id") == "generate"
+        else "per-call-random-trace-id"
+    )
diff --git a/tests/test_litellm/proxy/test_proxy_cli.py b/tests/test_litellm/proxy/test_proxy_cli.py
index 6ea6f208bb5..9256706d340 100644
--- a/tests/test_litellm/proxy/test_proxy_cli.py
+++ b/tests/test_litellm/proxy/test_proxy_cli.py
@@ -15,6 +15,8 @@ import urllib.parse as urlparse
 
 import uvicorn
 import yaml
+from uvicorn.config import LOOP_FACTORIES
+from uvicorn.importer import import_from_string
 
 from litellm.proxy.proxy_cli import ProxyInitializationHelpers, run_server
 
@@ -95,6 +97,7 @@ class TestProxyInitializationHelpers:
         assert args["app"] == "litellm.proxy.proxy_server:app"
         assert args["host"] == "localhost"
         assert args["port"] == 8000
+        assert args["server_header"] is False
 
         # Test with log_config
         args = ProxyInitializationHelpers._get_default_unvicorn_init_args(
@@ -461,6 +464,12 @@ class TestProxyInitializationHelpers:
         with patch("sys.platform", "linux"):
             assert ProxyInitializationHelpers._get_loop_type() == "uvloop"
 
+    def test_selected_loop_factory_imports_on_this_interpreter(self):
+        loop_type = ProxyInitializationHelpers._get_loop_type()
+        if loop_type is None:
+            pytest.skip("uvicorn picks the loop itself on this platform")
+        assert callable(import_from_string(LOOP_FACTORIES[loop_type]))
+
     @patch.dict(os.environ, {}, clear=True)
     def test_database_url_construction_with_special_characters(self):
         # Setup environment variables with special characters that need escaping
@@ -2452,6 +2461,96 @@ class TestReadReplicaConnectionParams:
         assert "DATABASE_URL_READ_REPLICA" not in captured
 
 
+class TestMaxIdleConnectionLifetimeDefault:
+    """The proxy defaults `max_idle_connection_lifetime` below common infra idle
+    timeouts so stale pooled connections are recycled instead of failing requests."""
+
+    def _config(self, tmp_path, general_settings):
+        config_path = tmp_path / "config.yaml"
+        config_path.write_text(yaml.dump({"model_list": [], "general_settings": general_settings}))
+        return str(config_path)
+
+    def test_default_applied_to_database_and_direct_url(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {}),
+            direct_url="postgresql://t:t@localhost:5432/t",
+        )
+
+        for env_var in ("DATABASE_URL", "DIRECT_URL"):
+            query = urlparse.parse_qs(urlparse.urlparse(captured[env_var]).query)
+            assert query["max_idle_connection_lifetime"] == ["60"], env_var
+
+    def test_url_pinned_value_wins_over_default(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {}),
+            database_url="postgresql://t:t@localhost:5432/t?max_idle_connection_lifetime=300",
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL"]).query)
+        assert query["max_idle_connection_lifetime"] == ["300"]
+
+    def test_url_pinned_value_wins_over_config_key(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {"database_max_idle_connection_lifetime": 45}),
+            database_url="postgresql://t:t@localhost:5432/t?max_idle_connection_lifetime=300",
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL"]).query)
+        assert query["max_idle_connection_lifetime"] == ["300"]
+
+    def test_config_key_overrides_default(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {"database_max_idle_connection_lifetime": 45}),
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL"]).query)
+        assert query["max_idle_connection_lifetime"] == ["45"]
+
+    def test_extra_connection_params_override_default(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(
+                tmp_path,
+                {"database_extra_connection_params": {"max_idle_connection_lifetime": 120}},
+            ),
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL"]).query)
+        assert query["max_idle_connection_lifetime"] == ["120"]
+
+    def test_read_replica_gets_the_default(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {}),
+            read_replica_url="postgresql://t:t@reader:5432/t",
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL_READ_REPLICA"]).query)
+        assert query["max_idle_connection_lifetime"] == ["60"]
+
+    def test_replica_pinned_value_wins(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {"database_max_idle_connection_lifetime": 45}),
+            read_replica_url="postgresql://t:t@reader:5432/t?max_idle_connection_lifetime=200",
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL_READ_REPLICA"]).query)
+        assert query["max_idle_connection_lifetime"] == ["200"]
+
+    def test_config_key_reaches_the_read_replica(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {"database_max_idle_connection_lifetime": 45}),
+            read_replica_url="postgresql://t:t@reader:5432/t",
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL_READ_REPLICA"]).query)
+        assert query["max_idle_connection_lifetime"] == ["45"]
+
+    def test_idle_lifetime_params_prefers_configured_value(self):
+        from litellm.proxy.db.db_url_settings import idle_lifetime_params
+
+        assert dict(idle_lifetime_params(45)) == {"max_idle_connection_lifetime": 45}
+        assert dict(idle_lifetime_params(None)) == {"max_idle_connection_lifetime": 60}
+
+
 class TestTokenAuthCliFlags:
     """`--azure_postgresql_auth` has to reach the URL assembly the same way the env var does."""
 
@@ -2532,3 +2631,49 @@ class TestTokenAuthCliFlags:
         assert result.exit_code == 0, f"exit_code={result.exit_code}, output={result.output}"
         assert "ENTRA_TOKEN" not in (database_url or "")
         assert toggle is None
+
+
+class TestLibpqSslParamTranslation:
+    """Prisma ignores ``sslrootcert`` and treats ``sslmode=verify-full`` as
+    ``prefer``, so the URL handed to it must carry Prisma's own strict dialect."""
+
+    @staticmethod
+    def _config(tmp_path, general_settings):
+        config_path = tmp_path / "config.yaml"
+        config_path.write_text(yaml.dump({"model_list": [], "general_settings": general_settings}))
+        return str(config_path)
+
+    def test_libpq_url_is_translated_on_every_prisma_url(self, tmp_path):
+        libpq = "?sslmode=verify-full&sslrootcert=/certs/rds-bundle.pem"
+        captured = _run_server_and_capture_urls(
+            self._config(tmp_path, {}),
+            database_url=f"postgresql://t:t@localhost:5432/t{libpq}",
+            direct_url=f"postgresql://t:t@direct:5432/t{libpq}",
+            read_replica_url=f"postgresql://t:t@reader:5432/t{libpq}",
+        )
+
+        for env_var in ("DATABASE_URL", "DIRECT_URL", "DATABASE_URL_READ_REPLICA"):
+            query = urlparse.parse_qs(urlparse.urlparse(captured[env_var]).query)
+            assert "sslrootcert" not in query, env_var
+            assert query["sslmode"] == ["require"], env_var
+            assert query["sslcert"] == ["/certs/rds-bundle.pem"], env_var
+            assert query["sslaccept"] == ["strict"], env_var
+
+    def test_libpq_params_from_extra_connection_params_are_translated(self, tmp_path):
+        captured = _run_server_and_capture_urls(
+            self._config(
+                tmp_path,
+                {
+                    "database_extra_connection_params": {
+                        "sslmode": "verify-full",
+                        "sslrootcert": "/certs/rds-bundle.pem",
+                    }
+                },
+            ),
+        )
+
+        query = urlparse.parse_qs(urlparse.urlparse(captured["DATABASE_URL"]).query)
+        assert "sslrootcert" not in query
+        assert query["sslmode"] == ["require"]
+        assert query["sslcert"] == ["/certs/rds-bundle.pem"]
+        assert query["sslaccept"] == ["strict"]
diff --git a/tests/test_litellm/proxy/test_proxy_server.py b/tests/test_litellm/proxy/test_proxy_server.py
index 43280258153..d91928a203e 100644
--- a/tests/test_litellm/proxy/test_proxy_server.py
+++ b/tests/test_litellm/proxy/test_proxy_server.py
@@ -9,8 +9,9 @@ import subprocess
 import types
 from datetime import datetime, timedelta, timezone
 from pathlib import Path
+from typing import Final
 from unittest import mock
-from unittest.mock import AsyncMock, MagicMock, mock_open, patch
+from unittest.mock import AsyncMock, MagicMock, create_autospec, mock_open, patch
 
 import click
 import httpx
@@ -130,6 +131,7 @@ def test_login_v2_returns_redirect_url_and_sets_cookie(monkeypatch):
         password="secret",
         master_key="test-master-key",
         prisma_client=mock_prisma_client,
+        general_settings={},
     )
     mock_create_ui_token_object.assert_called_once_with(
         login_result=mock_login_result,
@@ -147,6 +149,72 @@ def test_login_v2_returns_redirect_url_and_sets_cookie(monkeypatch):
     assert mock_jwt_encode.call_args.kwargs == {"algorithm": "HS256"}
 
 
+def _mock_login_v2_deps(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setattr(
+        "litellm.proxy.auth.login_utils.authenticate_user",
+        AsyncMock(return_value={"user_id": "test-user"}),
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.auth.login_utils.create_ui_token_object",
+        MagicMock(return_value={"user_id": "test-user"}),
+    )
+    monkeypatch.setattr("jwt.encode", MagicMock(return_value="signed-token"))
+    monkeypatch.setattr("litellm.proxy.proxy_server.master_key", "test-master-key")
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", False)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", MagicMock())
+    monkeypatch.setattr("litellm.proxy.utils.get_server_root_path", lambda: "")
+    monkeypatch.setattr("litellm.proxy.utils.get_proxy_base_url", lambda: None)
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+
+
+def test_login_v2_sets_secure_cookie_over_direct_https(monkeypatch):
+    """Regression: the token cookie previously carried no Secure/HttpOnly/SameSite
+    attributes at all, so it was always sent over plain HTTP."""
+    _mock_login_v2_deps(monkeypatch)
+    monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+
+    client = TestClient(app, base_url="https://testserver")
+    response = client.post("/v2/login", json={"username": "alice", "password": "secret"})
+
+    assert response.status_code == 200
+    cookie = response.headers.get("set-cookie")
+    assert "Secure" in cookie
+    assert "HttpOnly" not in cookie  # deliberate: the dashboard reads this cookie via JS
+    assert "samesite=lax" in cookie.lower()
+
+
+def test_login_v2_does_not_set_secure_cookie_over_direct_http(monkeypatch):
+    _mock_login_v2_deps(monkeypatch)
+    monkeypatch.setattr("litellm.proxy.proxy_server.general_settings", {})
+
+    client = TestClient(app, base_url="http://testserver")
+    response = client.post("/v2/login", json={"username": "alice", "password": "secret"})
+
+    assert response.status_code == 200
+    assert "Secure" not in response.headers.get("set-cookie")
+
+
+def test_login_v2_sets_secure_cookie_behind_trusted_tls_terminating_proxy(monkeypatch):
+    """THE regression: litellm only sees a plain-HTTP hop when TLS terminates at a
+    reverse proxy, but the token cookie must still be Secure when the direct peer is
+    a configured trusted proxy reporting X-Forwarded-Proto: https."""
+    _mock_login_v2_deps(monkeypatch)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.general_settings",
+        {"use_x_forwarded_for": True, "mcp_trusted_proxy_ranges": ["10.0.0.0/8"]},
+    )
+
+    client = TestClient(app, base_url="http://testserver", client=("10.0.0.5", 50000))
+    response = client.post(
+        "/v2/login",
+        json={"username": "alice", "password": "secret"},
+        headers={"X-Forwarded-Proto": "https"},
+    )
+
+    assert response.status_code == 200
+    assert "Secure" in response.headers.get("set-cookie")
+
+
 def test_login_v2_returns_json_on_proxy_exception(monkeypatch):
     """Test that /v2/login returns JSON error when ProxyException is raised"""
     from litellm.proxy._types import ProxyErrorTypes, ProxyException
@@ -355,6 +423,51 @@ def test_login_v3_exchange_happy_path(monkeypatch):
     assert exchange_response.cookies.get("token") == "signed-token"
 
 
+def test_login_v3_exchange_sets_secure_cookie_behind_trusted_tls_terminating_proxy(monkeypatch):
+    """Regression: /v3/login/exchange's token cookie must be Secure behind a trusted
+    TLS-terminating reverse proxy even though litellm only sees a plain-HTTP hop."""
+    mock_prisma_client = MagicMock()
+    monkeypatch.setattr(
+        "litellm.proxy.auth.login_utils.authenticate_user",
+        AsyncMock(return_value={"user_id": "test-user"}),
+    )
+    monkeypatch.setattr(
+        "litellm.proxy.auth.login_utils.create_ui_token_object",
+        MagicMock(return_value={"user_id": "test-user"}),
+    )
+    monkeypatch.setattr("jwt.encode", MagicMock(return_value="signed-token"))
+    monkeypatch.setattr("litellm.proxy.proxy_server.master_key", "test-master-key")
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.general_settings",
+        {
+            "control_plane_url": "https://cp.example.com",
+            "use_x_forwarded_for": True,
+            "mcp_trusted_proxy_ranges": ["10.0.0.0/8"],
+        },
+    )
+    monkeypatch.setattr("litellm.proxy.proxy_server.premium_user", False)
+    monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", mock_prisma_client)
+    mock_config = MagicMock()
+    mock_config.worker_registry = []
+    monkeypatch.setattr("litellm.proxy.proxy_server.proxy_config", mock_config)
+    monkeypatch.setattr("litellm.proxy.utils.get_server_root_path", lambda: "")
+    monkeypatch.setattr("litellm.proxy.utils.get_proxy_base_url", lambda: None)
+    monkeypatch.delenv("PROXY_BASE_URL", raising=False)
+
+    client = TestClient(app, base_url="http://testserver", client=("10.0.0.5", 50000))
+
+    login_response = client.post("/v3/login", json={"username": "alice", "password": "secret"})
+    code = login_response.json()["code"]
+
+    exchange_response = client.post(
+        "/v3/login/exchange",
+        json={"code": code},
+        headers={"X-Forwarded-Proto": "https"},
+    )
+    assert exchange_response.status_code == 200
+    assert "Secure" in exchange_response.headers.get("set-cookie")
+
+
 def test_login_v3_exchange_single_use(monkeypatch):
     """Code can only be redeemed once."""
     mock_prisma_client = MagicMock()
@@ -696,6 +809,18 @@ def test_restructure_always_happens(monkeypatch):
     assert ui_path == packaged_ui_path
 
 
+def _mock_scheduled_proxy_config() -> MagicMock:
+    config: Final = proxy_server_module.ProxyConfig()
+    return MagicMock(
+        spec=proxy_server_module.ProxyConfig,
+        check_periodic_reloads=create_autospec(config.check_periodic_reloads),
+        get_credentials=create_autospec(config.get_credentials),
+        add_deployment=create_autospec(config.add_deployment),
+        reload_search_tools_from_db=create_autospec(config.reload_search_tools_from_db),
+        reload_mcp_servers_from_db=create_autospec(config.reload_mcp_servers_from_db),
+    )
+
+
 @pytest.mark.asyncio
 async def test_initialize_scheduled_jobs_credentials(monkeypatch):
     """
@@ -711,7 +836,7 @@ async def test_initialize_scheduled_jobs_credentials(monkeypatch):
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -771,7 +896,7 @@ async def test_periodic_reload_job_scheduled_without_store_model_in_db(monkeypat
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
     scheduler = AsyncIOScheduler()
 
     try:
@@ -812,7 +937,7 @@ async def test_initialize_scheduled_jobs_uses_configured_config_reload_interval(
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
     mock_scheduler = MagicMock()
 
     configured_interval = 47
@@ -861,7 +986,7 @@ async def test_initialize_scheduled_jobs_rejects_non_positive_config_reload_inte
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
     mock_scheduler = MagicMock()
 
     with (
@@ -908,7 +1033,7 @@ async def test_initialize_scheduled_jobs_hydrates_mcp_when_store_model_in_db_fal
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -7258,7 +7383,7 @@ async def test_batch_cost_poller_is_confirmed_before_serving(monkeypatch):
     mock_proxy_logging.db_spend_update_writer = MagicMock()
 
     with (
-        patch("litellm.proxy.proxy_server.proxy_config", AsyncMock()),
+        patch("litellm.proxy.proxy_server.proxy_config", _mock_scheduled_proxy_config()),
         patch("litellm.proxy.proxy_server.store_model_in_db", False),
         patch("litellm.proxy.proxy_server.llm_router", MagicMock()),
         patch("litellm.proxy.proxy_server.PROXY_BATCH_POLLING_ENABLED", True),
@@ -7300,7 +7425,7 @@ async def test_store_model_in_db_db_override_when_config_false():
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -7343,7 +7468,7 @@ async def test_store_model_in_db_db_check_skipped_when_already_true(monkeypatch)
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -7386,7 +7511,7 @@ async def test_store_model_in_db_db_failure_graceful(monkeypatch):
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -10445,6 +10570,75 @@ async def test_update_config_general_settings_emits_audit_log(monkeypatch):
     assert before["some_api_key"] != "sk-stored-secret"
 
 
+@pytest.mark.asyncio
+async def test_update_config_field_rejects_out_of_range_alerting_args(monkeypatch):
+    """Out-of-range alerting_args must be rejected at save time. If they land in the
+    DB, SlackAlertingArgs raises during the config reload and alerting breaks."""
+    from unittest.mock import MagicMock
+
+    from fastapi import HTTPException
+
+    import litellm.proxy.proxy_server as proxy_server_module
+    from litellm.proxy._types import ConfigFieldUpdate
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    monkeypatch.setattr(proxy_server_module, "prisma_client", MagicMock())
+
+    admin = UserAPIKeyAuth(
+        api_key="hashed-admin",
+        user_id="admin-1",
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+    )
+    with pytest.raises(HTTPException) as exc_info:
+        await update_config_general_settings(
+            data=ConfigFieldUpdate(
+                field_name="alerting_args",
+                field_value={
+                    "daily_spend_per_user_threshold": -5.0,
+                    "user_spend_check_interval": 20,
+                },
+                config_type="general_settings",
+            ),
+            user_api_key_dict=admin,
+        )
+
+    assert exc_info.value.status_code == 400
+    error_msg = exc_info.value.detail["error"]
+    assert "daily_spend_per_user_threshold" in error_msg
+    assert "user_spend_check_interval" in error_msg
+
+
+@pytest.mark.asyncio
+async def test_update_config_field_accepts_valid_alerting_args(monkeypatch):
+    import litellm.proxy.proxy_server as proxy_server_module
+    from litellm.proxy._types import ConfigFieldUpdate
+    from litellm.proxy.proxy_server import update_config_general_settings
+
+    fake = _fake_prisma_with_config({})
+    monkeypatch.setattr(proxy_server_module, "prisma_client", fake)
+    monkeypatch.setattr(litellm, "store_audit_logs", False)
+
+    admin = UserAPIKeyAuth(
+        api_key="hashed-admin",
+        user_id="admin-1",
+        user_role=LitellmUserRoles.PROXY_ADMIN,
+    )
+    await update_config_general_settings(
+        data=ConfigFieldUpdate(
+            field_name="alerting_args",
+            field_value={
+                "daily_spend_per_user_threshold": 5.0,
+                "user_spend_check_interval": 60,
+            },
+            config_type="general_settings",
+        ),
+        user_api_key_dict=admin,
+    )
+
+    written = json.loads(fake.db.litellm_config.upsert.call_args.kwargs["data"]["update"]["param_value"])
+    assert written["alerting_args"]["daily_spend_per_user_threshold"] == 5.0
+
+
 @pytest.mark.asyncio
 async def test_update_config_general_settings_applies_ssrf_globals(monkeypatch):
     import litellm.proxy.proxy_server as proxy_server_module
@@ -10713,11 +10907,54 @@ def test_update_config_redacts_all_environment_variable_values(_update_config_se
 class _EnvBuiltRedisCache(RedisCache):
     """RedisCache stand-in that records its constructor kwargs and never
     opens a network connection, so tests can assert which connection params
-    the proxy used to build its coordination Redis."""
+    the proxy used to build its coordination Redis. `ping()` reports reachable
+    by default, matching a real Redis the env fallback should adopt."""
 
     def __init__(self, **kwargs):
         self.init_kwargs = kwargs
 
+    async def ping(self) -> bool:
+        return True
+
+
+class _UnreachableRedisCache(_EnvBuiltRedisCache):
+    """Same stand-in, but `ping()` fails like a REDIS_* env var naming a Redis
+    that is not actually reachable (wrong host, no service running, ...)."""
+
+    async def ping(self) -> bool:
+        raise ConnectionError("connection refused")
+
+
+@contextlib.contextmanager
+def _patched_coordination_redis_module_state(
+    *,
+    spend_cache: DualCache,
+    config_cache: types.SimpleNamespace,
+    redis_cache_class: type = _EnvBuiltRedisCache,
+):
+    """Stub every `litellm.proxy.proxy_server` global that
+    `_attach_redis_usage_cache` (and its callers) can write to, shared by the
+    whole coordination-Redis test family below.
+
+    Centralizing this is not just DRY: `_attach_redis_usage_cache` always sets
+    `cli_sso_session_cache.redis_cache` unconditionally, and a call site that
+    forgets to patch that one real (persistent) global leaks a throwaway
+    Redis stand-in into it for the rest of the pytest session, breaking
+    unrelated tests that run later. One patched-state helper means a new call
+    site cannot forget a global this family already knows to isolate.
+    """
+    with (
+        patch.object(proxy_server_module, "redis_usage_cache", None),
+        patch.object(proxy_server_module, "spend_counter_cache", spend_cache),
+        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
+        patch.object(proxy_server_module, "cli_sso_session_cache", DualCache()),
+        patch.object(proxy_server_module, "llm_router", None),
+        patch.object(proxy_server_module, "litellm_config_cache", config_cache),
+        patch.object(proxy_server_module, "RedisCache", redis_cache_class),
+        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+    ):
+        yield
+
 
 def _run_init_cache_with_backend(cache_backend, redis_env_kwargs):
     """Run ProxyConfig._init_cache with a stubbed response-cache backend and a
@@ -10729,12 +10966,7 @@ def _run_init_cache_with_backend(cache_backend, redis_env_kwargs):
     fresh_config_cache = types.SimpleNamespace(redis_cache=None)
 
     with (
-        patch.object(proxy_server_module, "redis_usage_cache", None),
-        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
-        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
-        patch.object(proxy_server_module, "llm_router", None),
-        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
-        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
+        _patched_coordination_redis_module_state(spend_cache=fresh_spend_cache, config_cache=fresh_config_cache),
         patch(
             "litellm._redis._redis_kwargs_from_environment",
             return_value=redis_env_kwargs,
@@ -10809,12 +11041,7 @@ def _run_init_coordination_redis(config, env=None):
     fresh_config_cache = types.SimpleNamespace(redis_cache=None)
 
     with (
-        patch.object(proxy_server_module, "redis_usage_cache", None),
-        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
-        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
-        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
-        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
-        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        _patched_coordination_redis_module_state(spend_cache=fresh_spend_cache, config_cache=fresh_config_cache),
         mock.patch.dict(os.environ, env or {}, clear=False),
     ):
         built = proxy_server_module.ProxyConfig()._init_coordination_redis(config=config)
@@ -10902,13 +11129,7 @@ def test_explicit_coordination_redis_takes_precedence_over_cache_backend():
     mock_litellm_cache.cache = cache_backend
 
     with (
-        patch.object(proxy_server_module, "redis_usage_cache", None),
-        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
-        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
-        patch.object(proxy_server_module, "llm_router", None),
-        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
-        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
-        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        _patched_coordination_redis_module_state(spend_cache=fresh_spend_cache, config_cache=fresh_config_cache),
         patch("litellm.Cache", return_value=mock_litellm_cache),
     ):
         litellm.cache = None
@@ -10926,6 +11147,95 @@ def test_explicit_coordination_redis_takes_precedence_over_cache_backend():
         assert fresh_spend_cache.redis_cache is usage_cache
 
 
+async def _run_init_coordination_redis_env_fallback(
+    litellm_settings, redis_env_kwargs, redis_cache_class=_EnvBuiltRedisCache
+):
+    """Run ProxyConfig._init_coordination_redis_env_fallback against a
+    stubbed module state and a controlled REDIS_* environment, returning
+    (built, spend_counter redis)."""
+    fresh_spend_cache = DualCache()
+    fresh_config_cache = types.SimpleNamespace(redis_cache=None)
+
+    with (
+        _patched_coordination_redis_module_state(
+            spend_cache=fresh_spend_cache, config_cache=fresh_config_cache, redis_cache_class=redis_cache_class
+        ),
+        patch(
+            "litellm._redis._redis_kwargs_from_environment",
+            return_value=redis_env_kwargs,
+        ),
+    ):
+        built = await proxy_server_module.ProxyConfig._init_coordination_redis_env_fallback(
+            litellm_settings=litellm_settings
+        )
+        return built, fresh_spend_cache.redis_cache
+
+
+@pytest.mark.asyncio
+async def test_init_coordination_redis_env_fallback_builds_from_environment():
+    """A deployment with no coordination_redis block and no litellm_settings.cache
+    but with bare REDIS_HOST/REDIS_PORT env vars must still get a coordination
+    Redis: otherwise spend counters, budget-window enforcement, and the
+    reset_spend cache-eviction broadcast stay per-pod local and a reset issued
+    on one pod never clears another pod's stale enforcement."""
+    built, spend_redis = await _run_init_coordination_redis_env_fallback(
+        litellm_settings={},
+        redis_env_kwargs={"host": "env-fallback-host", "port": "6390"},
+    )
+
+    assert isinstance(built, _EnvBuiltRedisCache)
+    assert built.init_kwargs["host"] == "env-fallback-host"
+    assert spend_redis is built
+
+
+@pytest.mark.asyncio
+async def test_init_coordination_redis_env_fallback_without_redis_env_returns_none():
+    """With no REDIS_* connection info at all, the fallback must leave the
+    coordination Redis unset rather than building a broken client."""
+    built, spend_redis = await _run_init_coordination_redis_env_fallback(
+        litellm_settings={},
+        redis_env_kwargs={},
+    )
+
+    assert built is None
+    assert spend_redis is None
+
+
+@pytest.mark.asyncio
+async def test_init_coordination_redis_env_fallback_unreachable_stays_in_memory():
+    """REDIS_* env vars can name a Redis that is not actually reachable (wrong
+    host, leftover from an unrelated job/service). Guessing "coordination
+    available" from bare env vars must not turn a previously harmless
+    in-memory-only proxy into one that raises on its next cache write, so an
+    unreachable ping must leave everything exactly as if no REDIS_* vars were
+    set at all."""
+    built, spend_redis = await _run_init_coordination_redis_env_fallback(
+        litellm_settings={},
+        redis_env_kwargs={"host": "unreachable-host", "port": "6390"},
+        redis_cache_class=_UnreachableRedisCache,
+    )
+
+    assert built is None
+    assert spend_redis is None
+
+
+@pytest.mark.asyncio
+async def test_init_coordination_redis_env_fallback_malformed_cluster_nodes_stays_in_memory():
+    """REDIS_CLUSTER_NODES can be set to a malformed value nothing here ever
+    asked to be parsed. Unlike the explicit coordination_redis block (a
+    deliberate opt-in, so a bad value there should fail loudly), this
+    inferred fallback must not abort proxy startup over it -- it has to
+    decline the same way it does for an absent or unreachable Redis."""
+    with mock.patch.dict(os.environ, {"REDIS_CLUSTER_NODES": "not-valid-json"}, clear=False):
+        built, spend_redis = await _run_init_coordination_redis_env_fallback(
+            litellm_settings={},
+            redis_env_kwargs={},
+        )
+
+    assert built is None
+    assert spend_redis is None
+
+
 def test_env_fallback_builds_cluster_client_from_cluster_nodes_env():
     """A deployment whose only Redis env is REDIS_CLUSTER_NODES must still get
     a coordination Redis from the env fallback, and it must be a cluster
@@ -10967,11 +11277,7 @@ async def test_startup_applies_coordination_redis_saved_in_database():
     fresh_config_cache = types.SimpleNamespace(redis_cache=None)
 
     with (
-        patch.object(proxy_server_module, "spend_counter_cache", fresh_spend_cache),
-        patch.object(proxy_server_module, "user_api_key_cache", DualCache()),
-        patch.object(proxy_server_module, "litellm_config_cache", fresh_config_cache),
-        patch.object(proxy_server_module, "RedisCache", _EnvBuiltRedisCache),
-        patch.object(proxy_server_module, "RedisClusterCache", _EnvBuiltClusterCache),
+        _patched_coordination_redis_module_state(spend_cache=fresh_spend_cache, config_cache=fresh_config_cache),
         patch.object(
             proxy_server_module,
             "get_persisted_coordination_redis_settings",
@@ -11571,7 +11877,7 @@ async def _run_scheduled_background_jobs():
     mock_proxy_logging = MagicMock(spec=ProxyLogging)
     mock_proxy_logging.slack_alerting_instance = MagicMock()
     mock_proxy_logging.db_spend_update_writer = MagicMock()
-    mock_proxy_config = AsyncMock()
+    mock_proxy_config = _mock_scheduled_proxy_config()
 
     with (
         patch("litellm.proxy.proxy_server.proxy_config", mock_proxy_config),
@@ -11772,10 +12078,15 @@ async def test_init_prompts_in_db_reloads_rows_patched_on_another_worker(monkeyp
         }
         return row
 
-    def served_content() -> str:
-        callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_sync.v1")
+    def served_callback():
+        spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_sync")
+        assert spec is not None
+        callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=spec)
         assert callback is not None
-        return callback.prompt_manager.get_prompt("greeting_sync").content
+        return callback
+
+    def served_content() -> str:
+        return served_callback().prompt_manager.get_prompt("greeting_sync").content
 
     prisma_client = MagicMock()
     try:
@@ -11787,7 +12098,7 @@ async def test_init_prompts_in_db_reloads_rows_patched_on_another_worker(monkeyp
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
         assert served_content() == "Begin every reply with HOWDY"
-        assert litellm.callbacks == [IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_sync.v1")]
+        assert litellm.callbacks == [served_callback()]
     finally:
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_sync")
 
@@ -11826,22 +12137,25 @@ async def test_init_prompts_in_db_syncs_remaining_rows_when_one_row_fails(monkey
         )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id("broken_sync.v1") is None
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("healthy_sync.v1") is not None
-        assert litellm.callbacks == [IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("healthy_sync.v1")]
+        assert IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("broken_sync") is None
+        healthy_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("healthy_sync")
+        assert healthy_spec is not None
+        healthy_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=healthy_spec)
+        assert healthy_callback is not None
+        assert litellm.callbacks == [healthy_callback]
     finally:
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("healthy_sync")
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("broken_sync")
 
 
 @pytest.mark.asyncio
-async def test_init_prompts_in_db_serves_the_newest_row_when_environments_collide_on_a_versioned_id(monkeypatch):
+async def test_init_prompts_in_db_syncs_every_environment_sharing_a_versioned_id(monkeypatch):
     from litellm.proxy.prompts.prompt_registry import IN_MEMORY_PROMPT_REGISTRY
     from litellm.proxy.proxy_server import ProxyConfig
 
     monkeypatch.setattr(litellm, "callbacks", [])
 
-    def db_row(environment: str, content: str, updated_at: datetime) -> MagicMock:
+    def db_row(environment: str, content: str) -> MagicMock:
         row = MagicMock()
         row.model_dump.return_value = {
             "prompt_id": "greeting_env",
@@ -11857,30 +12171,41 @@ async def test_init_prompts_in_db_serves_the_newest_row_when_environments_collid
             ),
             "prompt_info": json.dumps({"prompt_type": "db"}),
             "created_at": None,
-            "updated_at": updated_at,
+            "updated_at": None,
         }
         return row
 
-    freshly_patched = db_row(
-        "production", "Begin every reply with HOWDY", datetime(2026, 8, 26, 12, 0, tzinfo=timezone.utc)
-    )
-    stale_sibling = db_row(
-        "development", "Begin every reply with AHOY", datetime(2026, 8, 26, 11, 0, tzinfo=timezone.utc)
-    )
+    def served_content(environment: str | None) -> str:
+        spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_env", environment=environment)
+        assert spec is not None
+        callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=spec)
+        assert callback is not None
+        return callback.prompt_manager.get_prompt("greeting_env").content
 
     prisma_client = MagicMock()
     try:
-        prisma_client.db.litellm_prompttable.find_many = AsyncMock(return_value=[freshly_patched, stale_sibling])
+        prisma_client.db.litellm_prompttable.find_many = AsyncMock(
+            return_value=[
+                db_row("development", "Begin every reply with AHOY"),
+                db_row("production", "Begin every reply with HOWDY"),
+            ]
+        )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        first_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_env.v1")
-        assert first_callback is not None
-        assert first_callback.prompt_manager.get_prompt("greeting_env").content == "Begin every reply with HOWDY"
+        assert served_content("development") == "Begin every reply with AHOY"
+        assert served_content("production") == "Begin every reply with HOWDY"
+        assert served_content(None) == "Begin every reply with HOWDY"
 
+        prisma_client.db.litellm_prompttable.find_many = AsyncMock(
+            return_value=[
+                db_row("development", "Begin every reply with YO"),
+                db_row("production", "Begin every reply with HOWDY"),
+            ]
+        )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_env.v1") is first_callback
-        assert litellm.callbacks == [first_callback]
+        assert served_content("development") == "Begin every reply with YO"
+        assert served_content("production") == "Begin every reply with HOWDY"
     finally:
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_env")
 
@@ -11923,13 +12248,14 @@ async def test_init_prompts_in_db_unloads_rows_deleted_on_another_worker(monkeyp
             return_value=[_prompt_db_row("greeting_del", _dotprompt_params("greeting_del"))]
         )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_del.v1") is not None
+        loaded_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_del")
+        assert loaded_spec is not None
+        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=loaded_spec) is not None
 
         prisma_client.db.litellm_prompttable.find_many = AsyncMock(return_value=[])
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id("greeting_del.v1") is None
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_del.v1") is None
+        assert IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_del") is None
         assert litellm.callbacks == []
     finally:
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_del")
@@ -11960,10 +12286,12 @@ async def test_init_prompts_in_db_keeps_config_prompts_when_their_id_has_no_db_r
 
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_cfg") is not None
+        surviving_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_cfg")
+        assert surviving_spec is not None
+        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=surviving_spec) is not None
         assert len(litellm.callbacks) == 1
     finally:
-        IN_MEMORY_PROMPT_REGISTRY.remove_prompt(prompt_id="greeting_cfg")
+        IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_cfg")
 
 
 @pytest.mark.asyncio
@@ -11979,7 +12307,9 @@ async def test_init_prompts_in_db_keeps_the_in_memory_copy_when_a_row_fails_to_p
             return_value=[_prompt_db_row("greeting_broken", _dotprompt_params("greeting_broken"))]
         )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
-        loaded_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_broken.v1")
+        loaded_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_broken")
+        assert loaded_spec is not None
+        loaded_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=loaded_spec)
         assert loaded_callback is not None
 
         prisma_client.db.litellm_prompttable.find_many = AsyncMock(
@@ -11987,7 +12317,9 @@ async def test_init_prompts_in_db_keeps_the_in_memory_copy_when_a_row_fails_to_p
         )
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_broken.v1") is loaded_callback
+        kept_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_broken")
+        assert kept_spec is not None
+        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=kept_spec) is loaded_callback
         assert litellm.callbacks == [loaded_callback]
     finally:
         IN_MEMORY_PROMPT_REGISTRY.delete_prompts_by_base_id("greeting_broken")
@@ -12021,8 +12353,9 @@ async def test_init_prompts_in_db_keeps_a_prompt_created_while_the_sync_was_read
         prisma_client.db.litellm_prompttable.find_many = AsyncMock(side_effect=create_prompt_behind_the_select)
         await ProxyConfig()._init_prompts_in_db(prisma_client=prisma_client)
 
-        surviving_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_by_id("greeting_race.v1")
-        assert IN_MEMORY_PROMPT_REGISTRY.get_prompt_by_id("greeting_race.v1") is not None
+        surviving_spec = IN_MEMORY_PROMPT_REGISTRY.resolve_prompt_spec("greeting_race")
+        assert surviving_spec is not None
+        surviving_callback = IN_MEMORY_PROMPT_REGISTRY.get_prompt_callback_for_prompt(prompt=surviving_spec)
         assert surviving_callback is not None
         assert litellm.callbacks == [surviving_callback]
     finally:
@@ -12120,3 +12453,97 @@ async def test_load_config_router_authorizes_fallback_targets_against_the_callin
     router, _, _ = await ProxyConfig().load_config(router=None, config_file_path=str(config_file))
 
     assert router.fallback_access_check is router_fallback_access_check
+
+
+def test_docs_redoc_openapi_are_reachable_by_default():
+    """
+    LIT-6745: the interactive/machine-readable docs surfaces are on by
+    default (the customer-facing production toggle is opt-in, not opt-out).
+    """
+    client = TestClient(app)
+
+    assert client.get("/redoc").status_code == 200
+    openapi_response = client.get("/openapi.json")
+    assert openapi_response.status_code == 200
+    assert "paths" in openapi_response.json()
+
+
+def test_production_app_docs_urls_are_wired_to_the_real_env_helpers():
+    """
+    LIT-6745: pins the actual `FastAPI(docs_url=..., redoc_url=..., openapi_url=...)`
+    construction in proxy_server.py to _get_docs_url/_get_redoc_url/_get_openapi_url,
+    so a hardcoded or drifted value at that call site fails this test even though
+    the helpers themselves are covered separately.
+    """
+    from litellm.proxy import utils as proxy_utils
+
+    assert app.docs_url == proxy_utils._get_docs_url()
+    assert app.redoc_url == proxy_utils._get_redoc_url()
+    assert app.openapi_url == proxy_utils._get_openapi_url()
+
+
+def _build_app_with_docs_env(monkeypatch, *, disabled: bool) -> FastAPI:
+    from litellm.proxy import utils as proxy_utils
+    from litellm.proxy.health_endpoints._health_endpoints import router as health_router
+
+    for flag in ("DOCS_URL", "REDOC_URL", "OPENAPI_URL"):
+        monkeypatch.delenv(flag, raising=False)
+    for flag in ("NO_DOCS", "NO_REDOC", "NO_OPENAPI"):
+        if disabled:
+            monkeypatch.setenv(flag, "True")
+        else:
+            monkeypatch.delenv(flag, raising=False)
+
+    # Mirrors the exact FastAPI() construction in proxy_server.py, so this
+    # exercises the real gating mechanism rather than a reimplementation of it.
+    app_under_test = FastAPI(
+        docs_url=proxy_utils._get_docs_url(),
+        redoc_url=proxy_utils._get_redoc_url(),
+        openapi_url=proxy_utils._get_openapi_url(),
+    )
+    app_under_test.include_router(health_router)
+    return app_under_test
+
+
+def test_docs_endpoints_enabled_when_env_unset(monkeypatch):
+    app_under_test = _build_app_with_docs_env(monkeypatch, disabled=False)
+    assert app_under_test.docs_url == "/"
+    assert app_under_test.redoc_url == "/redoc"
+    assert app_under_test.openapi_url == "/openapi.json"
+
+    client = TestClient(app_under_test)
+    assert client.get(app_under_test.docs_url).status_code == 200
+    assert client.get(app_under_test.redoc_url).status_code == 200
+    assert client.get(app_under_test.openapi_url).status_code == 200
+
+
+def test_no_docs_no_redoc_no_openapi_disable_every_documentation_surface(monkeypatch):
+    """
+    LIT-6745: NO_DOCS, NO_REDOC and NO_OPENAPI must each 404 their surface
+    with no schema in the body, so a production/air-gapped deployment can
+    restrict every doc route consistently.
+    """
+    app_under_test = _build_app_with_docs_env(monkeypatch, disabled=True)
+    assert app_under_test.docs_url is None
+    assert app_under_test.redoc_url is None
+    assert app_under_test.openapi_url is None
+
+    client = TestClient(app_under_test)
+    for route in ("/", "/redoc", "/openapi.json"):
+        response = client.get(route)
+        assert response.status_code == 404
+        assert "openapi" not in response.text.lower()
+        assert "paths" not in response.text.lower()
+
+
+def test_disabling_docs_does_not_disable_other_routes(monkeypatch):
+    """
+    LIT-6745: disabling the doc surfaces must not affect inference/management
+    routes, since NO_DOCS/NO_REDOC/NO_OPENAPI only remove the routes FastAPI
+    itself auto-registers for docs_url/redoc_url/openapi_url.
+    """
+    app_under_test = _build_app_with_docs_env(monkeypatch, disabled=True)
+    client = TestClient(app_under_test)
+
+    assert client.get("/redoc").status_code == 404
+    assert client.get("/health/liveliness").status_code == 200
diff --git a/tests/test_litellm/proxy/test_proxy_utils.py b/tests/test_litellm/proxy/test_proxy_utils.py
index dcaad968663..f16c6c937d0 100644
--- a/tests/test_litellm/proxy/test_proxy_utils.py
+++ b/tests/test_litellm/proxy/test_proxy_utils.py
@@ -942,6 +942,47 @@ def test_create_model_info_response_uses_deployment_limits_when_not_in_cost_map(
     assert response["max_output_tokens"] == 8000
 
 
+def test_create_model_info_response_uses_deployment_mode_for_auto_router():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "claude-sonnet",
+                "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "test-key"},
+            },
+            {
+                "model_name": "claude-auto",
+                "litellm_params": {
+                    "model": "auto_router/complexity_router",
+                    "complexity_router_config": {
+                        "tiers": {
+                            "SIMPLE": "claude-sonnet",
+                            "MEDIUM": "claude-sonnet",
+                            "COMPLEX": "claude-sonnet",
+                        }
+                    },
+                    "complexity_router_default_model": "claude-sonnet",
+                },
+                "model_info": {
+                    "mode": "chat",
+                    "max_input_tokens": 1_000_000,
+                    "max_output_tokens": 128_000,
+                },
+            },
+        ]
+    )
+
+    response = create_model_info_response(
+        model_id="claude-auto",
+        provider="openai",
+        llm_router=router,
+        get_model_info=_raise_unmapped,
+    )
+
+    assert response["mode"] == "chat"
+    assert response["max_input_tokens"] == 1_000_000
+    assert response["max_output_tokens"] == 128_000
+
+
 def test_create_model_info_response_deployment_limits_override_cost_map():
     router = MagicMock()
     router.get_configured_token_limits.return_value = (200000, None)
diff --git a/tests/test_litellm/proxy/test_redis_auth_cache_flag.py b/tests/test_litellm/proxy/test_redis_auth_cache_flag.py
index 772b08bc9d0..573bfc40c96 100644
--- a/tests/test_litellm/proxy/test_redis_auth_cache_flag.py
+++ b/tests/test_litellm/proxy/test_redis_auth_cache_flag.py
@@ -5,7 +5,7 @@ Verifies that _init_cache attaches Redis to user_api_key_cache only when
 the flag is explicitly set to True, and leaves it in-memory-only otherwise.
 """
 
-from contextlib import contextmanager
+from contextlib import ExitStack, contextmanager
 import json
 from unittest.mock import MagicMock, patch
 
@@ -167,3 +167,25 @@ class TestRedisAuthCacheFlag:
                     f"cli_sso_session_cache must always get Redis "
                     f"(enable_redis_auth_cache={flag_value!r})"
                 )
+
+    def test_flag_absent_still_shares_the_model_budget_counters_over_redis(self):
+        """
+        Per-model budget counters are spend counters: the limiter must be able to
+        push and read them through Redis without the auth-cache opt-in, or every
+        worker enforces and reports its own share of a key's spend
+        """
+        fake_redis = _FakeRedisCache()
+        limiter_cache = ps.model_max_budget_limiter.dual_cache
+        touched_caches = (
+            limiter_cache,
+            ps.spend_counter_cache,
+            ps.cli_sso_session_cache,
+            ps.user_api_key_cache,
+            ps.litellm_config_cache,
+        )
+        with ExitStack() as detached:
+            for cache in touched_caches:
+                detached.enter_context(patch.object(cache, "redis_cache", None))
+            ps._attach_redis_usage_cache(fake_redis, enable_redis_auth_cache=False)
+            assert limiter_cache.redis_cache is fake_redis
+            assert ps.user_api_key_cache.redis_cache is None
diff --git a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
index dc256ccf718..709447d23c0 100644
--- a/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
+++ b/tests/test_litellm/proxy/ui_crud_endpoints/test_proxy_setting_endpoints.py
@@ -3006,6 +3006,128 @@ def test_update_mcp_semantic_filter_settings_requires_proxy_admin(monkeypatch):
         app.dependency_overrides.pop(user_api_key_auth, None)
 
 
+class TestMcpToolSearchSettingsEndpoints:
+    """`litellm_settings.mcp_tool_search` drives the native `mcp_tool_search` virtual tool, so the UI must round-trip it."""
+
+    @staticmethod
+    def _override_auth(role: LitellmUserRoles):
+        from litellm.proxy._types import UserAPIKeyAuth
+        from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+        app.dependency_overrides[user_api_key_auth] = lambda: UserAPIKeyAuth(
+            user_id="u", api_key="hashed", user_role=role
+        )
+
+    def test_get_returns_stored_values_and_field_schema(self, mock_proxy_config, mock_auth, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.prisma_client", object())
+        mock_proxy_config["config"]["litellm_settings"]["mcp_tool_search"] = {
+            "embedding_model": "text-embedding-3-small",
+            "core_tools": ["treasury-get_rates"],
+        }
+
+        resp = client.get("/get/mcp_tool_search_settings")
+
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["values"] == {
+            "embedding_model": "text-embedding-3-small",
+            "top_k": 5,
+            "similarity_threshold": 0.0,
+            "core_tools": ["treasury-get_rates"],
+        }
+        assert resp.json()["field_schema"]["properties"]["core_tools"]["type"] == "array"
+
+    def test_update_requires_proxy_admin(self, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        self._override_auth(LitellmUserRoles.INTERNAL_USER)
+        try:
+            resp = client.patch("/update/mcp_tool_search_settings", json={"top_k": 3})
+        finally:
+            app.dependency_overrides.clear()
+        assert resp.status_code == 403
+
+    def test_update_persists_and_applies_in_memory(self, mock_proxy_config, monkeypatch):
+        import litellm
+
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        monkeypatch.setattr(litellm, "mcp_tool_search", None)
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        payload = {
+            "embedding_model": "text-embedding-3-small",
+            "top_k": 3,
+            "similarity_threshold": 0.25,
+            "core_tools": ["treasury-get_rates"],
+        }
+        try:
+            resp = client.patch("/update/mcp_tool_search_settings", json=payload)
+        finally:
+            app.dependency_overrides.clear()
+
+        assert resp.status_code == 200, resp.text
+        assert mock_proxy_config["save_call_count"]() == 1
+        assert litellm.mcp_tool_search == payload
+        assert mock_proxy_config["config"]["litellm_settings"]["mcp_tool_search"] == payload
+
+    def test_update_rejects_out_of_range_top_k(self, mock_proxy_config, monkeypatch):
+        monkeypatch.setattr("litellm.proxy.proxy_server.store_model_in_db", True)
+        self._override_auth(LitellmUserRoles.PROXY_ADMIN)
+        try:
+            resp = client.patch("/update/mcp_tool_search_settings", json={"top_k": 0})
+        finally:
+            app.dependency_overrides.clear()
+        assert resp.status_code == 422
+        assert mock_proxy_config["save_call_count"]() == 0
+
+
+def test_upload_logo_requires_proxy_admin(monkeypatch):
+    """Any authenticated key could previously write a file to the server's disk here."""
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+    async def _internal_user_auth():
+        return UserAPIKeyAuth(
+            user_id="internal-user-1",
+            api_key="hashed-internal-key",
+            user_role=LitellmUserRoles.INTERNAL_USER,
+        )
+
+    app.dependency_overrides[user_api_key_auth] = _internal_user_auth
+    try:
+        resp = client.post(
+            "/upload/logo",
+            files={"file": ("logo.png", b"\x89PNG\r\n\x1a\n" + b"x" * 32, "image/png")},
+        )
+        assert resp.status_code == 403
+        assert "proxy admin" in resp.json()["detail"].lower()
+    finally:
+        app.dependency_overrides.pop(user_api_key_auth, None)
+
+
+def test_upload_logo_allows_proxy_admin(monkeypatch, tmp_path):
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+
+    async def _admin_auth():
+        return UserAPIKeyAuth(
+            user_id="admin-1",
+            api_key="hashed-admin-key",
+            user_role=LitellmUserRoles.PROXY_ADMIN,
+        )
+
+    app.dependency_overrides[user_api_key_auth] = _admin_auth
+    try:
+        resp = client.post(
+            "/upload/logo",
+            files={"file": ("logo.png", b"\x89PNG\r\n\x1a\n" + b"x" * 32, "image/png")},
+        )
+        assert resp.status_code == 200, resp.text
+        assert resp.json()["status"] == "success"
+    finally:
+        app.dependency_overrides.pop(user_api_key_auth, None)
+        uploaded_path = resp.json().get("file_path")
+        if uploaded_path and os.path.exists(uploaded_path):
+            os.remove(uploaded_path)
+
+
 class TestPtuCostAttributionUISetting:
     """``enable_ptu_cost_attribution`` is derived from the environment on every GET.
 
diff --git a/tests/test_litellm/proxy/utils/proxy_logging/test_guardrail_pipeline.py b/tests/test_litellm/proxy/utils/proxy_logging/test_guardrail_pipeline.py
index e99e34d65d4..2ba58bd5644 100644
--- a/tests/test_litellm/proxy/utils/proxy_logging/test_guardrail_pipeline.py
+++ b/tests/test_litellm/proxy/utils/proxy_logging/test_guardrail_pipeline.py
@@ -726,10 +726,7 @@ async def test_process_prompt_template_no_op_when_no_prompt_spec(proxy_logging,
     from litellm.proxy.prompts import prompt_registry
 
     monkeypatch.setattr(
-        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_callback_by_id", lambda *a, **kw: None
-    )
-    monkeypatch.setattr(
-        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_by_id", lambda *a, **kw: None
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", lambda *a, **kw: None
     )
     data: Dict[str, Any] = {"messages": [{"role": "user"}], "model": "m", "temperature": 0.1}
     await proxy_logging._process_prompt_template(
@@ -752,11 +749,11 @@ async def test_process_prompt_template_applies_when_spec_resolves(proxy_logging,
 
     monkeypatch.setattr(
         prompt_registry.IN_MEMORY_PROMPT_REGISTRY,
-        "get_prompt_callback_by_id",
+        "get_prompt_callback_for_prompt",
         lambda *a, **kw: custom_logger,
     )
     monkeypatch.setattr(
-        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_by_id", lambda *a, **kw: prompt_spec
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", lambda *a, **kw: prompt_spec
     )
 
     logging_obj = MagicMock()
@@ -802,11 +799,11 @@ async def test_process_prompt_template_async_get_prompt_error_raises(proxy_loggi
     prompt_spec.litellm_params = MagicMock(prompt_id="x")
     monkeypatch.setattr(
         prompt_registry.IN_MEMORY_PROMPT_REGISTRY,
-        "get_prompt_callback_by_id",
+        "get_prompt_callback_for_prompt",
         lambda *a, **kw: custom_logger,
     )
     monkeypatch.setattr(
-        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_by_id", lambda *a, **kw: prompt_spec
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", lambda *a, **kw: prompt_spec
     )
     logging_obj = MagicMock()
     logging_obj.async_get_chat_completion_prompt = AsyncMock(side_effect=RuntimeError("bad prompt"))
@@ -820,6 +817,82 @@ async def test_process_prompt_template_async_get_prompt_error_raises(proxy_loggi
         )
 
 
+@pytest.mark.asyncio
+async def test_process_prompt_template_resolves_the_requested_environment(proxy_logging, monkeypatch):
+    from litellm.proxy.prompts import prompt_registry
+
+    prompt_spec = MagicMock()
+    prompt_spec.litellm_params = MagicMock(prompt_id="greeting")
+    resolve_calls: list[dict] = []
+
+    def fake_resolve(prompt_id, version=None, environment=None):
+        resolve_calls.append({"prompt_id": prompt_id, "version": version, "environment": environment})
+        return prompt_spec
+
+    monkeypatch.setattr(prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", fake_resolve)
+    monkeypatch.setattr(
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_callback_for_prompt", lambda *a, **kw: MagicMock()
+    )
+    logging_obj = MagicMock()
+    logging_obj.async_get_chat_completion_prompt = AsyncMock(
+        return_value=("m", [{"role": "user", "content": "rendered"}], {})
+    )
+    data: Dict[str, Any] = {
+        "messages": [{"role": "user", "content": "orig"}],
+        "model": "m",
+        "prompt_id": "greeting",
+        "prompt_version": 1,
+        "prompt_environment": "development",
+    }
+    await proxy_logging._process_prompt_template(
+        data=data,
+        litellm_logging_obj=logging_obj,
+        prompt_id="greeting",
+        prompt_version=1,
+        call_type="completion",
+    )
+
+    assert resolve_calls == [{"prompt_id": "greeting", "version": 1, "environment": "development"}]
+    assert "prompt_environment" not in data
+    assert "prompt_id" not in data
+    assert data["messages"] == [{"role": "user", "content": "rendered"}]
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_matches_a_prompt_version_sent_as_a_json_string(proxy_logging, monkeypatch):
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.prompts import prompt_registry
+
+    prompt_spec = MagicMock()
+    prompt_spec.litellm_params = MagicMock(prompt_id="greeting")
+    resolve_calls: list[dict] = []
+
+    def fake_resolve(prompt_id, version=None, environment=None):
+        resolve_calls.append({"prompt_id": prompt_id, "version": version, "environment": environment})
+        return prompt_spec
+
+    monkeypatch.setattr(prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", fake_resolve)
+    monkeypatch.setattr(
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_callback_for_prompt", lambda *a, **kw: MagicMock()
+    )
+    logging_obj = MagicMock()
+    logging_obj.async_get_chat_completion_prompt = AsyncMock(
+        return_value=("m", [{"role": "user", "content": "rendered"}], {})
+    )
+    data: Dict[str, Any] = {
+        "messages": [{"role": "user", "content": "orig"}],
+        "model": "m",
+        "prompt_id": "greeting",
+        "prompt_version": "2",
+        "litellm_logging_obj": logging_obj,
+    }
+
+    result = await proxy_logging.pre_call_hook(user_api_key_dict=UserAPIKeyAuth(), data=data, call_type="completion")
+
+    assert resolve_calls == [{"prompt_id": "greeting", "version": 2, "environment": None}]
+    assert result["messages"] == [{"role": "user", "content": "rendered"}]
+
+
 @pytest.mark.asyncio
 async def test_process_prompt_template_aresponses_swaps_model_and_merges_input(proxy_logging, monkeypatch):
     from litellm.proxy.prompts import prompt_registry
@@ -829,11 +902,11 @@ async def test_process_prompt_template_aresponses_swaps_model_and_merges_input(p
     prompt_spec.litellm_params = MagicMock(prompt_id="resolved-id")
     monkeypatch.setattr(
         prompt_registry.IN_MEMORY_PROMPT_REGISTRY,
-        "get_prompt_callback_by_id",
+        "get_prompt_callback_for_prompt",
         lambda *a, **kw: custom_logger,
     )
     monkeypatch.setattr(
-        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "get_prompt_by_id", lambda *a, **kw: prompt_spec
+        prompt_registry.IN_MEMORY_PROMPT_REGISTRY, "resolve_prompt_spec", lambda *a, **kw: prompt_spec
     )
 
     logging_obj = MagicMock()
diff --git a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_access_control.py b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_access_control.py
index 7d72121456a..93049b21460 100644
--- a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_access_control.py
+++ b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_access_control.py
@@ -120,9 +120,7 @@ async def test_delete_vector_store_checks_access():
             "team_id": "team_456",
         }
     )
-    mock_prisma.db.litellm_managedvectorstorestable.find_unique = AsyncMock(
-        return_value=mock_vector_store
-    )
+    mock_prisma.db.litellm_managedvectorstorestable.find_unique = AsyncMock(return_value=mock_vector_store)
 
     # User from different team should get 403
     user_api_key_dict = UserAPIKeyAuth(team_id="team_789")
@@ -134,9 +132,115 @@ async def test_delete_vector_store_checks_access():
     ):
         with patch("litellm.vector_store_registry", None):
             with pytest.raises(HTTPException) as exc_info:
-                await delete_vector_store(
-                    data=request, user_api_key_dict=user_api_key_dict
-                )
+                await delete_vector_store(data=request, user_api_key_dict=user_api_key_dict)
 
             assert exc_info.value.status_code == 403
             assert "Access denied" in exc_info.value.detail
+
+
+_UNSCOPED: LiteLLM_ManagedVectorStore = {
+    "vector_store_id": "vs_unscoped",
+    "custom_llm_provider": "openai",
+    "team_id": None,
+}
+_TEAM_A_OWNED: LiteLLM_ManagedVectorStore = {
+    "vector_store_id": "vs_team_a",
+    "custom_llm_provider": "openai",
+    "team_id": "team_a",
+}
+_UI_CREATED: LiteLLM_ManagedVectorStore = {
+    "vector_store_id": "vs_ui_created",
+    "custom_llm_provider": "openai",
+    "team_id": "litellm-dashboard",
+}
+
+
+async def _listed_ids(user_api_key_dict: UserAPIKeyAuth) -> list[str]:
+    from litellm.proxy.vector_store_endpoints.management_endpoints import (
+        list_vector_stores,
+    )
+
+    with patch(  # test-quality-ok: the list route reads rows through this module-level DB helper, no injection seam
+        "litellm.proxy.vector_store_endpoints.management_endpoints.VectorStoreRegistry._get_vector_stores_from_db",
+        new=AsyncMock(return_value=[_UNSCOPED, _TEAM_A_OWNED, _UI_CREATED]),
+    ):
+        response = await list_vector_stores(user_api_key_dict=user_api_key_dict)
+    return sorted(vs["vector_store_id"] for vs in response["data"])
+
+
+@pytest.mark.asyncio
+async def test_list_vector_stores_hides_ungranted_stores_from_non_admin_keys():
+    """A store with no team_id and no allowlist entry is not listed for a key it was never granted to;
+    only team ownership or an explicit object_permission grant makes a store visible."""
+    assert await _listed_ids(UserAPIKeyAuth()) == []
+    assert await _listed_ids(UserAPIKeyAuth(team_id="team_a")) == ["vs_team_a"]
+    assert await _listed_ids(
+        UserAPIKeyAuth(
+            team_id="team_b",
+            object_permission=LiteLLM_ObjectPermissionTable(object_permission_id="op-1", vector_stores=["vs_unscoped"]),
+        )
+    ) == ["vs_unscoped"]
+    assert await _listed_ids(
+        UserAPIKeyAuth(
+            team_id="team_b",
+            team_object_permission=LiteLLM_ObjectPermissionTable(
+                object_permission_id="op-2", vector_stores=["vs_unscoped"]
+            ),
+        )
+    ) == ["vs_unscoped"]
+    assert await _listed_ids(UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN)) == [
+        "vs_team_a",
+        "vs_ui_created",
+        "vs_unscoped",
+    ]
+
+
+@pytest.mark.asyncio
+@pytest.mark.parametrize(
+    ("user_team_ids", "session_key_grants", "expected"),
+    [
+        ([], None, []),
+        ([], ["vs_unscoped"], ["vs_unscoped"]),
+        (["team_a"], None, ["vs_team_a"]),
+        (["team_a", "team_granted"], None, ["vs_team_a", "vs_unscoped"]),
+    ],
+)
+async def test_list_vector_stores_dashboard_session_resolves_real_teams(
+    user_team_ids: list[str], session_key_grants: list[str] | None, expected: list[str]
+):
+    """A dashboard session lists through the user's real teams plus the session key's own grants: stores created
+    from the dashboard (team_id litellm-dashboard) are not visible just because every session shares that team id,
+    while stores owned by or granted to one of the user's teams, or granted to the session key itself, are."""
+    from litellm.models.team import LiteLLM_TeamTableCachedObj
+
+    alice = UserAPIKeyAuth(
+        team_id="litellm-dashboard",
+        user_id="alice",
+        user_role=LitellmUserRoles.INTERNAL_USER,
+        object_permission=(
+            LiteLLM_ObjectPermissionTable(object_permission_id="op-4", vector_stores=session_key_grants)
+            if session_key_grants is not None
+            else None
+        ),
+    )
+    teams = {
+        "team_a": LiteLLM_TeamTableCachedObj(team_id="team_a"),
+        "team_granted": LiteLLM_TeamTableCachedObj(
+            team_id="team_granted",
+            object_permission=LiteLLM_ObjectPermissionTable(object_permission_id="op-3", vector_stores=["vs_unscoped"]),
+        ),
+    }
+
+    async def fake_get_team_object(team_id: str, **_kwargs: object) -> LiteLLM_TeamTableCachedObj:
+        return teams[team_id]
+
+    with (
+        patch(  # test-quality-ok: team rows come from the module-level prisma client, no injection seam
+            "litellm.proxy.auth.auth_checks.get_team_object", new=fake_get_team_object
+        ),
+        patch(  # test-quality-ok: the user row comes from the module-level prisma client, no injection seam
+            "litellm.proxy.vector_store_endpoints.utils.resolve_ui_session_team_ids",
+            new=AsyncMock(return_value=user_team_ids),
+        ),
+    ):
+        assert await _listed_ids(alice) == expected
diff --git a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
index eae6f90863a..1abbbe91e97 100644
--- a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
+++ b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
@@ -2,29 +2,24 @@ from datetime import datetime, timezone
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
-from fastapi import Request
-
-
-from fastapi import HTTPException
+from fastapi import HTTPException, Request
 
 import litellm
 from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook import (
     LiteLLM_ManagedVectorStore,
 )
+from litellm.llms.base_llm.vector_store.transformation import (
+    LiteLLMVectorStoreEmbeddingExecutor,
+    RouterVectorStoreEmbeddingExecutor,
+)
 from litellm.proxy._types import CommonProxyErrors, LitellmUserRoles, UserAPIKeyAuth
 from litellm.proxy.vector_store_endpoints.endpoints import (
     _update_request_data_with_litellm_managed_vector_store_registry,
     index_create,
     index_list,
 )
-from litellm.proxy.vector_store_files_endpoints.endpoints import (
-    _update_request_data_with_model_routing_hint,
-)
 from litellm.proxy.vector_store_endpoints.management_endpoints import (
     _check_vector_store_access,
-    _resolve_embedding_config,
-    _resolve_embedding_config_from_db,
-    _resolve_embedding_config_from_router,
     create_vector_store_in_db,
     new_vector_store,
 )
@@ -33,8 +28,12 @@ from litellm.proxy.vector_store_endpoints.utils import (
     is_allowed_to_call_vector_store_endpoint,
     is_allowed_to_call_vector_store_files_endpoint,
 )
+from litellm.proxy.vector_store_files_endpoints.endpoints import (
+    _update_request_data_with_model_routing_hint,
+)
+from litellm.types.utils import EmbeddingResponse, LlmProviders
 from litellm.types.vector_stores import IndexCreateRequest, IndexListResponse
-from litellm.types.utils import LlmProviders
+from litellm.vector_stores.main import _direct_vector_store_embedding_executor
 
 
 def _serialize_litellm_params(litellm_params):
@@ -51,17 +50,113 @@ def _serialize_litellm_params(litellm_params):
     return json.dumps(litellm_params or {})
 
 
-@pytest.fixture(autouse=True)
-def _reset_embedding_config_cache():
-    """The use-time embedding-config resolver caches results in process
-    memory across calls. Reset it before every test so the resolver
-    actually exercises the router/DB path under test instead of returning
-    a value cached by an earlier test."""
-    from litellm.proxy.vector_store_endpoints import management_endpoints
+def test_direct_vector_store_embedding_executor_rejects_invalid_value():
+    with pytest.raises(TypeError, match="Invalid direct vector store embedding executor"):
+        _direct_vector_store_embedding_executor(object(), None, {})
 
-    management_endpoints._embedding_config_cache = None
-    yield
-    management_endpoints._embedding_config_cache = None
+
+def test_router_vector_store_search_injects_executor_and_request_metadata():
+    router = litellm.Router(model_list=[])
+    original = MagicMock(return_value="searched")
+    wrapped = router.factory_function(original, call_type="vector_store_search")
+
+    assert (
+        wrapped(
+            vector_store_id="store",
+            query="query",
+            custom_llm_provider="valkey",
+            litellm_metadata={"user_api_key_team_id": "team-a"},
+        )
+        == "searched"
+    )
+
+    call_kwargs = original.call_args.kwargs
+    assert call_kwargs["custom_llm_provider"] == "valkey"
+    executor = call_kwargs["_direct_vector_store_embedding_executor"]
+    assert isinstance(executor, RouterVectorStoreEmbeddingExecutor)
+    assert executor.metadata == {"user_api_key_team_id": "team-a"}
+    assert litellm.Router._vector_store_request_metadata({"metadata": {"user_api_key_team_id": "team-b"}}) == {
+        "user_api_key_team_id": "team-b"
+    }
+    assert litellm.Router._vector_store_request_metadata({}) == {}
+
+    with patch.object(  # test-quality-ok: fallback dispatch is the boundary this wrapper delegates to
+        router, "_generic_api_call_with_fallbacks", return_value="routed"
+    ) as fallback:
+        assert wrapped(model="vector-alias", vector_store_id="store", query="query") == "routed"
+    assert fallback.call_args.kwargs["model"] == "vector-alias"
+    assert fallback.call_args.kwargs["original_function"] is original
+
+    create_original = MagicMock(return_value="created")
+    wrapped_create = router.factory_function(create_original, call_type="vector_store_create")
+    assert wrapped_create(name="store") == "created"
+    create_original.assert_called_once_with(name="store")
+    with patch.object(  # test-quality-ok: fallback dispatch is the boundary this wrapper delegates to
+        router, "_generic_api_call_with_fallbacks", return_value="created-through-router"
+    ) as fallback:
+        assert wrapped_create(model="vector-alias", name="store") == "created-through-router"
+    fallback.assert_called_once_with(original_function=create_original, model="vector-alias", name="store")
+
+
+@pytest.mark.asyncio
+async def test_vector_store_embedding_executors_preserve_explicit_configuration():
+    response = EmbeddingResponse(data=[{"embedding": [0.1], "index": 0, "object": "embedding"}])
+    sdk_executor = LiteLLMVectorStoreEmbeddingExecutor()
+
+    with (
+        patch(  # test-quality-ok: isolates SDK dispatch from external embedding providers
+            "litellm.embedding", return_value=response
+        ) as embedding,
+        patch(  # test-quality-ok: isolates async SDK dispatch from external embedding providers
+            "litellm.aembedding", new=AsyncMock(return_value=response)
+        ) as aembedding,
+    ):
+        assert sdk_executor.embed("openai/model", "sync", {"api_key": "explicit"}) is response
+        assert await sdk_executor.aembed("openai/model", "async", {"api_key": "explicit"}) is response
+
+    embedding.assert_called_once_with(model="openai/model", input=["sync"], api_key="explicit")
+    aembedding.assert_awaited_once_with(model="openai/model", input=["async"], api_key="explicit")
+
+    mock_router = MagicMock()
+    mock_router.embedding.return_value = response
+    mock_router.aembedding = AsyncMock(return_value=response)
+    router_executor = RouterVectorStoreEmbeddingExecutor(
+        router=mock_router,
+        metadata={"user_api_key_team_id": "team-a"},
+    )
+
+    assert router_executor.embed("team-alias", "query", {}) is response
+    mock_router.embedding.assert_called_once_with(
+        model="team-alias",
+        input=["query"],
+        metadata={"user_api_key_team_id": "team-a"},
+    )
+
+    with (
+        patch(  # test-quality-ok: verifies explicit store configuration at the SDK boundary
+            "litellm.embedding", return_value=response
+        ) as explicit_embedding,
+        patch(  # test-quality-ok: verifies async explicit store configuration at the SDK boundary
+            "litellm.aembedding", new=AsyncMock(return_value=response)
+        ) as explicit_aembedding,
+    ):
+        assert router_executor.embed("openai/model", "query", {"api_key": "store-key"}) is response
+        assert await router_executor.aembed("openai/model", "query", {"api_key": "store-key"}) is response
+
+    explicit_embedding.assert_not_called()
+    explicit_aembedding.assert_not_awaited()
+    assert mock_router.embedding.call_args.kwargs == {
+        "model": "openai/model",
+        "input": ["query"],
+        "api_key": "store-key",
+        "metadata": {"user_api_key_team_id": "team-a"},
+    }
+    mock_router.aembedding.assert_awaited_once_with(
+        model="openai/model",
+        input=["query"],
+        api_key="store-key",
+        metadata={"user_api_key_team_id": "team-a"},
+    )
 
 
 @pytest.mark.asyncio
@@ -82,10 +177,11 @@ async def test_router_avector_store_search_passes_correct_args():
         }
 
         # Call router's avector_store_search
-        result = await router.avector_store_search(
+        await router.avector_store_search(
             vector_store_id="test_store_id",
             query="test query",
             custom_llm_provider="bedrock",
+            metadata={"user_api_key_team_id": "team-a"},
         )
 
         # Verify the internal method was called with correct args
@@ -96,6 +192,38 @@ async def test_router_avector_store_search_passes_correct_args():
         assert call_args[1]["vector_store_id"] == "test_store_id"
         assert call_args[1]["query"] == "test query"
         assert call_args[1]["custom_llm_provider"] == "bedrock"
+        executor = call_args[1]["_direct_vector_store_embedding_executor"]
+        assert isinstance(executor, RouterVectorStoreEmbeddingExecutor)
+        assert executor.metadata["user_api_key_team_id"] == "team-a"
+
+
+@pytest.mark.asyncio
+async def test_vector_store_embedding_executor_uses_team_scoped_router_deployment():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "shared-embedding",
+                "litellm_params": {"model": "openai/text-embedding-3-small", "api_key": "team-a-key"},
+                "model_info": {"team_id": "team-a", "team_public_model_name": "shared-embedding"},
+            },
+            {
+                "model_name": "shared-embedding",
+                "litellm_params": {"model": "openai/text-embedding-3-small", "api_key": "team-b-key"},
+                "model_info": {"team_id": "team-b", "team_public_model_name": "shared-embedding"},
+            },
+        ]
+    )
+    executor = RouterVectorStoreEmbeddingExecutor(
+        router=router,
+        metadata={"user_api_key_team_id": "team-b"},
+    )
+    response = EmbeddingResponse(data=[{"embedding": [0.1], "index": 0, "object": "embedding"}])
+
+    with patch("litellm.aembedding", new=AsyncMock(return_value=response)) as mock_aembedding:
+        result = await executor.aembed("shared-embedding", "query", {})
+
+    assert result is response
+    assert mock_aembedding.await_args.kwargs["api_key"] == "team-b-key"
 
 
 @pytest.mark.asyncio
@@ -502,91 +630,30 @@ async def test_update_request_data_with_litellm_managed_vector_store_registry():
 
 
 @pytest.mark.asyncio
-async def test_update_request_data_resolves_embedding_config_at_use_time():
-    """When the persisted vector store row carries only a
-    ``litellm_embedding_model`` reference (the new behaviour after
-    moving the auto-resolve out of write time), the request-handling
-    layer must resolve the embedding config so the downstream embed
-    call still has ``api_key`` / ``api_base`` / ``api_version``. The
-    resolved config lives in this per-request data dict only — never
-    persisted."""
-    mock_vector_store: LiteLLM_ManagedVectorStore = {
+async def test_managed_vector_store_keeps_embedding_reference_and_explicit_config():
+    explicit_config = {"api_key": "store-specific-key", "api_base": "https://embedding.example"}
+    managed_vector_store: LiteLLM_ManagedVectorStore = {
         "vector_store_id": "test_store",
-        "custom_llm_provider": "azure_ai",
+        "custom_llm_provider": "valkey",
         "litellm_params": {
-            "litellm_embedding_model": "azure/text-embedding-3-large",
-            # Note: no litellm_embedding_config persisted
+            "litellm_embedding_model": "team-embedding-alias",
+            "litellm_embedding_config": explicit_config,
         },
     }
-
     mock_registry = MagicMock()
-    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = (
-        mock_vector_store
-    )
+    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = managed_vector_store
 
-    resolved = {
-        "api_key": "use-time-resolved-key",
-        "api_base": "https://my-azure.example",
-        "api_version": "2024-09-01",
-    }
-
-    with (
-        patch.object(litellm, "vector_store_registry", mock_registry),
-        patch(
-            "litellm.proxy.vector_store_endpoints.endpoints._resolve_embedding_config",
-            new=AsyncMock(return_value=resolved),
-        ),
-    ):
+    with patch.object(litellm, "vector_store_registry", mock_registry):
         result = await _update_request_data_with_litellm_managed_vector_store_registry(
-            data={}, vector_store_id="test_store"
+            data={},
+            vector_store_id="test_store",
         )
 
-    assert result["litellm_embedding_model"] == "azure/text-embedding-3-large"
-    assert result["litellm_embedding_config"] == resolved
+    assert result["litellm_embedding_model"] == "team-embedding-alias"
+    assert result["litellm_embedding_config"] == explicit_config
+    assert managed_vector_store["litellm_params"]["litellm_embedding_config"] == explicit_config
 
 
-@pytest.mark.asyncio
-async def test_update_request_data_passes_through_legacy_embedding_config():
-    """A vector store row created by an older proxy version may already
-    carry a fully-resolved ``litellm_embedding_config`` in its persisted
-    ``litellm_params`` (the very leak this PR closes). Those legacy rows
-    must still work — the use-time resolver skips re-resolution when
-    the config is already present so the embed call keeps succeeding."""
-    legacy_config = {
-        "api_key": "legacy-cleartext-key",
-        "api_base": "https://legacy-azure.example",
-        "api_version": "2024-01-01",
-    }
-    mock_vector_store: LiteLLM_ManagedVectorStore = {
-        "vector_store_id": "legacy_store",
-        "custom_llm_provider": "azure_ai",
-        "litellm_params": {
-            "litellm_embedding_model": "azure/text-embedding-3-large",
-            "litellm_embedding_config": legacy_config,
-        },
-    }
-
-    mock_registry = MagicMock()
-    mock_registry.get_litellm_managed_vector_store_from_registry.return_value = (
-        mock_vector_store
-    )
-
-    resolve_mock = AsyncMock()
-
-    with (
-        patch.object(litellm, "vector_store_registry", mock_registry),
-        patch(
-            "litellm.proxy.vector_store_endpoints.endpoints._resolve_embedding_config",
-            new=resolve_mock,
-        ),
-    ):
-        result = await _update_request_data_with_litellm_managed_vector_store_registry(
-            data={}, vector_store_id="legacy_store"
-        )
-
-    assert result["litellm_embedding_config"] == legacy_config
-    resolve_mock.assert_not_awaited()
-
 
 class TestCheckVectorStorePermission:
     """Test suite for check_vector_store_permission function."""
@@ -2003,57 +2070,7 @@ async def test_vector_store_update_and_list_synchronization():
 
 
 @pytest.mark.asyncio
-async def test_resolve_embedding_config_from_db():
-    """Test that _resolve_embedding_config_from_db correctly resolves embedding config from database."""
-    mock_prisma_client = MagicMock()
-
-    # Mock database model with litellm_params
-    mock_db_model = MagicMock()
-    mock_db_model.litellm_params = {
-        "api_key": "test-api-key",
-        "api_base": "https://api.openai.com",
-        "api_version": "2024-01-01",
-    }
-
-    mock_prisma_client.db.litellm_proxymodeltable.find_first = AsyncMock(
-        return_value=mock_db_model
-    )
-
-    with patch(
-        "litellm.proxy.vector_store_endpoints.management_endpoints.decrypt_value_helper",
-        side_effect=lambda value, key, return_original_value: value,
-    ):
-        result = await _resolve_embedding_config_from_db(
-            embedding_model="text-embedding-ada-002", prisma_client=mock_prisma_client
-        )
-
-    assert result is not None
-    assert result["api_key"] == "test-api-key"
-    assert result["api_base"] == "https://api.openai.com"
-    assert result["api_version"] == "2024-01-01"
-    mock_prisma_client.db.litellm_proxymodeltable.find_first.assert_called_once_with(
-        where={"model_name": "text-embedding-ada-002"}
-    )
-
-    # Test with empty embedding_model
-    result_empty = await _resolve_embedding_config_from_db(
-        embedding_model="", prisma_client=mock_prisma_client
-    )
-    assert result_empty is None
-
-    # Test with model not found
-    mock_prisma_client.db.litellm_proxymodeltable.find_first = AsyncMock(
-        return_value=None
-    )
-    result_not_found = await _resolve_embedding_config_from_db(
-        embedding_model="non-existent-model", prisma_client=mock_prisma_client
-    )
-    assert result_not_found is None
-
-
-@pytest.mark.asyncio
-async def test_new_vector_store_auto_resolves_embedding_config():
-    """Test that new_vector_store auto-resolves embedding config when embedding_model is provided but config is not."""
+async def test_new_vector_store_persists_embedding_reference_without_credentials():
     import json
 
     from litellm.types.vector_stores import LiteLLM_ManagedVectorStore
@@ -2070,14 +2087,6 @@ async def test_new_vector_store_auto_resolves_embedding_config():
         },
     }
 
-    # Mock database model lookup for embedding config resolution
-    mock_db_model = MagicMock()
-    mock_db_model.litellm_params = {
-        "api_key": "resolved-api-key",
-        "api_base": "https://api.openai.com",
-        "api_version": "2024-01-01",
-    }
-
     # Mock user API key
     mock_user_api_key = MagicMock(spec=UserAPIKeyAuth)
     mock_user_api_key.user_role = None
@@ -2088,10 +2097,6 @@ async def test_new_vector_store_auto_resolves_embedding_config():
     mock_prisma_client.db.litellm_managedvectorstorestable.find_unique = AsyncMock(
         return_value=None  # Vector store doesn't exist yet
     )
-    mock_prisma_client.db.litellm_proxymodeltable.find_first = AsyncMock(
-        return_value=mock_db_model
-    )
-
     # Track what was passed to create
     captured_create_data = {}
 
@@ -2112,261 +2117,21 @@ async def test_new_vector_store_auto_resolves_embedding_config():
     mock_registry = MagicMock()
     mock_registry.add_vector_store_to_registry = MagicMock()
 
-    # Mock router to return None (so it falls back to DB resolution)
-    mock_router = MagicMock()
-    mock_router.get_deployment_by_model_group_name.return_value = None
-
     with (
         patch("litellm.proxy.proxy_server.prisma_client", mock_prisma_client),
-        patch("litellm.proxy.proxy_server.llm_router", mock_router),
-        patch(
-            "litellm.proxy.vector_store_endpoints.management_endpoints.decrypt_value_helper",
-            side_effect=lambda value, key, return_original_value: value,
-        ),
         patch.object(litellm, "vector_store_registry", mock_registry),
     ):
-        result = await new_vector_store(
-            vector_store=vector_store_data, user_api_key_dict=mock_user_api_key
-        )
+        result = await new_vector_store(vector_store=vector_store_data, user_api_key_dict=mock_user_api_key)
 
     assert result["status"] == "success"
-    # Auto-resolve no longer happens at create time — the persisted row
-    # carries only the model reference, never the resolved cleartext
-    # credential. Resolution now happens at request-handling time inside
-    # ``_update_request_data_with_litellm_managed_vector_store_registry``,
-    # where the resolved config lives in per-request memory and is never
-    # written to the database.
     litellm_params_json = captured_create_data.get("litellm_params")
     assert litellm_params_json is not None
     litellm_params_dict = json.loads(litellm_params_json)
     assert "litellm_embedding_config" not in litellm_params_dict
     assert litellm_params_dict["litellm_embedding_model"] == "text-embedding-ada-002"
 
-    # The response must also not echo a cleartext credential — even on
-    # the create response, where redaction guards against caller-supplied
-    # cleartext or pre-existing rows that were created by an earlier
-    # proxy version.
     response_vs = result["vector_store"]
-    assert "resolved-api-key" not in _serialize_litellm_params(
-        response_vs.get("litellm_params")
-    )
-
-
-def test_resolve_embedding_config_from_router():
-    """Test that _resolve_embedding_config_from_router correctly extracts credentials from config-defined models."""
-    from litellm.types.router import Deployment, LiteLLM_Params
-
-    # Create a mock router with a model
-    mock_router = MagicMock()
-
-    # Create a mock deployment with litellm_params
-    mock_litellm_params = MagicMock(spec=LiteLLM_Params)
-    mock_litellm_params.api_key = "config-api-key"
-    mock_litellm_params.api_base = "https://config-api-base.com"
-    mock_litellm_params.api_version = "2024-02-01"
-
-    mock_deployment = MagicMock(spec=Deployment)
-    mock_deployment.litellm_params = mock_litellm_params
-
-    mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
-
-    # Test resolution
-    result = _resolve_embedding_config_from_router(
-        embedding_model="text-embedding-ada-002", llm_router=mock_router
-    )
-
-    assert result is not None
-    assert result["api_key"] == "config-api-key"
-    assert result["api_base"] == "https://config-api-base.com"
-    assert result["api_version"] == "2024-02-01"
-
-    mock_router.get_deployment_by_model_group_name.assert_called_once_with(
-        model_group_name="text-embedding-ada-002"
-    )
-
-
-def test_resolve_embedding_config_from_router_with_provider_prefix():
-    """Test that _resolve_embedding_config_from_router handles provider prefixes like 'azure/model-name'."""
-    from litellm.types.router import Deployment, LiteLLM_Params
-
-    # Create a mock router
-    mock_router = MagicMock()
-
-    # Create a mock deployment
-    mock_litellm_params = MagicMock(spec=LiteLLM_Params)
-    mock_litellm_params.api_key = "azure-api-key"
-    mock_litellm_params.api_base = "https://azure-endpoint.openai.azure.com"
-    mock_litellm_params.api_version = "2024-02-15"
-
-    mock_deployment = MagicMock(spec=Deployment)
-    mock_deployment.litellm_params = mock_litellm_params
-
-    # First call with full name returns None, second call with stripped name returns deployment
-    mock_router.get_deployment_by_model_group_name.side_effect = [None, mock_deployment]
-
-    result = _resolve_embedding_config_from_router(
-        embedding_model="azure/text-embedding-3-large", llm_router=mock_router
-    )
-
-    assert result is not None
-    assert result["api_key"] == "azure-api-key"
-    assert result["api_base"] == "https://azure-endpoint.openai.azure.com"
-    assert result["api_version"] == "2024-02-15"
-
-    # Should have tried both the full name and stripped name
-    assert mock_router.get_deployment_by_model_group_name.call_count == 2
-
-
-def test_resolve_embedding_config_from_router_returns_none_when_not_found():
-    """Test that _resolve_embedding_config_from_router returns None when model is not in router."""
-    mock_router = MagicMock()
-    mock_router.get_deployment_by_model_group_name.return_value = None
-
-    result = _resolve_embedding_config_from_router(
-        embedding_model="nonexistent-model", llm_router=mock_router
-    )
-
-    assert result is None
-
-
-def test_resolve_embedding_config_from_router_handles_os_environ():
-    """Test that _resolve_embedding_config_from_router handles os.environ/ prefixed values."""
-    from litellm.types.router import Deployment, LiteLLM_Params
-
-    mock_router = MagicMock()
-
-    mock_litellm_params = MagicMock(spec=LiteLLM_Params)
-    mock_litellm_params.api_key = "os.environ/OPENAI_API_KEY"
-    mock_litellm_params.api_base = "https://direct-url.com"
-    mock_litellm_params.api_version = None
-
-    mock_deployment = MagicMock(spec=Deployment)
-    mock_deployment.litellm_params = mock_litellm_params
-
-    mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
-
-    with patch(
-        "litellm.proxy.vector_store_endpoints.management_endpoints.get_secret",
-        return_value="resolved-from-env",
-    ) as mock_get_secret:
-        result = _resolve_embedding_config_from_router(
-            embedding_model="text-embedding-ada-002", llm_router=mock_router
-        )
-
-    assert result is not None
-    assert result["api_key"] == "resolved-from-env"
-    assert result["api_base"] == "https://direct-url.com"
-    assert "api_version" not in result
-
-    mock_get_secret.assert_called_once_with("os.environ/OPENAI_API_KEY")
-
-
-@pytest.mark.asyncio
-async def test_resolve_embedding_config_tries_router_then_db():
-    """Test that _resolve_embedding_config tries router first, then falls back to DB."""
-    from litellm.types.router import Deployment, LiteLLM_Params
-
-    mock_prisma_client = MagicMock()
-    mock_router = MagicMock()
-
-    # Router has the model
-    mock_litellm_params = MagicMock(spec=LiteLLM_Params)
-    mock_litellm_params.api_key = "router-api-key"
-    mock_litellm_params.api_base = "https://router-api-base.com"
-    mock_litellm_params.api_version = None
-
-    mock_deployment = MagicMock(spec=Deployment)
-    mock_deployment.litellm_params = mock_litellm_params
-
-    mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
-
-    # DB should NOT be called since router has the model
-    mock_prisma_client.db.litellm_proxymodeltable.find_first = AsyncMock()
-
-    result = await _resolve_embedding_config(
-        embedding_model="text-embedding-ada-002",
-        prisma_client=mock_prisma_client,
-        llm_router=mock_router,
-    )
-
-    assert result is not None
-    assert result["api_key"] == "router-api-key"
-
-    # DB should NOT have been called since router found the model
-    mock_prisma_client.db.litellm_proxymodeltable.find_first.assert_not_called()
-
-
-@pytest.mark.asyncio
-async def test_resolve_embedding_config_caches_result():
-    """The first lookup should hit the router/DB; subsequent lookups for
-    the same model name should return the cached value without touching
-    the router or the database."""
-    from litellm.types.router import Deployment, LiteLLM_Params
-
-    mock_prisma_client = MagicMock()
-    mock_router = MagicMock()
-
-    mock_litellm_params = MagicMock(spec=LiteLLM_Params)
-    mock_litellm_params.api_key = "router-api-key"
-    mock_litellm_params.api_base = "https://router-api-base.com"
-    mock_litellm_params.api_version = None
-
-    mock_deployment = MagicMock(spec=Deployment)
-    mock_deployment.litellm_params = mock_litellm_params
-    mock_router.get_deployment_by_model_group_name.return_value = mock_deployment
-
-    first = await _resolve_embedding_config(
-        embedding_model="cached-model",
-        prisma_client=mock_prisma_client,
-        llm_router=mock_router,
-    )
-    assert first is not None
-    assert mock_router.get_deployment_by_model_group_name.call_count == 1
-
-    second = await _resolve_embedding_config(
-        embedding_model="cached-model",
-        prisma_client=mock_prisma_client,
-        llm_router=mock_router,
-    )
-    assert second == first
-    # Router (and by extension the DB) was not consulted again.
-    assert mock_router.get_deployment_by_model_group_name.call_count == 1
-
-
-@pytest.mark.asyncio
-async def test_resolve_embedding_config_falls_back_to_db():
-    """Test that _resolve_embedding_config falls back to DB when router doesn't have the model."""
-    mock_prisma_client = MagicMock()
-    mock_router = MagicMock()
-
-    # Router doesn't have the model
-    mock_router.get_deployment_by_model_group_name.return_value = None
-
-    # DB has the model
-    mock_db_model = MagicMock()
-    mock_db_model.litellm_params = {
-        "api_key": "db-api-key",
-        "api_base": "https://db-api-base.com",
-    }
-    mock_prisma_client.db.litellm_proxymodeltable.find_first = AsyncMock(
-        return_value=mock_db_model
-    )
-
-    with patch(
-        "litellm.proxy.vector_store_endpoints.management_endpoints.decrypt_value_helper",
-        side_effect=lambda value, key, return_original_value: value,
-    ):
-        result = await _resolve_embedding_config(
-            embedding_model="text-embedding-ada-002",
-            prisma_client=mock_prisma_client,
-            llm_router=mock_router,
-        )
-
-    assert result is not None
-    assert result["api_key"] == "db-api-key"
-
-    # DB should have been called since router didn't find the model
-    mock_prisma_client.db.litellm_proxymodeltable.find_first.assert_called()
+    assert "api_key" not in _serialize_litellm_params(response_vs.get("litellm_params"))
 
 
 @pytest.mark.asyncio
@@ -2425,9 +2190,7 @@ async def test_new_vector_store_auto_resolves_from_router():
         }
         return mock_created_vector_store
 
-    mock_prisma_client.db.litellm_managedvectorstorestable.create = AsyncMock(
-        side_effect=mock_create
-    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.create = AsyncMock(side_effect=mock_create)
 
     mock_registry = MagicMock()
     mock_registry.add_vector_store_to_registry = MagicMock()
@@ -3158,3 +2921,35 @@ class TestAzureAIAnalyzeNamedIndexClassification:
             user_api_key_dict=self._team_member("analyze", ["read"]),
         )
         assert result is True
+
+
+@pytest.mark.parametrize(
+    "blocked_key",
+    ["embedding_model", "litellm_embedding_model", "litellm_embedding_config", "litellm_credential_name"],
+)
+def test_vector_store_search_rejects_caller_embedding_selection_params(blocked_key):
+    """
+    Regression: the search request body must not pick the embedding model or
+    credential used to embed the query. Those resolve through the Router with
+    the proxy's credentials, bypassing the key's model permissions, so they may
+    only come from the managed store's server-side registration.
+    """
+    from fastapi.testclient import TestClient
+
+    from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
+    from litellm.proxy.proxy_server import app
+
+    mock_auth = UserAPIKeyAuth(user_id="test_internal_user", user_role=LitellmUserRoles.INTERNAL_USER.value)
+    original_overrides = app.dependency_overrides.copy()
+    app.dependency_overrides[user_api_key_auth] = lambda: mock_auth
+    try:
+        client = TestClient(app)
+        response = client.post(
+            "/v1/vector_stores/s3-store/search",
+            json={"query": "hello", blocked_key: "attacker-choice"},
+        )
+    finally:
+        app.dependency_overrides = original_overrides
+
+    assert response.status_code == 400, response.json()
+    assert blocked_key in str(response.json())
diff --git a/tests/test_litellm/rag/test_main.py b/tests/test_litellm/rag/test_main.py
index 2d1b460513f..264bcd6fb75 100644
--- a/tests/test_litellm/rag/test_main.py
+++ b/tests/test_litellm/rag/test_main.py
@@ -259,6 +259,201 @@ async def test_aquery_streaming_bills_sub_call_costs_into_final_event():
     assert standard_logging_object["response_cost"] >= 0.003
 
 
+@pytest.mark.asyncio
+async def test_aquery_forwards_provider_retrieval_config_and_router_to_search():
+    """
+    Regression: provider-specific retrieval_config keys (aws_region_name,
+    embedding_model, vector_bucket_name, ...) and the router must be forwarded
+    to the vector store search call. Pre-fix they were silently dropped, so
+    /v1/rag/query failed with provider config errors (e.g. S3 Vectors
+    "aws_region_name is required") even when the caller supplied them.
+    """
+    from unittest.mock import AsyncMock
+
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-4o-mini",
+                "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "test-key"},
+            }
+        ]
+    )
+
+    fake_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(
+            object="vector_store.search_results.page", search_query="q", data=[]
+        )
+    )
+    with patch("litellm.vector_stores.asearch", new=fake_search):  # test-quality-ok: asearch is the boundary the forwarding contract under test targets
+        response = await litellm.aquery(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "hello"}],
+            retrieval_config={
+                "vector_store_id": "bkt:idx",
+                "custom_llm_provider": "s3_vectors",
+                "top_k": 5,
+                "aws_region_name": "eu-west-1",
+                "embedding_model": "my-embed",
+                "vector_bucket_name": "bkt",
+            },
+            router=router,
+            mock_response="hi",
+        )
+
+    assert isinstance(response, ModelResponse)
+    fake_search.assert_awaited_once()
+    search_kwargs = fake_search.await_args.kwargs
+    assert search_kwargs["vector_store_id"] == "bkt:idx"
+    assert search_kwargs["custom_llm_provider"] == "s3_vectors"
+    assert search_kwargs["max_num_results"] == 5
+    assert search_kwargs["router"] is router
+    # provider-specific extras forwarded
+    assert search_kwargs["aws_region_name"] == "eu-west-1"
+    assert search_kwargs["embedding_model"] == "my-embed"
+    assert search_kwargs["vector_bucket_name"] == "bkt"
+    # consumed keys are not duplicated into the spread
+    assert "top_k" not in search_kwargs
+
+
+@pytest.mark.asyncio
+async def test_aquery_minimal_retrieval_config_forwards_no_extras():
+    """
+    A minimal retrieval_config must not leak consumed keys (or invent extras)
+    into the vector store search call.
+    """
+    from unittest.mock import AsyncMock
+
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    fake_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(
+            object="vector_store.search_results.page", search_query="q", data=[]
+        )
+    )
+    with patch("litellm.vector_stores.asearch", new=fake_search):  # test-quality-ok: asearch is the boundary the forwarding contract under test targets
+        await litellm.aquery(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "hello"}],
+            retrieval_config={"vector_store_id": "vs_test_123", "custom_llm_provider": "openai"},
+            mock_response="hi",
+        )
+
+    fake_search.assert_awaited_once()
+    search_kwargs = fake_search.await_args.kwargs
+    assert search_kwargs["vector_store_id"] == "vs_test_123"
+    assert search_kwargs["custom_llm_provider"] == "openai"
+    assert search_kwargs["router"] is None
+    leaked = {"top_k", "filters", "retrieval_filter", "aws_region_name", "embedding_model", "vector_bucket_name"}
+    assert not (leaked & set(search_kwargs.keys()))
+
+
+@pytest.mark.asyncio
+async def test_aquery_does_not_forward_connection_override_keys_to_search():
+    """
+    Only allowlisted retrieval_config keys may reach the vector store search
+    call. Caller-controlled connection overrides (api_base, api_key, arbitrary
+    extras) must be dropped, otherwise a caller could redirect store
+    credentials to an attacker-chosen host.
+    """
+    from unittest.mock import AsyncMock
+
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    fake_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(
+            object="vector_store.search_results.page", search_query="q", data=[]
+        )
+    )
+    with patch("litellm.vector_stores.asearch", new=fake_search):  # test-quality-ok: asearch is the boundary the forwarding contract under test targets
+        await litellm.aquery(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "hello"}],
+            retrieval_config={
+                "vector_store_id": "bkt:idx",
+                "custom_llm_provider": "s3_vectors",
+                "aws_region_name": "eu-west-1",
+                "api_base": "https://attacker.example.com",
+                "api_key": "attacker-key",
+                "arbitrary_extra": "nope",
+            },
+            mock_response="hi",
+        )
+
+    fake_search.assert_awaited_once()
+    search_kwargs = fake_search.await_args.kwargs
+    assert search_kwargs["aws_region_name"] == "eu-west-1"
+    blocked = {"api_base", "api_key", "arbitrary_extra"}
+    assert not (blocked & set(search_kwargs.keys()))
+
+
+@pytest.mark.asyncio
+async def test_aquery_forwards_vector_store_params_to_search_but_not_completion():
+    """
+    Regression for LIT-6773: the server-trusted vector_store_params (a managed
+    store's litellm_params) must reach the search call wholesale, including the
+    connection keys the caller allowlist blocks, while the caller's own
+    retrieval_config overrides stay blocked, the caller's top-level api_key and
+    api_base stay on the completion only, and the completion never inherits the
+    store's connection params.
+    """
+    from unittest.mock import AsyncMock
+
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    fake_search = AsyncMock(
+        return_value=VectorStoreSearchResponse(
+            object="vector_store.search_results.page", search_query="q", data=[]
+        )
+    )
+    fake_completion = AsyncMock(
+        return_value=ModelResponse(
+            id="chatcmpl-test",
+            choices=[{"index": 0, "message": {"role": "assistant", "content": "hi"}, "finish_reason": "stop"}],
+            model="gpt-4o-mini",
+        )
+    )
+    with (
+        patch("litellm.vector_stores.asearch", new=fake_search),  # test-quality-ok: the search boundary under test
+        patch("litellm.acompletion", new=fake_completion),  # test-quality-ok: the completion boundary under test
+    ):
+        await litellm.aquery(
+            model="gpt-4o-mini",
+            messages=[{"role": "user", "content": "hello"}],
+            api_key="sk-llm-key",
+            api_base="https://llm.example.com",
+            retrieval_config={
+                "vector_store_id": "customer_kb",
+                "custom_llm_provider": "milvus",
+                "api_base": "https://attacker.example.com",
+                "api_key": "attacker-key",
+            },
+            vector_store_params={
+                "vector_store_id": "customer_kb",
+                "custom_llm_provider": "milvus",
+                "api_base": "http://127.0.0.1:19530",
+                "api_key": "root:Milvus",
+                "milvus_text_field": "book_intro_text",
+                "outputFields": ["book_intro_text"],
+            },
+        )
+
+    fake_search.assert_awaited_once()
+    search_kwargs = fake_search.await_args.kwargs
+    assert search_kwargs["vector_store_id"] == "customer_kb"
+    assert search_kwargs["custom_llm_provider"] == "milvus"
+    assert search_kwargs["api_base"] == "http://127.0.0.1:19530"
+    assert search_kwargs["api_key"] == "root:Milvus"
+    assert search_kwargs["milvus_text_field"] == "book_intro_text"
+    assert search_kwargs["outputFields"] == ["book_intro_text"]
+    fake_completion.assert_awaited_once()
+    completion_kwargs = fake_completion.await_args.kwargs
+    assert completion_kwargs["api_key"] == "sk-llm-key"
+    assert completion_kwargs["api_base"] == "https://llm.example.com"
+    assert not ({"milvus_text_field", "outputFields"} & set(completion_kwargs))
+
+
 def test_rag_call_types_are_registered():
     """
     query/aquery/ingest/aingest are @client-decorated entry points, so their
diff --git a/tests/test_litellm/realtime_api/test_main.py b/tests/test_litellm/realtime_api/test_main.py
index a3dd5688ad1..761e87ac764 100644
--- a/tests/test_litellm/realtime_api/test_main.py
+++ b/tests/test_litellm/realtime_api/test_main.py
@@ -1,6 +1,7 @@
 import asyncio
 import time
 from types import TracebackType
+from typing import Final
 from unittest.mock import MagicMock, patch
 
 
@@ -294,3 +295,39 @@ async def test_azure_health_check_honors_deployment_realtime_protocol():
             model_params={"realtime_protocol": "GA"},
         )
     assert connect.url == "wss://my-endpoint.openai.azure.com/openai/v1/realtime?model=gpt-4o-realtime-preview"
+
+
+class _ConnectThatStopsAfterCapturingTheUrl:
+    url: str | None = None
+
+    def __call__(self, url: str, **kwargs: object) -> "_ConnectThatStopsAfterCapturingTheUrl":
+        self.url = url
+        return self
+
+    async def __aenter__(self) -> None:
+        raise RuntimeError("backend url captured, nothing to bridge")
+
+    async def __aexit__(
+        self,
+        exc_type: type[BaseException] | None,
+        exc: BaseException | None,
+        tb: TracebackType | None,
+    ) -> None:
+        return None
+
+
+@pytest.mark.asyncio
+async def test_arealtime_azure_ai_on_a_foundry_host_connects_to_the_azure_openai_realtime_route():
+    connect: Final = _ConnectThatStopsAfterCapturingTheUrl()
+    with patch("websockets.connect", connect):
+        await realtime_main._arealtime.__wrapped__(
+            model="azure_ai/gpt-realtime-mini",
+            websocket=MagicMock(),
+            api_base="https://my-project.services.ai.azure.com",
+            api_key="fake-key",
+            litellm_logging_obj=FakeLogging(),
+        )
+    assert connect.url == (
+        "wss://my-project.services.ai.azure.com/openai/realtime"
+        "?api-version=2024-10-01-preview&deployment=gpt-realtime-mini"
+    )
diff --git a/tests/test_litellm/rerank_api/test_main.py b/tests/test_litellm/rerank_api/test_main.py
index 587be59c550..2b6cfeda2c2 100644
--- a/tests/test_litellm/rerank_api/test_main.py
+++ b/tests/test_litellm/rerank_api/test_main.py
@@ -111,6 +111,99 @@ def test_together_rerank_honors_api_base(respx_mock: respx.MockRouter):
     assert mock_route.calls[0].request.headers["authorization"] == "Bearer fake-together-key"
 
 
+DASHSCOPE_404_BODY = {
+    "error": {
+        "message": "The model `does-not-exist` does not exist or you do not have access to it.",
+        "type": "invalid_request_error",
+        "param": None,
+        "code": "model_not_found",
+    },
+    "request_id": "mock-request-id",
+}
+
+
+def test_rerank_error_names_provider_and_keeps_body(respx_mock: respx.MockRouter, monkeypatch):
+    """Regression for the rerank error path mapping with the unresolved provider param:
+    a provider 404 surfaced as 'None - ' instead of naming the provider and its error body."""
+    monkeypatch.delenv("DASHSCOPE_API_BASE", raising=False)
+    monkeypatch.delenv("DASHSCOPE_API_BASE_RERANK", raising=False)
+
+    mock_route = respx_mock.post("https://dashscope.example/v1/reranks")
+    mock_route.return_value = httpx.Response(404, json=DASHSCOPE_404_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as exc_info:
+        litellm.rerank(
+            model="dashscope/does-not-exist",
+            query=MARKER_QUERY,
+            documents=[MARKER_DOC],
+            api_key="fake-dashscope-key",
+            api_base="https://dashscope.example/v1",
+        )
+
+    assert mock_route.called
+    assert "DashscopeException" in str(exc_info.value)
+    assert "does not exist or you do not have access to it" in str(exc_info.value)
+    assert "None - " not in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_arerank_error_is_mapped_to_litellm_exception(respx_mock: respx.MockRouter, monkeypatch):
+    """Regression for arerank's bare re-raise: provider errors escaped as raw
+    provider exception classes instead of the mapped litellm exception contract."""
+    monkeypatch.delenv("DASHSCOPE_API_BASE", raising=False)
+    monkeypatch.delenv("DASHSCOPE_API_BASE_RERANK", raising=False)
+    monkeypatch.setenv("DISABLE_AIOHTTP_TRANSPORT", "True")
+
+    mock_route = respx_mock.post("https://dashscope.example/v1/reranks")
+    mock_route.return_value = httpx.Response(404, json=DASHSCOPE_404_BODY)
+
+    with pytest.raises(litellm.NotFoundError) as exc_info:
+        await litellm.arerank(
+            model="dashscope/does-not-exist",
+            query=MARKER_QUERY,
+            documents=[MARKER_DOC],
+            api_key="fake-dashscope-key",
+            api_base="https://dashscope.example/v1",
+        )
+
+    assert mock_route.called
+    assert "DashscopeException" in str(exc_info.value)
+    assert "does not exist or you do not have access to it" in str(exc_info.value)
+    assert "None - " not in str(exc_info.value)
+
+
+@pytest.mark.asyncio
+async def test_arerank_declared_authenticating_provider_skips_resolution(monkeypatch):
+    """Regression for the event-loop hazard in arerank's provider pre-resolution:
+    get_llm_provider runs the blocking OAuth device flow for github_copilot/chatgpt,
+    so arerank must adopt the declared provider instead of resolving it, while the
+    except path still maps with that declared provider."""
+    from litellm.llms.base_llm.chat.transformation import BaseLLMException
+
+    resolution_calls = []
+
+    def record_resolution(*args, **kwargs):
+        resolution_calls.append((args, kwargs))
+        return "gpt-4o", "github_copilot", None, None
+
+    def rerank_raises_provider_error(*args, **kwargs):
+        raise BaseLLMException(status_code=401, message='{"error":"bad key"}')
+
+    monkeypatch.setattr(litellm, "get_llm_provider", record_resolution)
+    monkeypatch.setattr("litellm.rerank_api.main.rerank", rerank_raises_provider_error)
+
+    with pytest.raises(litellm.AuthenticationError) as exc_info:
+        await litellm.arerank(
+            model="github_copilot/gpt-4o",
+            query=MARKER_QUERY,
+            documents=[MARKER_DOC],
+        )
+
+    assert resolution_calls == []
+    assert "Github_copilotException" in str(exc_info.value)
+    assert "None - " not in str(exc_info.value)
+
+
 @pytest.mark.asyncio
 async def test_together_rerank_async_honors_env_api_base(respx_mock: respx.MockRouter, monkeypatch):
     """Regression: TOGETHER_AI_API_BASE was honored by chat but ignored by rerank."""
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
index b2b8eb5da80..2068f10ea2d 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_litellm_completion_responses.py
@@ -1928,6 +1928,19 @@ class TestToolTransformation:
         assert result_tool["function"]["parameters"]["type"] == "object"
         assert "properties" in result_tool["function"]["parameters"]
 
+    def test_transform_function_tools_parameters_keep_client_key_order(self):
+        tools = [
+            {"type": "function", "name": "a", "parameters": {"properties": {"arg": {"type": "string"}}, "required": ["arg"]}},
+            {"type": "function", "name": "b", "parameters": {"type": "object", "properties": {}}},
+        ]
+
+        result_tools, _ = LiteLLMCompletionResponsesConfig.transform_responses_api_tools_to_chat_completion_tools(
+            tools=tools
+        )
+
+        assert list(result_tools[0]["function"]["parameters"]) == ["properties", "required", "type"]
+        assert list(result_tools[1]["function"]["parameters"]) == ["type", "properties"]
+
     def test_transform_function_tools_empty_parameters(self):
         """Test that empty parameters get 'type': 'object' added"""
         function_tool = {
diff --git a/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py b/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
index 4a03913f55a..719d51c11e3 100644
--- a/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
+++ b/tests/test_litellm/responses/litellm_completion_transformation/test_streaming_iterator_transformation.py
@@ -25,6 +25,7 @@ from litellm.types.utils import (
     ModelResponse,
     ModelResponseStream,
     StreamingChoices,
+    Usage,
 )
 
 CHAT_COMPLETION_ID = "chatcmpl-77d33d09-effa-4cd2-9c0d-c742d4358256"
@@ -527,6 +528,20 @@ async def test_streaming_response_id_falls_back_when_upstream_yields_nothing():
     assert response_ids[0].startswith("resp_")
 
 
+def test_completed_event_restores_usage_hidden_by_stream_options_none():
+    final_chunk = _chunk("", finish_reason="stop")
+    final_chunk._hidden_params = {"usage": Usage(prompt_tokens=117, completion_tokens=5, total_tokens=122)}
+    iterator = _build_iterator([_chunk("the document says hello"), final_chunk])
+
+    events = list(iterator)
+
+    completed = next(
+        event for event in events if getattr(event, "type", None) == ResponsesAPIStreamEvents.RESPONSE_COMPLETED
+    )
+    assert completed.response.usage.input_tokens == 117
+    assert completed.response.usage.output_tokens == 5
+
+
 def test_object_tool_call_arguments_stream_as_valid_json():
     """A provider that sends decoded object arguments must still stream valid JSON.
 
diff --git a/tests/test_litellm/responses/test_responses_api_bridge_flag.py b/tests/test_litellm/responses/test_responses_api_bridge_flag.py
index d76fa59a888..57aa2a6baa2 100644
--- a/tests/test_litellm/responses/test_responses_api_bridge_flag.py
+++ b/tests/test_litellm/responses/test_responses_api_bridge_flag.py
@@ -6,6 +6,7 @@ Includes file_search emulation: the flag must be forwarded on inner aresponses
 calls so routed requests do not hit a custom api_base /v1/responses endpoint.
 """
 
+from importlib import import_module
 from unittest.mock import MagicMock, patch
 
 
@@ -17,11 +18,11 @@ from litellm.types.utils import Choices, Message, ModelResponse, Usage
 class TestUseResponsesApiBridgeFlag:
     """Test that bridge opt-in forces the chat completions path."""
 
-    @patch(
-        "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler"
+    @patch.object(
+        import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler"
     )
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     def test_bridge_used_when_use_chat_completions_api_true(
         self, mock_get_config, mock_bridge_handler
@@ -39,11 +40,11 @@ class TestUseResponsesApiBridgeFlag:
 
         mock_bridge_handler.assert_called_once()
 
-    @patch(
-        "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler"
+    @patch.object(
+        import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler"
     )
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     def test_bridge_used_when_model_uses_chat_completions_prefix(
         self, mock_get_config, mock_bridge_handler
@@ -62,9 +63,9 @@ class TestUseResponsesApiBridgeFlag:
         # Model string is provider-normalized after resolution; prefix only forces the bridge.
         assert mock_bridge_handler.call_args.kwargs["model"].endswith("my-custom-model")
 
-    @patch("litellm.responses.main.base_llm_http_handler.response_api_handler")
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(import_module("litellm.responses.main").base_llm_http_handler, "response_api_handler")
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     def test_native_forwarding_when_flag_absent(
         self, mock_get_config, mock_native_handler
@@ -82,11 +83,11 @@ class TestUseResponsesApiBridgeFlag:
 
         mock_native_handler.assert_called_once()
 
-    @patch(
-        "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler"
+    @patch.object(
+        import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler"
     )
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     def test_flag_does_not_leak_into_kwargs(self, mock_get_config, mock_bridge_handler):
         """use_chat_completions_api should be popped and not passed to the bridge handler."""
@@ -104,11 +105,11 @@ class TestUseResponsesApiBridgeFlag:
         all_kwargs = call_kwargs.kwargs if call_kwargs.kwargs else {}
         assert "use_chat_completions_api" not in all_kwargs
 
-    @patch(
-        "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler"
+    @patch.object(
+        import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler"
     )
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     def test_bridge_used_when_provider_config_none(
         self, mock_get_config, mock_bridge_handler
@@ -127,8 +128,8 @@ class TestUseResponsesApiBridgeFlag:
         mock_bridge_handler.assert_called_once()
 
     @patch("litellm.acompletion")
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     async def test_allowed_openai_params_forwarded_through_bridge(
         self, mock_get_config, mock_acompletion
@@ -164,9 +165,9 @@ class TestUseResponsesApiBridgeFlag:
             "reasoning_effort"
         ]
 
-    @patch("litellm.responses.file_search.emulated_handler._call_aresponses")
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(import_module("litellm.responses.file_search.emulated_handler"), "_call_aresponses")
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     async def test_bridge_flag_forwarded_to_file_search_emulation(
         self, mock_get_config, mock_call_aresponses
@@ -206,12 +207,12 @@ class TestUseResponsesApiBridgeFlag:
             call_kwargs.get("use_chat_completions_api") is True
         ), "use_chat_completions_api should be forwarded to inner aresponses call"
 
-    @patch(
-        "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler"
+    @patch.object(
+        import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler"
     )
     @patch("litellm.vector_stores.main.asearch")
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     async def test_bridge_flag_prevents_native_responses_endpoint_call(
         self, mock_get_config, mock_asearch, mock_bridge_handler
@@ -280,10 +281,10 @@ class TestUseResponsesApiBridgeFlag:
         assert result is not None
         assert result.id is not None
 
-    @patch("litellm.responses.main.base_llm_http_handler.response_api_handler")
+    @patch.object(import_module("litellm.responses.main").base_llm_http_handler, "response_api_handler")
     @patch("litellm.vector_stores.main.asearch")
-    @patch(
-        "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config"
+    @patch.object(
+        import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config"
     )
     async def test_without_bridge_flag_uses_native_endpoint(
         self, mock_get_config, mock_asearch, mock_native_handler
diff --git a/tests/test_litellm/responses/test_responses_api_request_body.py b/tests/test_litellm/responses/test_responses_api_request_body.py
index 5fd53fda01b..3e60906ec6d 100644
--- a/tests/test_litellm/responses/test_responses_api_request_body.py
+++ b/tests/test_litellm/responses/test_responses_api_request_body.py
@@ -7,6 +7,7 @@ in expected_responses_api_request/.
 import copy
 import json
 from pathlib import Path
+from importlib import import_module
 from unittest.mock import AsyncMock, patch
 
 import httpx
@@ -405,8 +406,8 @@ async def test_aresponses_websocket_strips_responses_routing_prefix_from_openai_
 
     from litellm.responses.main import _aresponses_websocket
 
-    with patch(
-        "litellm.responses.main.base_llm_http_handler.async_responses_websocket",
+    with patch.object(
+        import_module("litellm.responses.main").base_llm_http_handler, "async_responses_websocket",
         new_callable=AsyncMock,
     ) as mock_ws:
         await _aresponses_websocket(
diff --git a/tests/test_litellm/responses/test_responses_prompt_management.py b/tests/test_litellm/responses/test_responses_prompt_management.py
index 204b4d00f01..530afbd856b 100644
--- a/tests/test_litellm/responses/test_responses_prompt_management.py
+++ b/tests/test_litellm/responses/test_responses_prompt_management.py
@@ -13,6 +13,7 @@ Covers:
   I) async path propagates optional params to downstream handler
 """
 
+from importlib import import_module
 import asyncio
 from typing import List, cast
 from unittest.mock import AsyncMock, MagicMock, patch
@@ -62,23 +63,20 @@ def _provider_by_model(model: str, **_: object) -> tuple[str, str, None, None]:
 def _patch_responses_dispatch():
     """Patch everything after the prompt management block so tests stay unit-level."""
     return [
-        patch(
-            "litellm.responses.main.litellm.get_llm_provider",
+        patch.object(
+            import_module("litellm.responses.main").litellm, "get_llm_provider",
             side_effect=_provider_by_model,
         ),
-        patch(
-            "litellm.responses.mcp.litellm_proxy_mcp_handler."
-            "LiteLLM_Proxy_MCP_Handler._should_use_litellm_mcp_gateway",
+        patch.object(
+            import_module("litellm.responses.mcp.litellm_proxy_mcp_handler").LiteLLM_Proxy_MCP_Handler, "_should_use_litellm_mcp_gateway",
             return_value=False,
         ),
-        patch(
-            "litellm.responses.main.ProviderConfigManager"
-            ".get_provider_responses_api_config",
+        patch.object(
+            import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config",
             return_value=None,
         ),
-        patch(
-            "litellm.responses.main.litellm_completion_transformation_handler"
-            ".response_api_handler",
+        patch.object(
+            import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler",
             return_value=MagicMock(),
         ),
     ]
@@ -393,8 +391,8 @@ class TestResponsesAPIPromptManagement:
 
         patches = _patch_responses_dispatch()
         with (
-            patch(
-                "litellm.responses.main.litellm.get_llm_provider",
+            patch.object(
+                import_module("litellm.responses.main").litellm, "get_llm_provider",
                 side_effect=_provider_by_model,
             ),
             patches[1],
@@ -599,8 +597,8 @@ def test_sync_prompt_swap_resolves_credentials_for_swapped_provider(monkeypatch:
 
     monkeypatch.setenv("XAI_API_KEY", "sk-xai-test")
     logging_obj = _make_logging_obj("gpt-4o-mini", [{"role": "user", "content": "hi"}])
-    with patch(  # test-quality-ok: handler boundary stub proves creds resolve for the swapped provider without network
-        "litellm.responses.main.base_llm_http_handler.response_api_handler", return_value=MagicMock()
+    with patch.object(  # test-quality-ok: handler boundary stub proves creds resolve for the swapped provider without network
+        import_module("litellm.responses.main").base_llm_http_handler, "response_api_handler", return_value=MagicMock()
     ) as mock_handler:
         litellm.responses(input="hi", model="xai/grok-4", prompt_id="p1", litellm_logging_obj=logging_obj)
 
diff --git a/tests/test_litellm/responses/test_responses_utils.py b/tests/test_litellm/responses/test_responses_utils.py
index 6918ce0af13..cb6efa21036 100644
--- a/tests/test_litellm/responses/test_responses_utils.py
+++ b/tests/test_litellm/responses/test_responses_utils.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 import base64
 from unittest.mock import MagicMock, patch
 
@@ -580,12 +581,12 @@ def test_responses_extra_body_forwarded_to_completion_transformation_handler():
     so it was silently dropped.
     """
     with (
-        patch(
-            "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config",
+        patch.object(
+            import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config",
             return_value=None,
         ),
-        patch(
-            "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler",
+        patch.object(
+            import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler",
         ) as mock_handler,
     ):
         mock_handler.return_value = MagicMock()
@@ -611,12 +612,12 @@ def test_responses_maps_reasoning_effort_from_litellm_params_to_reasoning():
     that cannot set extra_body.
     """
     with (
-        patch(
-            "litellm.responses.main.ProviderConfigManager.get_provider_responses_api_config",
+        patch.object(
+            import_module("litellm.responses.main").ProviderConfigManager, "get_provider_responses_api_config",
             return_value=None,
         ),
-        patch(
-            "litellm.responses.main.litellm_completion_transformation_handler.response_api_handler",
+        patch.object(
+            import_module("litellm.responses.main").litellm_completion_transformation_handler, "response_api_handler",
         ) as mock_handler,
     ):
         mock_handler.return_value = MagicMock()
diff --git a/tests/test_litellm/responses/test_rust_bridge_websocket.py b/tests/test_litellm/responses/test_rust_bridge_websocket.py
index c9a5b988be6..4b446368dbe 100644
--- a/tests/test_litellm/responses/test_rust_bridge_websocket.py
+++ b/tests/test_litellm/responses/test_rust_bridge_websocket.py
@@ -3,7 +3,7 @@ from __future__ import annotations
 import pytest
 
 from litellm.llms.custom_httpx.llm_http_handler import _rust_responses_websocket_enabled
-from litellm.rust_bridge import responses_websocket
+from litellm.rust_bridge import configuration, responses_websocket
 from litellm.types.router import GenericLiteLLMParams
 
 
@@ -39,12 +39,33 @@ class _FakeNativeBridge:
         return _FakeNativeConnection()
 
 
+@pytest.fixture(autouse=True)
+def reset_responses_websocket():
+    responses_websocket.set_rust_responses_websocket(connection=None)
+    configuration.reset_rust_configuration()
+    yield
+    responses_websocket.set_rust_responses_websocket(connection=None)
+    configuration.reset_rust_configuration()
+
+
 def test_rust_websocket_bridge_is_disabled_without_flag() -> None:
     assert not _rust_responses_websocket_enabled("openai", GenericLiteLLMParams())
     assert not _rust_responses_websocket_enabled("anthropic", GenericLiteLLMParams(rust=True))
     assert _rust_responses_websocket_enabled("openai", GenericLiteLLMParams(rust=True))
 
 
+def test_explicit_false_overrides_process_enable() -> None:
+    configuration.rust(True)
+
+    assert not _rust_responses_websocket_enabled("openai", GenericLiteLLMParams(rust=False))
+
+
+def test_process_enable_applies_without_request_override() -> None:
+    configuration.rust(True)
+
+    assert _rust_responses_websocket_enabled("openai", GenericLiteLLMParams())
+
+
 @pytest.mark.asyncio
 async def test_adapter_raises_clean_close_when_rust_connection_ends() -> None:
     adapter = responses_websocket._ConnectionAdapter(_ClosedNativeConnection())
diff --git a/tests/test_litellm/responses/test_streaming_iterator.py b/tests/test_litellm/responses/test_streaming_iterator.py
index 677faf7f655..c226c0b4d09 100644
--- a/tests/test_litellm/responses/test_streaming_iterator.py
+++ b/tests/test_litellm/responses/test_streaming_iterator.py
@@ -6,7 +6,7 @@ completion_start_time = end_time."""
 import json
 from datetime import datetime
 from typing import Optional
-from unittest.mock import Mock
+from unittest.mock import Mock, patch
 
 import httpx
 import pytest
@@ -326,3 +326,214 @@ def test_run_post_success_hooks_does_not_report_generation_time_as_overhead():
 
     assert iterator.completed_response._hidden_params["_response_ms"] == 10000.0
     assert "litellm_overhead_time_ms" not in iterator.completed_response._hidden_params
+
+
+def _responses_api_response_with_usage() -> ResponsesAPIResponse:
+    from litellm.types.llms.openai import ResponseAPIUsage
+
+    return ResponsesAPIResponse(
+        id="resp_lit6427",
+        created_at=int(datetime(2025, 1, 1).timestamp()),
+        status="completed",
+        model="mantle-claude",
+        object="response",
+        output=[],
+        usage=ResponseAPIUsage(input_tokens=20, output_tokens=60, total_tokens=80),
+    )
+
+
+def test_stamp_responses_usage_cost_stamps_computed_cost():
+    from litellm.responses.streaming_iterator import _stamp_responses_usage_cost
+
+    response = _responses_api_response_with_usage()
+    logging_obj = Mock(spec=LiteLLMLoggingObj)
+    logging_obj._response_cost_calculator.return_value = 0.000704
+
+    _stamp_responses_usage_cost(response, logging_obj)
+
+    assert getattr(response.usage, "cost", None) == pytest.approx(0.000704)
+    logging_obj._response_cost_calculator.assert_called_once_with(result=response)
+
+
+def test_stamp_responses_usage_cost_keeps_provider_reported_cost():
+    from litellm.responses.streaming_iterator import _stamp_responses_usage_cost
+
+    response = _responses_api_response_with_usage()
+    setattr(response.usage, "cost", 0.5)
+    logging_obj = Mock(spec=LiteLLMLoggingObj)
+
+    _stamp_responses_usage_cost(response, logging_obj)
+
+    assert getattr(response.usage, "cost", None) == pytest.approx(0.5)
+    logging_obj._response_cost_calculator.assert_not_called()
+
+
+def test_stamp_responses_usage_cost_survives_calculator_failure():
+    from litellm.responses.streaming_iterator import _stamp_responses_usage_cost
+
+    response = _responses_api_response_with_usage()
+    logging_obj = Mock(spec=LiteLLMLoggingObj)
+    logging_obj._response_cost_calculator.side_effect = RuntimeError("cost map unavailable")
+
+    _stamp_responses_usage_cost(response, logging_obj)
+
+    assert getattr(response.usage, "cost", None) is None
+
+
+def _capture_dispatch(logged: list):
+    """Record the object handed to the success handlers.
+
+    ``Mock(spec=LiteLLMLoggingObj).dispatch_success_handlers`` is an AsyncMock whose side effect
+    only runs when the coroutine is awaited, so capture with a plain function instead.
+    """
+
+    async def _noop() -> None:
+        return None
+
+    def _dispatch(result, **kwargs):
+        logged.append(result)
+        return _noop()
+
+    return _dispatch
+
+
+def _headers_config(*, transform_hidden_params: Optional[dict] = None) -> Mock:
+    """Config whose completed event carries a real ResponsesAPIResponse, so the logging copy
+    performs a genuine model_dump/model_validate round trip."""
+    mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+    def _transform(model, parsed_chunk, logging_obj):
+        evt_type = parsed_chunk.get("type")
+        if evt_type != "response.completed":
+            stub = Mock()
+            stub.type = evt_type
+            return stub
+        response = ResponsesAPIResponse(
+            id="resp_headers",
+            created_at=1,
+            output=[],
+            parallel_tool_calls=False,
+            tool_choice="auto",
+            tools=[],
+        )
+        if transform_hidden_params is not None:
+            response._hidden_params.update(transform_hidden_params)
+        return ResponseCompletedEvent(
+            type=ResponsesAPIStreamEvents.RESPONSE_COMPLETED,
+            response=response,
+        )
+
+    mock_config.transform_streaming_response.side_effect = _transform
+    return mock_config
+
+
+def _make_header_iterator(
+    *,
+    headers: dict,
+    config: Mock,
+    logging_obj: LiteLLMLoggingObj,
+) -> ResponsesAPIStreamingIterator:
+    async def aiter_bytes():
+        yield _sse_event({"type": "response.completed"})
+
+    mock_response = Mock()
+    mock_response.headers = headers
+    mock_response.aiter_bytes = aiter_bytes
+
+    return ResponsesAPIStreamingIterator(
+        response=mock_response,
+        model="gpt-4o-mini",
+        responses_api_provider_config=config,
+        logging_obj=logging_obj,
+        litellm_metadata={},
+        custom_llm_provider="azure",
+    )
+
+
+@pytest.mark.asyncio
+async def test_streaming_logging_response_carries_provider_response_headers():
+    """LIT-6055: the provider headers the iterator captured must reach the logged response, so
+    custom loggers can read Azure's apim-request-id from the callback payload."""
+    logging_obj = _logging_obj_stub()
+    logged: list[object] = []
+    logging_obj.dispatch_success_handlers = _capture_dispatch(logged)
+
+    logging_obj._on_deferred_stream_complete = None
+
+    iterator = _make_header_iterator(
+        headers={"apim-request-id": "azure-correlation-1", "x-ms-region": "East US 2"},
+        config=_headers_config(),
+        logging_obj=logging_obj,
+    )
+    async for _ in iterator:
+        pass
+
+    assert len(logged) == 1
+    hidden_params = logged[0].response._hidden_params
+    assert hidden_params["additional_headers"]["llm_provider-apim-request-id"] == "azure-correlation-1"
+    assert hidden_params["additional_headers"]["llm_provider-x-ms-region"] == "East US 2"
+    assert hidden_params["headers"]["apim-request-id"] == "azure-correlation-1"
+    # the proxy builds the client's response headers from the iterator's own dict, so the logged
+    # response must hold copies rather than alias it
+    assert hidden_params["additional_headers"] is not iterator._hidden_params["additional_headers"]
+    assert hidden_params["headers"] is not iterator._raw_response_headers
+
+
+@pytest.mark.asyncio
+async def test_streaming_logging_copy_preserves_transform_hidden_params():
+    """LIT-6055: model_validate(model_dump()) drops pydantic private attributes, so headers a
+    provider transform already set on the response (fake_stream) must be re-applied."""
+    logging_obj = _logging_obj_stub()
+    logged: list[object] = []
+    logging_obj.dispatch_success_handlers = _capture_dispatch(logged)
+
+    logging_obj._on_deferred_stream_complete = None
+
+    iterator = _make_header_iterator(
+        headers={},
+        config=_headers_config(
+            transform_hidden_params={
+                "additional_headers": {"llm_provider-apim-request-id": "from-transform"},
+                "headers": {"apim-request-id": "from-transform"},
+                "response_cost": 0.5,
+            }
+        ),
+        logging_obj=logging_obj,
+    )
+    async for _ in iterator:
+        pass
+
+    assert len(logged) == 1
+    hidden_params = logged[0].response._hidden_params
+    assert hidden_params["additional_headers"]["llm_provider-apim-request-id"] == "from-transform"
+    assert hidden_params["headers"]["apim-request-id"] == "from-transform"
+    assert iterator.completed_response is not logged[0]
+    # only the header keys travel: response_cost would short-circuit the cost calculator
+    assert "response_cost" not in hidden_params
+
+
+@pytest.mark.asyncio
+async def test_streaming_logging_copy_fallback_leaves_caller_event_untouched():
+    """LIT-6055: when the logging copy falls back to the original event, the header restore must
+    not stamp logging-only state onto the object the caller is iterating."""
+    logging_obj = _logging_obj_stub()
+    logged: list[object] = []
+    logging_obj.dispatch_success_handlers = _capture_dispatch(logged)
+    logging_obj._on_deferred_stream_complete = None
+
+    iterator = _make_header_iterator(
+        headers={"apim-request-id": "azure-correlation-1"},
+        config=_headers_config(),
+        logging_obj=logging_obj,
+    )
+    async for _ in iterator:
+        pass
+
+    assert len(logged) == 1
+    iterator._completed_response_logged = False
+    logged.clear()
+    with patch.object(type(iterator.completed_response), "model_dump", side_effect=ValueError("cannot serialize")):
+        iterator._log_completed_response(is_async=True)
+
+    assert logged == [iterator.completed_response]
+    assert iterator.completed_response.response._hidden_params == {}
diff --git a/tests/test_litellm/responses/test_streaming_iterator_error_events.py b/tests/test_litellm/responses/test_streaming_iterator_error_events.py
index 9c344fc6894..ad74861c096 100644
--- a/tests/test_litellm/responses/test_streaming_iterator_error_events.py
+++ b/tests/test_litellm/responses/test_streaming_iterator_error_events.py
@@ -15,6 +15,7 @@ Pydantic ValidationError (previously typed as Optional[str]).
 """
 
 import json
+from importlib import import_module
 from unittest.mock import Mock, patch
 
 import pytest
@@ -259,8 +260,8 @@ def test_handle_logging_failed_response_maps_rate_limit_to_429():
         {"type": "tokens", "code": "rate_limit_exceeded", "message": "throttled"}
     )
     with (
-        patch("litellm.responses.streaming_iterator.run_async_function") as mock_run_async,
-        patch("litellm.responses.streaming_iterator.executor"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "run_async_function") as mock_run_async,
+        patch.object(import_module("litellm.responses.streaming_iterator"), "executor"),
     ):
         iterator._handle_logging_failed_response()
     logged_exception = mock_run_async.call_args.kwargs["exception"]
@@ -276,8 +277,8 @@ def test_handle_logging_failed_response_maps_type_field_to_400():
         {"type": "invalid_request_error", "code": "invalid_prompt", "message": "bad prompt"}
     )
     with (
-        patch("litellm.responses.streaming_iterator.run_async_function") as mock_run_async,
-        patch("litellm.responses.streaming_iterator.executor"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "run_async_function") as mock_run_async,
+        patch.object(import_module("litellm.responses.streaming_iterator"), "executor"),
     ):
         iterator._handle_logging_failed_response()
     logged_exception = mock_run_async.call_args.kwargs["exception"]
@@ -296,8 +297,8 @@ def test_handle_logging_failed_response_records_usage_and_cost():
     iterator.completed_response = chunk
     iterator.logging_obj._response_cost_calculator.return_value = 0.0042
     with (
-        patch("litellm.responses.streaming_iterator.run_async_function"),
-        patch("litellm.responses.streaming_iterator.executor"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "run_async_function"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "executor"),
     ):
         iterator._handle_logging_failed_response()
     combined_usage = iterator.logging_obj.model_call_details["combined_usage_object"]
@@ -315,8 +316,8 @@ def test_handle_logging_failed_response_without_usage_skips_recording():
         {"type": "server_error", "code": "server_error", "message": "boom"}
     )
     with (
-        patch("litellm.responses.streaming_iterator.run_async_function"),
-        patch("litellm.responses.streaming_iterator.executor"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "run_async_function"),
+        patch.object(import_module("litellm.responses.streaming_iterator"), "executor"),
     ):
         iterator._handle_logging_failed_response()
     assert "combined_usage_object" not in iterator.logging_obj.model_call_details
diff --git a/tests/test_litellm/responses/test_text_format_conversion.py b/tests/test_litellm/responses/test_text_format_conversion.py
index cca7748fd3a..c68ad16c4af 100644
--- a/tests/test_litellm/responses/test_text_format_conversion.py
+++ b/tests/test_litellm/responses/test_text_format_conversion.py
@@ -1,3 +1,4 @@
+from importlib import import_module
 import json
 
 import pytest
@@ -148,8 +149,8 @@ class TestTextFormatConversion:
                     incomplete_details=None,
                 )
 
-        with patch(
-            "litellm.responses.main.base_llm_http_handler.response_api_handler",
+        with patch.object(
+            import_module("litellm.responses.main").base_llm_http_handler, "response_api_handler",
             new=mock_handler,
         ):
             litellm._turn_on_debug()
diff --git a/tests/test_litellm/router_strategy/test_auto_router.py b/tests/test_litellm/router_strategy/test_auto_router.py
index 36199b45847..123ada83ca4 100644
--- a/tests/test_litellm/router_strategy/test_auto_router.py
+++ b/tests/test_litellm/router_strategy/test_auto_router.py
@@ -330,36 +330,46 @@ ROUTER_CONFIG: Final = json.dumps(
 )
 
 
-class FailingRouteLayer:
-    """Route layer whose embedding call fails, as it does when the prompt exceeds the encoder's window."""
-
-    def __call__(self, text: str) -> Any:
-        raise ValueError(
-            "Internal_litellm_router API call failed. Error: litellm.InternalServerError: "
-            "input is too large to process. increase the physical batch size"
-        )
-
-
 class FixedRouteLayer:
-    """Route layer that returns whatever the test tells it to, recording the text it was asked about."""
+    """Route layer that returns whatever the test tells it to for the query vector it is handed."""
 
     def __init__(self, route_choice: Any) -> None:
         self.route_choice = route_choice
-        self.seen_text: str | None = None
 
-    def __call__(self, text: str) -> Any:
-        self.seen_text = text
+    async def acall(self, vector: Any) -> Any:
         return self.route_choice
 
 
+def _embedding_response(input: List[str]) -> Any:
+    import litellm
+
+    return litellm.EmbeddingResponse(
+        data=[{"embedding": [0.1, 0.2], "index": i, "object": "embedding"} for i in range(len(input))]
+    )
+
+
 class StubEmbeddingRouter:
-    """Stands in for the LiteLLM Router when the route index has to be built for real."""
+    """Stands in for the LiteLLM Router, recording the text and kwargs each query embedding was made with."""
+
+    def __init__(self) -> None:
+        self.seen_text: str | None = None
+        self.aembedding_kwargs: Dict[str, Any] | None = None
 
     def embedding(self, input: List[str], model: str, **kwargs: Any) -> Any:
-        import litellm
+        return _embedding_response(input)
 
-        return litellm.EmbeddingResponse(
-            data=[{"embedding": [0.1, 0.2], "index": i, "object": "embedding"} for i in range(len(input))]
+    async def aembedding(self, input: List[str], model: str, **kwargs: Any) -> Any:
+        self.seen_text = input[0]
+        self.aembedding_kwargs = kwargs
+        return _embedding_response(input)
+
+
+class FailingEmbeddingRouter(StubEmbeddingRouter):
+    """Router whose query embedding fails, as it does when the prompt exceeds the encoder's window."""
+
+    async def aembedding(self, input: List[str], model: str, **kwargs: Any) -> Any:
+        raise ValueError(
+            "litellm.InternalServerError: input is too large to process. increase the physical batch size"
         )
 
 
@@ -369,7 +379,7 @@ def _auto_router(routelayer: Any, litellm_router_instance: Any = None, **kwargs:
         auto_router_config=ROUTER_CONFIG,
         default_model="fallback-model",
         embedding_model="text-embedding-3-small",
-        litellm_router_instance=litellm_router_instance or MagicMock(),
+        litellm_router_instance=litellm_router_instance or StubEmbeddingRouter(),
         **kwargs,
     )
     auto_router.routelayer = routelayer
@@ -381,7 +391,7 @@ class TestAutoRouterAlwaysResolvesARoutableModel:
 
     @pytest.mark.asyncio
     async def test_should_fall_back_to_default_model_when_the_embedding_call_fails(self):
-        auto_router: Final = _auto_router(FailingRouteLayer())
+        auto_router: Final = _auto_router(FixedRouteLayer(None), litellm_router_instance=FailingEmbeddingRouter())
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -440,8 +450,8 @@ class TestAutoRouterAlwaysResolvesARoutableModel:
     async def test_should_still_route_to_the_matched_route_when_one_matches(self):
         from semantic_router.schema import RouteChoice
 
-        layer: Final = FixedRouteLayer(RouteChoice(name="code-model"))
-        auto_router: Final = _auto_router(layer)
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(FixedRouteLayer(RouteChoice(name="code-model")), litellm_router_instance=router)
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -451,7 +461,7 @@ class TestAutoRouterAlwaysResolvesARoutableModel:
 
         assert result is not None
         assert result.model == "code-model"
-        assert layer.seen_text == "fix this stack trace"
+        assert router.seen_text == "fix this stack trace"
 
 
 class TestAutoRouterEmbeddingInputCap:
@@ -483,8 +493,8 @@ class TestAutoRouterRoutesResponsesApiInput:
     async def test_should_route_a_string_input_when_messages_is_none(self):
         from semantic_router.schema import RouteChoice
 
-        layer: Final = FixedRouteLayer(RouteChoice(name="code-model"))
-        auto_router: Final = _auto_router(layer)
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(FixedRouteLayer(RouteChoice(name="code-model")), litellm_router_instance=router)
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -498,14 +508,14 @@ class TestAutoRouterRoutesResponsesApiInput:
         assert result is not None
         assert result.model == "code-model"
         assert result.messages is None
-        assert layer.seen_text == "fix this stack trace"
+        assert router.seen_text == "fix this stack trace"
 
     @pytest.mark.asyncio
     async def test_should_route_a_list_input_with_instructions_when_messages_is_none(self):
         from semantic_router.schema import RouteChoice
 
-        layer: Final = FixedRouteLayer(RouteChoice(name="code-model"))
-        auto_router: Final = _auto_router(layer)
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(FixedRouteLayer(RouteChoice(name="code-model")), litellm_router_instance=router)
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -525,13 +535,13 @@ class TestAutoRouterRoutesResponsesApiInput:
 
         assert result is not None
         assert result.model == "code-model"
-        assert layer.seen_text is not None
-        assert "fix this stack trace" in layer.seen_text
+        assert router.seen_text is not None
+        assert "fix this stack trace" in router.seen_text
 
     @pytest.mark.asyncio
     async def test_should_skip_routing_when_neither_messages_nor_input_is_present(self):
-        layer: Final = FixedRouteLayer(None)
-        auto_router: Final = _auto_router(layer)
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(FixedRouteLayer(None), litellm_router_instance=router)
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -540,12 +550,12 @@ class TestAutoRouterRoutesResponsesApiInput:
         )
 
         assert result is None
-        assert layer.seen_text is None
+        assert router.seen_text is None
 
     @pytest.mark.asyncio
     async def test_should_keep_routing_an_empty_messages_list_to_the_default_model(self):
-        layer: Final = FixedRouteLayer(None)
-        auto_router: Final = _auto_router(layer)
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(FixedRouteLayer(None), litellm_router_instance=router)
 
         result: Final = await auto_router.async_pre_routing_hook(
             model="my-auto-router",
@@ -555,4 +565,42 @@ class TestAutoRouterRoutesResponsesApiInput:
 
         assert result is not None
         assert result.model == "fallback-model"
-        assert layer.seen_text == ""
+        assert router.seen_text == ""
+
+
+class TestAutoRouterAttributesItsEmbeddingSpend:
+    """The query embedding is billed to the key that sent the request, like any other call it made."""
+
+    @pytest.mark.asyncio
+    async def test_should_forward_the_callers_identity_to_the_query_embedding_minus_its_budget_reservation(self):
+        from litellm.constants import INTERNAL_CALL_ORIGIN_METADATA_KEY
+
+        router: Final = StubEmbeddingRouter()
+        auto_router: Final = _auto_router(None, litellm_router_instance=router)
+        request_kwargs: Final = {
+            "metadata": {
+                "user_api_key": "hashed-key",
+                "user_api_key_team_id": "team-1",
+                "user_api_key_budget_reservation": {"reservation_id": "r-1"},
+            },
+            "litellm_session_id": "session-1",
+        }
+
+        result: Final = await auto_router.async_pre_routing_hook(
+            model="my-auto-router",
+            request_kwargs=request_kwargs,
+            messages=[{"role": "user", "content": "fix this stack trace"}],
+        )
+
+        assert result is not None
+        assert router.seen_text == "fix this stack trace"
+        assert router.aembedding_kwargs is not None
+        forwarded: Final = router.aembedding_kwargs["metadata"]
+        assert forwarded["user_api_key"] == "hashed-key"
+        assert forwarded["user_api_key_team_id"] == "team-1"
+        assert forwarded[INTERNAL_CALL_ORIGIN_METADATA_KEY] == "autorouter_classifier"
+        assert "user_api_key_budget_reservation" not in forwarded
+        assert router.aembedding_kwargs["litellm_session_id"] == "session-1"
+        assert router.aembedding_kwargs["proxy_server_request"] == {
+            "body": {"model": "text-embedding-3-small", "input": ["fix this stack trace"]}
+        }
diff --git a/tests/test_litellm/router_strategy/test_complexity_router.py b/tests/test_litellm/router_strategy/test_complexity_router.py
index 1ec8be88c9b..3ce4b8be6f6 100644
--- a/tests/test_litellm/router_strategy/test_complexity_router.py
+++ b/tests/test_litellm/router_strategy/test_complexity_router.py
@@ -6,18 +6,18 @@ Tests the rule-based complexity scoring and tier assignment logic.
 
 import asyncio
 import logging
+import sys
 from typing import Dict, List
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import pytest
 from pydantic import ValidationError
 
-
 import litellm
 from litellm import Router
 from litellm._logging import verbose_router_logger
 from litellm.caching.dual_cache import DualCache
-from litellm.constants import RETURN_RAW_MODEL_NAME_METADATA_KEY
+from litellm.constants import RETURN_RAW_MODEL_NAME_METADATA_KEY, SESSION_ID_GENERATED_METADATA_KEY
 from litellm.router_strategy.complexity_router.complexity_router import (
     _CLASSIFICATION_CURRENT_MESSAGE_ONLY,
     _CLASSIFICATION_WITH_CONVERSATION,
@@ -26,6 +26,8 @@ from litellm.router_strategy.complexity_router.complexity_router import (
     DimensionScore,
     KeywordOverride,
     _built_in_prompt,
+    _ClassifierCircuitBreaker,
+    _is_classifier_timeout,
     _matched_plan_mode_sentinel,
     classification_system_prompt,
 )
@@ -34,11 +36,16 @@ from litellm.router_strategy.complexity_router.config import (
     DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE,
     DEFAULT_COMPLEXITY_CONFIG,
     DEFAULT_TECHNICAL_KEYWORDS,
+    ClassificationRubric,
     ClassifierLLMConfig,
     ComplexityRouterConfig,
     ComplexityTier,
-    ClassificationRubric,
 )
+from litellm.router_strategy.complexity_router.tier_predictor import (
+    TierGlobalStatistic,
+    TrainedTierArtifact,
+)
+from litellm.router_utils.auto_router_model_naming import count_heuristic_v2_routers
 from litellm.types.router import (
     Deployment,
     LiteLLM_Params,
@@ -46,6 +53,21 @@ from litellm.types.router import (
 )
 
 
+requires_semantic_router = pytest.mark.skipif(
+    sys.version_info >= (3, 14), reason="The semantic-router extra excludes Python 3.14"
+)
+
+
+def _heuristic_v2_artifact() -> TrainedTierArtifact:
+    return TrainedTierArtifact(
+        global_statistics=tuple(
+            TierGlobalStatistic(tier=tier, successes=successes, observations=100)
+            for tier, successes in enumerate((10, 20, 90, 99), start=1)
+        ),
+        routing_threshold=0.8,
+    )
+
+
 @pytest.fixture
 def mock_router_instance():
     """Create a mock LiteLLM Router instance."""
@@ -1072,6 +1094,165 @@ class TestRouterComplexityDeploymentMethods:
         router.init_complexity_router_deployment(deployment)
         assert "auto_router/complexity_router/test-router" in router.complexity_routers
 
+    @staticmethod
+    def _router_row(model_name: str, model_id: str, classifier_type: str) -> dict[str, object]:
+        return {
+            "model_name": model_name,
+            "litellm_params": {
+                "model": "auto_router/complexity_router",
+                "complexity_router_config": {
+                    "classifier_type": classifier_type,
+                    "tiers": {"SIMPLE": "gpt-4o-mini", "MEDIUM": "gpt-4o"},
+                },
+            },
+            "model_info": {"id": model_id},
+        }
+
+    _POOL: dict[str, object] = {
+        "model_name": "gpt-4o-mini",
+        "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "k"},
+    }
+
+    def test_heuristic_v2_ceiling_keeps_the_first_router_and_drops_the_rest(self) -> None:
+        """The proxy runs with ignore_invalid_deployments, so the second heuristic_v2 router is dropped
+        at registration while a heuristic (v1) sibling and the first v2 router stay routable."""
+        router = Router(
+            model_list=[
+                self._POOL,
+                self._router_row("v2-a", "id-a", "heuristic_v2"),
+                self._router_row("v2-b", "id-b", "heuristic_v2"),
+                self._router_row("v1-c", "id-c", "heuristic"),
+            ],
+            heuristic_v2_router_limit=lambda: 1,
+            ignore_invalid_deployments=True,
+        )
+
+        assert sorted(router.complexity_routers) == ["v1-c", "v2-a"]
+        assert router.get_deployment(model_id="id-b") is None
+
+    def test_heuristic_v2_ceiling_raises_without_ignore_invalid_deployments(self) -> None:
+        with pytest.raises(ValueError, match="At most 1 auto-router"):
+            Router(
+                model_list=[
+                    self._POOL,
+                    self._router_row("v2-a", "id-a", "heuristic_v2"),
+                    self._router_row("v2-b", "id-b", "heuristic_v2"),
+                ],
+                heuristic_v2_router_limit=lambda: 1,
+            )
+
+    def test_heuristic_v2_limit_is_resolved_on_every_registration(self) -> None:
+        """The Router never caches the limit: when the resolver's answer moves (the proxy re-verified
+        its license), the next registration and the next limit query see the new value."""
+        limits = {"value": None}
+        router = Router(
+            model_list=[
+                self._POOL,
+                self._router_row("v2-a", "id-a", "heuristic_v2"),
+                self._router_row("v2-b", "id-b", "heuristic_v2"),
+            ],
+            heuristic_v2_router_limit=lambda: limits["value"],
+            ignore_invalid_deployments=True,
+        )
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+        assert router.heuristic_v2_router_limit_violation() is None
+
+        limits["value"] = 1
+        assert router.heuristic_v2_router_limit_violation() is not None
+        assert router.upsert_deployment(Deployment(**self._router_row("v2-c", "id-c", "heuristic_v2"))) is None
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+
+    def test_heuristic_v2_ceiling_tightening_refuses_the_edit_and_keeps_the_live_router(self) -> None:
+        """Two heuristic_v2 routers registered under an unlimited ceiling, then the ceiling drops to one:
+        an edit to either must be refused before its live row is popped, or the failed re-add and
+        the failed restore would drop a serving router while the write reports success."""
+        limits = {"value": None}
+        router = Router(
+            model_list=[
+                self._POOL,
+                self._router_row("v2-a", "id-a", "heuristic_v2"),
+                self._router_row("v2-b", "id-b", "heuristic_v2"),
+            ],
+            heuristic_v2_router_limit=lambda: limits["value"],
+            ignore_invalid_deployments=True,
+        )
+        limits["value"] = 1
+
+        assert router.upsert_deployment(Deployment(**self._router_row("v2-a-renamed", "id-a", "heuristic_v2"))) is None
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+        assert router.get_deployment(model_id="id-a") is not None
+
+        assert router.upsert_deployment(Deployment(**self._router_row("v1-a", "id-a", "heuristic"))) is not None
+        assert sorted(router.complexity_routers) == ["v1-a", "v2-b"]
+
+    def test_config_deployments_excludes_db_rows(self) -> None:
+        """The proxy counts config.yaml routers from here and DB rows from the database, so a DB-loaded
+        row (``model_info.db_model``) must not show up twice."""
+        router = Router(model_list=[self._POOL, self._router_row("v2-a", "id-a", "heuristic_v2")])
+        db_row = self._router_row("v2-db", "id-db", "heuristic_v2")
+        db_row["model_info"] = {"id": "id-db", "db_model": True}
+        assert router.upsert_deployment(Deployment(**db_row)) is not None
+
+        assert sorted(str(row["model_name"]) for row in router.config_deployments()) == ["gpt-4o-mini", "v2-a"]
+        assert count_heuristic_v2_routers(router.config_deployments()) == 1
+
+    def test_failed_edit_of_a_live_v2_router_rolls_back_without_the_ceiling(self) -> None:
+        """A rollback after a failed upsert re-admits state that was already serving, so it must not be
+        judged by a ceiling that tightened since: converting one of two live heuristic_v2 routers to a
+        config whose registration fails must leave it serving its previous v2 configuration."""
+        limits = {"value": None}
+        router = Router(
+            model_list=[
+                self._POOL,
+                self._router_row("v2-a", "id-a", "heuristic_v2"),
+                self._router_row("v2-b", "id-b", "heuristic_v2"),
+            ],
+            heuristic_v2_router_limit=lambda: limits["value"],
+            ignore_invalid_deployments=True,
+        )
+        limits["value"] = 1
+
+        broken = self._router_row("v1-a", "id-a", "heuristic")
+        broken["litellm_params"]["complexity_router_config"]["tiers"] = {}
+        assert router.upsert_deployment(Deployment(**broken)) is None
+
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+        live = router.get_deployment(model_id="id-a")
+        assert live is not None and live.litellm_params.complexity_router_config["classifier_type"] == "heuristic_v2"
+        assert router.heuristic_v2_router_limit_violation() is not None
+
+    def test_heuristic_v2_routers_are_unlimited_by_default(self) -> None:
+        router = Router(
+            model_list=[
+                self._POOL,
+                self._router_row("v2-a", "id-a", "heuristic_v2"),
+                self._router_row("v2-b", "id-b", "heuristic_v2"),
+            ]
+        )
+
+        assert sorted(router.complexity_routers) == ["v2-a", "v2-b"]
+        assert router.heuristic_v2_router_limit_violation() is None
+
+    def test_heuristic_v2_router_limit_violation_frees_the_slot_of_the_router_being_edited(self) -> None:
+        """A DB reload upserts the existing heuristic_v2 router again; that edit must keep its own slot
+        while a different deployment switching to heuristic_v2 is refused."""
+        router = Router(
+            model_list=[self._POOL, self._router_row("v2-a", "id-a", "heuristic_v2")],
+            heuristic_v2_router_limit=lambda: 1,
+            ignore_invalid_deployments=True,
+        )
+
+        assert router.heuristic_v2_router_limit_violation() is not None
+
+        edited = self._router_row("v2-a-renamed", "id-a", "heuristic_v2")
+        assert router.upsert_deployment(Deployment(**edited)) is not None
+        assert sorted(router.complexity_routers) == ["v2-a-renamed"]
+
+        assert router.upsert_deployment(Deployment(**self._router_row("v2-b", "id-b", "heuristic_v2"))) is None
+        assert sorted(router.complexity_routers) == ["v2-a-renamed"]
+        assert router.upsert_deployment(Deployment(**self._router_row("v1-c", "id-c", "heuristic"))) is not None
+        assert sorted(router.complexity_routers) == ["v1-c", "v2-a-renamed"]
+
     def test_hybrid_initialization_waits_for_later_pool_deployments(self):
         router = Router(
             model_list=[
@@ -1545,6 +1726,21 @@ class TestLLMClassifierConfig:
         assert config.classifier_type == "heuristic"
         assert config.classifier_llm_config is None
 
+    def test_classifier_circuit_breaker_defaults_on_and_requires_positive_cooldown(self):
+        config = ClassifierLLMConfig(model="haiku-classifier")
+        assert config.circuit_breaker_enabled is True
+        assert config.circuit_breaker_cooldown_seconds == 30.0
+        with pytest.raises(ValidationError):
+            ClassifierLLMConfig(model="haiku-classifier", circuit_breaker_cooldown_seconds=0)
+
+    @pytest.mark.parametrize("reasoning_effort", ["", "ultra"])
+    def test_classifier_reasoning_effort_rejects_unsupported_values(self, reasoning_effort):
+        with pytest.raises(ValidationError):
+            ComplexityRouterConfig(
+                classifier_type="llm",
+                classifier_llm_config={"model": "haiku-classifier", "reasoning_effort": reasoning_effort},
+            )
+
 
 CUSTOM_TIER_LABELS: Dict[str, str] = {
     "SIMPLE": "Cheap",
@@ -1696,6 +1892,59 @@ class TestLLMClassifier:
         assert outcome.cause == "heuristic_scorer"
         assert outcome.score is not None
 
+    @pytest.mark.asyncio
+    async def test_heuristic_v2_routes_directly_to_predicted_builtin_tier(self, mock_router_instance):
+        router = ComplexityRouter(
+            model_name="tier-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                "classifier_type": "heuristic_v2",
+                "heuristic_v2_artifact": _heuristic_v2_artifact(),
+                "tiers": {
+                    "SIMPLE": "simple-model",
+                    "MEDIUM": "medium-model",
+                    "COMPLEX": "complex-model",
+                    "REASONING": "reasoning-model",
+                },
+            },
+        )
+
+        response = await router.async_pre_routing_hook(
+            model="tier-router",
+            request_kwargs={},
+            messages=[{"role": "user", "content": "Handle this new request"}],
+        )
+
+        assert response is not None
+        assert response.model == "complex-model"
+        assert response.routing_decision["tier"] == "COMPLEX"
+        assert response.routing_decision["cause"] == "heuristic_v2"
+        assert response.routing_decision["signals"] == [
+            "request-type:general",
+            "tier-probability:simple=0.107843",
+            "tier-probability:medium=0.205882",
+            "tier-probability:complex=0.892157",
+            "tier-probability:reasoning=0.980392",
+        ]
+
+    def test_heuristic_v2_needs_no_classifier_model(self):
+        config = ComplexityRouterConfig(classifier_type="heuristic_v2")
+
+        assert config.classifier_llm_config is None
+        assert config.heuristic_v2_artifact == "ultrafeedback"
+
+    def test_heuristic_v2_rejects_custom_tier_definitions(self):
+        with pytest.raises(ValidationError, match="as does heuristic_v2"):
+            ComplexityRouterConfig(
+                classifier_type="heuristic_v2",
+                tier_definitions=(
+                    {"name": "low", "description": "easy work"},
+                    {"name": "high", "description": "hard work"},
+                ),
+                tiers={"low": "cheap", "high": "expensive"},
+                fallback_tier="high",
+            )
+
     @pytest.mark.asyncio
     async def test_aclassify_llm_success_routes_by_llm_verdict(self, llm_complexity_router, mock_router_instance):
         """A well-formed structured LLM response should decide the tier directly.
@@ -1760,6 +2009,203 @@ class TestLLMClassifier:
         assert outcome.cause == "llm_classifier"
         assert outcome.classifier_cost == pytest.approx(1.35e-05)
 
+    @pytest.mark.asyncio
+    async def test_aclassify_timeout_does_not_inherit_router_retries_or_fallbacks(
+        self, llm_classifier_config
+    ):
+        real_router = Router(
+            model_list=[
+                {
+                    "model_name": "haiku-classifier",
+                    "litellm_params": {
+                        "model": "openai/mock-classifier",
+                        "api_key": "mock-key",
+                        "mock_timeout": True,
+                    },
+                },
+                {
+                    "model_name": "backup-classifier",
+                    "litellm_params": {
+                        "model": "openai/mock-backup-classifier",
+                        "api_key": "mock-key",
+                        "mock_response": '{"tier": "COMPLEX"}',
+                    },
+                },
+            ],
+            num_retries=2,
+            fallbacks=[{"haiku-classifier": ["backup-classifier"]}],
+        )
+        config = {
+            **llm_classifier_config,
+            "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 10},
+        }
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=real_router,
+            complexity_router_config=config,
+        )
+
+        outcome = await router.aclassify("hi")
+        next_outcome = await router.aclassify("hi again")
+
+        assert outcome.cause == "heuristic_scorer"
+        assert next_outcome.cause == "heuristic_scorer"
+        assert "classifier-circuit-open" in next_outcome.signals
+        assert real_router.total_calls["openai/mock-classifier"] == 1
+        assert real_router.total_calls["openai/mock-backup-classifier"] == 0
+
+    @pytest.mark.asyncio
+    async def test_aclassify_enforces_total_classifier_deadline(
+        self, mock_router_instance, llm_classifier_config
+    ):
+        cancelled = asyncio.Event()
+
+        async def slow_classifier(**_kwargs: object) -> None:
+            try:
+                await asyncio.sleep(1)
+            except asyncio.CancelledError:
+                cancelled.set()
+                raise
+
+        mock_router_instance.acompletion = AsyncMock(side_effect=slow_classifier)
+        config = {
+            **llm_classifier_config,
+            "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 10},
+        }
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=config,
+        )
+
+        outcome = await router.aclassify("hi")
+
+        assert outcome.cause == "heuristic_scorer"
+        assert cancelled.is_set()
+
+    @pytest.mark.asyncio
+    async def test_timeout_opens_classifier_circuit_for_other_sessions(
+        self, mock_router_instance, llm_classifier_config
+    ):
+        """One classifier outage is deployment-wide, so a second session must not pay the timeout."""
+        mock_router_instance.acompletion = AsyncMock(side_effect=TimeoutError("classifier timed out"))
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=llm_classifier_config,
+        )
+
+        first = await router.aclassify("first ask", request_kwargs={"metadata": {"session_id": "session-a"}})
+        second = await router.aclassify("second ask", request_kwargs={"metadata": {"session_id": "session-b"}})
+
+        assert first.cause == "heuristic_scorer"
+        assert second.cause == "heuristic_scorer"
+        assert "classifier-circuit-open" in second.signals
+        mock_router_instance.acompletion.assert_awaited_once()
+
+    def test_classifier_circuit_allows_one_probe_and_closes_on_success(self):
+        now = 100.0
+        breaker = _ClassifierCircuitBreaker(30.0, clock=lambda: now)
+
+        initial_permit = breaker.acquire_permit()
+        assert initial_permit is not None
+        breaker.record_failure(initial_permit, is_timeout=True)
+        assert breaker.acquire_permit() is None
+
+        now = 130.0
+        probe_permit = breaker.acquire_permit()
+        assert probe_permit is not None
+        assert breaker.acquire_permit() is None
+
+        breaker.record_success(probe_permit)
+        assert breaker.acquire_permit() is not None
+
+    def test_failed_classifier_probe_restarts_cooldown(self):
+        now = 100.0
+        breaker = _ClassifierCircuitBreaker(30.0, clock=lambda: now)
+        initial_permit = breaker.acquire_permit()
+        assert initial_permit is not None
+        breaker.record_failure(initial_permit, is_timeout=True)
+
+        now = 130.0
+        probe_permit = breaker.acquire_permit()
+        assert probe_permit is not None
+        breaker.record_failure(probe_permit, is_timeout=False)
+        assert breaker.acquire_permit() is None
+
+        now = 160.0
+        assert breaker.acquire_permit() is not None
+
+    def test_stale_success_cannot_close_circuit_opened_by_overlapping_timeout(self):
+        breaker = _ClassifierCircuitBreaker(30.0)
+        timeout_permit = breaker.acquire_permit()
+        stale_success_permit = breaker.acquire_permit()
+        assert timeout_permit is not None
+        assert stale_success_permit is not None
+
+        breaker.record_failure(timeout_permit, is_timeout=True)
+        breaker.record_success(stale_success_permit)
+
+        assert breaker.acquire_permit() is None
+
+    @pytest.mark.asyncio
+    async def test_cancelled_classifier_probe_restarts_cooldown(self, mock_router_instance, llm_classifier_config):
+        now = 100.0
+        mock_router_instance.acompletion = AsyncMock(
+            side_effect=[
+                TimeoutError("classifier timed out"),
+                asyncio.CancelledError(),
+                _llm_response('{"tier": "SIMPLE"}'),
+            ]
+        )
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=llm_classifier_config,
+        )
+        router._classifier_circuit_breaker = _ClassifierCircuitBreaker(30.0, clock=lambda: now)
+
+        await router.aclassify("open the circuit")
+        now = 130.0
+        with pytest.raises(asyncio.CancelledError):
+            await router.aclassify("cancel the recovery probe")
+
+        outcome = await router.aclassify("stay in cooldown")
+
+        assert outcome.cause == "heuristic_scorer"
+        assert "classifier-circuit-open" in outcome.signals
+        assert mock_router_instance.acompletion.await_count == 2
+
+    @pytest.mark.asyncio
+    async def test_classifier_circuit_can_be_disabled(self, mock_router_instance, llm_classifier_config):
+        mock_router_instance.acompletion = AsyncMock(side_effect=TimeoutError("classifier timed out"))
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                **llm_classifier_config,
+                "classifier_llm_config": {
+                    **llm_classifier_config["classifier_llm_config"],
+                    "circuit_breaker_enabled": False,
+                },
+            },
+        )
+
+        await router.aclassify("first ask")
+        await router.aclassify("second ask")
+
+        assert mock_router_instance.acompletion.await_count == 2
+
+    def test_non_timeout_failure_does_not_open_closed_classifier_circuit(self):
+        breaker = _ClassifierCircuitBreaker(30.0)
+        permit = breaker.acquire_permit()
+        assert permit is not None
+        breaker.record_failure(permit, is_timeout=False)
+        assert breaker.acquire_permit() is not None
+
+    def test_asyncio_timeout_is_a_classifier_timeout_on_python_310(self):
+        assert _is_classifier_timeout(asyncio.TimeoutError()) is True
+
     @pytest.mark.asyncio
     async def test_aclassify_classifier_cost_is_none_when_call_is_unpriced(
         self, llm_complexity_router, mock_router_instance
@@ -1805,6 +2251,19 @@ class TestLLMClassifier:
         call_kwargs = mock_router_instance.acompletion.call_args.kwargs
         assert call_kwargs["metadata"] == {**request_metadata, "internal_call_origin": "autorouter_classifier"}
 
+    @pytest.mark.asyncio
+    async def test_aclassify_stamps_internal_origin_without_caller_metadata(
+        self, llm_complexity_router, mock_router_instance
+    ):
+        """Fallback handling must still recognize the classifier when an SDK caller supplied no metadata."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "SIMPLE"}'))
+
+        await llm_complexity_router.aclassify("hi")
+
+        assert mock_router_instance.acompletion.call_args.kwargs["metadata"] == {
+            "internal_call_origin": "autorouter_classifier"
+        }
+
     @pytest.mark.asyncio
     @pytest.mark.parametrize(
         "request_kwargs",
@@ -1882,6 +2341,33 @@ class TestLLMClassifier:
             "REASONING",
         ]
 
+    @pytest.mark.asyncio
+    @pytest.mark.parametrize("reasoning_effort", [None, "none", "low"], ids=["omitted", "none", "low"])
+    async def test_classifier_reasoning_effort_reaches_only_classifier_call(
+        self, mock_router_instance, llm_classifier_config, reasoning_effort
+    ):
+        classifier_llm_config = {
+            **llm_classifier_config["classifier_llm_config"],
+            **({"reasoning_effort": reasoning_effort} if reasoning_effort is not None else {}),
+        }
+        router = ComplexityRouter(
+            model_name="test-complexity-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={**llm_classifier_config, "classifier_llm_config": classifier_llm_config},
+        )
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "COMPLEX"}'))
+
+        await router.aclassify("explain quantum tunneling in depth")
+
+        call_kwargs = mock_router_instance.acompletion.call_args.kwargs
+        body = call_kwargs["proxy_server_request"]["body"]
+        if reasoning_effort is None:
+            assert "reasoning_effort" not in call_kwargs
+            assert "reasoning_effort" not in body
+        else:
+            assert call_kwargs["reasoning_effort"] == reasoning_effort
+            assert body["reasoning_effort"] == reasoning_effort
+
     @pytest.mark.asyncio
     async def test_aclassify_propagates_top_level_turn_off_message_logging(
         self, llm_complexity_router, mock_router_instance
@@ -3413,6 +3899,7 @@ class FakeEmbeddingRouter:
 class TestSemanticKeywordTierRules:
     """Test embedding-based keyword_tier_rules matching."""
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_match_routes_to_rule_tier(self, basic_config):
         """A paraphrase (no literal keyword) still routes via embedding similarity."""
@@ -3441,6 +3928,7 @@ class TestSemanticKeywordTierRules:
         assert result.model == "o1-preview"  # REASONING via semantic match
         assert fake_router.async_embedding_calls, "expected an embedding call for the prompt"
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_tier_matches_on_best_utterance_not_diluted_by_others(self, basic_config):
         """A tier with several keywords must match if the query is close to ANY of them,
@@ -3475,6 +3963,7 @@ class TestSemanticKeywordTierRules:
         assert result is not None
         assert result.model == "o1-preview"  # REASONING via best-utterance semantic match
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_embedding_call_carries_caller_metadata(self, basic_config):
         """The query embedding call must carry the caller's metadata/litellm_metadata
@@ -3507,6 +3996,7 @@ class TestSemanticKeywordTierRules:
         assert fake_router.async_embedding_kwargs[0]["metadata"] == {**caller_metadata, **origin}
         assert fake_router.async_embedding_kwargs[0]["litellm_metadata"] == {**caller_litellm_metadata, **origin}
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_embedding_call_captures_request_body_in_proxy_server_request(self, basic_config):
         """The query embedding call must supply proxy_server_request so its request is logged.
@@ -3540,6 +4030,7 @@ class TestSemanticKeywordTierRules:
         assert body["model"] == "fake-embed"
         assert body["input"] == ["roll out my k8s cluster"]
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_embedding_call_propagates_turn_off_message_logging(self, basic_config):
         """A caller's turn_off_message_logging must reach the query embedding call.
@@ -3570,6 +4061,7 @@ class TestSemanticKeywordTierRules:
         assert fake_router.async_embedding_kwargs, "expected an embedding call for the prompt"
         assert fake_router.async_embedding_kwargs[0]["turn_off_message_logging"] is True
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_embedding_call_strips_budget_reservation(self, basic_config):
         """The embedding call must not carry the parent request's budget reservation.
@@ -3623,6 +4115,7 @@ class TestSemanticKeywordTierRules:
             "budget_reservation": {"reserved_cost": 1.0},
         }
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_routelayer_build_runs_off_event_loop(self, basic_config):
         """Building the SemanticRouter embeds route utterances via a synchronous provider
@@ -3654,6 +4147,7 @@ class TestSemanticKeywordTierRules:
         # ...and none of it ran on the event-loop thread.
         assert all(tid != loop_thread_id for tid in fake_router.sync_embedding_thread_ids)
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_concurrent_cold_start_builds_routelayer_once(self, basic_config):
         """Concurrent first requests must not each construct the route index (which would
@@ -3717,6 +4211,7 @@ class TestSemanticKeywordTierRules:
         assert result is not None
         assert result.model == "gpt-4o-mini"  # SIMPLE via scoring fallback
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_route_embeddings_cached_across_requests(self, basic_config):
         """The route layer is built once and reused on subsequent requests."""
@@ -3932,6 +4427,7 @@ class TestKeywordOverrideEdgeCases:
         )
         assert router._lexical_tier_override("deploy to k8s and reason step by step") is None
 
+    @requires_semantic_router
     def test_semantic_routelayer_requires_embedding_model(self, mock_router_instance, basic_config):
         """Building the route layer without an embedding model raises (defensive invariant)."""
         config = {**basic_config, "keyword_tier_rules": [{"keywords": ["k8s"], "tier": "REASONING"}]}
@@ -3944,6 +4440,7 @@ class TestKeywordOverrideEdgeCases:
         with pytest.raises(ValueError, match="embedding_model is required"):
             router._get_or_create_semantic_routelayer()
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_override_maps_first_of_list(self, mock_router_instance, basic_config):
         """A list RouteChoice result maps to the first entry's tier."""
@@ -3953,6 +4450,7 @@ class TestKeywordOverrideEdgeCases:
         router._semantic_routelayer = _StubRouteLayer([RouteChoice(name="COMPLEX"), RouteChoice(name="SIMPLE")])
         assert await router._semantic_tier_override("anything", {}) == ComplexityTier.COMPLEX
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_override_empty_list_returns_none(self, mock_router_instance, basic_config):
         """An empty list result falls through to scoring."""
@@ -3960,6 +4458,7 @@ class TestKeywordOverrideEdgeCases:
         router._semantic_routelayer = _StubRouteLayer([])
         assert await router._semantic_tier_override("anything", {}) is None
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_override_unknown_route_name_returns_none(self, mock_router_instance, basic_config):
         """A matched route whose name is not a ComplexityTier is ignored."""
@@ -4027,6 +4526,7 @@ class TestRoutingDecisionCauseLogging:
         # A literal match must not be mislabelled as semantic.
         assert "cause=semantic_keyword_match" not in router_log_capture.text
 
+    @requires_semantic_router
     @pytest.mark.asyncio
     async def test_semantic_keyword_match_logs_its_cause(self, basic_config, router_log_capture):
         fake_router = FakeEmbeddingRouter()
@@ -4208,6 +4708,26 @@ class TestSessionAffinity:
         assert first.model == "o1-preview"
         assert second.model == "gpt-4o-mini"
 
+    @pytest.mark.asyncio
+    async def test_proxy_generated_session_id_never_pins(self, mock_router_instance, session_affinity_config):
+        """A session id the proxy generated for a request that had none is per request, so
+        it must not create a pin even with session_affinity enabled."""
+        mock_router_instance.cache = DualCache()
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config=session_affinity_config,
+        )
+        request_kwargs = {"metadata": {"session_id": "generated-1", SESSION_ID_GENERATED_METADATA_KEY: True}}
+        first = await router.async_pre_routing_hook(
+            model="test-model", request_kwargs=request_kwargs, messages=self.REASONING_MESSAGE
+        )
+        second = await router.async_pre_routing_hook(
+            model="test-model", request_kwargs=request_kwargs, messages=self.SIMPLE_MESSAGE
+        )
+        assert first.model == "o1-preview"
+        assert second.model == "gpt-4o-mini"
+
     @pytest.mark.asyncio
     async def test_can_be_enabled_to_pin_every_later_turn(self, mock_router_instance, session_affinity_config):
         """Regression: session_affinity=True is the opt-in, so a shared session_id reuses the
@@ -4250,6 +4770,45 @@ class TestSessionAffinity:
         # Pinned to the first turn's model, not re-classified down to SIMPLE.
         assert second.model == "o1-preview"
 
+    @pytest.mark.asyncio
+    async def test_circuit_open_fallback_does_not_pin_the_session(self, mock_router_instance, session_affinity_config):
+        """Regression: the classifier circuit cools down in seconds while a pin lasts for the whole
+        TTL, so a session whose only turn landed on the cooldown fallback must classify again once
+        the breaker closes instead of holding that fallback's model."""
+        now = 100.0
+        mock_router_instance.cache = DualCache()
+        mock_router_instance.acompletion = AsyncMock(
+            side_effect=[TimeoutError("classifier timed out"), _llm_response('{"tier": "REASONING"}')]
+        )
+        router = ComplexityRouter(
+            model_name="test-router",
+            litellm_router_instance=mock_router_instance,
+            complexity_router_config={
+                **session_affinity_config,
+                "classifier_type": "llm",
+                "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 400},
+            },
+        )
+        router._classifier_circuit_breaker = _ClassifierCircuitBreaker(30.0, clock=lambda: now)
+
+        await router.async_pre_routing_hook(
+            model="test-model",
+            request_kwargs=self._request_kwargs("outage-session"),
+            messages=self.SIMPLE_MESSAGE,
+        )
+        cooled_down_kwargs = self._request_kwargs("cooldown-session")
+        during_cooldown = await router.async_pre_routing_hook(
+            model="test-model", request_kwargs=cooled_down_kwargs, messages=self.SIMPLE_MESSAGE
+        )
+        now = 130.0
+        after_cooldown = await router.async_pre_routing_hook(
+            model="test-model", request_kwargs=cooled_down_kwargs, messages=self.SIMPLE_MESSAGE
+        )
+
+        assert during_cooldown.model == "gpt-4o-mini"
+        assert after_cooldown.model == "o1-preview"
+        assert mock_router_instance.acompletion.await_count == 2
+
     @pytest.mark.asyncio
     async def test_a_pinned_turn_reports_the_tier_that_serves_it(self, mock_router_instance, session_affinity_config):
         mock_router_instance.cache = DualCache()
@@ -8162,7 +8721,8 @@ class TestClassifierFallbackChoice:
     @pytest.mark.asyncio
     async def test_a_classifier_failure_does_not_pin_the_session_to_the_default_model(self, mock_router_instance):
         """One transient timeout must not hold a session on default_model for the whole affinity TTL:
-        that turn was never classified, so there is nothing worth pinning and the next turn retries."""
+        that turn was never classified, so there is nothing worth pinning. The circuit breaker is
+        disabled here so the next turn isolates and verifies the affinity contract."""
         router = ComplexityRouter(
             model_name="test-complexity-router",
             litellm_router_instance=mock_router_instance,
@@ -8174,7 +8734,11 @@ class TestClassifierFallbackChoice:
                     "REASONING": "o1-preview",
                 },
                 "classifier_type": "llm",
-                "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 400},
+                "classifier_llm_config": {
+                    "model": "haiku-classifier",
+                    "timeout_ms": 400,
+                    "circuit_breaker_enabled": False,
+                },
                 "classifier_fallback": "default_model",
                 "default_model": "gpt-4o",
                 "session_affinity": True,
@@ -8649,9 +9213,10 @@ class TestClassificationRubrics:
         [
             {"model": "haiku-classifier", "system_prompt": "Grade the data sensitivity of the request."},
             {"model": "haiku-classifier", "classification_rubric": "chat"},
+            {"model": "haiku-classifier", "reasoning_effort": "low"},
             {"model": "haiku-classifier"},
         ],
-        ids=["custom-prompt", "chat-preset", "neither"],
+        ids=["custom-prompt", "chat-preset", "reasoning-effort", "neither"],
     )
     def test_config_survives_a_dump_and_rebuild(self, classifier_llm_config):
         """/auto_router/test_routing dumps this config and hands the dict straight back to
@@ -10023,6 +10588,207 @@ class TestHeuristicFirst:
         assert outcome.cause == "default_model_fallback"
 
 
+# Scores 0.175 with one signal, so it sits 0.025 from simple_medium: the pair of tiers either side of
+# that boundary are different model pools, and a hair's difference in score picks the other one.
+NEAR_BOUNDARY_PROMPT = (
+    "design a distributed cache with consistent hashing, then explain the failure modes step by step"
+)
+
+# Scores 0.075 with signals, the far side of any margin under 0.075: the scorer is decided here.
+CLEAR_OF_BOUNDARY_PROMPT = "explain step by step how consistent hashing rebalances keys"
+
+
+def _hybrid_router(mock_router_instance, **config_overrides):
+    config = {
+        "tiers": dict(HEURISTIC_FIRST_TIERS),
+        "tier_boundaries": dict(HEURISTIC_FIRST_BOUNDARIES),
+        "classifier_type": "hybrid",
+        "hybrid_boundary_margin": 0.03,
+        "classifier_llm_config": {"model": "haiku-classifier", "timeout_ms": 400},
+        **config_overrides,
+    }
+    return ComplexityRouter(
+        model_name="test-complexity-router",
+        litellm_router_instance=mock_router_instance,
+        complexity_router_config=config,
+    )
+
+
+class TestHybridConfig:
+    """Config validation for classifier_type='hybrid'."""
+
+    @pytest.mark.parametrize(
+        "overrides, expected",
+        [
+            ({"classifier_llm_config": None}, "classifier_llm_config is required"),
+            ({"hybrid_boundary_margin": None}, "hybrid_boundary_margin is required"),
+            ({"hybrid_boundary_margin": -0.01}, "greater than or equal to 0"),
+            ({"hybrid_boundary_margin": 1.01}, "less than or equal to 1"),
+        ],
+    )
+    def test_rejects_incoherent_config(self, overrides, expected):
+        config = {
+            "tiers": dict(HEURISTIC_FIRST_TIERS),
+            "classifier_type": "hybrid",
+            "hybrid_boundary_margin": 0.03,
+            "classifier_llm_config": {"model": "haiku-classifier"},
+            **overrides,
+        }
+        with pytest.raises(ValidationError, match=expected):
+            ComplexityRouterConfig(**config)
+
+    @pytest.mark.parametrize("classifier_type", ["heuristic", "llm", "custom", "heuristic_first"])
+    def test_margin_rejected_on_every_other_classifier_type(self, classifier_type):
+        """A margin on a router that never compares a score to a boundary is a silent no-op, so it is
+        refused rather than accepted and ignored. heuristic_first is in this list on purpose: its
+        ceiling is a different question from proximity, and accepting both on one router would make
+        two modes out of one classifier_type."""
+        config: dict[str, object] = {
+            "tiers": dict(HEURISTIC_FIRST_TIERS),
+            "classifier_type": classifier_type,
+            "hybrid_boundary_margin": 0.03,
+        }
+        if classifier_type in ("llm", "heuristic_first"):
+            config["classifier_llm_config"] = {"model": "haiku-classifier"}
+        if classifier_type == "heuristic_first":
+            config["heuristic_first_max_tier"] = "SIMPLE"
+        if classifier_type == "custom":
+            config["classifier_plugin"] = _FixedTierClassifier("SIMPLE")
+        with pytest.raises(ValidationError, match="hybrid_boundary_margin is set but classifier_type"):
+            ComplexityRouterConfig(**config)
+
+    def test_the_cheap_tier_ceiling_is_rejected_here(self):
+        """The two modes are told apart by which knob they take, so the ceiling is refused on hybrid
+        exactly as the margin is refused on heuristic_first."""
+        with pytest.raises(ValidationError, match="heuristic_first_max_tier is set but classifier_type"):
+            ComplexityRouterConfig(
+                tiers=dict(HEURISTIC_FIRST_TIERS),
+                classifier_type="hybrid",
+                hybrid_boundary_margin=0.03,
+                heuristic_first_max_tier="SIMPLE",
+                classifier_llm_config={"model": "haiku-classifier"},
+            )
+
+    def test_custom_tier_set_is_rejected(self):
+        """The scorer only emits the four built-in tiers, so it cannot judge proximity on a replaced set."""
+        with pytest.raises(ValidationError, match="tier_definitions requires classifier_type"):
+            ComplexityRouterConfig(
+                classifier_type="hybrid",
+                hybrid_boundary_margin=0.03,
+                classifier_llm_config={"model": "haiku-classifier"},
+                tier_definitions=[{"name": "lo", "description": "x"}, {"name": "hi", "description": "y"}],
+                tiers={"lo": "gpt-4o-mini", "hi": "gpt-4o"},
+            )
+
+    def test_classifier_model_is_a_dependency(self):
+        config = ComplexityRouterConfig(
+            tiers=dict(HEURISTIC_FIRST_TIERS),
+            classifier_type="hybrid",
+            hybrid_boundary_margin=0.03,
+            classifier_llm_config={"model": "haiku-classifier"},
+        )
+        assert config.uses_llm_classifier is True
+
+
+class TestHybrid:
+    """Behavior of the hybrid chain: the scorer keeps its tier unless the score is near a boundary."""
+
+    @pytest.mark.asyncio
+    async def test_near_boundary_prompt_escalates(self, mock_router_instance):
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "COMPLEX"}'))
+        router = _hybrid_router(mock_router_instance)
+
+        _tier, score, signals, _cause = router._score_and_classify(NEAR_BOUNDARY_PROMPT)
+        assert signals and abs(score - HEURISTIC_FIRST_BOUNDARIES["simple_medium"]) < 0.03
+
+        outcome = await router.aclassify(NEAR_BOUNDARY_PROMPT)
+        mock_router_instance.acompletion.assert_awaited_once()
+        assert outcome.tier == ComplexityTier.COMPLEX
+        assert outcome.cause == "llm_classifier"
+
+    @pytest.mark.asyncio
+    async def test_score_clear_of_every_boundary_keeps_the_heuristic_tier(self, mock_router_instance):
+        mock_router_instance.acompletion = AsyncMock()
+        router = _hybrid_router(mock_router_instance)
+        outcome = await router.aclassify(CLEAR_OF_BOUNDARY_PROMPT)
+        mock_router_instance.acompletion.assert_not_called()
+        assert outcome.tier == ComplexityTier.SIMPLE
+        assert outcome.cause == "hybrid_short_circuit"
+
+    @pytest.mark.asyncio
+    async def test_an_expensive_tier_short_circuits_too(self, mock_router_instance):
+        """This is the whole difference from heuristic_first, which would have escalated this by tier
+        alone. Hybrid asks whether the score is DECIDED, not whether the tier is cheap."""
+        mock_router_instance.acompletion = AsyncMock()
+        router = _hybrid_router(
+            mock_router_instance,
+            tier_boundaries={"simple_medium": -0.9, "medium_complex": -0.8, "complex_reasoning": -0.7},
+        )
+
+        tier, _score, signals, _cause = router._score_and_classify(CLEAR_OF_BOUNDARY_PROMPT)
+        assert (tier, bool(signals)) == (ComplexityTier.REASONING, True)
+
+        outcome = await router.aclassify(CLEAR_OF_BOUNDARY_PROMPT)
+        mock_router_instance.acompletion.assert_not_called()
+        assert outcome.tier == ComplexityTier.REASONING
+        assert outcome.cause == "hybrid_short_circuit"
+
+    @pytest.mark.asyncio
+    async def test_widening_the_margin_escalates_what_a_narrow_one_kept(self, mock_router_instance):
+        """The margin is the knob: the same prompt short-circuits at 0.03 and escalates at 0.08."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "MEDIUM"}'))
+        router = _hybrid_router(mock_router_instance, hybrid_boundary_margin=0.08)
+        outcome = await router.aclassify(CLEAR_OF_BOUNDARY_PROMPT)
+        mock_router_instance.acompletion.assert_awaited_once()
+        assert outcome.cause == "llm_classifier"
+
+    @pytest.mark.asyncio
+    async def test_a_zero_margin_escalates_only_an_exact_boundary_score(self, mock_router_instance):
+        """0 is a real margin, not an off switch: a score sitting exactly on the line still escalates.
+
+        The boundary is spelled as the scorer's own accumulated float rather than the 0.075 it prints
+        as, because the comparison is on raw floats: a boundary written 0.075 sits 1.4e-17 away from
+        this score and a zero margin correctly declines to call that exact."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "MEDIUM"}'))
+        on_the_line = 0.07499999999999998
+        router = _hybrid_router(
+            mock_router_instance,
+            tier_boundaries={"simple_medium": on_the_line, "medium_complex": 0.35, "complex_reasoning": 0.60},
+            hybrid_boundary_margin=0,
+        )
+
+        _tier, score, _signals, _cause = router._score_and_classify(CLEAR_OF_BOUNDARY_PROMPT)
+        assert score == on_the_line
+
+        outcome = await router.aclassify(CLEAR_OF_BOUNDARY_PROMPT)
+        mock_router_instance.acompletion.assert_awaited_once()
+        assert outcome.cause == "llm_classifier"
+
+    @pytest.mark.asyncio
+    async def test_no_signal_prompt_escalates_however_far_from_a_boundary(self, mock_router_instance):
+        """The scorer with no opinion has no tier to be confident about, so proximity cannot save it."""
+        mock_router_instance.acompletion = AsyncMock(return_value=_llm_response('{"tier": "COMPLEX"}'))
+        router = _hybrid_router(mock_router_instance)
+
+        tier, score, signals, _cause = router._score_and_classify(NO_SIGNAL_PROMPT)
+        assert (tier, score, signals) == (ComplexityTier.SIMPLE, 0.0, ())
+
+        outcome = await router.aclassify(NO_SIGNAL_PROMPT)
+        mock_router_instance.acompletion.assert_awaited_once()
+        assert outcome.cause == "llm_classifier"
+
+    @pytest.mark.asyncio
+    async def test_classifier_failure_falls_back_to_the_scorer(self, mock_router_instance):
+        mock_router_instance.acompletion = AsyncMock(side_effect=RuntimeError("classifier exploded"))
+        router = _hybrid_router(mock_router_instance)
+        expected_tier, expected_score, expected_signals, _cause = router._score_and_classify(NEAR_BOUNDARY_PROMPT)
+
+        outcome = await router.aclassify(NEAR_BOUNDARY_PROMPT)
+
+        assert (outcome.tier, outcome.score, outcome.signals) == (expected_tier, expected_score, expected_signals)
+        assert outcome.cause == "heuristic_scorer"
+
+
 def _windowed_router(*deployments: tuple) -> Router:
     """Real Router; each deployment is (group, provider_model, declared window or None).
     None means no declared override on a model the cost map does not know: unresolvable."""
@@ -10268,7 +11034,8 @@ class TestContextWindowEscalation:
             litellm_router_instance=_windowed_router(_SMALL, _BIG),
             complexity_router_config=_tier_config(session_affinity=True),
         )
-        session_kwargs = lambda: {"metadata": {"session_id": "s-1", "user_api_key_hash": "k-1"}}  # noqa: E731
+        def session_kwargs() -> dict[str, object]:
+            return {"metadata": {"session_id": "s-1", "user_api_key_hash": "k-1"}}
 
         first = await router.async_pre_routing_hook(
             model="test-router", request_kwargs=session_kwargs(), messages=_OVERSIZED_TURNS
@@ -10291,7 +11058,8 @@ class TestContextWindowEscalation:
             litellm_router_instance=_windowed_router(_SMALL, _BIG),
             complexity_router_config=_tier_config(session_affinity=True),
         )
-        session_kwargs = lambda: {"metadata": {"session_id": "s-2", "user_api_key_hash": "k-2"}}  # noqa: E731
+        def session_kwargs() -> dict[str, object]:
+            return {"metadata": {"session_id": "s-2", "user_api_key_hash": "k-2"}}
 
         pinned = await router.async_pre_routing_hook(
             model="test-router", request_kwargs=session_kwargs(), messages=[{"role": "user", "content": "ok continue"}]
@@ -10508,6 +11276,9 @@ class TestModalityRouting:
             ("custom_tiers_walk", "premium-model", "modality_escalation"),
             ("pin_kept_bypasses", "text-cheap", "session_affinity_pin"),
             ("pin_replacement_gated", "vision-big", "modality_escalation"),
+            ("pin_override_escalates", "vision-mid", "modality_pin_override"),
+            ("pin_override_same_tier", "vision-cheap", "modality_pin_override"),
+            ("pin_override_inert_without_modality_routing", "text-cheap", "session_affinity_pin"),
             ("adaptive_pick_rewritten", "vision-mid", "modality_escalation"),
         ],
     )
@@ -10558,7 +11329,7 @@ class TestModalityRouting:
             messages = [
                 {"role": "user", "content": [{"type": "text", "text": "quick lookup: what is this?"}, IMG_PART]}
             ]
-        elif path in ("pin_kept_bypasses", "pin_replacement_gated"):
+        elif path.startswith(("pin_kept", "pin_replacement", "pin_override")):
             cache = AsyncMock()
             cache.async_get_cache = AsyncMock(return_value={"model": "text-cheap", "tier": "SIMPLE"})
             mock_router_instance.cache = cache
@@ -10570,6 +11341,13 @@ class TestModalityRouting:
                 messages = [
                     {"role": "user", "content": [{"type": "text", "text": "LITELLM ESCALATE describe this"}, IMG_PART]}
                 ]
+            elif path == "pin_override_same_tier":
+                config["modality_pin_override"] = True
+                config["tiers"]["SIMPLE"] = ["text-cheap", "vision-cheap"]
+                vision["vision-cheap"] = True
+            elif path == "pin_override_inert_without_modality_routing":
+                config["modality_routing"] = False
+            config["modality_pin_override"] = path.startswith("pin_override")
         elif path == "adaptive_pick_rewritten":
             config["adaptive"] = True
             mock_router_instance.model_list = []
@@ -10736,4 +11514,60 @@ class TestModalityRouting:
         from litellm.router_strategy.complexity_router.complexity_router import _decision_is_pinnable
 
         assert _decision_is_pinnable({"cause": "modality_escalation"}) is False
+        assert _decision_is_pinnable({"cause": "modality_pin_override"}) is False
         assert _decision_is_pinnable({"cause": "heuristic_scorer"}) is True
+
+    @pytest.mark.asyncio
+    async def test_pin_override_serves_the_image_turn_without_repinning(self, mock_router_instance):
+        """The override is for one request: the session keeps the model it was pinned to."""
+        cache = AsyncMock()
+        cache.async_get_cache = AsyncMock(return_value={"model": "text-cheap", "tier": "SIMPLE"})
+        mock_router_instance.cache = cache
+        router = self._router(
+            mock_router_instance,
+            {
+                "tiers": dict(self.BASE_TIERS),
+                "modality_routing": True,
+                "modality_pin_override": True,
+                "session_affinity": True,
+            },
+            dict(self.BASE_VISION),
+        )
+        request_kwargs = {"metadata": {"session_id": "s1"}}
+
+        image_turn = await router.async_pre_routing_hook(
+            model="m", request_kwargs=request_kwargs, messages=self.IMAGE_MESSAGE
+        )
+        assert image_turn.model == "vision-mid"
+        assert image_turn.routing_decision["cause"] == "modality_pin_override"
+        assert "modality_escalated_from:SIMPLE" in image_turn.routing_decision["signals"]
+
+        assert cache.async_set_cache.await_args.kwargs["value"] == {"model": "text-cheap", "tier": "SIMPLE"}
+
+        text_turn = await router.async_pre_routing_hook(
+            model="m", request_kwargs={"metadata": {"session_id": "s1"}}, messages=[{"role": "user", "content": "hi"}]
+        )
+        assert text_turn.model == "text-cheap"
+        assert text_turn.routing_decision["cause"] == "session_affinity_pin"
+
+    @pytest.mark.asyncio
+    async def test_pin_override_with_no_capable_model_rejects_and_keeps_the_pin(self, mock_router_instance):
+        """The clear 400 replaces the provider's, and a rejected turn must not cost the session its pin."""
+        cache = AsyncMock()
+        cache.async_get_cache = AsyncMock(return_value={"model": "text-cheap", "tier": "SIMPLE"})
+        mock_router_instance.cache = cache
+        router = self._router(
+            mock_router_instance,
+            {
+                "tiers": {"SIMPLE": "text-cheap", "COMPLEX": "text-big"},
+                "modality_routing": True,
+                "modality_pin_override": True,
+                "session_affinity": True,
+            },
+            {"text-cheap": False, "text-big": False},
+        )
+        with pytest.raises(litellm.BadRequestError, match="no model"):
+            await router.async_pre_routing_hook(
+                model="m", request_kwargs={"metadata": {"session_id": "s1"}}, messages=self.IMAGE_MESSAGE
+            )
+        assert cache.async_set_cache.await_args.kwargs["value"] == {"model": "text-cheap", "tier": "SIMPLE"}
diff --git a/tests/test_litellm/router_strategy/test_complexity_tier_predictor.py b/tests/test_litellm/router_strategy/test_complexity_tier_predictor.py
new file mode 100644
index 00000000000..5bbe0fb5669
--- /dev/null
+++ b/tests/test_litellm/router_strategy/test_complexity_tier_predictor.py
@@ -0,0 +1,91 @@
+from typing import Final
+
+import pytest
+
+from litellm.router_strategy.complexity_router.tier_predictor import (
+    TierCohortStatistic,
+    TierDomainStatistic,
+    TierGlobalStatistic,
+    TierSuccessPredictor,
+    TrainedTierArtifact,
+    resolve_tier_artifact,
+    similarity_cohort,
+)
+from litellm.types.router import RequestType
+
+
+def _artifact(
+    global_successes: tuple[float, float, float, float] = (4.0, 5.0, 6.0, 7.0),
+    threshold: float = 0.75,
+    domain_statistics: tuple[TierDomainStatistic, ...] = (),
+    cohort_statistics: tuple[TierCohortStatistic, ...] = (),
+) -> TrainedTierArtifact:
+    return TrainedTierArtifact(
+        global_statistics=tuple(
+            TierGlobalStatistic(tier=tier, successes=successes, observations=10.0)
+            for tier, successes in enumerate(global_successes, start=1)
+        ),
+        domain_statistics=domain_statistics,
+        cohort_statistics=cohort_statistics,
+        domain_prior_mass=10.0,
+        cohort_prior_mass=10.0,
+        routing_threshold=threshold,
+    )
+
+
+def test_predictions_are_monotonic_across_tiers() -> None:
+    predictor: Final = TierSuccessPredictor(_artifact(global_successes=(9.0, 2.0, 7.0, 6.0)))
+
+    prediction: Final = predictor.predict("hello", RequestType.GENERAL)
+
+    probabilities: Final = tuple(prediction.probabilities.values())
+    assert probabilities == tuple(sorted(probabilities))
+
+
+def test_domain_and_cohort_statistics_back_off_hierarchically() -> None:
+    matching_cohort: Final = similarity_cohort("hello", RequestType.GENERAL)
+    artifact: Final = _artifact(
+        global_successes=(1.0, 5.0, 6.0, 7.0),
+        domain_statistics=(
+            TierDomainStatistic(
+                tier=1,
+                request_type=RequestType.GENERAL,
+                successes=10.0,
+                observations=10.0,
+            ),
+        ),
+        cohort_statistics=(
+            TierCohortStatistic(
+                tier=1,
+                cohort=matching_cohort,
+                successes=0.0,
+                observations=10.0,
+            ),
+        ),
+    )
+    predictor: Final = TierSuccessPredictor(artifact)
+
+    cohort_probability: Final = predictor.predict("hello", RequestType.GENERAL).probabilities[1]
+    domain_probability: Final = predictor.predict("hello " * 100, RequestType.GENERAL).probabilities[1]
+    global_probability: Final = predictor.predict("hello", RequestType.WRITING).probabilities[1]
+
+    assert cohort_probability == pytest.approx(7.0 / 24.0)
+    assert domain_probability == pytest.approx(7.0 / 12.0)
+    assert global_probability == pytest.approx(1.0 / 6.0)
+
+
+def test_selects_first_tier_above_probability_threshold() -> None:
+    predictor: Final = TierSuccessPredictor(_artifact(global_successes=(4.0, 6.0, 8.0, 9.0), threshold=0.7))
+
+    prediction: Final = predictor.predict("hello", RequestType.GENERAL)
+
+    assert prediction.required_tier == 3
+
+
+def test_builtin_ultrafeedback_artifact_is_loadable() -> None:
+    artifact: Final = resolve_tier_artifact("ultrafeedback")
+
+    assert artifact.routing_threshold == 0.75
+    assert artifact.domain_prior_mass == 200.0
+    assert artifact.cohort_prior_mass == 20.0
+    assert artifact.datasets[0].license == "MIT"
diff --git a/tests/test_litellm/router_strategy/test_litellm_encoder.py b/tests/test_litellm/router_strategy/test_litellm_encoder.py
index ebd6efe309c..46187f52adb 100644
--- a/tests/test_litellm/router_strategy/test_litellm_encoder.py
+++ b/tests/test_litellm/router_strategy/test_litellm_encoder.py
@@ -1,5 +1,6 @@
 """Tests for litellm/router_strategy/auto_router/litellm_encoder.py"""
 
+import sys
 from typing import Any, Final
 
 import pytest
@@ -7,6 +8,9 @@ import pytest
 
 import litellm
 from litellm.constants import DEFAULT_AUTO_ROUTER_MAX_INPUT_CHARS
+if sys.version_info >= (3, 14):
+    pytest.skip("The semantic-router extra excludes Python 3.14", allow_module_level=True)
+
 from litellm.router_strategy.auto_router.litellm_encoder import LiteLLMRouterEncoder
 
 
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py b/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py
index b3a2bdda53c..b5651062098 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py
+++ b/tests/test_litellm/router_utils/pre_call_checks/test_deployment_affinity_check.py
@@ -1,11 +1,12 @@
 import asyncio
+import itertools
+import json
+from collections.abc import Sequence
+from typing import Final
 from unittest.mock import AsyncMock, patch
 
 import pytest
 
-
-import json
-
 import litellm
 from litellm.caching.dual_cache import DualCache
 from litellm.router_utils.pre_call_checks.deployment_affinity_check import (
@@ -102,11 +103,10 @@ async def test_async_user_key_affinity_routes_to_same_deployment():
 
     # Deterministic routing: first selection uses seq[0], second selection attempts seq[1]
     # unless the list has been filtered to length=1 by deployment affinity.
-    choice_calls = {"count": 0}
+    choice_calls: Final = itertools.count(1)
 
-    def deterministic_choice(seq):
-        choice_calls["count"] += 1
-        if choice_calls["count"] == 1:
+    def deterministic_choice(seq: Sequence[dict[str, object]]) -> dict[str, object]:
+        if next(choice_calls) == 1:
             return seq[0]
         return seq[1] if len(seq) > 1 else seq[0]
 
@@ -598,6 +598,45 @@ async def test_async_filter_deployments_falls_back_when_cached_deployment_is_unh
     assert filtered == healthy_deployments
 
 
+@pytest.mark.asyncio
+async def test_async_filter_deployments_does_not_pin_when_target_order_is_set():
+    user_key = "user-key-order-fallback"
+    stable_model_map_key = "claude-sonnet-4-5@20250929"
+    cache = AsyncMock()
+    cache.async_get_cache = AsyncMock(return_value={"model_id": "deployment-1"})
+    callback = DeploymentAffinityCheck(
+        cache=cache,
+        ttl_seconds=123,
+        enable_user_key_affinity=True,
+        enable_responses_api_affinity=False,
+    )
+    healthy_deployments = [
+        {
+            "model_name": stable_model_map_key,
+            "litellm_params": {"model": f"vertex_ai/{stable_model_map_key}"},
+            "model_info": {"id": "deployment-1"},
+        },
+        {
+            "model_name": stable_model_map_key,
+            "litellm_params": {
+                "model": f"bedrock/global.anthropic.{stable_model_map_key}-v1:0"
+            },
+            "model_info": {"id": "deployment-2"},
+        },
+    ]
+
+    filtered = await callback.async_filter_deployments(
+        model="some-router-model-group",
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs={"_target_order": 2, "metadata": {"user_api_key_hash": user_key}},
+        parent_otel_span=None,
+    )
+
+    assert filtered == healthy_deployments
+    cache.async_get_cache.assert_not_called()
+
+
 @pytest.mark.asyncio
 async def test_async_user_key_affinity_ttl_expiry_allows_reroute():
     """
@@ -959,3 +998,212 @@ async def test_model_group_affinity_config_overrides_global():
     )
     # All deployments returned (user-key affinity disabled for this group)
     assert len(filtered) == 2
+
+
+def _jwt_metadata(user_id: str) -> dict[str, str | None]:
+    return {"user_api_key_hash": None, "user_api_key_user_id": user_id}
+
+
+def _two_deployments(model_group: str) -> list[dict]:
+    return [
+        {
+            "model_name": model_group,
+            "litellm_params": {"model": "openai/gpt-5.4-mini"},
+            "model_info": {"id": "openai-deployment-a"},
+        },
+        {
+            "model_name": model_group,
+            "litellm_params": {"model": "openai/gpt-5.4-mini"},
+            "model_info": {"id": "openai-deployment-b"},
+        },
+    ]
+
+
+@pytest.mark.asyncio
+async def test_async_jwt_user_affinity_routes_to_same_deployment():
+    """
+    JWT-authenticated proxy requests carry no `user_api_key_hash`, only `user_api_key_user_id`.
+    They must still pin to one deployment per user.
+    """
+    model_group = "gpt-5.4-mini"
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": model_group,
+                "litellm_params": {"model": "openai/gpt-5.4-mini", "api_key": "mock-api-key-a"},
+                "model_info": {"id": "openai-deployment-a"},
+            },
+            {
+                "model_name": model_group,
+                "litellm_params": {"model": "openai/gpt-5.4-mini", "api_key": "mock-api-key-b"},
+                "model_info": {"id": "openai-deployment-b"},
+            },
+        ],
+        optional_pre_call_checks=["deployment_affinity"],
+    )
+
+    choice_calls = {"count": 0}
+
+    def deterministic_choice(seq):
+        choice_calls["count"] += 1
+        if choice_calls["count"] == 1:
+            return seq[0]
+        return seq[1] if len(seq) > 1 else seq[0]
+
+    with patch(  # test-quality-ok: simple-shuffle has no injectable RNG; forcing the other pick is what proves the pin overrides the strategy
+        "litellm.router_strategy.simple_shuffle.random.choice",
+        side_effect=deterministic_choice,
+    ):
+        first_response = await router.acompletion(
+            model=model_group,
+            messages=[{"role": "user", "content": "Reply with the single word ok"}],
+            mock_response="ok",
+            metadata=_jwt_metadata("jwt-user-alice"),
+        )
+        second_response = await router.acompletion(
+            model=model_group,
+            messages=[{"role": "user", "content": "Reply with the single word ok"}],
+            mock_response="ok",
+            metadata=_jwt_metadata("jwt-user-alice"),
+        )
+
+    first_model_id = first_response._hidden_params["model_id"]
+    assert first_model_id in ("openai-deployment-a", "openai-deployment-b")
+    assert second_response._hidden_params["model_id"] == first_model_id
+
+
+@pytest.mark.asyncio
+async def test_proxy_jwt_auth_metadata_pins_per_user():
+    """
+    The metadata the proxy stamps for a JWT caller (`UserAPIKeyAuth(api_key=None, user_id=<sub>)`)
+    must claim a pin and be read back by the filter, and another JWT user must not inherit it.
+    """
+    from litellm.proxy._types import UserAPIKeyAuth
+    from litellm.proxy.litellm_pre_call_utils import LiteLLMProxyRequestSetup
+
+    model_group = "gpt-5.4-mini"
+    healthy_deployments = _two_deployments(model_group)
+    callback = DeploymentAffinityCheck(
+        cache=DualCache(),
+        ttl_seconds=60,
+        enable_user_key_affinity=True,
+        enable_responses_api_affinity=False,
+    )
+
+    def proxy_request(user_id: str) -> dict[str, object]:
+        return LiteLLMProxyRequestSetup.add_user_api_key_auth_to_request_metadata(
+            data={"model": model_group, "messages": [{"role": "user", "content": "hi"}], "metadata": {}},
+            user_api_key_dict=UserAPIKeyAuth(api_key=None, user_id=user_id),
+            _metadata_variable_name="metadata",
+        )
+
+    alice_request = proxy_request("jwt-user-alice")
+    alice_metadata = alice_request["metadata"]
+    assert isinstance(alice_metadata, dict)
+    assert alice_metadata["user_api_key_hash"] is None
+
+    await callback.async_pre_call_deployment_hook(
+        kwargs={
+            **alice_request,
+            "metadata": {**alice_metadata, "deployment_model_name": model_group},
+            "model_info": {"id": "openai-deployment-b"},
+        },
+        call_type=None,
+    )
+
+    alice_pinned = await callback.async_filter_deployments(
+        model=model_group,
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs=alice_request,
+        parent_otel_span=None,
+    )
+    assert [deployment["model_info"]["id"] for deployment in alice_pinned] == ["openai-deployment-b"]
+
+    bob_filtered = await callback.async_filter_deployments(
+        model=model_group,
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs=proxy_request("jwt-user-bob"),
+        parent_otel_span=None,
+    )
+    assert bob_filtered == healthy_deployments
+
+
+@pytest.mark.asyncio
+async def test_jwt_user_id_never_reads_a_virtual_key_pin():
+    """
+    A JWT user id that happens to equal a virtual key's 64-hex hash must not read that key's pin.
+    """
+    model_group = "gpt-5.4-mini"
+    healthy_deployments = _two_deployments(model_group)
+    callback = DeploymentAffinityCheck(
+        cache=DualCache(),
+        ttl_seconds=60,
+        enable_user_key_affinity=True,
+        enable_responses_api_affinity=False,
+    )
+    key_hash = "a" * 64
+
+    await callback.async_pre_call_deployment_hook(
+        kwargs={
+            "metadata": {"user_api_key_hash": key_hash, "deployment_model_name": model_group},
+            "model_info": {"id": "openai-deployment-b"},
+        },
+        call_type=None,
+    )
+
+    key_pinned = await callback.async_filter_deployments(
+        model=model_group,
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs={"metadata": {"user_api_key_hash": key_hash}},
+        parent_otel_span=None,
+    )
+    assert [deployment["model_info"]["id"] for deployment in key_pinned] == ["openai-deployment-b"]
+
+    lookalike_jwt_user = await callback.async_filter_deployments(
+        model=model_group,
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs={"metadata": _jwt_metadata(key_hash)},
+        parent_otel_span=None,
+    )
+    assert lookalike_jwt_user == healthy_deployments
+
+
+@pytest.mark.asyncio
+async def test_virtual_key_hash_wins_over_user_id_for_affinity():
+    """
+    A virtual-key caller with a user id pins on the key hash, so two keys owned by one user
+    keep independent pins.
+    """
+    model_group = "gpt-5.4-mini"
+    healthy_deployments = _two_deployments(model_group)
+    callback = DeploymentAffinityCheck(
+        cache=DualCache(),
+        ttl_seconds=60,
+        enable_user_key_affinity=True,
+        enable_responses_api_affinity=False,
+    )
+
+    await callback.async_pre_call_deployment_hook(
+        kwargs={
+            "metadata": {
+                "user_api_key_hash": "key-one",
+                "user_api_key_user_id": "shared-user",
+                "deployment_model_name": model_group,
+            },
+            "model_info": {"id": "openai-deployment-b"},
+        },
+        call_type=None,
+    )
+
+    other_key_same_user = await callback.async_filter_deployments(
+        model=model_group,
+        healthy_deployments=healthy_deployments,
+        messages=None,
+        request_kwargs={"metadata": {"user_api_key_hash": "key-two", "user_api_key_user_id": "shared-user"}},
+        parent_otel_span=None,
+    )
+    assert other_key_same_user == healthy_deployments
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py b/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
index f54a1cfa284..79ae00e155c 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
+++ b/tests/test_litellm/router_utils/pre_call_checks/test_prompt_caching_deployment_check.py
@@ -150,6 +150,25 @@ async def test_async_filter_deployments_narrows_prompt_above_model_minimum():
     assert filtered == [deployments[1]]
 
 
+@pytest.mark.asyncio
+async def test_async_filter_deployments_does_not_pin_when_target_order_is_set():
+    cache = DualCache()
+    check = PromptCachingDeploymentCheck(cache=cache)
+    deployments = _deployments("anthropic/claude-opus-4-6", "anthropic/claude-opus-4-6")
+    messages = _messages(word_count=5000)
+
+    await PromptCachingCache(cache=cache).async_add_model_id(model_id="dep-2", messages=messages, tools=None)
+
+    filtered = await check.async_filter_deployments(
+        model=MODEL_GROUP_ALIAS,
+        healthy_deployments=deployments,
+        messages=messages,
+        request_kwargs={"_target_order": 2},
+    )
+
+    assert filtered == deployments
+
+
 @pytest.mark.asyncio
 async def test_async_filter_deployments_narrows_for_group_whose_model_minimum_is_lower():
     """
diff --git a/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py b/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py
index a3772a276fa..cf48888600e 100644
--- a/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py
+++ b/tests/test_litellm/router_utils/pre_call_checks/test_session_id_affinity.py
@@ -7,7 +7,7 @@ import json
 
 import litellm
 from litellm.caching.dual_cache import DualCache
-from litellm.constants import SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY
+from litellm.constants import SESSION_DEPLOYMENT_AFFINITY_TTL_METADATA_KEY, SESSION_ID_GENERATED_METADATA_KEY
 from litellm.router_utils.pre_call_checks.deployment_affinity_check import (
     DeploymentAffinityCheck,
 )
@@ -180,6 +180,47 @@ async def test_async_session_id_affinity_priority_over_user_key():
     assert filtered[0]["model_info"]["id"] == "deployment-2"
 
 
+@pytest.mark.asyncio
+async def test_proxy_generated_session_id_does_not_pin_a_deployment():
+    """A session id the proxy generated for a request that had none is per request, so a
+    pin stored under it must be ignored and none must be written."""
+    cache = DualCache()
+    callback = DeploymentAffinityCheck(
+        cache=cache,
+        ttl_seconds=123,
+        enable_user_key_affinity=False,
+        enable_responses_api_affinity=False,
+        enable_session_id_affinity=True,
+    )
+    healthy_deployments = [
+        {"model_name": "model_group", "litellm_params": {"model": "model_1"}, "model_info": {"id": "deployment-1"}},
+        {"model_name": "model_group", "litellm_params": {"model": "model_2"}, "model_info": {"id": "deployment-2"}},
+    ]
+    await cache.async_set_cache(
+        DeploymentAffinityCheck.get_session_affinity_cache_key("model_group", "generated-1", user_key="user1"),
+        {"model_id": "deployment-2"},
+    )
+    request_kwargs = {
+        "metadata": {"user_api_key_hash": "user1", "session_id": "generated-1", SESSION_ID_GENERATED_METADATA_KEY: True}
+    }
+
+    filtered = await callback.async_filter_deployments(
+        model="model_group", healthy_deployments=healthy_deployments, messages=[], request_kwargs=request_kwargs
+    )
+    await callback.async_pre_call_deployment_hook(
+        kwargs={
+            "metadata": {**request_kwargs["metadata"], "deployment_model_name": "model_group"},
+            "model_info": {"id": "deployment-1"},
+        },
+        call_type=None,
+    )
+
+    assert len(filtered) == 2
+    assert await cache.async_get_cache(
+        DeploymentAffinityCheck.get_session_affinity_cache_key("model_group", "generated-1", user_key="user1")
+    ) == {"model_id": "deployment-2"}
+
+
 MOCK_RESPONSES_API_RESPONSE = {
     "id": "resp_mock-resp-456",
     "object": "response",
diff --git a/tests/test_litellm/router_utils/test_auto_router_model_naming.py b/tests/test_litellm/router_utils/test_auto_router_model_naming.py
index 0007f09896a..238d0546518 100644
--- a/tests/test_litellm/router_utils/test_auto_router_model_naming.py
+++ b/tests/test_litellm/router_utils/test_auto_router_model_naming.py
@@ -1,8 +1,13 @@
+from collections.abc import Mapping
+
 import pytest
 
 from litellm.router_utils.auto_router_model_naming import (
     carries_complexity_router_settings,
     classify_strategy_router_model,
+    count_heuristic_v2_routers,
+    heuristic_v2_limit_violation,
+    is_heuristic_v2_router,
     strategy_router_dependencies,
     validate_complexity_router_config_placement,
     validate_complexity_router_config_write,
@@ -369,3 +374,55 @@ def test_placement_is_scoped_to_complexity_router_deployments(model, present_fie
     flat param on an s3_vectors vector store, so an unscoped gate would reject a valid deployment.
     Either complexity field names one on its own, which is what the load itself requires."""
     assert carries_complexity_router_settings(model, present_fields) is scoped
+
+
+@pytest.mark.parametrize(
+    "litellm_params,expected",
+    [
+        ({"model": "auto_router/complexity_router", "complexity_router_config": {"classifier_type": "heuristic_v2"}}, True),
+        ({"model": "auto_router/complexity_router-eu", "complexity_router_config": {"classifier_type": "heuristic_v2"}}, True),
+        ({"model": "auto_router/complexity_router", "complexity_router_config": {"classifier_type": "heuristic"}}, False),
+        ({"model": "auto_router/complexity_router", "complexity_router_config": {"tiers": {"SIMPLE": "a"}}}, False),
+        ({"model": "auto_router/complexity_router"}, False),
+        ({"model": "auto_router/quality_router", "complexity_router_config": {"classifier_type": "heuristic_v2"}}, False),
+        ({"model": "openai/gpt-4o", "complexity_router_config": {"classifier_type": "heuristic_v2"}}, False),
+        ({"model": "auto_router/complexity_router", "complexity_router_config": "heuristic_v2"}, False),
+        ({}, False),
+    ],
+)
+def test_is_heuristic_v2_router(litellm_params: Mapping[str, object], expected: bool) -> None:
+    """Only a complexity router whose config selects heuristic_v2 counts toward the license limit."""
+    assert is_heuristic_v2_router(litellm_params) is expected
+
+
+def test_count_heuristic_v2_routers_reads_model_list_rows_and_ignores_malformed_ones() -> None:
+    v2 = {"model": "auto_router/complexity_router", "complexity_router_config": {"classifier_type": "heuristic_v2"}}
+    rows: list[Mapping[str, object]] = [
+        {"model_name": "a", "litellm_params": v2},
+        {"model_name": "b", "litellm_params": {"model": "openai/gpt-4o"}},
+        {"model_name": "c", "litellm_params": v2},
+        {"model_name": "d"},
+        {"model_name": "e", "litellm_params": "not a mapping"},
+    ]
+    assert count_heuristic_v2_routers(rows) == 2
+    assert count_heuristic_v2_routers(()) == 0
+
+
+@pytest.mark.parametrize(
+    "held,limit,violates",
+    [
+        (1, 1, False),
+        (2, 1, True),
+        (0, 1, False),
+        (5, None, False),
+        (3, 3, False),
+        (4, 3, True),
+    ],
+)
+def test_heuristic_v2_limit_violation(held: int, limit: int | None, violates: bool) -> None:
+    violation = heuristic_v2_limit_violation(held=held, limit=limit)
+    assert (violation is not None) is violates
+    if violation is not None:
+        assert f"At most {limit} auto-router" in violation
+        assert f"would make {held}" in violation
+        assert "license" not in violation
diff --git a/tests/test_litellm/router_utils/test_fallback_event_handlers.py b/tests/test_litellm/router_utils/test_fallback_event_handlers.py
index 8336926c050..a4965c49f07 100644
--- a/tests/test_litellm/router_utils/test_fallback_event_handlers.py
+++ b/tests/test_litellm/router_utils/test_fallback_event_handlers.py
@@ -11,7 +11,10 @@ from litellm.router_utils.fallback_event_handlers import (
     AttemptedFallbackTargets,
     _trigger_cooldown_for_failed_deployment,
     fallback_attempt_key,
+    clear_pre_routing_selection,
     get_fallback_model_group,
+    get_pre_routing_selection,
+    record_pre_routing_selection,
     run_async_fallback,
 )
 
@@ -611,6 +614,27 @@ async def test_run_async_fallback_forwards_attempted_model_groups_to_nested_call
     )
 
 
+@pytest.mark.asyncio
+async def test_run_async_fallback_can_target_the_requested_group_when_a_pre_router_replaced_it():
+    """The requested group was never called when a pre-router selected a tier, so a
+    tier fallback may legitimately target that originally requested group."""
+    router = RecordingRouter()
+
+    await run_async_fallback(
+        litellm_router=router,
+        fallback_model_group=["requested-model"],
+        original_model_group="requested-model",
+        original_exception=RuntimeError("selected tier failed"),
+        max_fallbacks=3,
+        fallback_depth=0,
+        model="requested-model",
+        metadata={"pre_routing_selected_model": "selected-tier"},
+    )
+
+    assert router.received_kwargs["model"] == "requested-model"
+    assert router.received_kwargs["attempted_targets"].keys == frozenset({"selected-tier", "requested-model"})
+
+
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "entry",
@@ -1090,3 +1114,141 @@ async def test_run_async_fallback_preserves_original_model_group_on_nested_fallb
     metadata = router.received_kwargs["metadata"]
     assert metadata["attempted_fallbacks"] == 2
     assert metadata["original_model_group"] == "primary-model"
+
+
+class TestPreRoutingSelectionCarriesToFallbacks:
+    """#38832: a complexity/auto router picks a tier behind the router name, but fallback
+    lookup kept using the router name, so the tier's configured chain never ran."""
+
+    def test_selection_is_recorded_in_the_metadata_bucket(self):
+        kwargs = {"model": "smart-router", "metadata": {}}
+        record_pre_routing_selection(kwargs, "tier1")
+        assert kwargs["metadata"]["pre_routing_selected_model"] == "tier1"
+        assert get_pre_routing_selection(kwargs) == "tier1"
+
+    def test_selection_is_recorded_in_the_litellm_metadata_bucket(self):
+        kwargs = {"model": "smart-router", "litellm_metadata": {}}
+        record_pre_routing_selection(kwargs, "tier2")
+        assert get_pre_routing_selection(kwargs) == "tier2"
+
+    def test_a_bucket_survives_the_kwargs_copy_that_fallbacks_run_on(self):
+        """The bucket is shared by reference, which is the whole reason this works."""
+        outer = {"model": "smart-router", "metadata": {}}
+        inner = {**outer}
+        record_pre_routing_selection(inner, "tier1")
+        assert get_pre_routing_selection(outer) == "tier1"
+
+    def test_no_selection_reads_as_none(self):
+        assert get_pre_routing_selection({"model": "smart-router", "metadata": {}}) is None
+        assert get_pre_routing_selection({"model": "smart-router"}) is None
+
+    def test_missing_kwargs_is_a_no_op(self):
+        """A caller with no kwargs must not raise, and must not leak the selection anywhere."""
+        record_pre_routing_selection(None, "tier1")
+
+        assert get_pre_routing_selection({}) is None
+
+    def test_a_non_dict_bucket_is_ignored(self):
+        kwargs = {"model": "smart-router", "metadata": "not-a-dict"}
+        record_pre_routing_selection(kwargs, "tier1")
+        assert get_pre_routing_selection(kwargs) is None
+
+    def test_fallbacks_resolve_against_the_selected_tier(self):
+        """The lookup the router performs, keyed on the tier rather than the router name."""
+        fallbacks = [{"tier1": ["backup-a", "backup-b"]}, {"tier2": ["backup-c"]}]
+        assert get_fallback_model_group(fallbacks=fallbacks, model_group="tier1")[0] == ["backup-a", "backup-b"]
+        assert get_fallback_model_group(fallbacks=fallbacks, model_group="smart-router")[0] is None
+
+
+class TestPreRoutingSelectionIsPerHop:
+    """#38832 review: the buckets also carry whatever the caller sent, and a fallback hop
+    inherits the previous hop's tier, so a hop must start without a selection."""
+
+    def test_a_caller_supplied_selection_is_dropped(self):
+        kwargs = {"model": "plain", "metadata": {"pre_routing_selected_model": "tier1"}}
+
+        clear_pre_routing_selection(kwargs)
+
+        assert get_pre_routing_selection(kwargs) is None
+        assert "pre_routing_selected_model" not in kwargs["metadata"]
+
+    def test_both_buckets_are_cleared(self):
+        kwargs = {
+            "metadata": {"pre_routing_selected_model": "tier1"},
+            "litellm_metadata": {"pre_routing_selected_model": "tier2"},
+        }
+
+        clear_pre_routing_selection(kwargs)
+
+        assert get_pre_routing_selection(kwargs) is None
+
+    def test_the_rest_of_the_bucket_is_left_alone(self):
+        kwargs = {"metadata": {"pre_routing_selected_model": "tier1", "tags": ["a"]}}
+
+        clear_pre_routing_selection(kwargs)
+
+        assert kwargs["metadata"] == {"tags": ["a"]}
+
+    def test_clearing_is_a_no_op_without_a_usable_bucket(self):
+        kwargs = {"model": "plain", "metadata": "not-a-dict"}
+
+        clear_pre_routing_selection(None)
+        clear_pre_routing_selection(kwargs)
+
+        assert kwargs == {"model": "plain", "metadata": "not-a-dict"}
+
+    def test_a_selection_recorded_after_clearing_is_kept(self):
+        """Clearing runs before routing, so the hook's own write must survive it."""
+        kwargs = {"model": "smart-router", "metadata": {"pre_routing_selected_model": "stale"}}
+
+        clear_pre_routing_selection(kwargs)
+        record_pre_routing_selection(kwargs, "tier1")
+
+        assert get_pre_routing_selection(kwargs) == "tier1"
+
+
+class TestOrderedFallbackLookupGroups:
+    def test_tier_first_then_requested_group_deduped(self):
+        from litellm.router_utils.fallback_event_handlers import (
+            PRE_ROUTING_SELECTED_MODEL_KEY,
+            fallback_lookup_groups,
+        )
+
+        kwargs = {"litellm_metadata": {PRE_ROUTING_SELECTED_MODEL_KEY: "tier1"}}
+        assert fallback_lookup_groups(kwargs, "smart-router") == ("tier1", "smart-router")
+        assert fallback_lookup_groups(kwargs, "tier1") == ("tier1",)
+        assert fallback_lookup_groups({}, "smart-router") == ("smart-router",)
+        assert fallback_lookup_groups({}, None) == ()
+
+    def test_session_remap_keeps_the_bound_router_between_tier_and_requested_group(self):
+        from litellm.router_utils.fallback_event_handlers import (
+            PRE_ROUTING_SELECTED_MODEL_KEY,
+            fallback_lookup_groups,
+        )
+
+        kwargs = {
+            "litellm_metadata": {
+                PRE_ROUTING_SELECTED_MODEL_KEY: "tier1",
+                "model_group": "smart-router",
+            }
+        }
+
+        assert fallback_lookup_groups(kwargs, "requested-model") == (
+            "tier1",
+            "smart-router",
+            "requested-model",
+        )
+        assert fallback_lookup_groups({"metadata": {"model_group": []}}, "requested-model") == (
+            "requested-model",
+        )
+
+    def test_first_resolving_group_wins_and_generic_idx_survives_a_miss(self):
+        from litellm.router_utils.fallback_event_handlers import (
+            get_fallback_model_group_for_lookup_groups,
+        )
+
+        fallbacks = [{"tier1": ["backup-a"]}, {"smart-router": ["backup-b"]}, {"*": ["backup-c"]}]
+        assert get_fallback_model_group_for_lookup_groups(fallbacks, ("tier1", "smart-router")) == (["backup-a"], None)
+        assert get_fallback_model_group_for_lookup_groups(fallbacks, ("tier9", "smart-router")) == (["backup-b"], None)
+        assert get_fallback_model_group_for_lookup_groups(fallbacks, ("tier9", "no-such")) == (["backup-c"], 2)
+        assert get_fallback_model_group_for_lookup_groups([{"tier1": ["backup-a"]}], ("no", "nope")) == (None, None)
diff --git a/tests/test_litellm/router_utils/test_pattern_match_deployments.py b/tests/test_litellm/router_utils/test_pattern_match_deployments.py
new file mode 100644
index 00000000000..795d448ef5f
--- /dev/null
+++ b/tests/test_litellm/router_utils/test_pattern_match_deployments.py
@@ -0,0 +1,78 @@
+"""Behavior pins for ``litellm/router_utils/pattern_match_deployments.py``."""
+
+from __future__ import annotations
+
+from litellm.router_utils import pattern_match_deployments
+from litellm.router_utils.pattern_match_deployments import PatternMatchRouter
+
+
+def _wildcard_deployment(model_name: str) -> dict:
+    return {"model_name": model_name, "litellm_params": {"model": model_name}}
+
+
+def _matched_models(matches: list[dict] | None) -> list[str]:
+    return [deployment["litellm_params"]["model"] for deployment in matches or []]
+
+
+def test_get_pattern_never_resolves_declared_authenticating_providers(monkeypatch):
+    """Regression: resolving a github_copilot/chatgpt name through ``get_llm_provider`` runs the
+    provider's OAuth device flow; the auth layer walks every wildcard router on every request, so
+    a single metadata lookup for an unserved name would block the proxy's event loop."""
+    resolution_attempts: list[str] = []
+
+    def _oauth_tripwire(model, *args, **kwargs):
+        resolution_attempts.append(model)
+        raise AssertionError("get_llm_provider would run the OAuth device flow")
+
+    monkeypatch.setattr(pattern_match_deployments, "get_llm_provider", _oauth_tripwire)
+
+    unmatched_router = PatternMatchRouter()
+    unmatched_router.add_pattern("anthropic/*", _wildcard_deployment("anthropic/*"))
+    assert unmatched_router.get_pattern("github_copilot/gpt-4o") is None
+
+    matched_router = PatternMatchRouter()
+    matched_router.add_pattern("github_copilot/*", _wildcard_deployment("github_copilot/*"))
+    assert _matched_models(matched_router.get_pattern("github_copilot/gpt-4o")) == ["github_copilot/gpt-4o"]
+    assert _matched_models(matched_router.get_pattern("gpt-4o", custom_llm_provider="github_copilot")) == [
+        "github_copilot/gpt-4o"
+    ]
+
+    assert resolution_attempts == []
+
+
+def test_get_pattern_bare_provider_name_never_matches_that_providers_wildcard(monkeypatch):
+    """Regression: a bare ``github_copilot`` adopted itself as its provider and retried as
+    ``github_copilot/github_copilot``, false-matching the wildcard for a name no deployment serves."""
+
+    def _unknown_provider(model, *args, **kwargs):
+        raise ValueError(f"unknown provider for {model}")
+
+    monkeypatch.setattr(pattern_match_deployments, "get_llm_provider", _unknown_provider)
+    router = PatternMatchRouter()
+    router.add_pattern("github_copilot/*", _wildcard_deployment("github_copilot/*"))
+    assert router.get_pattern("github_copilot") is None
+
+
+def test_get_pattern_missing_model_returns_none(monkeypatch):
+    """Regression: a request without a model reaches the auth layer's pattern walk as ``None``; the
+    declared-provider guard raised ``TypeError`` where the old inline resolve swallowed every
+    resolver error, so the proxy's missing-model 400 became a crash."""
+
+    def _unknown_provider(model, *args, **kwargs):
+        raise ValueError(f"unknown provider for {model}")
+
+    monkeypatch.setattr(pattern_match_deployments, "get_llm_provider", _unknown_provider)
+    router = PatternMatchRouter()
+    router.add_pattern("openai/*", _wildcard_deployment("openai/*"))
+    assert router.get_pattern(None) is None
+
+
+def test_get_pattern_still_resolves_unqualified_names(monkeypatch):
+    monkeypatch.setattr(
+        pattern_match_deployments,
+        "get_llm_provider",
+        lambda model, **kwargs: (model, "openai", None, None),
+    )
+    router = PatternMatchRouter()
+    router.add_pattern("openai/*", _wildcard_deployment("openai/*"))
+    assert _matched_models(router.get_pattern("gpt-4o")) == ["openai/gpt-4o"]
diff --git a/tests/test_litellm/router_utils/test_reasoning_effort_capability.py b/tests/test_litellm/router_utils/test_reasoning_effort_capability.py
index a0dbf3b6637..7b2e45ab3ed 100644
--- a/tests/test_litellm/router_utils/test_reasoning_effort_capability.py
+++ b/tests/test_litellm/router_utils/test_reasoning_effort_capability.py
@@ -371,3 +371,20 @@ class TestKimiK3AdvertisesItsDocumentedLevels:
             "low",
             "high",
         )
+
+
+class TestGpt6AstraAdvertisesItsDocumentedLevels:
+    def test_the_entry_advertises_low_through_max_without_none(self, local_model_cost_map):
+        """OpenAI documents low, medium, high, xhigh and max for gpt-6-astra. Unlike gpt-5.6-sol it
+        does not take none, so a group must not offer none and must offer max."""
+        from litellm.utils import _get_model_info_helper
+
+        model_info = dict(_get_model_info_helper(model="gpt-6-astra", custom_llm_provider="openai"))
+
+        assert resolve_supported_reasoning_efforts(model_info, deployment_is_mapped=True) == (
+            "low",
+            "medium",
+            "high",
+            "xhigh",
+            "max",
+        )
diff --git a/tests/test_litellm/rust_bridge/native_route_wheel_test.py b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
new file mode 100644
index 00000000000..a7f50a82a99
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/native_route_wheel_test.py
@@ -0,0 +1,341 @@
+from __future__ import annotations
+
+import asyncio
+import importlib.util
+import json
+import os
+import signal
+import subprocess
+import sys
+import tempfile
+import threading
+import zipfile
+from http.client import HTTPMessage
+from http.server import BaseHTTPRequestHandler, ThreadingHTTPServer
+from pathlib import Path
+from socket import socket as Socket
+from typing import Final
+
+REQUEST_STARTED: Final = threading.Event()
+REQUEST_CANCELLED: Final = threading.Event()
+
+ANTHROPIC_RESPONSE: Final = (
+    b'{"id":"msg_native","type":"message","role":"assistant",'
+    b'"model":"claude-sonnet-4-5","content":[{"type":"text","text":"native-message"}],'
+    b'"stop_reason":"end_turn","stop_sequence":null,'
+    b'"usage":{"input_tokens":2,"output_tokens":3}}'
+)
+
+
+class NativeRouteHandler(BaseHTTPRequestHandler):
+    protocol_version = "HTTP/1.1"
+
+    def do_POST(self) -> None:
+        content_length: Final = int(self.headers.get("content-length", "0"))
+        body: Final = json.loads(self.rfile.read(content_length))
+        route: Final = self.headers.get("x-test-route")
+        outcome: Final = self.headers.get("x-test-outcome")
+        assert_native_request(route, outcome, self.path, self.headers, body)
+        if outcome == "hang":
+            REQUEST_STARTED.set()
+            self.connection.settimeout(5)
+            if connection_was_cancelled(self.connection):
+                REQUEST_CANCELLED.set()
+            return
+
+        status: Final = 429 if outcome == "429" else 200
+        response_body: Final = native_response(status, route)
+
+        self.send_response(status)
+        self.send_header("content-type", "application/json")
+        self.send_header("content-length", str(len(response_body)))
+        self.send_header("connection", "close")
+        self.end_headers()
+        self.wfile.write(response_body)
+
+    def log_message(self, _message_format: str, *_args: object) -> None:
+        pass
+
+
+def connection_was_cancelled(connection: Socket) -> bool:
+    try:
+        return connection.recv(1) == b""
+    except TimeoutError:
+        return False
+    except OSError:
+        return True
+
+
+def assert_native_request(
+    route: str | None,
+    outcome: str | None,
+    path: str,
+    headers: HTTPMessage,
+    body: object,
+) -> None:
+    if route not in {"ocr", "transcription", "messages", "chat_completions"}:
+        raise AssertionError(f"unexpected route marker: {route!r}")
+    if outcome not in {"success", "429", "hang"}:
+        raise AssertionError(f"unexpected outcome marker: {outcome!r}")
+    if not isinstance(body, dict):
+        raise TypeError(f"{route} sent {type(body).__name__}, expected a JSON object")
+    if route == "ocr":
+        assert path == "/v1/ocr"
+        assert headers.get("authorization") == "Bearer sk-native"
+        assert body["model"] == "mistral-ocr-latest"
+        assert body["document"]["document_url"] == "https://example.com/document.pdf"
+        assert body["include_image_base64"] is True
+        return
+    if route == "transcription":
+        assert path == "/model/mistral.voxtral-mini-3b-2507/converse"
+        assert headers.get("authorization", "").startswith("AWS4-HMAC-SHA256 ")
+        assert headers.get("x-amz-date")
+        assert body["messages"][0]["content"][0]["audio"]["source"]["bytes"] == "AQI="
+        assert "The audio language is en" in body["messages"][0]["content"][1]["text"]
+        return
+    assert path == "/v1/messages"
+    assert headers.get("x-api-key") == "sk-native"
+    assert body["model"] == "claude-sonnet-4-5"
+    if route == "messages":
+        assert body["max_tokens"] == 16
+        assert body["messages"][0]["content"] == "hello-from-messages"
+        return
+    assert body["max_tokens"] == 17
+    assert body["messages"][0]["content"] == [{"type": "text", "text": "hello-from-chat"}]
+
+
+def native_response(status: int, route: str | None) -> bytes:
+    if status == 429:
+        return b'{"error":"native-rate-limit"}'
+    if route == "ocr":
+        return b'{"pages":[{"index":0,"markdown":"native-ocr"}]}'
+    if route == "transcription":
+        return b'{"output":{"message":{"content":[{"text":"native-transcription"}]}}}'
+    return ANTHROPIC_RESPONSE
+
+
+def load_native(native_path: Path) -> object:
+    module_spec: Final = importlib.util.spec_from_file_location("litellm.rust_bridge._native", native_path)
+    if module_spec is None or module_spec.loader is None:
+        raise RuntimeError("cannot create native extension import specification")
+    native_module: Final = importlib.util.module_from_spec(module_spec)
+    module_spec.loader.exec_module(native_module)
+    return native_module
+
+
+def route_kwargs(route: str, api_base: str, outcome: str) -> dict[str, object]:
+    common: Final = {
+        "api_base": api_base,
+        "extra_headers": {"x-test-outcome": outcome, "x-test-route": route},
+        "timeout_seconds": 3.0,
+    }
+    if route == "ocr":
+        return common | {
+            "model": "mistral-ocr-latest",
+            "document": {"type": "document_url", "document_url": "https://example.com/document.pdf"},
+            "api_key": "sk-native",
+            "custom_llm_provider": "mistral",
+            "optional_params": {"include_image_base64": True},
+        }
+    if route == "transcription":
+        return common | {
+            "model": "mistral.voxtral-mini-3b-2507",
+            "audio": {"data": "AQI=", "format": "wav", "filename": "audio.wav"},
+            "custom_llm_provider": "bedrock",
+            "optional_params": {
+                "aws_access_key_id": "native-access-key",
+                "aws_secret_access_key": "native-secret-key",
+                "aws_region_name": "us-east-1",
+                "language": "en",
+            },
+        }
+    if route == "messages":
+        return common | {
+            "model": "claude-sonnet-4-5",
+            "body": {
+                "model": "claude-sonnet-4-5",
+                "max_tokens": 16,
+                "messages": [{"role": "user", "content": "hello-from-messages"}],
+            },
+            "api_key": "sk-native",
+            "custom_llm_provider": "anthropic",
+        }
+    if route == "chat_completions":
+        return common | {
+            "model": "anthropic/claude-sonnet-4-5",
+            "messages": [{"role": "user", "content": "hello-from-chat"}],
+            "optional_params": {"max_tokens": 17},
+            "api_key": "sk-native",
+        }
+    raise AssertionError(f"unknown route: {route}")
+
+
+def assert_success(route: str, response: object) -> None:
+    if not isinstance(response, dict):
+        raise TypeError(f"{route} returned {type(response).__name__}, expected dict")
+    actual: Final = success_value(route, response)
+    expected: Final = (
+        "native-ocr" if route == "ocr" else "native-transcription" if route == "transcription" else "native-message"
+    )
+    if actual != expected:
+        raise AssertionError(f"{route} returned {actual!r}, expected {expected!r}")
+
+
+def success_value(route: str, response: dict[object, object]) -> object:
+    if route == "ocr":
+        return response["pages"][0]["markdown"]
+    if route == "transcription":
+        return response["text"]
+    if route == "messages":
+        return response["content"][0]["text"]
+    return response["choices"][0]["message"]["content"]
+
+
+def assert_rate_limit(native: object, route: str, error: BaseException) -> None:
+    if route in {"ocr", "chat_completions"}:
+        upstream_error: Final = native.RustUpstreamError
+        if not isinstance(error, upstream_error) or error.args[0] != 429:
+            raise AssertionError(f"{route} returned the wrong 429 error: {error!r}")
+        return
+    if not isinstance(error, RuntimeError) or "429" not in str(error):
+        raise AssertionError(f"{route} returned the wrong 429 error: {error!r}")
+
+
+def exercise_sync(native: object, api_base: str) -> None:
+    for route in ("ocr", "transcription", "messages", "chat_completions"):
+        function: Final = getattr(native, route)
+        assert_success(route, function(**route_kwargs(route, api_base, "success")))
+        try:
+            function(**route_kwargs(route, api_base, "429"))
+        except (RuntimeError, native.RustUpstreamError) as error:
+            assert_rate_limit(native, route, error)
+        else:
+            raise AssertionError(f"{route} accepted a 429 response")
+
+
+async def exercise_async(native: object, api_base: str) -> None:
+    for route in ("ocr", "transcription", "messages", "chat_completions"):
+        function: Final = getattr(native, f"a{route}")
+        assert_success(route, await function(**route_kwargs(route, api_base, "success")))
+        try:
+            await function(**route_kwargs(route, api_base, "429"))
+        except (RuntimeError, native.RustUpstreamError) as error:
+            assert_rate_limit(native, route, error)
+        else:
+            raise AssertionError(f"a{route} accepted a 429 response")
+
+
+async def exercise_async_concurrency(native: object, api_base: str) -> None:
+    responses: Final = await asyncio.wait_for(
+        asyncio.gather(
+            *(
+                native.amessages(**route_kwargs("messages", api_base, "success"))
+                for _ in range(32)
+            )
+        ),
+        timeout=15,
+    )
+    for response in responses:
+        assert_success("messages", response)
+
+
+def exercise_routes(native_path: Path, api_base: str) -> object:
+    native: Final = load_native(native_path)
+    if hasattr(native, "_trace"):
+        raise AssertionError("release wheel exposed trace-parity diagnostics")
+    exercise_sync(native, api_base)
+    asyncio.run(exercise_async(native, api_base))
+    asyncio.run(exercise_async_concurrency(native, api_base))
+    return native
+
+
+def exercise_signal(native: object, api_base: str) -> int:
+    try:
+        native.messages(
+            **route_kwargs("messages", api_base, "hang"),
+        )
+    except KeyboardInterrupt:
+        sys.stdout.write("KeyboardInterrupt\n")
+        sys.stdout.flush()
+        sys.stdin.read(1)
+        return 0
+    raise AssertionError("sync native route ignored SIGINT")
+
+
+def verify_sigint(native_path: Path, api_base: str) -> None:
+    REQUEST_STARTED.clear()
+    REQUEST_CANCELLED.clear()
+    process: Final = subprocess.Popen(
+        (sys.executable, __file__, "child", str(native_path), api_base),
+        stdin=subprocess.PIPE,
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+        text=True,
+    )
+    try:
+        if not REQUEST_STARTED.wait(30):
+            process.kill()
+            stdout, stderr = process.communicate(timeout=5)
+            raise AssertionError(
+                f"native route matrix did not reach the hanging upstream\nstdout:\n{stdout}\nstderr:\n{stderr}"
+            )
+        os.kill(process.pid, signal.SIGINT)
+        if not REQUEST_CANCELLED.wait(5):
+            raise AssertionError("interrupted native route did not cancel its upstream future")
+        if process.poll() is not None:
+            raise AssertionError("signal child exited before cancellation was observed")
+        stdout, stderr = process.communicate(input="\n", timeout=5)
+        if process.returncode != 0 or stdout != "KeyboardInterrupt\n":
+            raise AssertionError(
+                f"signal child exited with status {process.returncode}\nstdout:\n{stdout}\nstderr:\n{stderr}"
+            )
+    finally:
+        if process.poll() is None:
+            process.kill()
+            process.wait(timeout=5)
+
+
+def verify_wheel(wheel: Path) -> int:
+    with tempfile.TemporaryDirectory() as temporary_directory, zipfile.ZipFile(wheel) as archive:
+        wheel_root: Final = Path(temporary_directory)
+        for member in archive.infolist():
+            target: Final = wheel_root / member.filename
+            if member.is_dir():
+                target.mkdir(parents=True, exist_ok=True)
+            else:
+                target.parent.mkdir(parents=True, exist_ok=True)
+                target.write_bytes(archive.read(member))
+        native_members: Final = tuple(
+            member
+            for member in archive.infolist()
+            if member.filename.startswith("litellm/rust_bridge/_native.") and member.filename.endswith(".so")
+        )
+        if len(native_members) != 1:
+            raise AssertionError(f"expected one native extension, found {len(native_members)}")
+        native_path: Final = wheel_root / native_members[0].filename
+
+        server: Final = ThreadingHTTPServer(("127.0.0.1", 0), NativeRouteHandler)
+        server_thread: Final = threading.Thread(target=server.serve_forever, daemon=True)
+        server_thread.start()
+        api_base: Final = f"http://127.0.0.1:{server.server_address[1]}"
+        try:
+            verify_sigint(native_path, api_base)
+        finally:
+            server.shutdown()
+            server.server_close()
+            server_thread.join(timeout=5)
+    return 0
+
+
+def main() -> int:
+    if len(sys.argv) == 2:
+        return verify_wheel(Path(sys.argv[1]))
+    if len(sys.argv) == 4 and sys.argv[1] == "child":
+        native: Final = exercise_routes(Path(sys.argv[2]), sys.argv[3])
+        return exercise_signal(native, sys.argv[3])
+    sys.stderr.write(f"usage: {Path(sys.argv[0]).name} WHEEL\n")
+    return 2
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/tests/test_litellm/rust_bridge/test_bindings.py b/tests/test_litellm/rust_bridge/test_bindings.py
new file mode 100644
index 00000000000..88036a5a556
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_bindings.py
@@ -0,0 +1,35 @@
+from types import SimpleNamespace
+from typing import Final
+
+import pytest
+
+from litellm.rust_bridge import bindings
+
+
+def test_binding_distinguishes_disable_from_reset(monkeypatch) -> None:
+    native = SimpleNamespace(route=lambda: "native")
+    monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
+    binding: bindings.NativeBinding[object] = bindings.NativeBinding("route", validate=lambda value: value)
+
+    assert binding.load() is native.route
+
+    binding.override(None)
+    assert binding.load() is None
+
+    replacement = object()
+    binding.override(replacement)
+    assert binding.load() is replacement
+
+    binding.reset()
+    assert binding.load() is native.route
+
+
+@pytest.mark.parametrize(("value", "expected"), ((3, 3), ("invalid", None), (None, None)))
+def test_binding_validates_native_attribute(
+    monkeypatch: pytest.MonkeyPatch, value: object, expected: int | None
+) -> None:
+    native: Final = SimpleNamespace(route=value)
+    monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
+    binding: Final = bindings.NativeBinding("route", validate=lambda item: item if isinstance(item, int) else None)
+
+    assert binding.load() == expected
diff --git a/tests/test_litellm/rust_bridge/test_chat_completions.py b/tests/test_litellm/rust_bridge/test_chat_completions.py
index 47cb66932b7..0489f4ff017 100644
--- a/tests/test_litellm/rust_bridge/test_chat_completions.py
+++ b/tests/test_litellm/rust_bridge/test_chat_completions.py
@@ -11,6 +11,7 @@ import pytest
 
 import litellm
 from litellm.rust_bridge import chat_completions as bridge
+from litellm.rust_bridge import configuration
 from litellm.types.utils import ModelResponse
 
 RUST_RESPONSE = {
@@ -68,13 +69,11 @@ def _hide_native_bridge(monkeypatch):
 @pytest.fixture(autouse=True)
 def reset_bridge():
     """Every test starts with no injected callables, and leaves none behind."""
-    bridge.set_rust_chat_completions(
-        chat_completions=None, achat_completions=None, decline=None
-    )
+    bridge.set_rust_chat_completions(chat_completions=None, achat_completions=None, decline=None)
+    configuration.reset_rust_configuration()
     yield
-    bridge.set_rust_chat_completions(
-        chat_completions=None, achat_completions=None, decline=None
-    )
+    bridge.set_rust_chat_completions(chat_completions=None, achat_completions=None, decline=None)
+    configuration.reset_rust_configuration()
 
 
 class _RecordingDecline:
@@ -138,6 +137,18 @@ class TestGate:
         assert gate.calls[0]["model"] == "claude-sonnet-4-5"
         assert gate.calls[0]["custom_llm_provider"] == "anthropic"
 
+    def test_explicit_false_overrides_process_enable(self):
+        bridge.set_rust_chat_completions(decline=_RecordingDecline())
+        configuration.rust(True)
+
+        assert _accepts(litellm_params={"rust": False}) is False
+
+    def test_process_enable_applies_without_request_override(self):
+        bridge.set_rust_chat_completions(decline=_RecordingDecline())
+        configuration.rust(True)
+
+        assert _accepts(litellm_params={}) is True
+
     def test_the_env_var_opts_in_without_a_per_model_flag(self, monkeypatch):
         monkeypatch.setenv("LITELLM_RUST", "true")
         bridge.set_rust_chat_completions(decline=_RecordingDecline())
@@ -253,9 +264,7 @@ class TestSyncCall:
         assert result.usage.completion_tokens == 4
         assert result.usage.total_tokens == 15
         assert result._hidden_params["additional_headers"] == {"x-litellm-rust": "true"}
-        assert result.id == original_id, (
-            "the rust path must keep the chatcmpl id litellm already minted"
-        )
+        assert result.id == original_id, "the rust path must keep the chatcmpl id litellm already minted"
 
     def test_passes_the_timeout_through_as_seconds(self):
         native = _RecordingCall()
@@ -269,9 +278,7 @@ class TestSyncCall:
 
     def test_falls_back_when_the_core_declines_before_calling_the_provider(self, monkeypatch):
         _fake_native_bridge(monkeypatch)
-        bridge.set_rust_chat_completions(
-            chat_completions=_RecordingCall(error=_FakeDeclined("streaming"))
-        )
+        bridge.set_rust_chat_completions(chat_completions=_RecordingCall(error=_FakeDeclined("streaming")))
         assert bridge.chat_completions(**_call_kwargs(ModelResponse())) is None
 
 
@@ -290,13 +297,9 @@ class TestAsyncCall:
         assert await bridge.achat_completions(**_call_kwargs(ModelResponse())) is None
 
     @pytest.mark.asyncio
-    async def test_falls_back_when_the_core_declines_before_calling_the_provider(
-        self, monkeypatch
-    ):
+    async def test_falls_back_when_the_core_declines_before_calling_the_provider(self, monkeypatch):
         _fake_native_bridge(monkeypatch)
-        bridge.set_rust_chat_completions(
-            achat_completions=_RecordingAsyncCall(error=_FakeDeclined("streaming"))
-        )
+        bridge.set_rust_chat_completions(achat_completions=_RecordingAsyncCall(error=_FakeDeclined("streaming")))
         assert await bridge.achat_completions(**_call_kwargs(ModelResponse())) is None
 
 
@@ -310,25 +313,19 @@ class TestAsyncFallbackWrapper:
             ran.append(True)
             return "python"
 
-        result = await bridge.achat_completions_or_fallback(
-            **_call_kwargs(ModelResponse()), python_fallback=fallback
-        )
+        result = await bridge.achat_completions_or_fallback(**_call_kwargs(ModelResponse()), python_fallback=fallback)
         assert result.choices[0].message.content == "hello from rust"
         assert ran == []
 
     @pytest.mark.asyncio
     async def test_runs_the_fallback_when_the_core_declines(self, monkeypatch):
         _fake_native_bridge(monkeypatch)
-        bridge.set_rust_chat_completions(
-            achat_completions=_RecordingAsyncCall(error=_FakeDeclined("streaming"))
-        )
+        bridge.set_rust_chat_completions(achat_completions=_RecordingAsyncCall(error=_FakeDeclined("streaming")))
 
         async def fallback():
             return "python"
 
-        result = await bridge.achat_completions_or_fallback(
-            **_call_kwargs(ModelResponse()), python_fallback=fallback
-        )
+        result = await bridge.achat_completions_or_fallback(**_call_kwargs(ModelResponse()), python_fallback=fallback)
         assert result == "python"
 
     @pytest.mark.asyncio
@@ -338,9 +335,7 @@ class TestAsyncFallbackWrapper:
         async def fallback():
             return "python"
 
-        result = await bridge.achat_completions_or_fallback(
-            **_call_kwargs(ModelResponse()), python_fallback=fallback
-        )
+        result = await bridge.achat_completions_or_fallback(**_call_kwargs(ModelResponse()), python_fallback=fallback)
         assert result == "python"
 
 
@@ -353,17 +348,13 @@ class TestFailureClassification:
         _fake_native_bridge(monkeypatch)
 
     def test_a_decline_falls_back_because_nothing_was_sent(self):
-        bridge.set_rust_chat_completions(
-            chat_completions=_RecordingCall(error=_FakeDeclined("streaming"))
-        )
+        bridge.set_rust_chat_completions(chat_completions=_RecordingCall(error=_FakeDeclined("streaming")))
         assert bridge.chat_completions(**_call_kwargs(ModelResponse())) is None
 
     def test_an_upstream_failure_is_surfaced_with_its_status(self):
         from litellm.exceptions import APIError
 
-        bridge.set_rust_chat_completions(
-            chat_completions=_RecordingCall(error=_FakeUpstream(429, "429: rate limited"))
-        )
+        bridge.set_rust_chat_completions(chat_completions=_RecordingCall(error=_FakeUpstream(429, "429: rate limited")))
         with pytest.raises(APIError) as raised:
             bridge.chat_completions(**_call_kwargs(ModelResponse()))
         assert raised.value.status_code == 429
@@ -372,17 +363,13 @@ class TestFailureClassification:
     def test_a_transport_failure_with_no_response_surfaces_as_a_500(self):
         from litellm.exceptions import APIError
 
-        bridge.set_rust_chat_completions(
-            chat_completions=_RecordingCall(error=_FakeUpstream(0, "connection reset"))
-        )
+        bridge.set_rust_chat_completions(chat_completions=_RecordingCall(error=_FakeUpstream(0, "connection reset")))
         with pytest.raises(APIError) as raised:
             bridge.chat_completions(**_call_kwargs(ModelResponse()))
         assert raised.value.status_code == 500
 
     def test_an_unrecognized_error_is_not_swallowed(self):
-        bridge.set_rust_chat_completions(
-            chat_completions=_RecordingCall(error=RuntimeError("something else"))
-        )
+        bridge.set_rust_chat_completions(chat_completions=_RecordingCall(error=RuntimeError("something else")))
         with pytest.raises(RuntimeError):
             bridge.chat_completions(**_call_kwargs(ModelResponse()))
 
@@ -390,9 +377,7 @@ class TestFailureClassification:
     async def test_the_async_wrapper_does_not_fall_back_on_an_upstream_failure(self):
         from litellm.exceptions import APIError
 
-        bridge.set_rust_chat_completions(
-            achat_completions=_RecordingAsyncCall(error=_FakeUpstream(500, "500: boom"))
-        )
+        bridge.set_rust_chat_completions(achat_completions=_RecordingAsyncCall(error=_FakeUpstream(500, "500: boom")))
         ran = []
 
         async def fallback():
@@ -400,9 +385,7 @@ class TestFailureClassification:
             return "python"
 
         with pytest.raises(APIError):
-            await bridge.achat_completions_or_fallback(
-                **_call_kwargs(ModelResponse()), python_fallback=fallback
-            )
+            await bridge.achat_completions_or_fallback(**_call_kwargs(ModelResponse()), python_fallback=fallback)
         assert ran == [], "a request the provider already served must not be re-issued"
 
     @pytest.mark.asyncio
@@ -414,7 +397,5 @@ class TestFailureClassification:
         async def fallback():
             return "python"
 
-        result = await bridge.achat_completions_or_fallback(
-            **_call_kwargs(ModelResponse()), python_fallback=fallback
-        )
+        result = await bridge.achat_completions_or_fallback(**_call_kwargs(ModelResponse()), python_fallback=fallback)
         assert result == "python"
diff --git a/tests/test_litellm/rust_bridge/test_configuration.py b/tests/test_litellm/rust_bridge/test_configuration.py
new file mode 100644
index 00000000000..15f69f95335
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_configuration.py
@@ -0,0 +1,153 @@
+from __future__ import annotations
+
+import os
+import subprocess
+import sys
+from collections.abc import Generator
+from concurrent.futures import ThreadPoolExecutor
+from typing import Final
+
+import pytest
+
+from litellm.rust_bridge import configuration
+from litellm.rust_bridge import ocr as rust_ocr
+
+
+@pytest.fixture(autouse=True)
+def _isolated_configuration(  # pyright: ignore[reportUnusedFunction]  # pytest discovers fixtures dynamically
+    monkeypatch: pytest.MonkeyPatch,
+) -> Generator[None]:
+    configuration.reset_rust_configuration()
+    monkeypatch.delenv("LITELLM_RUST", raising=False)
+    monkeypatch.delenv("LITELLM_USE_RUST_OCR", raising=False)
+    rust_ocr.set_rust_ocr(ocr=None, aocr=None)
+    yield
+    configuration.reset_rust_configuration()
+    rust_ocr.set_rust_ocr(ocr=None, aocr=None)
+
+
+@pytest.mark.parametrize(
+    ("request_override", "process", "environment", "legacy_environment", "release_default", "expected"),
+    (
+        (False, True, True, True, True, False),
+        (True, False, False, False, False, True),
+        (None, False, True, True, True, False),
+        (None, True, False, False, False, True),
+        (None, None, False, True, True, False),
+        (None, None, True, False, False, True),
+        (None, None, None, False, True, False),
+        (None, None, None, True, False, True),
+        (None, None, None, None, False, False),
+        (None, None, None, None, True, True),
+    ),
+)
+def test_resolution_precedence(
+    request_override: bool | None,
+    process: bool | None,
+    environment: bool | None,
+    legacy_environment: bool | None,
+    release_default: bool,
+    expected: bool,
+) -> None:
+    assert (
+        configuration.resolve_rust_enabled(
+            request_override=request_override,
+            process_override=process,
+            environment_override=environment,
+            legacy_environment_override=legacy_environment,
+            release_default=release_default,
+        )
+        is expected
+    )
+
+
+def test_release_default_remains_disabled() -> None:
+    assert configuration.DEFAULT_RUST_ENABLED is False
+    assert configuration.rust_enabled() is False
+
+
+def test_process_override_wins_over_environment(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "0")
+    configuration.rust(True)
+
+    assert configuration.rust_enabled() is True
+    assert configuration.rust_enabled(request_override=False) is False
+
+
+def test_global_environment_accepts_explicit_false(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "off")
+
+    assert configuration.rust_enabled() is False
+
+
+@pytest.mark.parametrize("value", ("", " ", "sometimes", "2"))
+def test_invalid_environment_value_disables_rust(monkeypatch: pytest.MonkeyPatch, value: str) -> None:
+    monkeypatch.setenv("LITELLM_RUST", value)
+    monkeypatch.setenv("LITELLM_USE_RUST_OCR", "1")
+
+    assert configuration.rust_enabled() is False
+    assert configuration.rust_ocr_enabled() is False
+
+
+@pytest.mark.parametrize("value", ("", " ", "sometimes", "2"))
+def test_invalid_legacy_environment_value_disables_rust(monkeypatch: pytest.MonkeyPatch, value: str) -> None:
+    monkeypatch.setenv("LITELLM_USE_RUST_OCR", value)
+
+    with pytest.warns(DeprecationWarning, match="LITELLM_USE_RUST_OCR is deprecated"):
+        assert configuration.rust_enabled() is False
+
+
+def test_process_override_and_reset_apply_to_existing_threads(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "1")
+
+    with ThreadPoolExecutor(max_workers=1) as executor:
+        assert executor.submit(configuration.rust_enabled).result() is True
+        configuration.rust(False)
+        assert executor.submit(configuration.rust_enabled).result() is False
+        assert executor.submit(configuration.rust_ocr_enabled).result() is False
+        configuration.reset_rust_configuration()
+        assert executor.submit(configuration.rust_enabled).result() is True
+        assert executor.submit(configuration.rust_ocr_enabled).result() is True
+
+
+def test_explicit_override_precedes_invalid_environment(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "sometimes")
+
+    assert configuration.rust_enabled(request_override=False) is False
+    configuration.rust(True)
+    assert configuration.rust_enabled() is True
+
+
+def test_legacy_ocr_environment_is_deprecated_and_global(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_USE_RUST_OCR", "1")
+
+    with pytest.warns(DeprecationWarning, match="LITELLM_USE_RUST_OCR is deprecated"):
+        assert configuration.rust_enabled() is True
+    with pytest.warns(DeprecationWarning, match="LITELLM_USE_RUST_OCR is deprecated"):
+        assert configuration.rust_ocr_enabled() is True
+
+
+def test_global_environment_precedes_legacy_ocr_environment(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_RUST", "0")
+    monkeypatch.setenv("LITELLM_USE_RUST_OCR", "1")
+
+    assert configuration.rust_enabled() is False
+
+
+@pytest.mark.parametrize("environment_name", ("LITELLM_RUST", "LITELLM_USE_RUST_OCR"))
+@pytest.mark.parametrize(("value", "expected"), (("1", "True"), ("0", "False")))
+def test_environment_controls_startup(environment_name: str, value: str, expected: str) -> None:
+    environment: Final = {**os.environ, environment_name: value}
+    result: Final = subprocess.run(
+        (
+            sys.executable,
+            "-c",
+            "from litellm.rust_bridge.configuration import rust_enabled; print(rust_enabled())",
+        ),
+        check=True,
+        capture_output=True,
+        text=True,
+        env=environment,
+    )
+
+    assert result.stdout.strip() == expected
diff --git a/tests/test_litellm/rust_bridge/test_runtime.py b/tests/test_litellm/rust_bridge/test_runtime.py
new file mode 100644
index 00000000000..b0fa510069b
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_runtime.py
@@ -0,0 +1,95 @@
+from __future__ import annotations
+
+from types import SimpleNamespace
+
+import pytest
+
+from litellm.exceptions import APIError
+from litellm.rust_bridge import bindings, runtime
+
+
+class RustBridgeDeclined(Exception):
+    pass
+
+
+class RustUpstreamError(Exception):
+    pass
+
+
+@pytest.fixture(autouse=True)
+def native_exceptions(monkeypatch: pytest.MonkeyPatch) -> None:
+    native = SimpleNamespace(
+        RustBridgeDeclined=RustBridgeDeclined,
+        RustUpstreamError=RustUpstreamError,
+    )
+    monkeypatch.setattr(bindings, "get_native_bridge", lambda: native)
+
+
+def context() -> runtime.BridgeErrorContext:
+    return runtime.BridgeErrorContext(route="messages", provider="anthropic", model="model")
+
+
+def test_invoke_tags_native_decline_before_running_fallback() -> None:
+    calls: list[str] = []
+
+    def decline() -> object:
+        calls.append("rust")
+        raise RustBridgeDeclined("unsupported")
+
+    value = runtime.invoke(
+        native_call=decline,
+        fallback=lambda: calls.append("python") or "fallback",
+        adapt=str,
+        mode=runtime.FallbackMode.PYTHON,
+        context=context(),
+    )
+
+    assert value == "fallback"
+    assert calls == ["rust", "python"]
+
+
+def test_invoke_translates_upstream_without_fallback() -> None:
+    def fail() -> object:
+        raise RustUpstreamError(429, "rate limited")
+
+    with pytest.raises(APIError, match="rate limited") as caught:
+        runtime.invoke(
+            native_call=fail,
+            fallback=lambda: pytest.fail("fallback must not run"),
+            adapt=str,
+            mode=runtime.FallbackMode.PYTHON,
+            context=context(),
+        )
+
+    assert caught.value.status_code == 429
+
+
+@pytest.mark.asyncio
+async def test_ainvoke_handles_native_success() -> None:
+    async def native() -> int:
+        return 3
+
+    async def fallback() -> str:
+        pytest.fail("fallback must not run")
+
+    assert (
+        await runtime.ainvoke(
+            native_call=native,
+            fallback=fallback,
+            adapt=str,
+            mode=runtime.FallbackMode.PYTHON,
+            context=context(),
+        )
+        == "3"
+    )
+
+
+def test_required_mode_rejects_unavailable_bridge() -> None:
+    with pytest.raises(RuntimeError, match="is unavailable"):
+        runtime.invoke(
+            native_call=None,
+            fallback=lambda: pytest.fail("fallback must not run"),
+            adapt=str,
+            mode=runtime.FallbackMode.RUST_REQUIRED,
+            context=context(),
+        )
diff --git a/tests/test_litellm/rust_bridge/test_verify_linux_native_wheel.py b/tests/test_litellm/rust_bridge/test_verify_linux_native_wheel.py
new file mode 100644
index 00000000000..e449d4392d8
--- /dev/null
+++ b/tests/test_litellm/rust_bridge/test_verify_linux_native_wheel.py
@@ -0,0 +1,197 @@
+from __future__ import annotations
+
+import importlib.util
+import subprocess
+import sys
+import zipfile
+from collections.abc import Callable, Mapping, Sequence
+from pathlib import Path
+from types import MappingProxyType, ModuleType
+from typing import Final, Protocol, cast
+
+import pytest
+
+
+class _CommandRunner(Protocol):
+    def __call__(
+        self,
+        command: tuple[str, ...],
+        *,
+        check: bool,
+        capture_output: bool,
+        text: bool,
+    ) -> subprocess.CompletedProcess[str]: ...
+
+
+class _VerifierModule(Protocol):
+    main: Callable[
+        [
+            Sequence[str] | None,
+            Mapping[str, str] | None,
+            Callable[[Path], ModuleType | None],
+            _CommandRunner,
+        ],
+        int,
+    ]
+
+
+_REPO_ROOT: Final = Path(__file__).resolve().parents[3]
+_MODULE_PATH: Final = _REPO_ROOT / ".github" / "scripts" / "verify_linux_native_wheel.py"
+_SPEC: Final = importlib.util.spec_from_file_location("verify_linux_native_wheel", _MODULE_PATH)
+assert _SPEC is not None and _SPEC.loader is not None
+_LOADED_VERIFIER: Final = importlib.util.module_from_spec(_SPEC)
+sys.modules[_SPEC.name] = _LOADED_VERIFIER
+_SPEC.loader.exec_module(_LOADED_VERIFIER)
+verifier: Final = cast(_VerifierModule, _LOADED_VERIFIER)
+
+_EXPECTED_TAG: Final = "cp310-abi3-linux_x86_64"
+_NATIVE_MEMBER: Final = "litellm/rust_bridge/_native.abi3.so"
+_DIST_INFO: Final = "litellm-1.100.0.dist-info"
+
+
+def _write_wheel(
+    tmp_path: Path,
+    *,
+    filename_tag: str,
+    metadata_tags: tuple[str, ...] | None = (_EXPECTED_TAG,),
+    dist_info: str = _DIST_INFO,
+    duplicate_wheel: bool = False,
+) -> Path:
+    wheel: Final = tmp_path / f"litellm-1.100.0-{filename_tag}.whl"
+    with zipfile.ZipFile(wheel, "w", compression=zipfile.ZIP_DEFLATED) as archive:
+        archive.writestr(_NATIVE_MEMBER, b"synthetic native extension")
+        archive.writestr(
+            f"{dist_info}/METADATA",
+            "Metadata-Version: 2.1\nName: litellm\nVersion: 1.100.0\n",
+        )
+        archive.writestr(
+            f"{dist_info}/RECORD",
+            f"{_NATIVE_MEMBER},,\n{dist_info}/WHEEL,,\n",
+        )
+        if metadata_tags is not None:
+            wheel_metadata: Final = (
+                "Wheel-Version: 1.0\nGenerator: regression-test\nRoot-Is-Purelib: false\n"
+                + "".join(f"Tag: {tag}\n" for tag in metadata_tags)
+            )
+            archive.writestr(f"{dist_info}/WHEEL", wheel_metadata)
+            if duplicate_wheel:
+                archive.writestr(f"{dist_info}/WHEEL", wheel_metadata)
+    return wheel
+
+
+def _fake_subprocess_run(
+    command: tuple[str, ...],
+    *,
+    check: bool,
+    capture_output: bool,
+    text: bool,
+) -> subprocess.CompletedProcess[str]:
+    assert check and capture_output and text
+    if command == ("rustc", "--version"):
+        return subprocess.CompletedProcess(command, 0, stdout="rustc 1.98.0 (regression-test)\n", stderr="")
+    if "--sections" in command:
+        return subprocess.CompletedProcess(command, 0, stdout="[ 1] .text PROGBITS\n", stderr="")
+    if "--dyn-syms" in command:
+        return subprocess.CompletedProcess(command, 0, stdout="PyInit__native\n", stderr="")
+    raise AssertionError(f"unexpected subprocess command: {command}")
+
+
+class _NativeModuleWithPanicHook(ModuleType):
+    def _panic_for_test(self) -> None:
+        return None
+
+
+def _run_verifier(
+    wheel: Path,
+    *,
+    exposes_panic: bool = False,
+) -> int:
+    native_module: Final = (
+        _NativeModuleWithPanicHook("litellm.rust_bridge._native")
+        if exposes_panic
+        else ModuleType("litellm.rust_bridge._native")
+    )
+
+    def _fake_load_native_module(_: Path) -> ModuleType:
+        return native_module
+
+    environment: Final = MappingProxyType({"GITHUB_STEP_SUMMARY": str(wheel.parent / "summary.md")})
+    return verifier.main(
+        (str(_MODULE_PATH), str(wheel)),
+        environment,
+        _fake_load_native_module,
+        _fake_subprocess_run,
+    )
+
+
+def test_accepts_expected_release_wheel_tags(tmp_path: Path) -> None:
+    wheel: Final = _write_wheel(tmp_path, filename_tag=_EXPECTED_TAG)
+
+    assert _run_verifier(wheel) == 0
+
+
+def test_rejects_cp312_version_specific_wheel(tmp_path: Path) -> None:
+    tag: Final = "cp312-cp312-linux_x86_64"
+    wheel: Final = _write_wheel(tmp_path, filename_tag=tag, metadata_tags=(tag,))
+
+    assert _run_verifier(wheel) == 1
+
+
+def test_rejects_non_linux_platform_tag(tmp_path: Path) -> None:
+    tag: Final = "cp310-abi3-win_amd64"
+    wheel: Final = _write_wheel(tmp_path, filename_tag=tag, metadata_tags=(tag,))
+
+    assert _run_verifier(wheel) == 1
+
+
+@pytest.mark.parametrize(
+    "metadata_tags",
+    (None, ("cp312-cp312-linux_x86_64",)),
+    ids=("missing", "mismatched"),
+)
+def test_rejects_missing_or_mismatched_wheel_metadata_tag(
+    tmp_path: Path,
+    metadata_tags: tuple[str, ...] | None,
+) -> None:
+    wheel: Final = _write_wheel(tmp_path, filename_tag=_EXPECTED_TAG, metadata_tags=metadata_tags)
+
+    assert _run_verifier(wheel) == 1
+
+
+def test_rejects_wheel_metadata_from_wrong_dist_info_directory(
+    tmp_path: Path,
+) -> None:
+    wheel: Final = _write_wheel(
+        tmp_path,
+        filename_tag=_EXPECTED_TAG,
+        dist_info="decoy-1.0.0.dist-info",
+    )
+
+    assert _run_verifier(wheel) == 1
+
+
+def test_rejects_duplicate_wheel_metadata_tags(tmp_path: Path) -> None:
+    wheel: Final = _write_wheel(
+        tmp_path,
+        filename_tag=_EXPECTED_TAG,
+        metadata_tags=(_EXPECTED_TAG, _EXPECTED_TAG),
+    )
+
+    assert _run_verifier(wheel) == 1
+
+
+def test_rejects_duplicate_wheel_metadata_file(tmp_path: Path) -> None:
+    with pytest.warns(UserWarning, match="Duplicate name"):
+        wheel: Final = _write_wheel(
+            tmp_path,
+            filename_tag=_EXPECTED_TAG,
+            duplicate_wheel=True,
+        )
+
+    assert _run_verifier(wheel) == 1
+
+
+def test_rejects_production_module_exposing_panic_hook(tmp_path: Path) -> None:
+    wheel: Final = _write_wheel(tmp_path, filename_tag=_EXPECTED_TAG)
+
+    assert _run_verifier(wheel, exposes_panic=True) == 1
diff --git a/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py b/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
index c9ec22ab0df..4bc7c21d8d2 100644
--- a/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
+++ b/tests/test_litellm/secret_managers/test_get_azure_ad_token_provider.py
@@ -6,6 +6,7 @@ from unittest.mock import MagicMock, patch
 # Adds the grandparent directory to sys.path to allow importing project modules
 
 import pytest
+from azure.core.exceptions import ClientAuthenticationError
 
 from litellm.secret_managers.get_azure_ad_token_provider import (
     get_azure_ad_token_provider,
@@ -16,6 +17,143 @@ from litellm.types.secret_managers.get_azure_ad_token_provider import (
 )
 
 
+class TestDeploymentIdentityCredential:
+    @staticmethod
+    def _chain_for(credential_type):
+        with patch("azure.identity.get_bearer_token_provider", return_value=lambda: "token") as bearer:
+            get_azure_ad_token_provider(
+                azure_scope="https://storage.azure.com/.default",
+                azure_credential=credential_type,
+            )
+        bearer.assert_called_once()
+        with bearer.call_args.args[0] as chain:
+            return {type(link).__name__ for link in chain.credentials}
+
+    @staticmethod
+    def _managed_identity_client_ids(credential_type):
+        with patch("azure.identity.get_bearer_token_provider", return_value=lambda: "token") as bearer:
+            get_azure_ad_token_provider(
+                azure_scope="https://storage.azure.com/.default",
+                azure_credential=credential_type,
+            )
+        with bearer.call_args.args[0] as chain:
+            return [
+                (link._credential._settings or {}).get("client_id")
+                for link in chain.credentials
+                if type(link).__name__ == "ManagedIdentityCredential"
+            ]
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "workload-identity-client-id",
+            "AZURE_TENANT_ID": "workload-identity-tenant-id",
+            "AZURE_FEDERATED_TOKEN_FILE": "/var/run/secrets/azure/tokens/azure-identity-token",
+        },
+        clear=True,
+    )
+    def test_deployment_identity_reaches_workload_and_managed_identity_only(self):
+        assert self._chain_for(AzureCredentialType.DeploymentIdentityCredential) == {
+            "WorkloadIdentityCredential",
+            "ManagedIdentityCredential",
+        }
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "workload-identity-client-id",
+            "AZURE_TENANT_ID": "workload-identity-tenant-id",
+            "AZURE_FEDERATED_TOKEN_FILE": "/var/run/secrets/azure/tokens/azure-identity-token",
+            "AZURE_TOKEN_CREDENTIALS": "dev",
+        },
+        clear=True,
+    )
+    def test_deployment_identity_survives_a_developer_only_token_credentials_setting(self):
+        """AZURE_TOKEN_CREDENTIALS=dev asks the SDK for developer credentials only, which is every
+        credential this chain drops, so the deployment's own identity has to win over it"""
+        assert self._chain_for(AzureCredentialType.DeploymentIdentityCredential) == {
+            "WorkloadIdentityCredential",
+            "ManagedIdentityCredential",
+        }
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "azure-openai-client-id",
+            "AZURE_CLIENT_SECRET": "azure-openai-client-secret",
+            "AZURE_TENANT_ID": "azure-openai-tenant-id",
+        },
+        clear=True,
+    )
+    def test_default_azure_credential_keeps_its_full_chain(self):
+        """Azure OpenAI callers pass DefaultAzureCredential and must be unaffected by the
+        narrowing that the storage callback asks for"""
+        full_chain = self._chain_for(AzureCredentialType.DefaultAzureCredential)
+
+        assert "EnvironmentCredential" in full_chain
+        assert "AzureCliCredential" in full_chain
+        assert "EnvironmentCredential" not in self._chain_for(
+            AzureCredentialType.DeploymentIdentityCredential
+        )
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "azure-openai-client-id",
+            "AZURE_CLIENT_SECRET": "azure-openai-client-secret",
+            "AZURE_TENANT_ID": "azure-openai-tenant-id",
+        },
+        clear=True,
+    )
+    def test_deployment_identity_refuses_to_mint_a_token_for_a_configured_service_principal(self):
+        """A host carrying only an Azure OpenAI client secret must get no token at all, and the
+        refusal must name the identities that were actually tried"""
+        provider = get_azure_ad_token_provider(
+            azure_scope="https://storage.azure.com/.default",
+            azure_credential=AzureCredentialType.DeploymentIdentityCredential,
+        )
+
+        with pytest.raises(ClientAuthenticationError) as refusal:
+            provider()
+
+        assert "ManagedIdentityCredential" in str(refusal.value)
+        assert "EnvironmentCredential" not in str(refusal.value)
+        assert "AzureCliCredential" not in str(refusal.value)
+        assert "azure-openai-client-secret" not in str(refusal.value)
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "azure-openai-client-id",
+            "AZURE_CLIENT_SECRET": "azure-openai-client-secret",
+            "AZURE_TENANT_ID": "azure-openai-tenant-id",
+        },
+        clear=True,
+    )
+    def test_deployment_identity_still_reaches_a_system_assigned_managed_identity(self):
+        """AZURE_CLIENT_ID names one identity for the whole proxy, and pointing it at Azure OpenAI
+        must not hide the system assigned identity the host runs as"""
+        client_ids = self._managed_identity_client_ids(AzureCredentialType.DeploymentIdentityCredential)
+
+        assert "azure-openai-client-id" in client_ids
+        assert None in client_ids
+
+    @patch.dict(
+        os.environ,
+        {
+            "AZURE_CLIENT_ID": "user-assigned-identity-client-id",
+            "AZURE_TOKEN_CREDENTIALS": "dev",
+        },
+        clear=True,
+    )
+    def test_deployment_identity_keeps_the_user_assigned_identity_under_a_dev_only_setting(self):
+        """AZURE_TOKEN_CREDENTIALS=dev asks the SDK for developer credentials only, and the
+        identity a host actually runs as has to survive that"""
+        assert "user-assigned-identity-client-id" in self._managed_identity_client_ids(
+            AzureCredentialType.DeploymentIdentityCredential
+        )
+
+
 class TestGetAzureAdTokenProvider:
     @patch.dict(
         os.environ,
diff --git a/tests/test_litellm/test_azure_ai_grok_4_6_model_metadata.py b/tests/test_litellm/test_azure_ai_grok_4_6_model_metadata.py
new file mode 100644
index 00000000000..92af1b1dba4
--- /dev/null
+++ b/tests/test_litellm/test_azure_ai_grok_4_6_model_metadata.py
@@ -0,0 +1,55 @@
+from pathlib import Path
+from typing import Final
+
+import pytest
+from pydantic import TypeAdapter
+
+from litellm import cost_per_token, get_model_info
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+
+REPO_ROOT: Final = Path(__file__).parents[2]
+MODEL: Final = "azure_ai/grok-4.6"
+SOURCE: Final = (
+    "https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/"
+    "grok-4-6-comes-to-microsoft-foundry-models-built-for-long-horizon-reasoning-and-/4547578"
+)
+COST_MAP_ADAPTER: Final = TypeAdapter(dict[str, dict[str, object]])
+
+
+def _cost_map_entry(path: Path) -> dict[str, object]:
+    return COST_MAP_ADAPTER.validate_json(path.read_bytes())[MODEL]
+
+
+@pytest.mark.usefixtures("local_model_cost_map")
+def test_azure_ai_grok_4_6_is_priced_and_routed() -> None:
+    routed_model, provider, _, _ = get_llm_provider(model=MODEL)
+    assert (routed_model, provider) == ("grok-4.6", "azure_ai")
+
+    info = get_model_info(model=routed_model, custom_llm_provider=provider)
+    assert info["litellm_provider"] == "azure_ai"
+    assert info["mode"] == "chat"
+    assert info["input_cost_per_token"] == 2e-06
+    assert info["output_cost_per_token"] == 6e-06
+    assert info["cache_read_input_token_cost"] == 5e-07
+    assert info["max_input_tokens"] == 200000
+    assert info["max_output_tokens"] == 128000
+    assert info["max_tokens"] == 128000
+    assert info["supports_function_calling"] is True
+    assert info["supports_prompt_caching"] is True
+    assert info["supports_reasoning"] is True
+    assert info["supports_response_schema"] is True
+    assert info["supports_tool_choice"] is True
+    assert info["supports_vision"] is True
+    assert info["supports_web_search"] is True
+
+    prompt_cost, completion_cost = cost_per_token(model=MODEL, prompt_tokens=1_000_000, completion_tokens=1_000_000)
+    assert prompt_cost == pytest.approx(2.0)
+    assert completion_cost == pytest.approx(6.0)
+
+
+def test_azure_ai_grok_4_6_entry_source_and_backup_match() -> None:
+    main_entry = _cost_map_entry(REPO_ROOT / "model_prices_and_context_window.json")
+    backup_entry = _cost_map_entry(REPO_ROOT / "litellm" / "model_prices_and_context_window_backup.json")
+
+    assert main_entry["source"] == SOURCE
+    assert backup_entry == main_entry
diff --git a/tests/test_litellm/test_bedrock_usgov_pricing.py b/tests/test_litellm/test_bedrock_usgov_pricing.py
index 6b3312b5cc4..f7d95ecda01 100644
--- a/tests/test_litellm/test_bedrock_usgov_pricing.py
+++ b/tests/test_litellm/test_bedrock_usgov_pricing.py
@@ -26,9 +26,7 @@ import pytest
 
 @pytest.fixture(scope="module")
 def model_data():
-    json_path = os.path.join(
-        os.path.dirname(__file__), "../../model_prices_and_context_window.json"
-    )
+    json_path = os.path.join(os.path.dirname(__file__), "../../model_prices_and_context_window.json")
     with open(json_path) as f:
         return json.load(f)
 
@@ -51,21 +49,14 @@ def test_usgov_sonnet_4_5_pricing(model_data, model_key):
     info = model_data[model_key]
 
     assert info["input_cost_per_token"] == 3.6e-06, (
-        f"{model_key}: input_cost_per_token should be $3.60/MTok "
-        f"(got {info['input_cost_per_token']})"
+        f"{model_key}: input_cost_per_token should be $3.60/MTok (got {info['input_cost_per_token']})"
     )
-    assert (
-        info["output_cost_per_token"] == 1.8e-05
-    ), f"{model_key}: output_cost_per_token should be $18.00/MTok"
-    assert (
-        info["cache_creation_input_token_cost"] == 4.5e-06
-    ), f"{model_key}: 5m cache write should be $4.50/MTok"
-    assert (
-        info["cache_creation_input_token_cost_above_1hr"] == 7.2e-06
-    ), f"{model_key}: 1h cache write should be $7.20/MTok"
-    assert (
-        info["cache_read_input_token_cost"] == 3.6e-07
-    ), f"{model_key}: cache read should be $0.36/MTok"
+    assert info["output_cost_per_token"] == 1.8e-05, f"{model_key}: output_cost_per_token should be $18.00/MTok"
+    assert info["cache_creation_input_token_cost"] == 4.5e-06, f"{model_key}: 5m cache write should be $4.50/MTok"
+    assert info["cache_creation_input_token_cost_above_1hr"] == 7.2e-06, (
+        f"{model_key}: 1h cache write should be $7.20/MTok"
+    )
+    assert info["cache_read_input_token_cost"] == 3.6e-07, f"{model_key}: cache read should be $0.36/MTok"
 
 
 def test_usgov_carries_20_percent_premium_over_global(model_data):
@@ -84,9 +75,7 @@ def test_usgov_carries_20_percent_premium_over_global(model_data):
         "cache_read_input_token_cost",
     ):
         ratio = usgov_info[field] / global_info[field]
-        assert (
-            abs(ratio - 1.2) < 1e-9
-        ), f"{field}: us-gov / global ratio is {ratio}, expected 1.2"
+        assert abs(ratio - 1.2) < 1e-9, f"{field}: us-gov / global ratio is {ratio}, expected 1.2"
 
 
 # The us-gov.anthropic.* cross-region inference profile is the only us-gov
@@ -112,9 +101,7 @@ def test_usgov_cross_region_above_200k_carries_gov_premium(model_data, field, ex
     """
     info = model_data[USGOV_CROSS_REGION_KEY]
     assert field in info, f"{USGOV_CROSS_REGION_KEY}: missing field {field}"
-    assert (
-        info[field] == expected
-    ), f"{USGOV_CROSS_REGION_KEY}: {field} should be {expected} (got {info[field]})"
+    assert info[field] == expected, f"{USGOV_CROSS_REGION_KEY}: {field} should be {expected} (got {info[field]})"
 
 
 def test_usgov_cross_region_above_200k_ratio_to_global(model_data):
@@ -127,6 +114,176 @@ def test_usgov_cross_region_above_200k_ratio_to_global(model_data):
     usgov_info = model_data[USGOV_CROSS_REGION_KEY]
     for field in EXPECTED_USGOV_ABOVE_200K:
         ratio = usgov_info[field] / global_info[field]
-        assert (
-            abs(ratio - 1.2) < 1e-9
-        ), f"{field}: us-gov / global ratio is {ratio}, expected 1.2"
+        assert abs(ratio - 1.2) < 1e-9, f"{field}: us-gov / global ratio is {ratio}, expected 1.2"
+
+
+CLAUDE_GOV_EXPECTED = {
+    "anthropic.claude-sonnet-5": {
+        "input_cost_per_token": 2.4e-06,
+        "output_cost_per_token": 1.2e-05,
+        "cache_creation_input_token_cost": 3e-06,
+        "cache_creation_input_token_cost_above_1hr": 4.8e-06,
+        "cache_read_input_token_cost": 2.4e-07,
+    },
+    "anthropic.claude-opus-4-8": {
+        "input_cost_per_token": 6e-06,
+        "output_cost_per_token": 3e-05,
+        "cache_creation_input_token_cost": 7.5e-06,
+        "cache_creation_input_token_cost_above_1hr": 1.2e-05,
+        "cache_read_input_token_cost": 6e-07,
+    },
+}
+
+
+USGOV_CLAUDE_KEY_TEMPLATES = {
+    "bedrock/us-gov-east-1/{base_key}": "bedrock",
+    "bedrock/us-gov-west-1/{base_key}": "bedrock",
+    "us-gov.{base_key}": "bedrock_converse",
+}
+
+
+@pytest.mark.parametrize("base_key", CLAUDE_GOV_EXPECTED)
+@pytest.mark.parametrize("key_template,expected_provider", USGOV_CLAUDE_KEY_TEMPLATES.items())
+def test_usgov_claude_sonnet5_opus48_pricing(model_data, key_template, expected_provider, base_key):
+    """Sonnet 5 and Opus 4.8 gov entries, both in-region keys and the us-gov.
+    geo inference profile the model cards list for GovCloud, must match the
+    rates AWS publishes on the Bedrock pricing page (1.2x global).
+    """
+    gov_key = key_template.format(base_key=base_key)
+    assert gov_key in model_data, f"Missing model entry: {gov_key}"
+    info = model_data[gov_key]
+    assert info["litellm_provider"] == expected_provider
+    for field, expected in CLAUDE_GOV_EXPECTED[base_key].items():
+        assert info[field] == expected, f"{gov_key}: {field} should be {expected} (got {info[field]})"
+        ratio = info[field] / model_data[base_key][field]
+        assert abs(ratio - 1.2) < 1e-9, f"{gov_key}: {field} gov/global ratio is {ratio}, expected 1.2"
+
+
+CONVERSE_GOV_EXPECTED = {
+    "nvidia.nemotron-nano-3-30b": (7.2e-08, 2.88e-07),
+    "nvidia.nemotron-nano-12b-v2": (2.4e-07, 7.2e-07),
+    "nvidia.nemotron-super-3-120b": (1.8e-07, 7.8e-07),
+    "openai.gpt-oss-20b-1:0": (8.4e-08, 3.6e-07),
+    "openai.gpt-oss-120b-1:0": (1.8e-07, 7.2e-07),
+}
+
+
+@pytest.mark.parametrize("base_key", CONVERSE_GOV_EXPECTED)
+@pytest.mark.parametrize("region", ["us-gov-east-1", "us-gov-west-1"])
+def test_usgov_converse_model_pricing(model_data, region, base_key):
+    """Nemotron and gpt-oss gov entries must match the AWS Bedrock offer file,
+    which prices both GovCloud regions identically at 1.2x commercial.
+    """
+    gov_key = f"bedrock/{region}/{base_key}"
+    assert gov_key in model_data, f"Missing model entry: {gov_key}"
+    info = model_data[gov_key]
+    expected_input, expected_output = CONVERSE_GOV_EXPECTED[base_key]
+    assert info["input_cost_per_token"] == expected_input
+    assert info["output_cost_per_token"] == expected_output
+    assert info["litellm_provider"] == "bedrock"
+    base = model_data[base_key]
+    assert abs(info["input_cost_per_token"] / base["input_cost_per_token"] - 1.2) < 1e-9
+    assert abs(info["output_cost_per_token"] / base["output_cost_per_token"] - 1.2) < 1e-9
+
+
+def test_usgov_west_llama3_8b_output_price_fixed(model_data):
+    """The us-gov-west-1 llama3-8b entry carried the 70B output rate ($2.65/MTok);
+    the AWS Bedrock offer file prices output at $0.60/MTok. AWS lists the model
+    in us-gov-west-1 only, so there is no east entry to check.
+    """
+    info = model_data["bedrock/us-gov-west-1/meta.llama3-8b-instruct-v1:0"]
+    assert info["input_cost_per_token"] == 3e-07
+    assert info["output_cost_per_token"] == 6e-07
+
+
+MANTLE_GOV_TIERED_EXPECTED = {
+    "openai.gpt-5.6-luna": {
+        "input_cost_per_token": 2.64e-07,
+        "input_cost_per_token_above_272k_tokens": 5.28e-07,
+        "cache_creation_input_token_cost": 3.3e-07,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.6e-07,
+        "cache_read_input_token_cost": 2.64e-08,
+        "cache_read_input_token_cost_above_272k_tokens": 5.28e-08,
+        "output_cost_per_token": 1.584e-06,
+        "output_cost_per_token_above_272k_tokens": 2.376e-06,
+    },
+    "openai.gpt-5.6-terra": {
+        "input_cost_per_token": 2.64e-06,
+        "input_cost_per_token_above_272k_tokens": 5.28e-06,
+        "cache_creation_input_token_cost": 3.3e-06,
+        "cache_creation_input_token_cost_above_272k_tokens": 6.6e-06,
+        "cache_read_input_token_cost": 2.64e-07,
+        "cache_read_input_token_cost_above_272k_tokens": 5.28e-07,
+        "output_cost_per_token": 1.584e-05,
+        "output_cost_per_token_above_272k_tokens": 2.376e-05,
+    },
+}
+
+
+@pytest.mark.parametrize("model", MANTLE_GOV_TIERED_EXPECTED)
+def test_usgov_west_mantle_terra_luna_pricing(model_data, model):
+    """Terra and Luna carry 1.2x commercial across every tier in the
+    us-gov-west-1 offer file; the us-gov-east-1 offer file has no SKUs for them.
+    """
+    gov_key = f"bedrock_mantle/us-gov-west-1/{model}"
+    assert gov_key in model_data, f"Missing model entry: {gov_key}"
+    info = model_data[gov_key]
+    for field, expected in MANTLE_GOV_TIERED_EXPECTED[model].items():
+        assert info[field] == expected, f"{gov_key}: {field} should be {expected} (got {info[field]})"
+    assert info["litellm_provider"] == "bedrock_mantle"
+    assert f"bedrock_mantle/us-gov-east-1/{model}" not in model_data
+
+
+@pytest.mark.parametrize("region", ["us-gov-east-1", "us-gov-west-1"])
+def test_usgov_mantle_gpt_5_4_pricing_has_no_long_context_tier(model_data, region):
+    """gpt-5.4 gov rates come from the offer file, which publishes only the
+    standard tier in GovCloud: no long-context SKUs exist there, unlike commercial.
+    """
+    gov_key = f"bedrock_mantle/{region}/openai.gpt-5.4"
+    assert gov_key in model_data, f"Missing model entry: {gov_key}"
+    info = model_data[gov_key]
+    assert info["input_cost_per_token"] == 3.3e-06
+    assert info["cache_read_input_token_cost"] == 3.3e-07
+    assert info["output_cost_per_token"] == 1.98e-05
+    assert not any(field.endswith("_above_272k_tokens") for field in info)
+
+
+def test_usgov_mantle_grok_4_3_west_only(model_data):
+    """grok-4.3 is priced in the us-gov-west-1 offer file only; the east offer
+    file carries grok-4.6 instead.
+    """
+    info = model_data["bedrock_mantle/us-gov-west-1/xai.grok-4.3"]
+    assert info["input_cost_per_token"] == 1.5e-06
+    assert info["output_cost_per_token"] == 3e-06
+    assert info["cache_read_input_token_cost"] == 2.4e-07
+    assert "bedrock_mantle/us-gov-east-1/xai.grok-4.3" not in model_data
+
+
+AZURE_GOV_EXPECTED = {
+    "azure/us-gov/gpt-5.1": {
+        "input_cost_per_token": 1.71875e-06,
+        "cache_read_input_token_cost": 1.71875e-07,
+        "output_cost_per_token": 1.375e-05,
+    },
+    "azure/us-gov/o3-mini": {
+        "input_cost_per_token": 1.513e-06,
+        "cache_read_input_token_cost": 7.57e-07,
+        "output_cost_per_token": 6.05e-06,
+    },
+    "azure/us-gov/text-embedding-3-large": {"input_cost_per_token": 1.63e-07},
+    "azure/us-gov/text-embedding-3-small": {"input_cost_per_token": 2.5e-08},
+}
+
+
+@pytest.mark.parametrize("gov_key", AZURE_GOV_EXPECTED)
+def test_azure_usgov_pricing(model_data, gov_key):
+    """Azure Government meters from the Azure retail prices API
+    (usgovvirginia/usgovarizona, serviceName 'Foundry Models'). No Government
+    retirement schedule is published, so these entries carry no deprecation_date.
+    """
+    assert gov_key in model_data, f"Missing model entry: {gov_key}"
+    info = model_data[gov_key]
+    for field, expected in AZURE_GOV_EXPECTED[gov_key].items():
+        assert info[field] == expected, f"{gov_key}: {field} should be {expected} (got {info[field]})"
+    assert info["litellm_provider"] == "azure"
+    assert "deprecation_date" not in info
diff --git a/tests/test_litellm/test_check_py310_typing_imports.py b/tests/test_litellm/test_check_py310_typing_imports.py
new file mode 100644
index 00000000000..de370326091
--- /dev/null
+++ b/tests/test_litellm/test_check_py310_typing_imports.py
@@ -0,0 +1,86 @@
+import sys
+from pathlib import Path
+from typing import Final
+
+_CODE_COVERAGE_DIR: Final[Path] = Path(__file__).resolve().parents[1] / "code_coverage_tests"
+sys.path.insert(0, str(_CODE_COVERAGE_DIR))  # test-quality-ok: required to import checker from its source directory
+import check_py310_typing_imports as checker  # noqa: E402  # load checker from its source directory
+
+
+def _scan(tmp_path: Path, source: str) -> tuple[object, ...]:
+    file_path = tmp_path / "fixture.py"
+    file_path.write_text(source, encoding="utf-8")
+    return checker.scan_file(file_path)
+
+
+def test_typing_import_flags_python_311_name(tmp_path: Path) -> None:
+    violations = _scan(tmp_path, "from typing import NotRequired, TypedDict\n")
+    assert tuple(violation.name for violation in violations) == ("NotRequired",)
+
+
+def test_typing_extensions_import_passes(tmp_path: Path) -> None:
+    assert _scan(tmp_path, "from typing_extensions import NotRequired\n") == ()
+
+
+def test_typing_attribute_flags_python_311_name(tmp_path: Path) -> None:
+    violations = _scan(tmp_path, "import typing\nx: typing.Self\n")
+    assert tuple(violation.name for violation in violations) == ("Self",)
+
+
+def test_version_guarded_typing_import_passes(tmp_path: Path) -> None:
+    source = (
+        "import sys\n"
+        "if sys.version_info >= (3, 11):\n"
+        "    from typing import NotRequired\n"
+        "else:\n"
+        "    from typing_extensions import NotRequired\n"
+    )
+    assert _scan(tmp_path, source) == ()
+
+
+def test_python_310_branch_flags_typing_import(tmp_path: Path) -> None:
+    source = (
+        "import sys\n"
+        "if sys.version_info >= (3, 11):\n"
+        "    from typing_extensions import NotRequired\n"
+        "else:\n"
+        "    from typing import NotRequired\n"
+    )
+    violations = _scan(tmp_path, source)
+    assert tuple(violation.name for violation in violations) == ("NotRequired",)
+
+
+def test_python_310_branch_is_exempt_for_less_than_guard(tmp_path: Path) -> None:
+    source = (
+        "import sys\n"
+        "if sys.version_info < (3, 11):\n"
+        "    from typing_extensions import NotRequired\n"
+        "else:\n"
+        "    from typing import NotRequired\n"
+    )
+    assert _scan(tmp_path, source) == ()
+
+
+def test_nearest_if_controls_version_guard(tmp_path: Path) -> None:
+    source = (
+        "if sys.version_info >= (3, 11):\n"
+        "    from typing import Self\n"
+        "    x = 1\n"
+        "if True:\n"
+        "    from typing import Self\n"
+    )
+    violations = _scan(tmp_path, source)
+    assert tuple((violation.name, violation.line) for violation in violations) == (("Self", 5),)
+
+
+def test_scan_directory_includes_proxy_extras(tmp_path: Path) -> None:
+    file_path = tmp_path / "litellm-proxy-extras" / "litellm_proxy_extras" / "m.py"
+    file_path.parent.mkdir(parents=True)
+    file_path.write_text("from typing import NotRequired\n", encoding="utf-8")
+
+    violations = checker.scan_directory(tmp_path)
+    assert tuple((violation.name, violation.file) for violation in violations) == (("NotRequired", str(file_path)),)
+
+
+def test_python_310_typing_name_passes(tmp_path: Path) -> None:
+    assert _scan(tmp_path, "from typing import Optional\n") == ()
diff --git a/tests/test_litellm/test_circleci_rust_toolchain.py b/tests/test_litellm/test_circleci_rust_toolchain.py
index c35ced51e16..800ca21b95d 100644
--- a/tests/test_litellm/test_circleci_rust_toolchain.py
+++ b/tests/test_litellm/test_circleci_rust_toolchain.py
@@ -17,28 +17,27 @@ Two invariants are pinned here:
      Windows job, so the check accepts either. A new job that syncs without one
      falls back to the unpinned path, which is exactly the regression a static
      check catches at PR time and a green CI run does not.
-  2. `install_rust` itself pins what it downloads: an explicit rustup version in
-     the URL, a verified SHA-256, and an exact toolchain version rather than a
-     channel name.
-
-The Windows job predates `install_rust` and provisions its toolchain inline, so
-invariant 2 is scoped to `install_rust`; invariant 1 covers both.
+  2. Both installers pin what they download: an explicit rustup version, a
+     verified SHA-256, and the exact toolchain in `rust-toolchain.toml`.
 """
 
 from __future__ import annotations
 
 import re
 from pathlib import Path
+from typing import Final
 
 import pytest
 import yaml
 
 REPO_ROOT = Path(__file__).resolve().parents[2]
 CONFIG = REPO_ROOT / ".circleci" / "config.yml"
+TOOLCHAIN: Final = REPO_ROOT / "rust-toolchain.toml"
 
 BUILDS_WORKSPACE = re.compile(r"\buv\s+(?:sync|build)\b")
 RUSTUP_ARCHIVE_URL = re.compile(r"https://static\.rust-lang\.org/rustup/archive/\d+\.\d+\.\d+/")
-EXACT_TOOLCHAIN = re.compile(r"--default-toolchain\s+\"?\d+\.\d+\.\d+\"?")
+EXACT_TOOLCHAIN = re.compile(r"--default-toolchain\s+\"?(\d+\.\d+\.\d+)\"?")
+TOOLCHAIN_CHANNEL: Final = re.compile(r'^channel = "(\d+\.\d+\.\d+)"$', re.MULTILINE)
 
 
 def _config() -> dict[str, object]:
@@ -57,6 +56,12 @@ def _step_text(step: object) -> str:
     return ""
 
 
+def _pinned_toolchain() -> str:
+    match: Final = TOOLCHAIN_CHANNEL.search(TOOLCHAIN.read_text())
+    assert match is not None, "rust-toolchain.toml must pin an exact channel"
+    return match.group(1)
+
+
 def _without_comments(text: str) -> str:
     return "\n".join(line for line in text.splitlines() if not line.lstrip().startswith("#"))
 
@@ -142,7 +147,17 @@ def test_install_rust_verifies_the_installer_checksum(install_rust_command: str)
 
 
 def test_install_rust_pins_an_exact_toolchain_version(install_rust_command: str) -> None:
-    assert EXACT_TOOLCHAIN.search(install_rust_command), (
-        "install_rust must pin an exact toolchain version (e.g. 1.97.1); a channel name like "
+    match: Final = EXACT_TOOLCHAIN.search(install_rust_command)
+    assert match is not None, (
+        "install_rust must pin an exact toolchain version (e.g. 1.98.0); a channel name like "
         "stable/beta/nightly makes the compiler drift with whatever upstream published that day"
     )
+    assert match.group(1) == _pinned_toolchain()
+
+
+def test_windows_installer_matches_the_repo_toolchain() -> None:
+    windows_steps: Final = _step_lists()["job using_litellm_on_windows"]
+    windows_command: Final = "\n".join(_step_text(step) for step in windows_steps)
+    match: Final = EXACT_TOOLCHAIN.search(windows_command)
+    assert match is not None
+    assert match.group(1) == _pinned_toolchain()
diff --git a/tests/test_litellm/test_cloudflare_workers_ai_model_metadata.py b/tests/test_litellm/test_cloudflare_workers_ai_model_metadata.py
index 9ca4515239a..e33bcfb8378 100644
--- a/tests/test_litellm/test_cloudflare_workers_ai_model_metadata.py
+++ b/tests/test_litellm/test_cloudflare_workers_ai_model_metadata.py
@@ -75,6 +75,22 @@ def test_additional_current_models_are_present():
         assert entry["output_cost_per_token"] > 0
 
 
+@pytest.mark.parametrize(
+    "key, published_price_per_audio_minute",
+    [
+        ("cloudflare/@cf/openai/whisper", 0.00045),
+        ("cloudflare/@cf/openai/whisper-large-v3-turbo", 0.00051),
+    ],
+)
+def test_whisper_transcription_pricing_is_stored_per_second(key, published_price_per_audio_minute):
+    entry = litellm.model_cost[key]
+    assert entry["litellm_provider"] == "cloudflare"
+    assert entry["mode"] == "audio_transcription"
+    assert entry["supported_endpoints"] == ["/v1/audio/transcriptions"]
+    assert entry["output_cost_per_second"] == 0.0
+    assert entry["input_cost_per_second"] == pytest.approx(published_price_per_audio_minute / 60)
+
+
 def test_root_and_backup_have_identical_cloudflare_keys():
     if not os.path.exists(ROOT_MAP):
         pytest.skip("root cost map only ships in source checkouts")
diff --git a/tests/test_litellm/test_component_entrypoint.py b/tests/test_litellm/test_component_entrypoint.py
index 2536b76e91c..b0969e2c694 100644
--- a/tests/test_litellm/test_component_entrypoint.py
+++ b/tests/test_litellm/test_component_entrypoint.py
@@ -7,7 +7,6 @@ import re
 import stat
 import subprocess
 from pathlib import Path
-from typing import Optional
 
 import pytest
 
@@ -16,11 +15,15 @@ COMPONENT_ENTRYPOINT = REPO_ROOT / "docker" / "component_entrypoint.sh"
 PROD_ENTRYPOINT = REPO_ROOT / "docker" / "prod_entrypoint.sh"
 GATEWAY_DOCKERFILE = REPO_ROOT / "gateway" / "Dockerfile"
 BACKEND_DOCKERFILE = REPO_ROOT / "backend" / "Dockerfile"
+BUILD_FROM_PIP_DOCKERFILE = REPO_ROOT / "docker" / "build_from_pip" / "Dockerfile.build_from_pip"
 TERRAFORM_ECS = REPO_ROOT / "terraform" / "litellm" / "aws" / "ecs.tf"
 TERRAFORM_CLOUDRUN = REPO_ROOT / "terraform" / "litellm" / "gcp" / "cloudrun.tf"
 
 IMAGE_ENTRYPOINT_PATH = "/app/docker/component_entrypoint.sh"
 
+TRUTHY_USE_DDTRACE = ("true", "True", "TRUE", "tRuE")
+FALSY_USE_DDTRACE = (None, "", "false", "False", "1", "yes", "on", "truex")
+
 PYTHONPATH_SENTINEL = "/lit-entrypoint-sentinel:/app"
 
 _STUB_TEMPLATE = """#!/bin/sh
@@ -34,6 +37,7 @@ _STUB_TEMPLATE = """#!/bin/sh
 
 _ENTRYPOINT_RE = re.compile(r"^ENTRYPOINT\s+(\[.*\])\s*$", re.MULTILINE)
 _CMD_RE = re.compile(r"^CMD\s+(\[.*\])\s*$", re.MULTILINE)
+_COPY_RE = re.compile(r"^COPY\s+(?!--from)(\S+)\s+(\S+)\s*$", re.MULTILINE)
 _APP_TARGET_RE = re.compile(r"(?:gateway|backend)\.main:app")
 _TF_STRING_LOCAL_RE = re.compile(r'^\s*(\w+)\s*=\s*"((?:[^"\\]|\\.)*)"\s*$', re.MULTILINE)
 _TF_INTERPOLATION_RE = re.compile(r"\$\{(local|var)\.(\w+)\}")
@@ -53,7 +57,7 @@ def _write_stubs(bin_dir: Path, names: tuple[str, ...]) -> None:
 def _run_entrypoint(
     script: Path,
     argv: tuple[str, ...],
-    use_ddtrace: Optional[str],
+    use_ddtrace: str | None,
     tmp_path: Path,
 ) -> tuple[str, ...]:
     """Run `script` with stubbed executables on PATH and return the recorded lines."""
@@ -84,7 +88,7 @@ def _run_entrypoint(
     return tuple(record.read_text().splitlines()) if record.exists() else ()
 
 
-def _run_shell_command(command: str, bin_dir: Path, record: Path, use_ddtrace: Optional[str]) -> tuple[str, ...]:
+def _run_shell_command(command: str, bin_dir: Path, record: Path, use_ddtrace: str | None) -> tuple[str, ...]:
     """Run a resolved Terraform launch command through `sh -c` and return the recorded lines."""
     env = {
         **os.environ,
@@ -184,9 +188,19 @@ def test_ddtrace_disabled_execs_the_command_directly(tmp_path: Path) -> None:
     )
 
 
-@pytest.mark.parametrize("use_ddtrace", [None, "", "false", "True", "TRUE", "1", "yes"])
-def test_gating_matches_the_monolithic_entrypoint(use_ddtrace: Optional[str], tmp_path: Path) -> None:
-    """The componentized images must honor `USE_DDTRACE` exactly as the monolith does."""
+@pytest.mark.parametrize(
+    "use_ddtrace, traced",
+    [*((v, True) for v in TRUTHY_USE_DDTRACE), *((v, False) for v in FALSY_USE_DDTRACE)],
+)
+def test_gating_matches_the_monolithic_entrypoint_and_get_secret_bool(
+    use_ddtrace: str | None, traced: bool, tmp_path: Path
+) -> None:
+    """Both entrypoints must accept exactly the spellings `get_secret_bool` accepts.
+
+    `ProxyStartupEvent._init_dd_tracer` reads `USE_DDTRACE` through `get_secret_bool`, which
+    matches `true` case-insensitively. If the shell gate were stricter, `USE_DDTRACE=True` would
+    give in-process LLM spans without `ddtrace-run` HTTP spans, a half-enabled state.
+    """
     component = _run_entrypoint(
         COMPONENT_ENTRYPOINT,
         ("uvicorn", "gateway.main:app"),
@@ -200,8 +214,56 @@ def test_gating_matches_the_monolithic_entrypoint(use_ddtrace: Optional[str], tm
         tmp_path=tmp_path / "monolith",
     )
 
-    assert component[0].startswith("exec=") and monolith[0].startswith("exec=")
-    assert (component[0] == "exec=ddtrace-run") == (monolith[0] == "exec=ddtrace-run")
+    expected_exec = "exec=ddtrace-run" if traced else "exec=uvicorn"
+    expected_openai = "DD_TRACE_OPENAI_ENABLED=False" if traced else "DD_TRACE_OPENAI_ENABLED=<unset>"
+    assert component[0] == expected_exec
+    assert component[2] == expected_openai
+    assert monolith[0] == ("exec=ddtrace-run" if traced else "exec=litellm")
+    assert monolith[2] == expected_openai
+    assert monolith[1] == ("args=litellm --port 4000" if traced else "args=--port 4000")
+
+
+def _copied_script(dockerfile: Path, image_path: str) -> Path:
+    """Resolve the repo file a Dockerfile `COPY`s to `image_path`, so tests run what the image ships."""
+    matches = _COPY_RE.findall(dockerfile.read_text())
+    sources = tuple(src for src, dst in matches if dst == image_path)
+    assert sources, f"{dockerfile} never COPYs anything to {image_path}"
+    source = REPO_ROOT / sources[-1]
+    assert source.is_file(), f"{dockerfile} COPYs {sources[-1]}, which does not exist in the build context"
+    return source
+
+
+@pytest.mark.parametrize(
+    "use_ddtrace, traced",
+    [*((v, True) for v in TRUTHY_USE_DDTRACE), *((v, False) for v in FALSY_USE_DDTRACE)],
+)
+def test_build_from_pip_image_launches_litellm_through_the_prod_entrypoint(
+    use_ddtrace: str | None, traced: bool, tmp_path: Path
+) -> None:
+    """Run the build_from_pip image's ENTRYPOINT + CMD through the script it actually COPYs.
+
+    The image used to `ENTRYPOINT ["litellm"]`, so `USE_DDTRACE` was inert there at any spelling.
+    Resolving the ENTRYPOINT path back to its COPY source and executing it with the Dockerfile's
+    CMD checks the launch the container performs, not just that the Dockerfile mentions the script.
+    """
+    entrypoint = _entrypoint_argv(BUILD_FROM_PIP_DOCKERFILE)
+    assert len(entrypoint) == 1, (
+        f"{BUILD_FROM_PIP_DOCKERFILE} ENTRYPOINT must be the bare script so CMD reaches litellm"
+    )
+    script = _copied_script(BUILD_FROM_PIP_DOCKERFILE, entrypoint[0])
+    assert script == PROD_ENTRYPOINT, f"{BUILD_FROM_PIP_DOCKERFILE} bypasses the ddtrace-aware entrypoint"
+    assert f"chmod +x {entrypoint[0]}" in BUILD_FROM_PIP_DOCKERFILE.read_text()
+
+    cmd = _cmd_argv(BUILD_FROM_PIP_DOCKERFILE)
+    recorded = _run_entrypoint(script, cmd, use_ddtrace=use_ddtrace, tmp_path=tmp_path)
+
+    cmd_str = " ".join(cmd)
+    assert recorded == (
+        "exec=ddtrace-run" if traced else "exec=litellm",
+        f"args=litellm {cmd_str}" if traced else f"args={cmd_str}",
+        "DD_TRACE_OPENAI_ENABLED=False" if traced else "DD_TRACE_OPENAI_ENABLED=<unset>",
+        f"PYTHONPATH={PYTHONPATH_SENTINEL}",
+    )
 
 
 def test_entrypoint_script_is_executable() -> None:
@@ -239,9 +301,9 @@ def test_component_images_make_the_entrypoint_executable(dockerfile: Path) -> No
 
 @pytest.mark.parametrize("terraform_file", TERRAFORM_LAUNCH_SITES, ids=lambda p: p.parent.name)
 @pytest.mark.parametrize("component", ["gateway", "backend"])
-@pytest.mark.parametrize("use_ddtrace", [None, "true", "false", "True"])
+@pytest.mark.parametrize("use_ddtrace", [*TRUTHY_USE_DDTRACE, *FALSY_USE_DDTRACE])
 def test_terraform_launch_command_matches_the_script_contract(
-    terraform_file: Path, component: str, use_ddtrace: Optional[str], tmp_path: Path
+    terraform_file: Path, component: str, use_ddtrace: str | None, tmp_path: Path
 ) -> None:
     """The Terraform command and `docker/component_entrypoint.sh` must decide identically.
 
@@ -273,7 +335,7 @@ def test_terraform_launch_command_matches_the_script_contract(
     assert from_terraform[2] == from_script[2], f"{terraform_file} disagrees with the script on the openai integration"
     assert app_target in from_terraform[1]
 
-    if use_ddtrace == "true":
+    if use_ddtrace in TRUTHY_USE_DDTRACE:
         assert from_terraform[0] == "exec=ddtrace-run"
         assert from_terraform[2] == "DD_TRACE_OPENAI_ENABLED=False"
     else:
diff --git a/tests/test_litellm/test_cost_calculator.py b/tests/test_litellm/test_cost_calculator.py
index 7c2174018e8..6dc3b2790c9 100644
--- a/tests/test_litellm/test_cost_calculator.py
+++ b/tests/test_litellm/test_cost_calculator.py
@@ -4473,3 +4473,17 @@ def test_explicit_pricing_precedes_private_provider_response_model(
     )
 
     assert selected == expected
+
+
+def test_batch_cost_calculator_gpt_6_astra_bills_half_the_standard_rate(_local_model_cost_map):
+    """gpt-6-astra batch pricing is 50% off the standard $10 input and $50 output rates per 1M tokens."""
+    from litellm.cost_calculator import batch_cost_calculator
+
+    usage = Usage(prompt_tokens=1000, completion_tokens=500, total_tokens=1500)
+
+    prompt_cost, completion_cost = batch_cost_calculator(
+        usage=usage, model="gpt-6-astra", custom_llm_provider="openai"
+    )
+
+    assert prompt_cost == pytest.approx(1000 * 5e-6)
+    assert completion_cost == pytest.approx(500 * 2.5e-5)
diff --git a/tests/test_litellm/test_dockerfile_apk_repository.py b/tests/test_litellm/test_dockerfile_apk_repository.py
new file mode 100644
index 00000000000..cbd772defbf
--- /dev/null
+++ b/tests/test_litellm/test_dockerfile_apk_repository.py
@@ -0,0 +1,52 @@
+"""
+Static checks on the root Dockerfile's apk repository configuration.
+
+The base image (cgr.dev/chainguard/wolfi-base) only configures the
+authenticated Chainguard apk repo (https://apk.cgr.dev/chainguard) in
+/etc/apk/repositories, which requires a Chainguard enterprise subscription.
+Anyone pulling the published litellm image and running `apk add` inside it
+hits SSL/auth failures with no fallback repo configured, so nothing can be
+installed. See https://github.com/BerriAI/litellm/issues/33518
+"""
+
+import os
+import re
+
+import pytest
+
+DOCKERFILE_PATH = os.path.join(
+    os.path.dirname(__file__),
+    "..",
+    "..",
+    "Dockerfile",
+)
+
+
+def _runtime_stage(dockerfile_text: str) -> str:
+    """Return the contents of the final `FROM ... AS runtime` build stage."""
+    match = re.search(r"^FROM .*\bAS runtime\b(.*)\Z", dockerfile_text, re.MULTILINE | re.DOTALL)
+    assert match, "Dockerfile has no `FROM ... AS runtime` stage"
+    return match.group(1)
+
+
+@pytest.mark.skipif(
+    not os.path.exists(DOCKERFILE_PATH),
+    reason="Dockerfile not present in this checkout",
+)
+def test_runtime_stage_adds_public_wolfi_repo():
+    """The runtime stage must add the public Wolfi apk repo so `apk add`
+    works for users without a Chainguard enterprise subscription."""
+    with open(DOCKERFILE_PATH, "r", encoding="utf-8") as f:
+        contents = f.read()
+
+    runtime_stage = _runtime_stage(contents)
+
+    assert re.search(
+        r"echo\s+[\"']?https://packages\.wolfi\.dev/os[\"']?\s*>>\s*/etc/apk/repositories",
+        runtime_stage,
+    ), (
+        "Runtime stage must append the public Wolfi apk repo "
+        '(RUN echo "https://packages.wolfi.dev/os" >> /etc/apk/repositories) '
+        "so `apk add` works without Chainguard enterprise credentials. "
+        "See https://github.com/BerriAI/litellm/issues/33518"
+    )
diff --git a/tests/test_litellm/test_dockerfile_bedrock_realtime_extra.py b/tests/test_litellm/test_dockerfile_bedrock_realtime_extra.py
new file mode 100644
index 00000000000..44572aed08e
--- /dev/null
+++ b/tests/test_litellm/test_dockerfile_bedrock_realtime_extra.py
@@ -0,0 +1,56 @@
+"""
+Static checks that every proxy Docker image installs the `bedrock-realtime` extra.
+
+Bedrock Nova Sonic speech-to-speech (`/v1/realtime`) needs `aws-sdk-bedrock-runtime`,
+which only ships in the `bedrock-realtime` extra. An image whose `uv sync` stages
+omit the extra fails every Nova Sonic realtime session with
+"Missing aws_sdk_bedrock_runtime. Install with: pip install aws-sdk-bedrock-runtime".
+"""
+
+import os
+import re
+from typing import Final
+
+import pytest
+
+REPO_ROOT: Final = os.path.join(os.path.dirname(__file__), "..", "..")
+
+PROXY_DOCKERFILES: Final = (
+    "Dockerfile",
+    os.path.join("docker", "Dockerfile.non_root"),
+    os.path.join("docker", "Dockerfile.database"),
+    os.path.join("gateway", "Dockerfile"),
+)
+
+CONTINUED_LINE_RE: Final = re.compile(r"(?:\\\n|[^\n])+")
+UV_SYNC_BOUNDARY_RE: Final = re.compile(r"(?=uv sync)")
+
+
+def _uv_sync_invocations(dockerfile_text: str) -> tuple[str, ...]:
+    """Return each `uv sync ...` command, split apart when one RUN holds several (if/else branches)."""
+    return tuple(
+        part
+        for line in CONTINUED_LINE_RE.finditer(dockerfile_text)
+        for part in UV_SYNC_BOUNDARY_RE.split(line.group(0))
+        if part.startswith("uv sync")
+    )
+
+
+@pytest.mark.parametrize("relative_path", PROXY_DOCKERFILES)
+def test_every_uv_sync_installs_bedrock_realtime_extra(relative_path: str):
+    dockerfile_path: Final = os.path.join(REPO_ROOT, relative_path)
+    if not os.path.exists(dockerfile_path):
+        pytest.skip(f"{relative_path} not present in this checkout")
+
+    with open(dockerfile_path, "r", encoding="utf-8") as f:
+        contents: Final = f.read()
+
+    invocations: Final = _uv_sync_invocations(contents)
+    assert invocations, f"{relative_path} has no `uv sync` invocation"
+
+    missing: Final = tuple(invocation for invocation in invocations if "--extra bedrock-realtime" not in invocation)
+    assert not missing, (
+        f"{relative_path}: {len(missing)} of {len(invocations)} `uv sync` invocations omit "
+        "`--extra bedrock-realtime`, so aws-sdk-bedrock-runtime is absent and Bedrock Nova Sonic "
+        "/v1/realtime sessions fail with 'Missing aws_sdk_bedrock_runtime'"
+    )
diff --git a/tests/test_litellm/test_gpt_5_5_model_metadata.py b/tests/test_litellm/test_gpt_5_5_model_metadata.py
index 1c12a48ed9d..a60fa9466e6 100644
--- a/tests/test_litellm/test_gpt_5_5_model_metadata.py
+++ b/tests/test_litellm/test_gpt_5_5_model_metadata.py
@@ -47,8 +47,7 @@ def test_azure_ai_gpt_5_5_model_info(model):
 
     routed_model, provider, _, _ = get_llm_provider(model=model)
     assert routed_model == model.split("/", 1)[1]
-    # azure_ai/* models resolve under the azure provider in get_llm_provider
-    assert provider == "azure"
+    assert provider == "azure_ai"
 
 
 def test_azure_ai_gpt_5_5_backup_matches_main():
diff --git a/tests/test_litellm/test_gpt_realtime_mode.py b/tests/test_litellm/test_gpt_realtime_mode.py
index ed593228621..314fd63c4cc 100644
--- a/tests/test_litellm/test_gpt_realtime_mode.py
+++ b/tests/test_litellm/test_gpt_realtime_mode.py
@@ -1,8 +1,8 @@
 import json
-import typing
 from pathlib import Path
 
 import pytest
+from typing_extensions import get_args, get_type_hints
 
 import litellm
 from litellm.types.utils import ModelInfoBase
@@ -50,8 +50,8 @@ def _load_cost_map() -> dict:
 
 
 def test_realtime_is_a_valid_mode_literal():
-    hints = typing.get_type_hints(ModelInfoBase, include_extras=False)
-    assert "realtime" in typing.get_args(hints["mode"])
+    hints = get_type_hints(ModelInfoBase, include_extras=False)
+    assert "realtime" in get_args(hints["mode"])
 
 
 @pytest.mark.parametrize("model", REALTIME_ONLY_GPT_MODELS)
diff --git a/tests/test_litellm/test_logging.py b/tests/test_litellm/test_logging.py
index 087a1c8b3ad..bf3757e6886 100644
--- a/tests/test_litellm/test_logging.py
+++ b/tests/test_litellm/test_logging.py
@@ -1,26 +1,30 @@
 import ast
 import asyncio
 import json
+import logging
 import re
 import sys
+import time
+from io import StringIO
 from pathlib import Path
 from typing import List
 
 import pytest
 
-import logging
-
 import litellm
 from litellm._logging import (
     _COLOR_LOG_FORMAT,
+    _MAX_SCRUBBED_ACCESS_ARG,
     _PLAIN_LOG_FORMAT,
     ALL_LOGGERS,
+    AccessLogRedactionFilter,
     CorrelationContextFilter,
     CorrelationPlainFormatter,
     JsonFormatter,
     LevelRoutingStreamHandler,
     SecretRedactionFilter,
     StdoutLogTruncationFilter,
+    _get_uvicorn_json_log_config,
     _initialize_loggers_with_handler,
     _parse_json_logs_env,
     _plain_log_format,
@@ -968,3 +972,209 @@ def test_plain_log_format_survives_none_streams():
     """sys.stdout/sys.stderr can be None in embedded interpreters; import must not crash."""
     assert _plain_log_format(None, None) == _PLAIN_LOG_FORMAT
     assert _plain_log_format(_FakeStream(True), None) == _PLAIN_LOG_FORMAT
+
+
+# ---------------------------------------------------------------------------
+# Access-log redaction (LIT-5909)
+# ---------------------------------------------------------------------------
+
+_LEAKED_KEY = "sk-mx5ous1o9Iezz5fj3pkLuA"
+
+
+def _access_record(full_path: str) -> logging.LogRecord:
+    """A record shaped exactly like the one uvicorn.access emits per request."""
+    return logging.LogRecord(
+        name="uvicorn.access",
+        level=logging.INFO,
+        pathname="",
+        lineno=0,
+        msg='%s - "%s %s HTTP/%s" %d',
+        args=("127.0.0.1:1", "GET", full_path, "1.1", 200),
+        exc_info=None,
+    )
+
+
+@pytest.mark.parametrize(
+    "full_path",
+    [
+        f"/key/info?key={_LEAKED_KEY}",
+        f"/global/spend/report?api_key={_LEAKED_KEY}&start_date=2026-08-01",
+        f"/key/spend/report?api_key={_LEAKED_KEY}",
+        f"/spend/logs?api_key={_LEAKED_KEY}",
+        f"/user/daily/activity?api_key={_LEAKED_KEY}",
+        f"/gemini/v1beta/models/gemini-2.0-flash:generateContent?key={_LEAKED_KEY}",
+    ],
+)
+def test_access_log_filter_redacts_a_credential_query_parameter(full_path):
+    record = _access_record(full_path)
+    assert AccessLogRedactionFilter().filter(record) is True
+    assert _LEAKED_KEY not in record.getMessage()
+    assert "REDACTED" in record.getMessage()
+
+
+def test_access_log_filter_keeps_the_record_formattable_by_uvicorn():
+    """uvicorn's AccessFormatter unpacks record.args, so the filter must scrub the
+    args in place rather than collapse them the way SecretRedactionFilter does."""
+    from uvicorn.logging import AccessFormatter
+
+    record = _access_record(f"/key/info?key={_LEAKED_KEY}")
+    AccessLogRedactionFilter().filter(record)
+    assert isinstance(record.args, tuple)
+    assert len(record.args) == 5
+
+    formatted = AccessFormatter('%(client_addr)s - "%(request_line)s" %(status_code)s', use_colors=False).format(record)
+    assert _LEAKED_KEY not in formatted
+    assert "GET" in formatted
+    assert "200 OK" in formatted
+
+
+@pytest.mark.parametrize(
+    "full_path, want",
+    [
+        # The delimiter must survive so the logged request line stays well formed.
+        (f"/key/info?key={_LEAKED_KEY}&page=2", "/key/info?REDACTED&page=2"),
+        ("/download?sig=AbCd1234%2Fxy&page=2", "/download?REDACTED&page=2"),
+        (
+            f"/global/spend/report?api_key={_LEAKED_KEY}&start_date=2026-01-01",
+            "/global/spend/report?REDACTED&start_date=2026-01-01",
+        ),
+        ("/sso/callback?client_secret=abcdefgh12345&state=xyz", "/sso/callback?REDACTED&state=xyz"),
+        (f"/v1/models?token={_LEAKED_KEY}&page=2", "/v1/models?REDACTED&page=2"),
+    ],
+)
+def test_access_log_filter_keeps_the_query_delimiter(full_path, want):
+    record = _access_record(full_path)
+    AccessLogRedactionFilter().filter(record)
+    assert record.args[2] == want
+
+
+@pytest.mark.parametrize(
+    "full_path, want",
+    [
+        # Both the param name and the value are encoded, so neither is literal text
+        # the patterns can see, yet the request parser decodes it into a working key.
+        (f"/key/info?k%65y=sk%2D{_LEAKED_KEY[3:]}", "/key/info?REDACTED"),
+        (f"/key/info?k%65y=sk%2D{_LEAKED_KEY[3:]}&page=2", "/key/info?REDACTED"),
+        (f"/v1/models/sk%2D{_LEAKED_KEY[3:]}", "REDACTED"),
+        # A decoded credential must never be echoed back: it can carry a newline and
+        # forge a following log line.
+        (f"/v1/models?k%65y=sk%2D{_LEAKED_KEY[3:]}%0AINFO:%20forged", "/v1/models?REDACTED"),
+    ],
+)
+def test_access_log_filter_redacts_a_percent_encoded_credential(full_path, want):
+    record = _access_record(full_path)
+    AccessLogRedactionFilter().filter(record)
+    assert record.args[2] == want
+
+
+@pytest.mark.parametrize(
+    "full_path",
+    [
+        "/v1/models?filter=gpt%2D4o&page=2",
+        "/gemini/v1beta/models/gemini-2.0-flash%3AgenerateContent",
+    ],
+)
+def test_access_log_filter_leaves_harmless_percent_encoding_alone(full_path):
+    """Decoding is a detector, not a rewrite, so a request line with no credential
+    in it survives encoded exactly as the client sent it."""
+    record = _access_record(full_path)
+    AccessLogRedactionFilter().filter(record)
+    assert record.args[2] == full_path
+
+
+def test_access_log_filter_caps_how_much_of_a_request_target_it_scans():
+    """The request target is the only input to the secret regex an unauthenticated
+    caller controls end to end, so it is bounded before it is scanned, and the
+    dropped tail must not reach the log either."""
+    record = _access_record("/v1/models?u=" + "a://" * 8192 + f"&key={_LEAKED_KEY}")
+
+    started = time.perf_counter()
+    AccessLogRedactionFilter().filter(record)
+    elapsed = time.perf_counter() - started
+
+    scrubbed = record.args[2]
+    assert _LEAKED_KEY not in scrubbed
+    assert len(scrubbed) < 1024
+    assert elapsed < 1.0, f"scrubbing one access line took {elapsed:.2f}s"
+
+
+@pytest.mark.parametrize("chars_before_the_cut", range(1, 12))
+def test_access_log_filter_never_logs_a_half_scanned_credential(chars_before_the_cut):
+    """Cutting mid-value would leave a prefix too short for the key= pattern to match,
+    and that prefix would then be logged raw, so the cut lands on a param boundary."""
+    prefix = "/v1/models?u="
+    padding = _MAX_SCRUBBED_ACCESS_ARG - len(prefix) - len("&key=") - chars_before_the_cut
+    record = _access_record(f"{prefix}{'a' * padding}&key={_LEAKED_KEY}")
+
+    AccessLogRedactionFilter().filter(record)
+
+    assert f"key={_LEAKED_KEY[:chars_before_the_cut]}" not in record.args[2]
+
+
+def test_access_log_filter_leaves_a_credential_free_request_line_intact():
+    record = _access_record("/v1/chat/completions")
+    AccessLogRedactionFilter().filter(record)
+    assert record.getMessage() == '127.0.0.1:1 - "GET /v1/chat/completions HTTP/1.1" 200'
+
+
+def test_access_log_filter_redacts_a_record_that_carries_no_positional_args():
+    record = logging.LogRecord(
+        name="uvicorn.access",
+        level=logging.INFO,
+        pathname="",
+        lineno=0,
+        msg=f'127.0.0.1:1 - "GET /key/info?key={_LEAKED_KEY} HTTP/1.1" 200',
+        args=None,
+        exc_info=None,
+    )
+    assert AccessLogRedactionFilter().filter(record) is True
+    assert _LEAKED_KEY not in record.getMessage()
+
+
+def _emit_access_line(full_path: str) -> str:
+    """Hand one real record to uvicorn.access and return what a handler wrote out."""
+    from uvicorn.logging import AccessFormatter
+
+    logger = logging.getLogger("uvicorn.access")
+    stream = StringIO()
+    handler = logging.StreamHandler(stream)
+    handler.setFormatter(AccessFormatter('%(client_addr)s - "%(request_line)s" %(status_code)s', use_colors=False))
+    saved_level, saved_propagate = logger.level, logger.propagate
+    logger.addHandler(handler)
+    logger.setLevel(logging.INFO)
+    logger.propagate = False
+    try:
+        logger.handle(_access_record(full_path))
+    finally:
+        logger.removeHandler(handler)
+        logger.setLevel(saved_level)
+        logger.propagate = saved_propagate
+    return stream.getvalue()
+
+
+def test_uvicorn_access_logger_redacts_a_credential_it_is_handed():
+    """Registration happens at litellm import; without it the filter never runs."""
+    emitted = _emit_access_line(f"/key/info?key={_LEAKED_KEY}")
+
+    assert _LEAKED_KEY not in emitted
+    assert "REDACTED" in emitted
+
+
+def test_access_redaction_survives_the_uvicorn_json_log_config():
+    """litellm hands uvicorn a dictConfig when json_logs is on. dictConfig clears a
+    logger's handlers but not its filters, so redaction has to still be attached."""
+    import logging.config
+
+    names = ("uvicorn", "uvicorn.error", "uvicorn.access")
+    saved = tuple((logging.getLogger(n), logging.getLogger(n).handlers[:], logging.getLogger(n).level) for n in names)
+    try:
+        logging.config.dictConfig(_get_uvicorn_json_log_config())
+        emitted = _emit_access_line(f"/key/info?key={_LEAKED_KEY}")
+
+        assert _LEAKED_KEY not in emitted
+        assert "REDACTED" in emitted
+    finally:
+        for lg, handlers, level in saved:
+            lg.handlers[:] = handlers
+            lg.setLevel(level)
+            lg.propagate = True
diff --git a/tests/test_litellm/test_main.py b/tests/test_litellm/test_main.py
index 8cf878d05d9..715ca8672b2 100644
--- a/tests/test_litellm/test_main.py
+++ b/tests/test_litellm/test_main.py
@@ -16,6 +16,7 @@ from fastapi.testclient import TestClient
 
 
 import urllib.parse
+from importlib import import_module
 from unittest.mock import MagicMock, patch
 
 import litellm
@@ -784,6 +785,19 @@ def test_responses_api_bridge_check_gpt_5_4_tools_plus_reasoning_routes_to_respo
     assert model_info.get("mode") == "responses"
 
 
+def test_responses_api_bridge_check_gpt_6_astra_tools_with_default_reasoning_routes_to_responses():
+    from litellm.main import responses_api_bridge_check
+
+    model_info, model = responses_api_bridge_check(
+        model="gpt-6-astra",
+        custom_llm_provider="openai",
+        tools=[{"type": "function", "function": {"name": "get_capital"}}],
+    )
+
+    assert model == "gpt-6-astra"
+    assert model_info.get("mode") == "responses"
+
+
 def test_responses_api_bridge_check_gpt_5_5_tools_plus_reasoning_routes_to_responses():
     """gpt-5.5+ with both tools and reasoning_effort should route to Responses API."""
     from litellm.main import responses_api_bridge_check
@@ -1133,6 +1147,82 @@ def test_responses_api_bridge_check_custom_api_base_via_env_with_unset_effort_st
     assert model_info.get("mode") != "responses"
 
 
+@pytest.mark.parametrize(
+    "api_base",
+    [
+        "https://southcentralus.privatelink.api.openai.com/v1",
+        "https://privatelink.corp.api.openai.com/v1",
+        "https://api.openai.com:443/v1",
+        "https://api.openai.com/v1/",
+        "HTTPS://API.OPENAI.COM/v1",
+    ],
+)
+def test_responses_api_bridge_check_openai_backed_custom_api_base_with_unset_effort_routes_to_responses(api_base):
+    """
+    A custom api_base whose host is api.openai.com or a subdomain of it (a PrivateLink hostname, a
+    port-qualified or trailing-slash default) still reaches the real OpenAI backend, which rejects
+    function tools with reasoning on Chat Completions, so the unset-effort arm must bridge exactly as
+    it does for the literal default URL. Regression guard for GH #39353.
+    """
+    from litellm.main import responses_api_bridge_check
+
+    model_info, model = responses_api_bridge_check(
+        model="gpt-5.6",
+        custom_llm_provider="openai",
+        tools=[{"type": "function", "function": {"name": "get_capital"}}],
+        reasoning_effort=None,
+        api_base=api_base,
+        )
+
+    assert model == "gpt-5.6"
+    assert model_info.get("mode") == "responses"
+
+
+@pytest.mark.parametrize(
+    "api_base",
+    [
+        "https://api.openai.com.evil.example/v1",
+        "https://notapi.openai.com/v1",
+        "https://gateway.example/v1?upstream=api.openai.com",
+        "https://openai.internal.example/api.openai.com/v1",
+    ],
+)
+def test_responses_api_bridge_check_lookalike_custom_api_base_with_unset_effort_stays_chat(api_base):
+    """Only the host decides: api.openai.com appearing elsewhere in the URL is still a foreign backend."""
+    from litellm.main import responses_api_bridge_check
+
+    model_info, model = responses_api_bridge_check(
+        model="gpt-5.6",
+        custom_llm_provider="openai",
+        tools=[{"type": "function", "function": {"name": "get_capital"}}],
+        reasoning_effort=None,
+        api_base=api_base,
+        )
+
+    assert model == "gpt-5.6"
+    assert model_info.get("mode") != "responses"
+
+
+def test_responses_api_bridge_check_privatelink_api_base_via_env_with_unset_effort_routes_to_responses(monkeypatch):
+    """A PrivateLink base set through OPENAI_BASE_URL resolves the way the chat handler's does and still bridges."""
+    import litellm
+    from litellm.main import responses_api_bridge_check
+
+    monkeypatch.setattr(litellm, "api_base", None)
+    monkeypatch.delenv("OPENAI_API_BASE", raising=False)
+    monkeypatch.setenv("OPENAI_BASE_URL", "https://southcentralus.privatelink.api.openai.com/v1")
+    model_info, model = responses_api_bridge_check(
+        model="gpt-5.6",
+        custom_llm_provider="openai",
+        tools=[{"type": "function", "function": {"name": "get_capital"}}],
+        reasoning_effort=None,
+        api_base=None,
+        )
+
+    assert model == "gpt-5.6"
+    assert model_info.get("mode") == "responses"
+
+
 def test_responses_api_bridge_check_custom_api_base_with_explicit_effort_still_routes():
     """Explicit reasoning_effort keeps its pre-existing bridging behavior on any api_base."""
     from litellm.main import responses_api_bridge_check
@@ -2515,8 +2605,8 @@ def test_completion_forwards_store_and_prompt_cache_key_to_mcp_gateway():
     prompt_cache_key are named params, so they no longer travel via **kwargs and
     must be forwarded explicitly like safety_identifier and service_tier.
     """
-    with patch(
-        "litellm.responses.mcp.chat_completions_handler.acompletion_with_mcp"
+    with patch.object(
+        import_module("litellm.responses.mcp.chat_completions_handler"), "acompletion_with_mcp"
     ) as mock_mcp:
         result = litellm.completion(
             model="openai/gpt-4o",
@@ -3131,9 +3221,9 @@ def test_stream_chunk_builder_prices_proxy_alias_via_model_map():
     assert response._hidden_params["response_cost"] == pytest.approx(expected_cost)
 
 
-def _stream_builder_logging_obj() -> LiteLLMLogging:
+def _stream_builder_logging_obj(model: str = "gpt-4o", custom_llm_provider: str = "openai") -> LiteLLMLogging:
     logging_obj: Final = LiteLLMLogging(
-        model="gpt-4o",
+        model=model,
         messages=[{"role": "user", "content": "hi"}],
         stream=True,
         call_type="completion",
@@ -3142,16 +3232,17 @@ def _stream_builder_logging_obj() -> LiteLLMLogging:
         function_id="test-function-id",
     )
     logging_obj.update_environment_variables(
-        model="gpt-4o",
+        model=model,
         user=None,
         optional_params={},
-        litellm_params={"custom_llm_provider": "openai"},
+        litellm_params={"custom_llm_provider": custom_llm_provider},
+        custom_llm_provider=custom_llm_provider,
     )
     return logging_obj
 
 
-def test_stream_chunk_builder_reports_streaming_usage_cost_when_enabled(monkeypatch: pytest.MonkeyPatch):
-    monkeypatch.setattr(litellm, "include_cost_in_streaming_usage", True)
+def test_stream_chunk_builder_stamps_streaming_usage_cost_by_default(monkeypatch: pytest.MonkeyPatch):
+    monkeypatch.setattr(litellm, "include_cost_in_streaming_usage", False)
     chunks: Final = [
         _stream_builder_text_chunk("gpt-4o", "Hello "),
         _stream_builder_text_chunk("gpt-4o", "world.", finish_reason="stop"),
@@ -3168,11 +3259,45 @@ def test_stream_chunk_builder_reports_streaming_usage_cost_when_enabled(monkeypa
     assert response._hidden_params["response_cost"] == pytest.approx(usage_cost)
 
 
-def test_stream_chunk_builder_defers_cost_to_logging_obj_when_usage_cost_absent(monkeypatch: pytest.MonkeyPatch):
-    monkeypatch.setattr(litellm, "include_cost_in_streaming_usage", False)
+def test_stream_chunk_builder_skips_stamp_when_cost_is_unpriceable():
+    import time as time_module
+
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
+
+    logging_obj: Final = LiteLLMLogging(
+        model="us.anthropic.claude-opus-5",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=True,
+        call_type="completion",
+        start_time=time_module.time(),
+        litellm_call_id="stream-builder-alias-unpriceable",
+        function_id="1",
+    )
+    logging_obj.model_call_details["custom_llm_provider"] = "bedrock"
+    logging_obj.optional_params = {}
+    usage_chunk: Final = _stream_builder_text_chunk("bedrock-claude-opus-5", "")
+    usage_chunk.usage = Usage(prompt_tokens=40, completion_tokens=5, total_tokens=45)
+    chunks: Final = [
+        _stream_builder_text_chunk("bedrock-claude-opus-5", "Hello ", finish_reason="stop"),
+        usage_chunk,
+    ]
+
+    response: Final = litellm.stream_chunk_builder(
+        chunks=chunks, messages=[{"role": "user", "content": "hi"}], logging_obj=logging_obj
+    )
+
+    assert response is not None
+    assert getattr(response.usage, "cost", None) is None
+    assert response._hidden_params.get("response_cost") is None
+
+
+def test_stream_chunk_builder_keeps_provider_reported_usage_cost():
+    usage_chunk: Final = _stream_builder_text_chunk("gpt-4o", "")
+    usage_chunk.usage = Usage(prompt_tokens=10, completion_tokens=5, total_tokens=15, cost=0.5)
     chunks: Final = [
         _stream_builder_text_chunk("gpt-4o", "Hello "),
         _stream_builder_text_chunk("gpt-4o", "world.", finish_reason="stop"),
+        usage_chunk,
     ]
 
     response: Final = litellm.stream_chunk_builder(
@@ -3180,4 +3305,87 @@ def test_stream_chunk_builder_defers_cost_to_logging_obj_when_usage_cost_absent(
     )
 
     assert response is not None
+    assert getattr(response.usage, "cost", None) == pytest.approx(0.5)
+    assert response._hidden_params["response_cost"] == pytest.approx(0.5)
+
+
+def test_stream_chunk_builder_prices_alias_from_openai_sdk_usage_chunk():
+    from openai.types.completion_usage import CompletionUsage
+
+    usage_chunk: Final = _stream_builder_text_chunk("mantle-claude", "")
+    usage_chunk.usage = CompletionUsage(prompt_tokens=20, completion_tokens=60, total_tokens=80, cost=0.000704)
+    assert type(usage_chunk.usage) is CompletionUsage
+    chunks: Final = [
+        _stream_builder_text_chunk("mantle-claude", "Hello "),
+        _stream_builder_text_chunk("mantle-claude", "world.", finish_reason="stop"),
+        usage_chunk,
+    ]
+
+    response: Final = litellm.stream_chunk_builder(chunks=chunks, messages=[{"role": "user", "content": "hi"}])
+
+    assert response is not None
+    assert response.usage.prompt_tokens == 20
+    assert response.usage.completion_tokens == 60
+    assert getattr(response.usage, "cost", None) == pytest.approx(0.000704)
+    assert response._hidden_params["response_cost"] == pytest.approx(0.000704)
+
+
+def test_stream_chunk_builder_leaves_xai_reported_cost_to_the_calculator(monkeypatch: pytest.MonkeyPatch):
+    monkeypatch.setattr(litellm, "cost_margin_config", {"xai": 0.5})
+    usage_chunk: Final = _stream_builder_text_chunk("grok-4", "")
+    usage_chunk.usage = Usage(prompt_tokens=5, completion_tokens=2, total_tokens=7, cost=0.42)
+    chunks: Final = [
+        _stream_builder_text_chunk("grok-4", "Hello "),
+        _stream_builder_text_chunk("grok-4", "world.", finish_reason="stop"),
+        usage_chunk,
+    ]
+    logging_obj: Final = _stream_builder_logging_obj(model="grok-4", custom_llm_provider="xai")
+
+    response: Final = litellm.stream_chunk_builder(
+        chunks=chunks, messages=[{"role": "user", "content": "hi"}], logging_obj=logging_obj
+    )
+
+    assert response is not None
+    assert getattr(response.usage, "cost", None) == pytest.approx(0.42)
     assert response._hidden_params.get("response_cost") is None
+    assert logging_obj._response_cost_calculator(result=response) == pytest.approx(0.63)
+
+
+FOUNDRY_HOST: Final = "https://my-project.services.ai.azure.com"
+
+
+def test_azure_ai_transcription_on_a_foundry_host_uses_the_azure_openai_deployment_route(
+    respx_mock: respx.MockRouter,
+):
+    route: Final = respx_mock.post(
+        url__regex=r"https://my-project\.services\.ai\.azure\.com/openai/deployments/whisper-1/audio/transcriptions\?api-version=.+"
+    ).mock(return_value=httpx.Response(200, json={"text": "hello"}))
+
+    response: Final = litellm.transcription(
+        model="azure_ai/whisper-1",
+        file=("tone.wav", b"RIFF\x00\x00\x00\x00WAVE", "audio/wav"),
+        api_base=FOUNDRY_HOST,
+        api_key="fake-key",
+    )
+
+    assert route.called
+    assert response.text == "hello"
+
+
+def test_azure_ai_speech_on_a_foundry_host_uses_the_azure_openai_deployment_route(
+    respx_mock: respx.MockRouter,
+):
+    route: Final = respx_mock.post(
+        url__regex=r"https://my-project\.services\.ai\.azure\.com/openai/deployments/tts-1/audio/speech\?api-version=.+"
+    ).mock(return_value=httpx.Response(200, content=b"mp3-bytes"))
+
+    response: Final = litellm.speech(
+        model="azure_ai/tts-1",
+        input="hello",
+        voice="alloy",
+        api_base=FOUNDRY_HOST,
+        api_key="fake-key",
+    )
+
+    assert route.called
+    assert response.content == b"mp3-bytes"
diff --git a/tests/test_litellm/test_muse_spark_1_3_model_metadata.py b/tests/test_litellm/test_muse_spark_1_3_model_metadata.py
new file mode 100644
index 00000000000..1ecd9490f78
--- /dev/null
+++ b/tests/test_litellm/test_muse_spark_1_3_model_metadata.py
@@ -0,0 +1,107 @@
+import json
+from pathlib import Path
+
+import pytest
+
+import litellm
+from litellm.cost_calculator import cost_per_token
+from litellm.litellm_core_utils.get_llm_provider_logic import get_llm_provider
+from litellm.litellm_core_utils.llm_cost_calc.tool_call_cost_tracking import StandardBuiltInToolCostTracking
+
+MUSE_SPARK_STANDARD = "meta/muse-spark-1.3"
+MUSE_SPARK_CONTRIBUTOR = "meta/muse-spark-1.3-contributor"
+WEB_SEARCH_COST_PER_QUERY = 0.0025
+
+PRICING = (
+    (MUSE_SPARK_STANDARD, 1.25e-06, 1.5e-07, 4.25e-06),
+    (MUSE_SPARK_CONTRIBUTOR, 1e-07, 2e-09, 2e-07),
+)
+
+
+def _load_cost_map(filename: str = "model_prices_and_context_window.json") -> dict:
+    with open(Path(__file__).parents[2] / filename) as f:
+        return json.load(f)
+
+
+
+@pytest.mark.parametrize("model, input_cost, cached_cost, output_cost", PRICING)
+def test_muse_spark_1_3_model_info(model: str, input_cost: float, cached_cost: float, output_cost: float):
+    info = _load_cost_map().get(model)
+    assert info is not None, f"{model} not found in model_prices_and_context_window.json"
+
+    assert info["litellm_provider"] == "meta"
+    assert info["mode"] == "chat"
+
+    assert info["input_cost_per_token"] == input_cost
+    assert info["output_cost_per_token"] == output_cost
+    assert info["cache_read_input_token_cost"] == cached_cost
+
+    assert info["max_input_tokens"] == 1048576
+    assert info["max_output_tokens"] == 131072
+    assert info["max_tokens"] == 131072
+
+    assert info["supports_function_calling"] is True
+    assert info["supports_parallel_function_calling"] is True
+    assert info["supports_prompt_caching"] is True
+    assert info["supports_reasoning"] is True
+    assert info["supports_response_schema"] is True
+    assert info["supports_tool_choice"] is True
+    assert info["supports_vision"] is True
+    assert info["supports_pdf_input"] is True
+    assert info["supports_web_search"] is True
+    assert info["supports_minimal_reasoning_effort"] is True
+    assert info["supports_xhigh_reasoning_effort"] is True
+
+    assert info["supported_endpoints"] == ["/v1/chat/completions", "/v1/responses", "/v1/messages"]
+    assert info["supported_modalities"] == ["text", "image", "video"]
+    assert info["supported_output_modalities"] == ["text"]
+
+    assert info["search_context_cost_per_query"] == {
+        "search_context_size_high": WEB_SEARCH_COST_PER_QUERY,
+        "search_context_size_low": WEB_SEARCH_COST_PER_QUERY,
+        "search_context_size_medium": WEB_SEARCH_COST_PER_QUERY,
+    }
+
+
+@pytest.mark.parametrize("model, input_cost, cached_cost, output_cost", PRICING)
+def test_muse_spark_1_3_cost_per_token(
+    local_model_cost_map, model: str, input_cost: float, cached_cost: float, output_cost: float
+):
+    prompt_cost, completion_cost = cost_per_token(model=model, prompt_tokens=1000, completion_tokens=500)
+
+    assert prompt_cost == pytest.approx(1000 * input_cost)
+    assert completion_cost == pytest.approx(500 * output_cost)
+
+
+@pytest.mark.parametrize("model", (MUSE_SPARK_STANDARD, MUSE_SPARK_CONTRIBUTOR))
+def test_muse_spark_1_3_routes_to_meta_model_api(model: str):
+    routed_model, provider, _, api_base = get_llm_provider(model=model, api_key="sk-test")
+
+    assert routed_model == model.split("/", 1)[1]
+    assert provider == "meta"
+    assert api_base == "https://api.meta.ai/v1"
+
+
+@pytest.mark.parametrize("model", (MUSE_SPARK_STANDARD, MUSE_SPARK_CONTRIBUTOR))
+def test_muse_spark_1_3_web_search_cost_per_query(local_model_cost_map, model: str):
+    info = litellm.get_model_info(model=model)
+
+    assert StandardBuiltInToolCostTracking.get_cost_for_web_search(model_info=info) == WEB_SEARCH_COST_PER_QUERY
+
+
+@pytest.mark.parametrize("model", (MUSE_SPARK_STANDARD, MUSE_SPARK_CONTRIBUTOR))
+def test_muse_spark_1_3_backup_matches_main(model: str):
+    """Ensure the bundled model cost map stays in sync with the canonical file."""
+    main_cost = _load_cost_map()
+    backup_cost = _load_cost_map("litellm/model_prices_and_context_window_backup.json")
+
+    assert backup_cost.get(model) == main_cost.get(model), f"{model} differs between main and backup model cost maps"
+
+
+def test_muse_spark_contributor_tier_is_cheaper_than_standard():
+    cost_map = _load_cost_map()
+    standard = cost_map[MUSE_SPARK_STANDARD]
+    contributor = cost_map[MUSE_SPARK_CONTRIBUTOR]
+
+    for field in ("input_cost_per_token", "output_cost_per_token", "cache_read_input_token_cost"):
+        assert contributor[field] < standard[field], f"contributor {field} should undercut the standard tier"
diff --git a/tests/test_litellm/test_openai_service_tier_long_context_pricing.py b/tests/test_litellm/test_openai_service_tier_long_context_pricing.py
new file mode 100644
index 00000000000..bdb2dc26813
--- /dev/null
+++ b/tests/test_litellm/test_openai_service_tier_long_context_pricing.py
@@ -0,0 +1,164 @@
+import json
+from functools import lru_cache
+from pathlib import Path
+
+import pytest
+
+import litellm
+
+REPO_ROOT = Path(__file__).parents[2]
+MAIN_PATH = REPO_ROOT / "model_prices_and_context_window.json"
+BACKUP_PATH = REPO_ROOT / "litellm" / "model_prices_and_context_window_backup.json"
+
+FLEX_LONG_CONTEXT = {
+    "gpt-5.4": {
+        "input_cost_per_token_above_272k_tokens_flex": 2.5e-06,
+        "output_cost_per_token_above_272k_tokens_flex": 1.125e-05,
+        "cache_read_input_token_cost_above_272k_tokens_flex": 2.5e-07,
+    },
+    "gpt-5.4-pro": {
+        "input_cost_per_token_above_272k_tokens_flex": 3e-05,
+        "output_cost_per_token_above_272k_tokens_flex": 0.000135,
+    },
+    "gpt-5.5": {
+        "input_cost_per_token_above_272k_tokens_flex": 5e-06,
+        "output_cost_per_token_above_272k_tokens_flex": 2.25e-05,
+        "cache_read_input_token_cost_above_272k_tokens_flex": 5e-07,
+    },
+}
+
+PRIORITY_LONG_CONTEXT = {
+    "gpt-5.6": {
+        "input_cost_per_token_above_272k_tokens_priority": 1.6e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 6e-05,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 1.6e-06,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 2e-05,
+    },
+    "gpt-5.6-sol": {
+        "input_cost_per_token_above_272k_tokens_priority": 1.6e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 6e-05,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 1.6e-06,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 2e-05,
+    },
+    "gpt-5.6-terra": {
+        "input_cost_per_token_above_272k_tokens_priority": 8e-06,
+        "output_cost_per_token_above_272k_tokens_priority": 3.6e-05,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 8e-07,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 1e-05,
+    },
+    "gpt-5.6-luna": {
+        "input_cost_per_token_above_272k_tokens_priority": 8e-07,
+        "output_cost_per_token_above_272k_tokens_priority": 3.6e-06,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 8e-08,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 1e-06,
+    },
+    "gpt-6-astra": {
+        "input_cost_per_token_above_272k_tokens_priority": 4e-05,
+        "output_cost_per_token_above_272k_tokens_priority": 0.00015,
+        "cache_read_input_token_cost_above_272k_tokens_priority": 4e-06,
+        "cache_creation_input_token_cost_above_272k_tokens_priority": 5e-05,
+    },
+}
+
+EXPECTED = {**FLEX_LONG_CONTEXT, **PRIORITY_LONG_CONTEXT}
+
+NO_PUBLISHED_PRIORITY_LONG_CONTEXT = ("gpt-5.4", "gpt-5.5")
+
+
+@pytest.fixture(autouse=True)
+def _local_model_cost_map(monkeypatch: pytest.MonkeyPatch) -> None:
+    monkeypatch.setenv("LITELLM_LOCAL_MODEL_COST_MAP", "True")
+    monkeypatch.setattr(litellm, "model_cost", litellm.get_model_cost_map(url=""))
+    litellm.add_known_models()
+
+
+@lru_cache(maxsize=2)
+def _load(path: Path) -> dict[str, dict[str, object]]:
+    with open(path) as f:
+        return json.load(f)
+
+
+@pytest.mark.parametrize("path", [MAIN_PATH, BACKUP_PATH], ids=["main", "backup"])
+@pytest.mark.parametrize("model", sorted(EXPECTED))
+def test_service_tier_long_context_rates_are_published(model: str, path: Path) -> None:
+    """Each tier must carry its own above-272K rates, in both price files."""
+    info = _load(path).get(model)
+    assert info is not None, f"{model} not found in {path.name}"
+    for key, expected in EXPECTED[model].items():
+        assert info.get(key) == pytest.approx(expected), f"{model}.{key} is {info.get(key)!r}, expected {expected!r}"
+
+
+@pytest.mark.parametrize("model", sorted(EXPECTED))
+def test_tier_long_context_rate_is_half_or_double_the_standard(model: str) -> None:
+    """Flex is half the standard long-context rate; priority is double it."""
+    info = _load(MAIN_PATH)[model]
+    tier = "flex" if model in FLEX_LONG_CONTEXT else "priority"
+    ratio = 0.5 if tier == "flex" else 2.0
+    for base in ("input_cost_per_token", "output_cost_per_token"):
+        standard = info[f"{base}_above_272k_tokens"]
+        tiered = info[f"{base}_above_272k_tokens_{tier}"]
+        assert tiered == pytest.approx(standard * ratio), (
+            f"{model}.{base}_above_272k_tokens_{tier} is {tiered!r}, "
+            f"expected {ratio}x the standard long-context rate {standard!r}"
+        )
+
+
+@pytest.mark.parametrize("model", NO_PUBLISHED_PRIORITY_LONG_CONTEXT)
+def test_no_priority_long_context_rates_where_openai_publishes_none(model: str) -> None:
+    """Guard against back-filling a rate OpenAI does not publish."""
+    info = _load(MAIN_PATH)[model]
+    assert "input_cost_per_token_above_272k_tokens_priority" not in info
+
+
+LONG_CONTEXT_PROMPT_TOKENS = 300_000
+COMPLETION_TOKENS = 1_000
+
+TIERED_COST_CASES = [
+    ("gpt-5.4", "flex", 2.5e-06, 1.125e-05),
+    ("gpt-5.4-pro", "flex", 3e-05, 0.000135),
+    ("gpt-5.5", "flex", 5e-06, 2.25e-05),
+    ("gpt-5.6", "priority", 1.6e-05, 6e-05),
+    ("gpt-5.6-sol", "priority", 1.6e-05, 6e-05),
+    ("gpt-5.6-terra", "priority", 8e-06, 3.6e-05),
+    ("gpt-5.6-luna", "priority", 8e-07, 3.6e-06),
+    ("gpt-6-astra", "priority", 4e-05, 0.00015),
+]
+
+
+@pytest.mark.parametrize("model,tier,input_rate,output_rate", TIERED_COST_CASES)
+def test_cost_per_token_bills_long_context_at_the_tier_rate(
+    model: str, tier: str, input_rate: float, output_rate: float
+) -> None:
+    """A prompt over 272K on flex or priority must bill at that tier's long-context rate."""
+    input_cost, output_cost = litellm.cost_per_token(
+        model=model,
+        prompt_tokens=LONG_CONTEXT_PROMPT_TOKENS,
+        completion_tokens=COMPLETION_TOKENS,
+        service_tier=tier,
+    )
+    assert input_cost == pytest.approx(LONG_CONTEXT_PROMPT_TOKENS * input_rate)
+    assert output_cost == pytest.approx(COMPLETION_TOKENS * output_rate)
+
+
+@pytest.mark.parametrize("model,tier,input_rate,output_rate", TIERED_COST_CASES)
+def test_cost_per_token_tier_differs_from_the_standard_long_context_cost(
+    model: str, tier: str, input_rate: float, output_rate: float
+) -> None:
+    """Flex halves the standard long-context bill and priority doubles it."""
+    ratio = 0.5 if tier == "flex" else 2.0
+    standard = sum(
+        litellm.cost_per_token(
+            model=model,
+            prompt_tokens=LONG_CONTEXT_PROMPT_TOKENS,
+            completion_tokens=COMPLETION_TOKENS,
+        )
+    )
+    tiered = sum(
+        litellm.cost_per_token(
+            model=model,
+            prompt_tokens=LONG_CONTEXT_PROMPT_TOKENS,
+            completion_tokens=COMPLETION_TOKENS,
+            service_tier=tier,
+        )
+    )
+    assert tiered == pytest.approx(standard * ratio)
diff --git a/tests/test_litellm/test_redact_string_in_error_paths.py b/tests/test_litellm/test_redact_string_in_error_paths.py
index 6404db91acf..07d1ec5f523 100644
--- a/tests/test_litellm/test_redact_string_in_error_paths.py
+++ b/tests/test_litellm/test_redact_string_in_error_paths.py
@@ -172,8 +172,6 @@ class TestLLMHTTPHandlerRealtimeRedaction:
 
 
 class TestProxyStreamingDataGeneratorRedaction:
-    """Test _redact_string on traceback.format_exc() — the pattern at common_request_processing.py:1733."""
-
     def test_redact_traceback_format_exc(self):
         try:
             raise RuntimeError(
diff --git a/tests/test_litellm/test_responses_id_security.py b/tests/test_litellm/test_responses_id_security.py
index 763ee4dac00..d35b9563888 100644
--- a/tests/test_litellm/test_responses_id_security.py
+++ b/tests/test_litellm/test_responses_id_security.py
@@ -14,7 +14,9 @@ from litellm.proxy.hooks.responses_id_security import (
     _is_responses_api_create_route,
 )
 from litellm.types.llms.openai import (
+    GenericEvent,
     ResponseCompletedEvent,
+    ResponseCreatedEvent,
     ResponsesAPIResponse,
     ResponsesAPIStreamEvents,
 )
@@ -691,6 +693,126 @@ class TestAsyncPostCallStreamingIteratorHook:
         assert not responses_id_security._is_encrypted_response_id(streamed_id)
 
 
+class TestStreamedGenericEventIdEncryption:
+    """A background stream carries event types with no typed model, which arrive as
+    GenericEvent holding a plain dict. Those used to skip encryption while their typed
+    siblings were encrypted, so one stream advertised two ids and the unencrypted one
+    skipped the ownership check. Asserts the property rather than one event type: every
+    id a client can see is the same encrypted id, and the raw one appears in no frame."""
+
+    RAW_ID = "resp_rawprovider123"
+
+    @staticmethod
+    async def _agen(chunks):
+        for chunk in chunks:
+            yield chunk
+
+    @classmethod
+    def _typed_event(cls, event_type):
+        return {
+            ResponsesAPIStreamEvents.RESPONSE_CREATED: ResponseCreatedEvent,
+            ResponsesAPIStreamEvents.RESPONSE_COMPLETED: ResponseCompletedEvent,
+        }[event_type](
+            type=event_type,
+            response=ResponsesAPIResponse(
+                id=cls.RAW_ID,
+                created_at=0,
+                model="gpt-5.1",
+                object="response",
+                output=[],
+                parallel_tool_calls=False,
+                tool_choice="auto",
+                tools=[],
+            ),
+        )
+
+    @classmethod
+    def _background_stream(cls):
+        return [
+            cls._typed_event(ResponsesAPIStreamEvents.RESPONSE_CREATED),
+            GenericEvent(
+                type="response.queued",
+                response={"id": cls.RAW_ID, "status": "queued"},
+            ),
+            GenericEvent(type="keepalive"),
+            GenericEvent(
+                type="response.some_event_openai_adds_later",
+                response={"id": cls.RAW_ID, "status": "in_progress"},
+            ),
+            cls._typed_event(ResponsesAPIStreamEvents.RESPONSE_COMPLETED),
+        ]
+
+    @staticmethod
+    def _advertised_ids(events):
+        nested = (getattr(event, "response", None) for event in events)
+        return [
+            payload["id"] if isinstance(payload, dict) else payload.id
+            for payload in nested
+            if payload is not None
+        ] + [
+            event.id for event in events if isinstance(getattr(event, "id", None), str)
+        ]
+
+    async def _drain(self, responses_id_security, monkeypatch):
+        monkeypatch.setenv("LITELLM_SALT_KEY", "sk-test-salt-key-abcdefghij")
+
+        mock_auth = MagicMock()
+        mock_auth.user_id = "user-a"
+        mock_auth.team_id = "team-a"
+        mock_auth.request_route = "/v1/responses"
+
+        return [
+            out
+            async for out in responses_id_security.async_post_call_streaming_iterator_hook(
+                user_api_key_dict=mock_auth,
+                response=self._agen(self._background_stream()),
+                request_data={},
+            )
+        ]
+
+    @pytest.mark.asyncio
+    async def test_every_event_advertises_the_same_encrypted_id(
+        self, responses_id_security, monkeypatch
+    ):
+        events = await self._drain(responses_id_security, monkeypatch)
+        advertised = self._advertised_ids(events)
+
+        assert len(advertised) == 4
+        assert len(set(advertised)) == 1
+
+        streamed_id = advertised[0]
+        assert streamed_id != self.RAW_ID
+        assert responses_id_security._is_encrypted_response_id(streamed_id)
+        assert responses_id_security._decrypt_response_id(streamed_id) == (
+            self.RAW_ID,
+            "user-a",
+            "team-a",
+        )
+
+    @pytest.mark.asyncio
+    async def test_raw_provider_id_never_reaches_the_client(
+        self, responses_id_security, monkeypatch
+    ):
+        events = await self._drain(responses_id_security, monkeypatch)
+
+        assert [self.RAW_ID in event.model_dump_json() for event in events] == [
+            False
+        ] * len(events)
+
+    @pytest.mark.asyncio
+    async def test_sibling_fields_survive_the_rewrite(
+        self, responses_id_security, monkeypatch
+    ):
+        _, queued, keepalive, later, _ = await self._drain(
+            responses_id_security, monkeypatch
+        )
+
+        assert queued.response["status"] == "queued"
+        assert later.response["status"] == "in_progress"
+        assert keepalive.type == "keepalive"
+        assert getattr(keepalive, "response", None) is None
+
+
 class TestAsyncPostCallSuccessHook:
     """Test async_post_call_success_hook function"""
 
diff --git a/tests/test_litellm/test_router.py b/tests/test_litellm/test_router.py
index 44c1cdbff06..5fc96bcfbb1 100644
--- a/tests/test_litellm/test_router.py
+++ b/tests/test_litellm/test_router.py
@@ -6,6 +6,7 @@ import logging
 import os
 import threading
 from types import SimpleNamespace
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
 import httpx
@@ -34,6 +35,7 @@ from litellm.router import (
     _anthropic_stream_should_drop_pre_content_ping,
     _is_retriable_anthropic_status,
 )
+from litellm.types.router import DeploymentTypedDict
 
 
 def test_update_kwargs_does_not_mutate_defaults_and_merges_metadata():
@@ -1537,6 +1539,91 @@ async def test_ageneric_api_call_deployment_model_overrides_alias():
     ), f"Expected deployment model 'vertex_ai/gemini-2.5-flash', got '{captured['model']}'"
 
 
+@pytest.mark.asyncio
+async def test_ageneric_api_call_resolves_realtime_session_model():
+    """
+    Regression for #36742: realtime client secret requests carry the model inside `session` too, and the proxy
+    fills it with the pre-routing model group name. The underlying litellm function reads session.model first,
+    so it must see the resolved deployment, while a caller's nested transcription model stays untouched.
+    """
+    routed: Final = AsyncMock(return_value={"result": "ok"})
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "my-realtime-group",
+                "litellm_params": {
+                    "model": "openai/gpt-realtime-2.1-mini",
+                    "api_key": "fake-key",
+                },
+                "model_info": {"mode": "realtime"},
+            }
+        ]
+    )
+
+    await router._ageneric_api_call_with_fallbacks(
+        model="my-realtime-group",
+        original_function=routed,
+        session={
+            "type": "realtime",
+            "model": "my-realtime-group",
+            "audio": {"input": {"transcription": {"model": "gpt-4o-transcribe"}}},
+        },
+    )
+
+    sent: Final = routed.call_args.kwargs
+    assert sent["model"] == "openai/gpt-realtime-2.1-mini"
+    assert sent["session"]["model"] == "openai/gpt-realtime-2.1-mini"
+    assert sent["session"]["audio"]["input"]["transcription"]["model"] == "gpt-4o-transcribe"
+
+
+@pytest.mark.asyncio
+async def test_ageneric_api_call_does_not_add_session_model():
+    """
+    A session that never carried a model must not gain one from routing: the underlying function then falls back
+    to the resolved `model` kwarg itself, and the outgoing session body keeps the caller's shape.
+    """
+    routed: Final = AsyncMock(return_value={"result": "ok"})
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "my-realtime-group",
+                "litellm_params": {
+                    "model": "openai/gpt-realtime-2.1-mini",
+                    "api_key": "fake-key",
+                },
+                "model_info": {"mode": "realtime"},
+            }
+        ]
+    )
+
+    await router._ageneric_api_call_with_fallbacks(
+        model="my-realtime-group",
+        original_function=routed,
+        session={"type": "realtime"},
+    )
+
+    sent: Final = routed.call_args.kwargs
+    assert sent["model"] == "openai/gpt-realtime-2.1-mini"
+    assert sent["session"] == {"type": "realtime"}
+
+
+@pytest.mark.parametrize(
+    "session, expected",
+    [
+        ({"type": "realtime", "model": "my-realtime-group"}, {"session": {"type": "realtime", "model": "resolved"}}),
+        ({"type": "realtime"}, {}),
+        (None, {}),
+        ("not-a-session", {}),
+    ],
+)
+def test_with_router_resolved_session_model(session, expected):
+    from litellm.router import _with_router_resolved_session_model
+
+    assert dict(_with_router_resolved_session_model(session, "resolved")) == expected
+
+
 def test_router_get_model_access_groups_team_only_models():
     """
     Test that Router.get_model_access_groups returns the correct response for team-only models
@@ -3768,7 +3855,7 @@ def test_pre_call_checks_counts_responses_instructions_tokens(monkeypatch):
 
     input_only_tokens = router._count_pre_call_check_tokens(messages=None, input=short_input)
     with_instructions_tokens = router._count_pre_call_check_tokens(
-        messages=None, input=short_input, instructions=long_instructions
+        messages=None, input=short_input, request_kwargs={"instructions": long_instructions}
     )
     assert with_instructions_tokens > input_only_tokens
 
@@ -3784,6 +3871,164 @@ def test_pre_call_checks_counts_responses_instructions_tokens(monkeypatch):
         )
 
 
+_OVERSIZED_TOOL_DESCRIPTION = "look up the answer in the knowledge base. " * 40
+
+
+@pytest.mark.parametrize(
+    "prompt_kwargs, tool",
+    [
+        pytest.param(
+            {"messages": [{"role": "user", "content": "hi"}]},
+            {
+                "type": "function",
+                "function": {
+                    "name": "lookup",
+                    "description": _OVERSIZED_TOOL_DESCRIPTION,
+                    "parameters": {"type": "object", "properties": {"q": {"type": "string"}}},
+                },
+            },
+            id="chat_completions_tool",
+        ),
+        pytest.param(
+            {"input": "hi"},
+            {
+                "type": "function",
+                "name": "lookup",
+                "description": _OVERSIZED_TOOL_DESCRIPTION,
+                "parameters": {"type": "object", "properties": {"q": {"type": "string"}}},
+            },
+            id="responses_tool",
+        ),
+        pytest.param(
+            {"messages": [{"role": "user", "content": "hi"}]},
+            {
+                "name": "lookup",
+                "description": _OVERSIZED_TOOL_DESCRIPTION,
+                "input_schema": {"type": "object", "properties": {"q": {"type": "string"}}},
+            },
+            id="anthropic_messages_tool",
+        ),
+    ],
+)
+def test_pre_call_checks_counts_tool_definition_tokens(monkeypatch, prompt_kwargs, tool):
+    """
+    Tool definitions are sent to the model as prompt tokens but never appear in
+    `messages` or `input`. A request whose prompt alone fits the context window but
+    whose prompt plus `tools` exceeds it must be rejected before dispatch, for the
+    Chat Completions, Responses and Anthropic Messages tool shapes alike.
+    """
+    router = litellm.Router(
+        model_list=[
+            {"model_name": "m", "litellm_params": {"model": "gpt-3.5-turbo"}},
+        ],
+        enable_pre_call_checks=True,
+    )
+    deployments = [
+        {"litellm_params": {"model": "gpt-3.5-turbo"}, "model_info": {"id": "d1"}},
+    ]
+
+    prompt_only_tokens = router._count_pre_call_check_tokens(
+        messages=prompt_kwargs.get("messages"), input=prompt_kwargs.get("input")
+    )
+    monkeypatch.setattr(
+        router, "get_router_model_info", lambda **kwargs: {"max_input_tokens": prompt_only_tokens}
+    )
+
+    assert len(router._pre_call_checks(model="m", healthy_deployments=deployments, **prompt_kwargs)) == 1
+    with pytest.raises(litellm.ContextWindowExceededError):
+        router._pre_call_checks(
+            model="m",
+            healthy_deployments=deployments,
+            request_kwargs={"tools": [tool]},
+            **prompt_kwargs,
+        )
+
+
+@pytest.mark.parametrize(
+    "system",
+    [
+        pytest.param("You are a meticulous assistant. " * 40, id="system_string"),
+        pytest.param(
+            [{"type": "text", "text": "You are a meticulous assistant. " * 40}],
+            id="system_blocks",
+        ),
+    ],
+)
+def test_pre_call_checks_counts_anthropic_system_tokens(monkeypatch, system):
+    """
+    The Anthropic Messages API carries the system prompt as a top-level `system` field,
+    not as a message. Its tokens reach the model, so a request whose `messages` fit but
+    whose `messages` plus `system` exceed the context window must be rejected.
+    """
+    router = litellm.Router(
+        model_list=[
+            {"model_name": "m", "litellm_params": {"model": "gpt-3.5-turbo"}},
+        ],
+        enable_pre_call_checks=True,
+    )
+    deployments = [
+        {"litellm_params": {"model": "gpt-3.5-turbo"}, "model_info": {"id": "d1"}},
+    ]
+    messages = [{"role": "user", "content": "hi"}]
+
+    messages_only_tokens = router._count_pre_call_check_tokens(messages=messages, input=None)
+    monkeypatch.setattr(router, "get_router_model_info", lambda **kwargs: {"max_input_tokens": messages_only_tokens})
+
+    assert len(router._pre_call_checks(model="m", healthy_deployments=deployments, messages=messages)) == 1
+    with pytest.raises(litellm.ContextWindowExceededError):
+        router._pre_call_checks(
+            model="m",
+            healthy_deployments=deployments,
+            messages=messages,
+            request_kwargs={"system": system},
+        )
+
+
+@pytest.mark.asyncio
+async def test_aanthropic_messages_enforces_context_window_with_system_and_tools():
+    """
+    End-to-end router regression for /v1/messages: a request whose only oversized
+    content lives in the top-level `system` field or in `tools` must trip the pre-call
+    context-window check instead of being dispatched (the deployment uses mock_response,
+    so reaching the provider handler would return a response rather than raise).
+    """
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "small-ctx",
+                "litellm_params": {"model": "anthropic/claude-3-5-haiku-20241022", "mock_response": "hi"},
+                "model_info": {"max_input_tokens": 20},
+            }
+        ],
+        enable_pre_call_checks=True,
+    )
+    messages = [{"role": "user", "content": "hi"}]
+
+    response = await router.aanthropic_messages(model="small-ctx", messages=messages, max_tokens=5)
+    assert response is not None
+
+    with pytest.raises(litellm.ContextWindowExceededError):
+        await router.aanthropic_messages(
+            model="small-ctx",
+            messages=messages,
+            max_tokens=5,
+            system="You are a meticulous assistant. " * 40,
+        )
+    with pytest.raises(litellm.ContextWindowExceededError):
+        await router.aanthropic_messages(
+            model="small-ctx",
+            messages=messages,
+            max_tokens=5,
+            tools=[
+                {
+                    "name": "lookup",
+                    "description": _OVERSIZED_TOOL_DESCRIPTION,
+                    "input_schema": {"type": "object", "properties": {"q": {"type": "string"}}},
+                }
+            ],
+        )
+
+
 def test_count_pre_call_check_tokens_across_api_surfaces():
     """
     _count_pre_call_check_tokens must count tokens from chat `messages`, a Responses
@@ -4856,6 +5101,40 @@ def test_team_wildcard_credentials_not_usable_after_delete_deployment():
     )
 
 
+def test_global_wildcard_pattern_router_evicts_stale_entry_on_upsert_and_delete():
+    """
+    Regression for #29064: upsert_deployment removed the old deployment from
+    model_list but left it in the global pattern_router, so wildcard requests
+    round-robined between the stale and the corrected deployment.
+    """
+    from litellm.types.router import Deployment, LiteLLM_Params
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "openai/*",
+                "litellm_params": {"model": "openai/openai/*", "api_key": "sk-old"},
+                "model_info": {"id": "global-wildcard"},
+            }
+        ]
+    )
+
+    router.upsert_deployment(
+        Deployment(
+            model_name="openai/*",
+            litellm_params=LiteLLM_Params(model="openai/*", api_key="sk-new"),
+            model_info={"id": "global-wildcard"},
+        )
+    )
+
+    matches = router.pattern_router.route("openai/gpt-5.2")
+    assert matches is not None
+    assert [m["litellm_params"]["api_key"] for m in matches] == ["sk-new"]
+
+    router.delete_deployment(id="global-wildcard")
+    assert router.pattern_router.patterns == {}
+
+
 def test_pattern_match_router_remove_deployment():
     """
     remove_deployment must drop only the deployment with the given model id and
@@ -7271,6 +7550,136 @@ def test_get_configured_token_limits_coerces_numeric_strings():
     assert router.get_configured_token_limits("quoted-limits-model") == (32000, 8000)
 
 
+def test_get_configured_mode_reads_deployment_model_info():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "tts-model",
+                "litellm_params": {"model": "openai/some-unmapped-tts-model"},
+                "model_info": {"mode": "audio_speech"},
+            }
+        ]
+    )
+
+    assert router.get_configured_mode("tts-model") == "audio_speech"
+
+
+def test_get_configured_mode_returns_none_for_unset_or_unknown():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "no-mode-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+            }
+        ]
+    )
+
+    assert router.get_configured_mode("no-mode-model") is None
+    assert router.get_configured_mode("not-a-real-model") is None
+
+
+def test_get_configured_mode_skips_wildcard_pattern_matching():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "bedrock/*",
+                "litellm_params": {"model": "bedrock/*"},
+                "model_info": {"mode": "chat"},
+            }
+        ]
+    )
+
+    with patch.object(
+        router.pattern_router, "route", side_effect=AssertionError("pattern route called")
+    ):
+        assert (
+            router.get_configured_mode("bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0")
+            is None
+        )
+
+
+def test_get_configured_mode_treats_malformed_values_as_absent():
+    malformed = ["", "   ", 12345, ["chat"], {"mode": "chat"}, True]
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": f"bad-mode-{i}",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"mode": bad},
+            }
+            for i, bad in enumerate(malformed)
+        ]
+    )
+
+    for i in range(len(malformed)):
+        assert router.get_configured_mode(f"bad-mode-{i}") is None
+
+
+def test_get_configured_display_name_reads_deployment_model_info():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "Kimi K3-claude-compatible",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"display_name": "Kimi K3"},
+            }
+        ]
+    )
+
+    assert router.get_configured_display_name("Kimi K3-claude-compatible") == "Kimi K3"
+
+
+def test_get_configured_display_name_returns_none_for_unset_or_unknown():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "no-display-model",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+            }
+        ]
+    )
+
+    assert router.get_configured_display_name("no-display-model") is None
+    assert router.get_configured_display_name("not-a-real-model") is None
+
+
+def test_get_configured_display_name_skips_wildcard_pattern_matching():
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "bedrock/*",
+                "litellm_params": {"model": "bedrock/*"},
+                "model_info": {"display_name": "Bedrock"},
+            }
+        ]
+    )
+
+    with patch.object(
+        router.pattern_router, "route", side_effect=AssertionError("pattern route called")
+    ):
+        assert (
+            router.get_configured_display_name("bedrock/anthropic.claude-3-5-sonnet-20240620-v1:0")
+            is None
+        )
+
+
+def test_get_configured_display_name_treats_malformed_values_as_absent():
+    malformed = ["", "   ", 12345, ["Kimi K3"], {"name": "Kimi K3"}, True]
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": f"bad-display-{i}",
+                "litellm_params": {"model": "openai/some-unmapped-model"},
+                "model_info": {"display_name": bad},
+            }
+            for i, bad in enumerate(malformed)
+        ]
+    )
+
+    for i in range(len(malformed)):
+        assert router.get_configured_display_name(f"bad-display-{i}") is None
+
+
 @pytest.mark.asyncio
 async def test_acreate_batch_disable_fallbacks_surfaces_owning_provider_error():
     router = litellm.Router(
@@ -7510,6 +7919,118 @@ async def test_acreate_batch_request_bedrock_tags_override_deployment_tags():
         assert mock_sign.call_args.kwargs["data"]["tags"] == request_tags
 
 
+@pytest.mark.asyncio
+async def test_avector_store_search_injects_router():
+    """
+    Regression: router.avector_store_search must pass the router down to the
+    SDK search call so provider transforms can resolve router-managed
+    embedding models (e.g. S3 Vectors query embeddings).
+    """
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    expected_response = VectorStoreSearchResponse(
+        object="vector_store.search_results.page", search_query="q", data=[]
+    )
+    mock_asearch = AsyncMock(return_value=expected_response)
+    # Router.__init__ binds asearch via a local import, so patch the module
+    # attribute before constructing the Router.
+    with patch("litellm.vector_stores.main.asearch", new=mock_asearch):  # test-quality-ok: the SDK call is the only place the injected router kwarg is observable
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-3.5-turbo",
+                    "litellm_params": {"model": "openai/gpt-3.5-turbo", "api_key": "test-key"},
+                }
+            ]
+        )
+        search_response = await router.avector_store_search(
+            vector_store_id="v", query="q", custom_llm_provider="s3_vectors"
+        )
+
+    assert search_response is expected_response
+    mock_asearch.assert_awaited_once()
+    assert mock_asearch.await_args.kwargs["router"] is router
+
+
+@pytest.mark.asyncio
+async def test_avector_store_create_does_not_inject_router():
+    """The router injection is gated on the search call type: the create path
+    must keep calling the SDK without a router kwarg."""
+    expected_response = {"id": "vs_1", "object": "vector_store"}
+    mock_acreate = AsyncMock(return_value=expected_response)
+    # avector_store_create(model=None) resolves acreate via a local import at
+    # call time, so patching after Router construction works here.
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "gpt-3.5-turbo",
+                "litellm_params": {"model": "openai/gpt-3.5-turbo", "api_key": "test-key"},
+            }
+        ]
+    )
+    with patch("litellm.vector_stores.main.acreate", new=mock_acreate):  # test-quality-ok: the SDK call is the only place a leaked router kwarg would surface
+        create_response = await router.avector_store_create(model=None, custom_llm_provider="openai")
+
+    assert create_response is expected_response
+    mock_acreate.assert_awaited_once()
+    assert "router" not in mock_acreate.await_args.kwargs
+
+
+def test_vector_store_search_injects_router():
+    """
+    Sync parity for the router injection: router.vector_store_search must pass
+    the router down to the SDK search call so provider transforms can resolve
+    router-managed embedding models, same as avector_store_search.
+    """
+    from litellm.types.vector_stores import VectorStoreSearchResponse
+
+    expected_response = VectorStoreSearchResponse(
+        object="vector_store.search_results.page", search_query="q", data=[]
+    )
+    mock_search = MagicMock(return_value=expected_response)
+    # Router.__init__ binds search via a local import, so patch the module
+    # attribute before constructing the Router.
+    with patch("litellm.vector_stores.main.search", new=mock_search):  # test-quality-ok: the SDK call is the only place the injected router kwarg is observable
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-3.5-turbo",
+                    "litellm_params": {"model": "openai/gpt-3.5-turbo", "api_key": "test-key"},
+                }
+            ]
+        )
+        search_response = router.vector_store_search(
+            vector_store_id="v", query="q", custom_llm_provider="s3_vectors"
+        )
+
+    assert search_response is expected_response
+    mock_search.assert_called_once()
+    assert mock_search.call_args.kwargs["router"] is router
+    assert mock_search.call_args.kwargs["custom_llm_provider"] == "s3_vectors"
+
+
+def test_vector_store_create_does_not_inject_router():
+    """The sync create path must keep calling the SDK without a router kwarg."""
+    expected_response = {"id": "vs_1", "object": "vector_store"}
+    mock_create = MagicMock(return_value=expected_response)
+    # Router.__init__ binds create via a local import, so patch the module
+    # attribute before constructing the Router.
+    with patch("litellm.vector_stores.main.create", new=mock_create):  # test-quality-ok: the SDK call is the only place a leaked router kwarg would surface
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "gpt-3.5-turbo",
+                    "litellm_params": {"model": "openai/gpt-3.5-turbo", "api_key": "test-key"},
+                }
+            ]
+        )
+        create_response = router.vector_store_create(custom_llm_provider="openai")
+
+    assert create_response is expected_response
+    mock_create.assert_called_once()
+    assert "router" not in mock_create.call_args.kwargs
+
+
 class TestPreRoutingStrategyRegistryLifecycle:
     """
     Regression tests: a deployment leaving the model_list must release the
@@ -8316,6 +8837,398 @@ class TestConsumedRequestTagsStamp:
         assert CONSUMED_REQUEST_TAGS_METADATA_KEY not in request_kwargs["metadata"]
 
 
+class TestClaudeCodeSubagentSessionRouterBinding:
+    class _RewriteStrategy:
+        def __init__(self, routed_model: str = "cheap-model") -> None:
+            self.routed_model = routed_model
+
+        async def async_pre_routing_hook(
+            self, model, request_kwargs, messages=None, input=None, specific_deployment=False
+        ):
+            from litellm.types.router import PreRoutingHookResponse
+
+            return PreRoutingHookResponse(
+                model=self.routed_model,
+                messages=messages,
+                routing_decision={
+                    "router_model_name": "smart-router",
+                    "router_type": "complexity",
+                    "routed_model": self.routed_model,
+                    "cause": "heuristic_scorer",
+                },
+            )
+
+    @classmethod
+    def _router(
+        cls,
+        cheap_response: str = "cheap response",
+        fallbacks: list[dict[str, list[str]]] | None = None,
+    ) -> "litellm.Router":
+        from litellm.types.router import TaggedPreRoutingStrategy
+
+        router = litellm.Router(
+            model_list=[
+                {
+                    "model_name": "cheap-model",
+                    "litellm_params": {"model": "openai/gpt-4o-mini", "mock_response": cheap_response},
+                },
+                {
+                    "model_name": "expensive-model",
+                    "litellm_params": {"model": "openai/gpt-4o", "mock_response": "expensive response"},
+                },
+            ],
+            fallbacks=fallbacks,
+            num_retries=0,
+        )
+        router.complexity_routers = {
+            "smart-router": (TaggedPreRoutingStrategy(tags=(), strategy=cls._RewriteStrategy()),),
+            "premium-router": (TaggedPreRoutingStrategy(tags=(), strategy=cls._RewriteStrategy("expensive-model")),),
+        }
+        return router
+
+    @staticmethod
+    def _request_kwargs(
+        *,
+        key_hash: str = "key-hash-a",
+        app: str = "cli",
+        agent_id: str | None = None,
+        fallback_depth: int | None = None,
+    ) -> dict:
+        headers = {
+            "X-Claude-Code-Session-Id": "session-1234",
+            "x-app": app,
+            **({"x-claude-code-agent-id": agent_id} if agent_id is not None else {}),
+        }
+        return {
+            "metadata": {"user_api_key_hash": key_hash},
+            "proxy_server_request": {"headers": headers},
+            **({"fallback_depth": fallback_depth} if fallback_depth is not None else {}),
+        }
+
+    @pytest.mark.asyncio
+    async def test_subagent_concrete_model_uses_the_main_sessions_router(self):
+        router = self._router()
+
+        await router.acompletion(
+            model="smart-router",
+            messages=[{"role": "user", "content": "main turn"}],
+            **self._request_kwargs(),
+        )
+        subagent_kwargs = self._request_kwargs(agent_id="agent-1234")
+
+        response = await router.acompletion(
+            model="expensive-model",
+            messages=[{"role": "user", "content": "subagent turn"}],
+            **subagent_kwargs,
+        )
+
+        assert response.choices[0].message.content == "cheap response"
+        assert subagent_kwargs["metadata"]["model_group"] == "smart-router"
+        assert subagent_kwargs["metadata"]["routing_decision"]["router_model_name"] == "smart-router"
+
+    @pytest.mark.asyncio
+    async def test_main_thread_side_calls_to_a_plain_model_keep_the_session_router(self):
+        router = self._router()
+
+        await router.async_pre_routing_hook(model="smart-router", request_kwargs=self._request_kwargs())
+        await router.async_pre_routing_hook(model="expensive-model", request_kwargs=self._request_kwargs())
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert response is not None
+        assert response.model == "cheap-model"
+
+    @pytest.mark.asyncio
+    async def test_redis_cleanup_failure_does_not_reject_a_subagent_request(self):
+        from litellm.caching.caching import RedisCache
+
+        router = self._router()
+        del router.complexity_routers["smart-router"]
+        redis_cache = MagicMock(spec=RedisCache)
+        redis_cache.async_get_cache = AsyncMock(return_value="smart-router")
+        redis_cache.async_delete_cache = AsyncMock(side_effect=ConnectionError("redis unavailable"))
+        router._update_redis_cache(cache=redis_cache)
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert response is None
+        redis_cache.async_delete_cache.assert_awaited_once()
+
+    @pytest.mark.asyncio
+    async def test_redis_read_failure_does_not_reject_a_subagent_request(self):
+        from litellm.caching.caching import RedisCache
+
+        router = self._router()
+        request_kwargs = self._request_kwargs(agent_id="agent-1234")
+        cache_key = router._claude_code_session_router_cache_key(request_kwargs)
+        assert cache_key is not None
+        await router._claude_code_session_router_cache.in_memory_cache.async_set_cache(
+            cache_key,
+            "smart-router",
+        )
+        redis_cache = MagicMock(spec=RedisCache)
+        redis_cache.async_get_cache = AsyncMock(side_effect=Exception("Redis circuit breaker is open"))
+        router._update_redis_cache(cache=redis_cache)
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=request_kwargs,
+        )
+
+        assert response is None
+        assert "model_group" not in request_kwargs["metadata"]
+        redis_cache.async_get_cache.assert_awaited_once()
+
+    @pytest.mark.asyncio
+    async def test_redis_write_failures_do_not_reject_main_or_subagent_requests(self):
+        from litellm.caching.caching import RedisCache
+
+        router = self._router()
+        redis_cache = MagicMock(spec=RedisCache)
+        redis_cache.async_get_cache = AsyncMock(return_value="smart-router")
+        redis_cache.async_set_cache = AsyncMock(side_effect=Exception("redis unavailable"))
+        router._update_redis_cache(cache=redis_cache)
+
+        main_response = await router.async_pre_routing_hook(
+            model="smart-router",
+            request_kwargs=self._request_kwargs(),
+        )
+        subagent_response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert main_response is not None
+        assert main_response.model == "cheap-model"
+        assert subagent_response is not None
+        assert subagent_response.model == "cheap-model"
+        assert redis_cache.async_set_cache.await_count == 2
+
+    @pytest.mark.asyncio
+    async def test_subagents_follow_the_main_threads_latest_router_across_workers(self):
+        from types import SimpleNamespace
+
+        from litellm.caching.caching import RedisCache
+
+        shared_binding = SimpleNamespace(value=None)
+        shared_redis = MagicMock(spec=RedisCache)
+        shared_redis.async_get_cache = AsyncMock(side_effect=lambda key, **_: shared_binding.value)
+        shared_redis.async_set_cache = AsyncMock(
+            side_effect=lambda key, value, **_: setattr(shared_binding, "value", value)
+        )
+        main_worker, subagent_worker = self._router(), self._router()
+        main_worker._update_redis_cache(cache=shared_redis)
+        subagent_worker._update_redis_cache(cache=shared_redis)
+
+        await main_worker.async_pre_routing_hook(model="smart-router", request_kwargs=self._request_kwargs())
+        first = await subagent_worker.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+        await main_worker.async_pre_routing_hook(model="premium-router", request_kwargs=self._request_kwargs())
+        second = await subagent_worker.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert first is not None
+        assert first.model == "cheap-model"
+        assert second is not None
+        assert second.model == "expensive-model"
+        assert shared_binding.value == "premium-router"
+
+    @pytest.mark.asyncio
+    async def test_no_pre_routing_strategies_means_no_session_cache_traffic(self):
+        from litellm.caching.caching import RedisCache
+
+        router = self._router()
+        router.complexity_routers.clear()
+        redis_cache = MagicMock(spec=RedisCache)
+        redis_cache.async_get_cache = AsyncMock(return_value=None)
+        redis_cache.async_set_cache = AsyncMock()
+        redis_cache.async_delete_cache = AsyncMock()
+        router._update_redis_cache(cache=redis_cache)
+
+        for request_kwargs in (self._request_kwargs(), self._request_kwargs(agent_id="agent-1234")):
+            response = await router.async_pre_routing_hook(model="expensive-model", request_kwargs=request_kwargs)
+            assert response is None
+
+        redis_cache.async_get_cache.assert_not_awaited()
+        redis_cache.async_set_cache.assert_not_awaited()
+        redis_cache.async_delete_cache.assert_not_awaited()
+
+    @pytest.mark.asyncio
+    async def test_session_bindings_do_not_evict_router_rate_limit_state(self):
+        router = self._router()
+        assert router._update_usage(deployment_id="deployment-id", parent_otel_span=None) == 1
+
+        for session_index in range(201):
+            request_kwargs = self._request_kwargs()
+            request_kwargs["proxy_server_request"]["headers"]["X-Claude-Code-Session-Id"] = (
+                f"session-{session_index:04d}"
+            )
+            await router.async_pre_routing_hook(model="smart-router", request_kwargs=request_kwargs)
+
+        assert router._update_usage(deployment_id="deployment-id", parent_otel_span=None) == 2
+
+    @pytest.mark.asyncio
+    async def test_background_and_fallback_requests_do_not_clear_the_session_router(self):
+        router = self._router()
+
+        await router.async_pre_routing_hook(model="smart-router", request_kwargs=self._request_kwargs())
+        await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(app="cli-bg"),
+        )
+        await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(fallback_depth=1),
+        )
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert response is not None
+        assert response.model == "cheap-model"
+
+    @pytest.mark.asyncio
+    async def test_subagent_fallback_does_not_reapply_the_session_router(self):
+        router = self._router()
+
+        await router.async_pre_routing_hook(model="smart-router", request_kwargs=self._request_kwargs())
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(agent_id="agent-1234", fallback_depth=1),
+        )
+
+        assert response is None
+
+    @pytest.mark.asyncio
+    async def test_subagent_can_fallback_to_its_original_requested_model(self):
+        router = self._router(
+            cheap_response="litellm.RateLimitError",
+            fallbacks=[{"cheap-model": ["expensive-model"]}],
+        )
+
+        await router.acompletion(
+            model="smart-router",
+            messages=[{"role": "user", "content": "main turn"}],
+            **self._request_kwargs(),
+        )
+        subagent_kwargs = self._request_kwargs(agent_id="agent-1234")
+
+        response = await router.acompletion(
+            model="expensive-model",
+            messages=[{"role": "user", "content": "subagent turn"}],
+            **subagent_kwargs,
+        )
+
+        assert response.choices[0].message.content == "expensive response"
+        assert subagent_kwargs["metadata"]["routing_decision"]["routed_model"] == "cheap-model"
+
+    @pytest.mark.asyncio
+    async def test_subagent_can_use_the_bound_router_name_fallback(self):
+        router = self._router(
+            cheap_response="litellm.RateLimitError",
+            fallbacks=[{"smart-router": ["expensive-model"]}],
+        )
+
+        await router.acompletion(
+            model="smart-router",
+            messages=[{"role": "user", "content": "main turn"}],
+            **self._request_kwargs(),
+        )
+
+        response = await router.acompletion(
+            model="expensive-model",
+            messages=[{"role": "user", "content": "subagent turn"}],
+            **self._request_kwargs(agent_id="agent-1234"),
+        )
+
+        assert response.choices[0].message.content == "expensive response"
+
+    @pytest.mark.asyncio
+    async def test_anthropic_subagent_four_fallback_hops_use_each_current_model_chain(self):
+        from litellm.types.router import TaggedPreRoutingStrategy
+
+        failing_groups = ("cheap-model", "fallback-1", "fallback-2", "fallback-3")
+        router = litellm.Router(
+            model_list=[
+                *(
+                    {
+                        "model_name": group,
+                        "litellm_params": {
+                            "model": "anthropic/claude-3-haiku-20240307",
+                            "mock_response": "litellm.RateLimitError",
+                        },
+                    }
+                    for group in failing_groups
+                ),
+                {
+                    "model_name": "requested-model",
+                    "litellm_params": {
+                        "model": "anthropic/claude-3-haiku-20240307",
+                        "mock_response": "requested response",
+                    },
+                },
+                {
+                    "model_name": "fallback-4",
+                    "litellm_params": {
+                        "model": "anthropic/claude-3-haiku-20240307",
+                        "mock_response": "fourth fallback response",
+                    },
+                },
+            ],
+            fallbacks=[
+                {"smart-router": ["fallback-1"]},
+                {"fallback-1": ["fallback-2"]},
+                {"fallback-2": ["fallback-3"]},
+                {"fallback-3": ["fallback-4"]},
+            ],
+            num_retries=0,
+            max_fallbacks=4,
+        )
+        router.complexity_routers = {
+            "smart-router": (TaggedPreRoutingStrategy(tags=(), strategy=self._RewriteStrategy()),)
+        }
+        main_kwargs = self._request_kwargs()
+        main_kwargs["litellm_metadata"] = main_kwargs.pop("metadata")
+        await router.async_pre_routing_hook(model="smart-router", request_kwargs=main_kwargs)
+        subagent_kwargs = self._request_kwargs(agent_id="agent-1234")
+        subagent_kwargs["litellm_metadata"] = subagent_kwargs.pop("metadata")
+
+        response = await router.aanthropic_messages(
+            model="requested-model",
+            messages=[{"role": "user", "content": "subagent turn"}],
+            max_tokens=64,
+            **subagent_kwargs,
+        )
+
+        assert response["content"][0]["text"] == "fourth fallback response"
+
+    @pytest.mark.asyncio
+    async def test_session_router_binding_is_scoped_to_the_authenticated_key(self):
+        router = self._router()
+
+        await router.async_pre_routing_hook(model="smart-router", request_kwargs=self._request_kwargs())
+
+        response = await router.async_pre_routing_hook(
+            model="expensive-model",
+            request_kwargs=self._request_kwargs(key_hash="key-hash-b", agent_id="agent-1234"),
+        )
+
+        assert response is None
+
+
 class TestAutoRouterMaxInputCharsWiring:
     """`auto_router_max_input_chars` on the deployment has to reach the AutoRouter that embeds prompts.
 
@@ -8619,9 +9532,11 @@ class _FallbackAttemptRecorder(CustomLogger):
     def __init__(self):
         super().__init__()
         self.failed_targets = []
+        self.breadcrumbs_per_target = []
 
     async def log_failure_fallback_event(self, original_model_group, kwargs, original_exception):
         self.failed_targets.append(kwargs.get("model"))
+        self.breadcrumbs_per_target.append(kwargs.get("metadata", {}).get("previous_models", ()))
 
 
 def _cyclic_fallback_router(num_retries=0):
@@ -8692,14 +9607,16 @@ async def test_retry_breadcrumbs_do_not_carry_the_walk_state():
     A retry has to be configured for the walk state to reach log_retry at all."""
     router = _cyclic_fallback_router(num_retries=1)
     capture = _LogCapture(logging.ERROR)
+    recorder = _FallbackAttemptRecorder()
 
-    await _drive_cyclic_fallback(router, capture)
+    await _drive_cyclic_fallback(router, capture, recorder)
 
-    assert router.previous_models, "no retry breadcrumbs were recorded"
+    breadcrumbs = [breadcrumb for hop in recorder.breadcrumbs_per_target for breadcrumb in hop]
+    assert breadcrumbs, "no retry breadcrumbs were recorded"
     assert any(
-        "fallback_depth" in breadcrumb for breadcrumb in router.previous_models
+        "fallback_depth" in breadcrumb for breadcrumb in breadcrumbs
     ), "no breadcrumb carried router walk state, so this test cannot see the leak"
-    for breadcrumb in router.previous_models:
+    for breadcrumb in breadcrumbs:
         assert "attempted_targets" not in breadcrumb
 
 
@@ -8737,15 +9654,94 @@ async def test_retry_breadcrumbs_never_carry_a_forwarded_credential(container_ke
     container still reaches the breadcrumb, but the raw secret never does, whatever key holds it."""
     router = _cyclic_fallback_router(num_retries=1)
     capture = _LogCapture(logging.ERROR)
+    metadata = {}
 
-    await _drive_cyclic_fallback(router, capture, **request_kwargs)
+    await _drive_cyclic_fallback(router, capture, metadata=metadata, **request_kwargs)
 
-    assert router.previous_models, "no retry breadcrumbs were recorded"
-    dumped = json.dumps(router.previous_models, default=str)
+    breadcrumbs = metadata["previous_models"]
+    assert breadcrumbs, "no retry breadcrumbs were recorded"
+    dumped = json.dumps(breadcrumbs, default=str)
     assert container_key in dumped, "the credential-bearing kwarg never reached the breadcrumb, so this test cannot see the leak"
     assert _BREADCRUMB_CREDENTIAL_CANARY not in dumped
 
 
+def _always_failing_router(num_retries):
+    return litellm.Router(
+        model_list=[
+            {
+                "model_name": "broken-group",
+                "litellm_params": {
+                    "model": "openai/gpt-4o-mini",
+                    "api_key": "sk-fake",
+                    "mock_response": "litellm.InternalServerError",
+                },
+            }
+        ],
+        num_retries=num_retries,
+    )
+
+
+async def _fail_one_proxy_shaped_request(router, request_marker):
+    """The proxy hands the router a metadata dict and a proxy_server_request whose body is a
+    shallow copy of the request, so body["metadata"] is the very same dict the router later
+    stamps previous_models onto."""
+    metadata = {"request_marker": request_marker}
+    with pytest.raises(litellm.InternalServerError):
+        await router.acompletion(
+            model="broken-group",
+            messages=[{"role": "user", "content": "hi"}],
+            metadata=metadata,
+            proxy_server_request={
+                "url": "http://localhost:4000/v1/chat/completions",
+                "method": "POST",
+                "headers": {},
+                "body": {"model": "broken-group", "metadata": metadata},
+            },
+        )
+    return metadata["previous_models"]
+
+
+def _nested_breadcrumb_lists(node):
+    if isinstance(node, dict):
+        return [v for k, v in node.items() if k == "previous_models"] + [
+            found for v in node.values() for found in _nested_breadcrumb_lists(v)
+        ]
+    if isinstance(node, (list, tuple)):
+        return [found for item in node for found in _nested_breadcrumb_lists(item)]
+    return []
+
+
+@pytest.mark.asyncio
+async def test_retry_breadcrumbs_stay_per_request_and_flat_across_failing_requests():
+    """Every failed attempt appends a breadcrumb to metadata["previous_models"], and the proxy's
+    request snapshot aliases that same metadata dict. Kept on the Router and copied wholesale,
+    each breadcrumb embedded every earlier one from every earlier request, so the breadcrumb
+    tree, and with it the debug repr of the kwargs, roughly doubled on each failed attempt until
+    a single-worker proxy spent minutes in the redaction regex and stopped answering."""
+    router = _always_failing_router(num_retries=2)
+
+    breadcrumbs_per_request = [
+        await _fail_one_proxy_shaped_request(router, f"request-{request_number}") for request_number in range(1, 7)
+    ]
+
+    for request_number, breadcrumbs in enumerate(breadcrumbs_per_request, start=1):
+        assert len(breadcrumbs) == 3, "one initial attempt plus two retries failed, each leaving one breadcrumb"
+        assert {breadcrumb["metadata"]["request_marker"] for breadcrumb in breadcrumbs} == {f"request-{request_number}"}
+        for breadcrumb in breadcrumbs:
+            assert _nested_breadcrumb_lists(breadcrumb) == []
+    assert len({len(repr(breadcrumbs)) for breadcrumbs in breadcrumbs_per_request}) == 1
+
+
+@pytest.mark.asyncio
+async def test_retry_breadcrumbs_keep_only_the_last_four_attempts():
+    router = _always_failing_router(num_retries=6)
+
+    breadcrumbs = await _fail_one_proxy_shaped_request(router, "request-1")
+
+    assert len(breadcrumbs) == 4
+    assert [breadcrumb["metadata"]["attempted_retries"] for breadcrumb in breadcrumbs] == [3, 4, 5, 6]
+
+
 @pytest.mark.asyncio
 async def test_fallback_traceback_stays_available_at_debug_level():
     """Dropping the stack from the ERROR line is only safe because the fallback path still
@@ -9128,11 +10124,12 @@ def test_model_group_info_intersects_supported_reasoning_efforts():
     assert result.supported_reasoning_efforts == ("minimal", "low", "medium", "high")
 
 
-def test_model_group_info_reasoning_efforts_ignore_a_deployment_off_the_map():
+def test_model_group_info_reasoning_efforts_are_unknown_when_any_deployment_is_off_the_map():
     """The router fills every ModelInfo key, so a deployment absent from the model map arrives with
     supports_reasoning None rather than with the key missing. Its synthesized entry carries no mode,
     which is what separates it from a mapped non-reasoning model, and nothing being known about it is
-    no reason to drop the levels the rest of the group agrees on."""
+    no evidence that the unknown deployment accepts levels its mapped sibling supports. The group
+    therefore reports unknown instead of advertising a value routing might send to either one."""
     router = litellm.Router(
         model_list=[
             {
@@ -9166,7 +10163,7 @@ def test_model_group_info_reasoning_efforts_ignore_a_deployment_off_the_map():
         )
 
     assert result is not None
-    assert result.supported_reasoning_efforts == ("none", "minimal", "low", "medium", "high", "max")
+    assert result.supported_reasoning_efforts is None
 
 
 
@@ -9303,11 +10300,11 @@ def test_model_group_info_survives_a_junk_typed_operator_effort_value():
     assert result.supported_reasoning_efforts == ("none", "minimal", "low", "medium", "high")
 
 
-def test_model_group_info_reasoning_efforts_ignore_a_mode_the_operator_declared():
+def test_model_group_info_reasoning_efforts_are_unknown_for_an_operator_declared_mode():
     """A deployment is registered in the cost map under its own id with whatever model_info the
     operator wrote, so a mode they set themselves reads back exactly like one the map supplied. Only
-    a mode the map supplied marks the deployment as known, or an off-map deployment carrying any
-    mode empties the group it sits in."""
+    a mode the map supplied marks the deployment as known. An off-map deployment carrying an
+    operator mode remains unknown and must keep the whole group's level support unknown."""
     from litellm.router_utils.reasoning_effort_capability import resolve_supported_reasoning_efforts
 
     mapped_model = "openai/gpt-5.6-sol"
@@ -9338,7 +10335,7 @@ def test_model_group_info_reasoning_efforts_ignore_a_mode_the_operator_declared(
     )
 
     assert result is not None
-    assert result.supported_reasoning_efforts == expected
+    assert result.supported_reasoning_efforts is None
 
 
 class TestAddDeploymentApiBaseProviderResolution:
@@ -11595,3 +12592,304 @@ class TestTierParamsTheTargetAccepts:
         accepted = router._tier_params_the_target_accepts("no-such-group", {"reasoning_effort": "max"}, {})
 
         assert accepted == {"reasoning_effort": "max"}
+
+
+class TestRequestReasoningEffortOverride:
+    def test_drop_effort_from_nested_carrier_preserves_other_nested_values(self):
+        params: dict[str, object] = {"output_config": {"effort": "high", "format": "json"}}
+
+        litellm.Router._pop_effort_from_nested_carrier(params, "output_config")
+
+        assert params == {"output_config": {"format": "json"}}
+
+    @pytest.mark.parametrize("metadata_key", ["metadata", "litellm_metadata"])
+    def test_is_classifier_internal_call_recognizes_both_metadata_carriers(self, metadata_key):
+        kwargs = {metadata_key: {"internal_call_origin": "autorouter_classifier"}}
+
+        assert litellm.Router._is_classifier_internal_call(kwargs) is True
+        assert litellm.Router._is_classifier_internal_call({metadata_key: {}}) is False
+
+    def test_removes_every_deployment_native_effort_carrier_without_mutating_shared_config(self):
+        extra_body: dict[str, object] = {
+            "reasoning_effort": "high",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high", "format": "json"},
+            "reasoning": {"effort": "high", "summary": "detailed"},
+            "provider_option": True,
+        }
+        deployment_params: dict[str, object] = {
+            "model": "bedrock/converse/anthropic.claude-3-7-sonnet",
+            "thinking": {"type": "enabled", "budget_tokens": 2048},
+            "output_config": {"effort": "high", "format": {"type": "json_schema"}},
+            "reasoning": {"effort": "high", "summary": "auto"},
+            "extra_body": extra_body,
+        }
+
+        sanitized = litellm.Router._deployment_params_with_request_reasoning_override(
+            deployment_params, {"reasoning_effort": "low"}
+        )
+
+        assert sanitized == {
+            "model": "bedrock/converse/anthropic.claude-3-7-sonnet",
+            "output_config": {"format": {"type": "json_schema"}},
+            "reasoning": {"summary": "auto"},
+            "extra_body": {
+                "output_config": {"format": "json"},
+                "reasoning": {"summary": "detailed"},
+                "provider_option": True,
+            },
+        }
+        assert deployment_params["thinking"] == {"type": "enabled", "budget_tokens": 2048}
+        assert deployment_params["output_config"] == {"effort": "high", "format": {"type": "json_schema"}}
+        assert extra_body["reasoning_effort"] == "high"
+
+    @pytest.mark.parametrize("request_kwargs", [{}, {"reasoning_effort": None}])
+    def test_omitted_override_preserves_deployment_defaults(self, request_kwargs):
+        deployment_params = {
+            "model": "deepseek/deepseek-reasoner",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high"},
+        }
+
+        assert (
+            litellm.Router._deployment_params_with_request_reasoning_override(deployment_params, request_kwargs)
+            == deployment_params
+        )
+
+    @pytest.mark.asyncio
+    async def test_280_concurrent_overrides_never_mutate_or_leak_through_shared_deployment_params(self):
+        deployment_params = {
+            "model": "fireworks_ai/accounts/fireworks/models/kimi-k2-thinking",
+            "thinking": {"type": "enabled"},
+            "output_config": {"effort": "high", "format": "json"},
+            "extra_body": {"reasoning_effort": "high", "tenant": "shared"},
+        }
+        efforts = ("none", "minimal", "low", "medium", "high", "xhigh", "max")
+
+        results = await asyncio.gather(
+            *(
+                asyncio.to_thread(
+                    litellm.Router._deployment_params_with_request_reasoning_override,
+                    deployment_params,
+                    {"reasoning_effort": efforts[index % len(efforts)]},
+                )
+                for index in range(280)
+            )
+        )
+
+        assert all("thinking" not in result for result in results)
+        assert all(result["output_config"] == {"format": "json"} for result in results)
+        assert all(result["extra_body"] == {"tenant": "shared"} for result in results)
+        assert deployment_params["thinking"] == {"type": "enabled"}
+        assert deployment_params["output_config"] == {"effort": "high", "format": "json"}
+        assert deployment_params["extra_body"] == {"reasoning_effort": "high", "tenant": "shared"}
+
+    @pytest.mark.parametrize(
+        ("metadata", "should_drop"),
+        [({"internal_call_origin": "autorouter_classifier"}, True), ({}, False)],
+        ids=["classifier", "ordinary-request"],
+    )
+    def test_only_classifier_calls_drop_effort_for_an_unsupported_fallback(self, metadata, should_drop):
+        router = litellm.Router(model_list=[])
+        body: dict[str, object] = {"model": "classifier", "reasoning_effort": "low"}
+        kwargs: dict[str, object] = {
+            "reasoning_effort": "low",
+            "metadata": metadata,
+            "proxy_server_request": {"body": body},
+        }
+        deployment: DeploymentTypedDict = {
+            "model_name": "fallback",
+            "litellm_params": {"model": "openai/gpt-4o-mini"},
+        }
+
+        router._drop_unsupported_classifier_reasoning_effort(deployment, "fallback", kwargs)
+
+        assert ("reasoning_effort" not in kwargs) is should_drop
+        assert ("reasoning_effort" not in body) is should_drop
+
+
+class TestPreRoutingTierDrivesFallbacks:
+    """#38832: a complexity/auto router picks a tier behind the router name, but fallback
+    lookup stayed on the router name, so the tier's configured chain never ran and a
+    provider failure on the tier's first hop was returned to the client."""
+
+    class _TierRouter(litellm.Router):
+        async def async_pre_routing_hook(
+            self, model, request_kwargs, messages=None, input=None, specific_deployment=False
+        ):
+            from litellm.types.router import PreRoutingHookResponse
+
+            if model == "smart-router":
+                return PreRoutingHookResponse(model="tier1", messages=messages)
+            return None
+
+    @classmethod
+    def _router(cls, fallbacks) -> "litellm.Router":
+        return cls._TierRouter(
+            model_list=[
+                {
+                    "model_name": "smart-router",
+                    "litellm_params": {"model": "openai/gpt-4o-mini", "api_key": "sk-x"},
+                },
+                {
+                    "model_name": "tier1",
+                    "litellm_params": {
+                        "model": "openai/gpt-4o-mini",
+                        "api_key": "sk-x",
+                        "mock_response": "litellm.RateLimitError",
+                    },
+                },
+                {
+                    "model_name": "backup-a",
+                    "litellm_params": {
+                        "model": "openai/gpt-4o-mini",
+                        "api_key": "sk-x",
+                        "mock_response": "from backup-a",
+                    },
+                },
+                {
+                    "model_name": "backup-b",
+                    "litellm_params": {
+                        "model": "openai/gpt-4o-mini",
+                        "api_key": "sk-x",
+                        "mock_response": "from backup-b",
+                    },
+                },
+                {
+                    "model_name": "failing-backup",
+                    "litellm_params": {
+                        "model": "openai/gpt-4o-mini",
+                        "api_key": "sk-x",
+                        "mock_response": "litellm.RateLimitError",
+                    },
+                },
+                {
+                    "model_name": "plain",
+                    "litellm_params": {
+                        "model": "openai/gpt-4o-mini",
+                        "api_key": "sk-x",
+                        "mock_response": "litellm.RateLimitError",
+                    },
+                },
+            ],
+            fallbacks=fallbacks,
+            num_retries=0,
+        )
+
+    @pytest.mark.asyncio
+    async def test_the_selected_tier_fallback_chain_runs(self):
+        router = self._router([{"tier1": ["backup-a"]}])
+
+        response = await router.acompletion(
+            model="smart-router", messages=[{"role": "user", "content": "hi"}]
+        )
+
+        assert response.choices[0].message.content == "from backup-a"
+
+    @pytest.mark.asyncio
+    async def test_a_chain_keyed_on_the_router_name_is_not_used(self):
+        """The router name has no chain of its own, so nothing should rescue this call."""
+        router = self._router([{"tier2": ["backup-a"]}])
+
+        with pytest.raises(litellm.RateLimitError):
+            await router.acompletion(model="smart-router", messages=[{"role": "user", "content": "hi"}])
+
+    @pytest.mark.asyncio
+    async def test_a_chain_keyed_on_the_router_name_rescues_when_no_tier_chain_exists(self):
+        """The documented contract: configs keyed on the requested name keep working behind auto-routers."""
+        router = self._router([{"smart-router": ["backup-a"]}])
+
+        response = await router.acompletion(model="smart-router", messages=[{"role": "user", "content": "hi"}])
+
+        assert response.choices[0].message.content == "from backup-a"
+
+    @pytest.mark.asyncio
+    async def test_the_tier_chain_wins_over_the_router_name_chain(self):
+        router = self._router([{"tier1": ["backup-a"]}, {"smart-router": ["backup-b"]}])
+
+        response = await router.acompletion(model="smart-router", messages=[{"role": "user", "content": "hi"}])
+
+        assert response.choices[0].message.content == "from backup-a"
+
+    @pytest.mark.asyncio
+    async def test_a_request_without_a_pre_routing_hook_still_uses_its_own_group(self):
+        router = self._router([{"tier1": ["backup-a"]}])
+
+        response = await router.acompletion(
+            model="tier1", messages=[{"role": "user", "content": "hi"}]
+        )
+
+        assert response.choices[0].message.content == "from backup-a"
+
+    @pytest.mark.asyncio
+    async def test_a_caller_cannot_pick_the_chain_by_sending_the_selection(self):
+        """The metadata bucket carries caller-supplied keys, so only the hook may set the tier."""
+        router = self._router([{"tier1": ["backup-a"]}])
+
+        with pytest.raises(litellm.RateLimitError):
+            await router.acompletion(
+                model="plain",
+                messages=[{"role": "user", "content": "hi"}],
+                metadata={"pre_routing_selected_model": "tier1"},
+            )
+
+    @pytest.mark.asyncio
+    async def test_each_fallback_hop_resolves_its_own_chain(self):
+        """The second hop must key off the group it is running, not the tier that failed."""
+        router = self._router([{"tier1": ["failing-backup"]}, {"failing-backup": ["backup-b"]}])
+
+        response = await router.acompletion(model="smart-router", messages=[{"role": "user", "content": "hi"}])
+
+        assert response.choices[0].message.content == "from backup-b"
+
+
+@pytest.mark.asyncio
+async def test_prompt_management_factory_marks_injection_for_every_deployment(monkeypatch):
+    """The factory stamps a provisional deployment's model_info into kwargs before the
+    prompt pass runs, then routes on the returned model, so any deployment can end up
+    billed. An injection recorded there must carry the every-deployment sentinel, never
+    the provisional deployment's id, or a differently-billed deployment loses the credit."""
+    import time
+
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLogging
+
+    router = litellm.Router(
+        model_list=[
+            {
+                "model_name": "cached-claude",
+                "litellm_params": {
+                    "model": "anthropic_cache_control_hook/claude-sonnet-5",
+                    "prompt_id": "cache-points",
+                },
+                "model_info": {"id": "provisional-dep"},
+            }
+        ]
+    )
+    captured: dict = {}
+
+    async def _capture_acompletion(**kwargs):
+        captured.update(kwargs)
+        return litellm.ModelResponse()
+
+    monkeypatch.setattr(litellm, "acompletion", _capture_acompletion)
+    logging_obj = LiteLLMLogging(
+        model="cached-claude",
+        messages=[{"role": "user", "content": "hi"}],
+        stream=False,
+        call_type="acompletion",
+        start_time=time.time(),
+        litellm_call_id="lit-6445",
+        function_id="f",
+    )
+    await router.acompletion(
+        model="cached-claude",
+        messages=[
+            {"role": "system", "content": "a static system prompt"},
+            {"role": "user", "content": "hi"},
+        ],
+        cache_control_injection_points=[{"location": "message", "role": "system"}],
+        litellm_logging_obj=logging_obj,
+    )
+    bucket = captured.get("litellm_metadata") or captured["metadata"]
+    assert captured["model_info"]["id"] == "provisional-dep"
+    assert bucket["litellm_gateway_injected_cache"] == ""
diff --git a/tests/test_litellm/test_router_model_cost_isolation.py b/tests/test_litellm/test_router_model_cost_isolation.py
index 7b7a962bf00..30b265905f3 100644
--- a/tests/test_litellm/test_router_model_cost_isolation.py
+++ b/tests/test_litellm/test_router_model_cost_isolation.py
@@ -2281,3 +2281,83 @@ def test_every_declaring_deployment_is_named(caplog):
     assert "azure-ptu-east" in warnings[0]
     assert "azure-ptu-west" in warnings[0]
     assert "plain-gpt-4o" not in warnings[0]
+
+
+def _simulate_price_data_reload_with_provider_sets(monkeypatch, fetched_catalog):
+    """Like `_simulate_price_data_reload`, plus the provider model-set refresh the proxy's
+    `_swap_in_model_cost_map` does before replaying, so bare names in the new catalog resolve."""
+    monkeypatch.setattr(litellm, "model_cost", fetched_catalog)
+    _invalidate_model_cost_lowercase_map()
+    litellm.add_known_models(model_cost_map=fetched_catalog)
+    reapply_runtime_model_cost_registrations()
+
+
+def test_a_config_deployment_dropped_by_a_stale_cost_map_comes_back_on_reload(monkeypatch):
+    """
+    Booting on the bundled backup, a bare model that only the remote catalog knows
+    cannot be provider-resolved, so the proxy router (ignore_invalid_deployments) drops
+    it. Once a reload brings in a catalog that knows the model, the deployment must be
+    served again with its access groups, and exactly once however many reloads follow.
+    """
+    backend = "lit-5766-only-in-remote-catalog"
+    try:
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "new-model",
+                    "litellm_params": {"model": backend, "api_key": "k"},
+                    "model_info": {"id": "new-id", "access_groups": ["team-models"]},
+                },
+                {
+                    "model_name": "control-model",
+                    "litellm_params": {"model": "hosted_vllm/control-backend", "api_key": "k"},
+                    "model_info": {"id": "control-id", "access_groups": ["team-models"]},
+                },
+            ],
+            ignore_invalid_deployments=True,
+        )
+        assert router.get_model_names() == ["control-model"]
+        assert router.get_model_access_groups(model_name="new-model") == {}
+
+        fresh_catalog = {**litellm.model_cost, backend: {"litellm_provider": "openai", "mode": "chat"}}
+        _simulate_price_data_reload_with_provider_sets(monkeypatch, fresh_catalog)
+        _simulate_price_data_reload_with_provider_sets(monkeypatch, fresh_catalog)
+
+        assert sorted(router.get_model_names()) == ["control-model", "new-model"]
+        assert router.get_model_access_groups(model_name="new-model") == {"team-models": ["new-model"]}
+        assert [d["model_info"]["id"] for d in router.model_list] == ["control-id", "new-id"]
+        assert "new-id" in litellm.model_cost
+    finally:
+        litellm.open_ai_chat_completion_models.discard(backend)
+        litellm.models_by_provider["openai"].discard(backend)
+
+
+def test_a_config_deployment_dropped_for_a_permanent_reason_is_not_retried_on_reload(monkeypatch):
+    """
+    Only provider-resolution drops can be healed by a fresh catalog. A deployment that
+    fails after its provider resolved (here a pass-through vertex entry with no project)
+    has already touched router state, so replaying it on every reload would leak into
+    `deployment_names` each time.
+    """
+    router = Router(
+        model_list=[
+            {
+                "model_name": "vertex-passthrough",
+                "litellm_params": {"model": "vertex_ai/gemini-2.5-flash", "use_in_pass_through": True},
+                "model_info": {"id": "vertex-id"},
+            },
+            {
+                "model_name": "control-model",
+                "litellm_params": {"model": "hosted_vllm/control-backend", "api_key": "k"},
+                "model_info": {"id": "control-id"},
+            },
+        ],
+        ignore_invalid_deployments=True,
+    )
+    assert router.get_model_names() == ["control-model"]
+    names_after_boot = list(router.deployment_names)
+
+    _simulate_price_data_reload_with_provider_sets(monkeypatch, dict(litellm.model_cost))
+
+    assert router.get_model_names() == ["control-model"]
+    assert router.deployment_names == names_after_boot
diff --git a/tests/test_litellm/test_router_order_fallback.py b/tests/test_litellm/test_router_order_fallback.py
index 7743cb005d0..fde870e5abe 100644
--- a/tests/test_litellm/test_router_order_fallback.py
+++ b/tests/test_litellm/test_router_order_fallback.py
@@ -6,12 +6,19 @@ should be tried first, and higher order deployments should be used as fallbacks
 when lower order deployments fail.
 """
 
-from typing import Optional
+import json
+from typing import Final, Optional
 
+import httpx
 import pytest
+from openai import AsyncOpenAI
 
+import litellm
 from litellm import Router
-from litellm.utils import _get_order_filtered_deployments
+from litellm.integrations.custom_logger import CustomLogger
+from litellm.router_utils.prompt_caching_cache import PromptCachingCache
+from litellm.types.router import RouterRateLimitError
+from litellm.utils import _get_deployment_order, _get_order_filtered_deployments
 
 # ---------------------------------------------------------------------------
 # Unit tests for _get_order_filtered_deployments
@@ -49,13 +56,22 @@ class TestGetOrderFilteredDeployments:
         assert len(result) == 1
         assert result[0]["model_info"]["id"] == "b"
 
-    def test_target_order_no_match_returns_all(self):
+    def test_target_order_no_match_returns_empty(self):
         deps = [
             self._make_deployment(1, "a"),
             self._make_deployment(2, "b"),
         ]
         result = _get_order_filtered_deployments(deps, target_order=99)
-        assert len(result) == 2
+        assert result == []
+
+    def test_target_order_no_match_does_not_reselect_lower_order(self):
+        deps = [
+            self._make_deployment(1, "a"),
+            self._make_deployment(2, "b"),
+        ]
+        remaining_after_pre_call = [deps[0]]
+        result = _get_order_filtered_deployments(remaining_after_pre_call, target_order=2)
+        assert result == []
 
     def test_no_order_set_returns_all(self):
         deps = [
@@ -406,35 +422,239 @@ async def test_router_order_fallback_with_hidden_model_group_alias():
     assert response._hidden_params["model_id"] == "2"
 
 
+@pytest.mark.asyncio
+async def test_router_order_fallback_does_not_reselect_order_1_when_order_2_is_filtered_out():
+    class _DropOrder2(CustomLogger):
+        async def async_filter_deployments(
+            self, model, healthy_deployments, messages, request_kwargs=None, parent_otel_span=None
+        ):
+            return [d for d in healthy_deployments if _get_deployment_order(d) != 2]
+
+    drop_order_2: Final = _DropOrder2()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "key",
+                    "mock_response": "litellm.RateLimitError",
+                    "order": 1,
+                },
+                "model_info": {"id": "1"},
+            },
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "key",
+                    "mock_response": "success from order 2",
+                    "order": 2,
+                },
+                "model_info": {"id": "2"},
+            },
+        ],
+        num_retries=0,
+    )
+    litellm.callbacks.append(drop_order_2)
+    try:
+        with pytest.raises(RouterRateLimitError, match="No deployments available") as exc_info:
+            await router.acompletion(
+                model="test-model",
+                messages=[{"role": "user", "content": "hi"}],
+            )
+        assert "success from order 2" not in str(exc_info.value)
+    finally:
+        litellm.callbacks.remove(drop_order_2)
+
+
+@pytest.mark.asyncio
+async def test_router_order_fallback_ignores_prompt_cache_pin_on_target_order():
+    messages = [{"role": "user", "content": "word " * 5000}]
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "bad",
+                    "mock_response": Exception("azure peak load"),
+                    "order": 1,
+                },
+                "model_info": {"id": "1"},
+            },
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "good",
+                    "mock_response": "success from order 2",
+                    "order": 2,
+                },
+                "model_info": {"id": "2"},
+            },
+        ],
+        num_retries=0,
+        optional_pre_call_checks=["prompt_caching"],
+    )
+    await PromptCachingCache(cache=router.cache).async_add_model_id(
+        model_id="1",
+        messages=messages,
+        tools=None,
+    )
+    response = await router.acompletion(model="test-model", messages=messages)
+    assert response._hidden_params["model_id"] == "2"
+
+
+@pytest.mark.asyncio
+async def test_router_order_fallback_retries_keep_target_order():
+    seen_target_orders: Final = []
+
+    class _RecordTargetOrder(CustomLogger):
+        async def async_filter_deployments(
+            self, model, healthy_deployments, messages, request_kwargs=None, parent_otel_span=None
+        ):
+            seen_target_orders.append((request_kwargs or {}).get("_target_order"))
+            return healthy_deployments
+
+    recorder: Final = _RecordTargetOrder()
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "bad",
+                    "mock_response": Exception("fail order 1"),
+                    "order": 1,
+                },
+                "model_info": {"id": "1"},
+            },
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "gpt-4o",
+                    "api_key": "bad",
+                    "mock_response": Exception("fail order 2"),
+                    "order": 2,
+                },
+                "model_info": {"id": "2"},
+            },
+        ],
+        num_retries=1,
+    )
+    litellm.callbacks.append(recorder)
+    try:
+        with pytest.raises(Exception, match="fail order 2"):
+            await router.acompletion(
+                model="test-model",
+                messages=[{"role": "user", "content": "hi"}],
+            )
+    finally:
+        litellm.callbacks.remove(recorder)
+    assert seen_target_orders.count(2) >= 2
+
+
+@pytest.mark.asyncio
+async def test_generic_api_call_strips_target_order_from_provider_kwargs():
+    captured: Final = {}
+
+    async def _fake_provider(**provider_kwargs):
+        captured.update(provider_kwargs)
+        return "ok"
+
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model",
+                "litellm_params": {"model": "gpt-4o", "api_key": "key", "order": 2},
+                "model_info": {"id": "2"},
+            },
+        ],
+    )
+    response = await router._ageneric_api_call_with_fallbacks_helper(
+        model="test-model",
+        original_generic_function=_fake_provider,
+        _target_order=2,
+        messages=[{"role": "user", "content": "hi"}],
+    )
+    assert response == "ok"
+    assert captured["model"] == "gpt-4o"
+    assert "_target_order" not in captured
+
+
+@pytest.mark.asyncio
+async def test_text_completion_order_fallback_hop_does_not_send_target_order_upstream():
+    upstream_bodies: Final[list[dict]] = []
+
+    def _upstream(request: httpx.Request) -> httpx.Response:
+        upstream_bodies.append(json.loads(request.content))
+        return httpx.Response(
+            200,
+            json={
+                "id": "cmpl-1",
+                "object": "text_completion",
+                "created": 0,
+                "model": "gpt-3.5-turbo-instruct",
+                "choices": [{"text": "ok from order 2", "index": 0, "logprobs": None, "finish_reason": "stop"}],
+                "usage": {"prompt_tokens": 1, "completion_tokens": 1, "total_tokens": 2},
+            },
+        )
+
+    upstream_client: Final = AsyncOpenAI(
+        api_key="key",
+        base_url="http://upstream.test",
+        http_client=httpx.AsyncClient(transport=httpx.MockTransport(_upstream)),
+    )
+    router = Router(
+        model_list=[
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "text-completion-openai/gpt-3.5-turbo-instruct",
+                    "api_key": "key",
+                    "mock_response": Exception("fail order 1"),
+                    "order": 1,
+                },
+                "model_info": {"id": "1"},
+            },
+            {
+                "model_name": "test-model",
+                "litellm_params": {
+                    "model": "text-completion-openai/gpt-3.5-turbo-instruct",
+                    "api_key": "key",
+                    "api_base": "http://upstream.test",
+                    "order": 2,
+                },
+                "model_info": {"id": "2"},
+            },
+        ],
+        num_retries=0,
+    )
+    try:
+        response = await router.atext_completion(model="test-model", prompt="hi", client=upstream_client)
+    finally:
+        await upstream_client.close()
+
+    assert response._hidden_params["model_id"] == "2"
+    assert upstream_bodies
+    assert all("_target_order" not in body for body in upstream_bodies)
+
+
 def test_check_non_standard_fallback_format():
     from litellm.router_utils.fallback_event_handlers import (
         _check_non_standard_fallback_format,
     )
 
     # Standard formats
-    assert (
-        _check_non_standard_fallback_format([{"gpt-3.5-turbo": ["claude-3-haiku"]}])
-        == False
-    )
+    assert _check_non_standard_fallback_format([{"gpt-3.5-turbo": ["claude-3-haiku"]}]) == False
     assert _check_non_standard_fallback_format([{"model": ["qwen-backup"]}]) == False
-    assert (
-        _check_non_standard_fallback_format(
-            [{"model": ["qwen-backup"], "region": ["us-east-1"]}]
-        )
-        == False
-    )
+    assert _check_non_standard_fallback_format([{"model": ["qwen-backup"], "region": ["us-east-1"]}]) == False
 
     # Non-standard formats
     assert _check_non_standard_fallback_format([{"model": "qwen-backup"}]) == True
     assert (
-        _check_non_standard_fallback_format(
-            [{"model": "qwen-backup", "messages": [{"role": "user", "content": "hi"}]}]
-        )
-        == True
-    )
-    assert (
-        _check_non_standard_fallback_format(
-            [{"model": ["qwen-backup"], "api_key": "some-key"}]
-        )
+        _check_non_standard_fallback_format([{"model": "qwen-backup", "messages": [{"role": "user", "content": "hi"}]}])
         == True
     )
+    assert _check_non_standard_fallback_format([{"model": ["qwen-backup"], "api_key": "some-key"}]) == True
diff --git a/tests/test_litellm/test_router_per_deployment_num_retries.py b/tests/test_litellm/test_router_per_deployment_num_retries.py
index 1bf5781c2d0..d75e32a1821 100644
--- a/tests/test_litellm/test_router_per_deployment_num_retries.py
+++ b/tests/test_litellm/test_router_per_deployment_num_retries.py
@@ -530,6 +530,36 @@ class TestRequestNumRetriesBeatsGlobal:
         attempts = await self._count_attempts(global_num_retries=3, request_num_retries=0)
         assert attempts == 1
 
+    @pytest.mark.asyncio
+    async def test_request_num_retries_zero_disables_retry_policy(self):
+        """An explicit zero remains a single attempt when a retry policy matches the error."""
+        router = Router(
+            model_list=[
+                {
+                    "model_name": "mock",
+                    "litellm_params": {
+                        "model": "openai/mock-timeout",
+                        "api_key": "sk-fake",
+                        "mock_timeout": True,
+                    },
+                }
+            ],
+            num_retries=3,
+            retry_after=0,
+            retry_policy=RetryPolicy(TimeoutErrorRetries=2),
+        )
+
+        with patch("asyncio.sleep", return_value=None):
+            with pytest.raises(litellm.Timeout):
+                await router.acompletion(
+                    model="mock",
+                    messages=[{"role": "user", "content": "hi"}],
+                    timeout=0.001,
+                    num_retries=0,
+                )
+
+        assert router.total_calls["openai/mock-timeout"] == 1
+
     @pytest.mark.asyncio
     async def test_global_num_retries_applies_when_request_omits_it(self):
         """No request num_retries -> the global still applies: 1 initial + 3 retries = 4."""
diff --git a/tests/test_litellm/test_router_retry_policy_update.py b/tests/test_litellm/test_router_retry_policy_update.py
index 1b98b8c1ae8..be568134763 100644
--- a/tests/test_litellm/test_router_retry_policy_update.py
+++ b/tests/test_litellm/test_router_retry_policy_update.py
@@ -21,6 +21,7 @@ This file pins both halves of the fix.
 
 import json
 from dataclasses import dataclass
+from typing import Final
 from unittest.mock import AsyncMock, MagicMock
 
 import pytest
@@ -28,8 +29,19 @@ from pydantic import ValidationError
 
 
 import litellm
+from litellm.router_strategy.budget_limiter import RouterBudgetLimiting
+from litellm.router_utils.pre_call_checks.model_rate_limit_check import ModelRateLimitingCheck
+from litellm.router_utils.pre_call_checks.prompt_caching_deployment_check import PromptCachingDeploymentCheck
 from litellm.types.router import RetryPolicy, UpdateRouterConfig
 
+
+@pytest.fixture(autouse=True)
+def isolate_litellm_callbacks():
+    callbacks_before: Final = litellm.callbacks.copy()
+    yield
+    litellm.callbacks = callbacks_before  # test-quality-ok: required callback-state restoration fixture
+
+
 # ---------------------------------------------------------------------------
 # UpdateRouterConfig schema membership (LIT-3152 part 1)
 # ---------------------------------------------------------------------------
@@ -100,6 +112,114 @@ def _build_router() -> litellm.Router:
     )
 
 
+def test_update_settings_adds_optional_pre_call_check_once():
+    router = _build_router()
+
+    router.update_settings(num_retries=7, optional_pre_call_checks=["prompt_caching"])
+    router.update_settings(optional_pre_call_checks=["prompt_caching"])
+
+    prompt_caching_callbacks = [
+        callback for callback in router.optional_callbacks if isinstance(callback, PromptCachingDeploymentCheck)
+    ]
+    assert len(prompt_caching_callbacks) == 1
+    assert router.num_retries == 7
+
+
+def test_update_settings_clears_omitted_toggleable_pre_call_checks():
+    router = _build_router()
+
+    router.update_settings(optional_pre_call_checks=["prompt_caching"])
+    router.update_settings(optional_pre_call_checks=[])
+
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in (router.optional_callbacks or []))
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in litellm.callbacks)
+
+
+def test_set_optional_pre_call_checks_reconciles_callback_types():
+    router = _build_router()
+
+    router.set_optional_pre_call_checks(["prompt_caching"])
+    router.set_optional_pre_call_checks([])
+
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in (router.optional_callbacks or []))
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in litellm.callbacks)
+
+
+def test_remove_optional_pre_call_check_removes_local_and_global_callbacks():
+    router = _build_router()
+
+    router.set_optional_pre_call_checks(["prompt_caching"])
+    router._remove_optional_callbacks_of_type(PromptCachingDeploymentCheck)
+
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in (router.optional_callbacks or []))
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in litellm.callbacks)
+
+
+def test_remove_optional_pre_call_check_keeps_global_callback_for_another_router():
+    router_a = _build_router()
+    router_b = _build_router()
+
+    router_a.update_settings(optional_pre_call_checks=["prompt_caching"])
+    router_b.update_settings(optional_pre_call_checks=["prompt_caching"])
+
+    router_a.update_settings(optional_pre_call_checks=[])
+
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in (router_a.optional_callbacks or []))
+    assert any(type(callback) is PromptCachingDeploymentCheck for callback in (router_b.optional_callbacks or []))
+    assert any(type(callback) is PromptCachingDeploymentCheck for callback in litellm.callbacks)
+
+    router_b.update_settings(optional_pre_call_checks=[])
+
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in (router_b.optional_callbacks or []))
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in litellm.callbacks)
+
+
+def test_remove_optional_pre_call_check_keeps_global_callback_when_second_router_clears_first():
+    router_a = _build_router()
+    router_b = _build_router()
+
+    router_a.update_settings(optional_pre_call_checks=["prompt_caching"])
+    router_b.update_settings(optional_pre_call_checks=["prompt_caching"])
+
+    router_b.update_settings(optional_pre_call_checks=[])
+
+    assert any(type(callback) is PromptCachingDeploymentCheck for callback in (router_a.optional_callbacks or []))
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in (router_b.optional_callbacks or []))
+    assert any(type(callback) is PromptCachingDeploymentCheck for callback in litellm.callbacks)
+
+    router_a.update_settings(optional_pre_call_checks=[])
+
+    assert not any(type(callback) is PromptCachingDeploymentCheck for callback in litellm.callbacks)
+
+
+def test_update_settings_replaces_toggleable_pre_call_checks():
+    router = _build_router()
+
+    router.update_settings(optional_pre_call_checks=["prompt_caching"])
+    router.update_settings(optional_pre_call_checks=["enforce_model_rate_limits"])
+
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in (router.optional_callbacks or []))
+    assert not any(isinstance(callback, PromptCachingDeploymentCheck) for callback in litellm.callbacks)
+    assert any(isinstance(callback, ModelRateLimitingCheck) for callback in (router.optional_callbacks or []))
+
+
+@pytest.mark.asyncio
+async def test_update_settings_preserves_router_budget_limiting_when_omitted(monkeypatch):
+    async def _disable_periodic_sync(*args, **kwargs):
+        return None
+
+    monkeypatch.setattr(
+        "litellm.router_strategy.budget_limiter.RouterBudgetLimiting.periodic_sync_in_memory_spend_with_redis",
+        _disable_periodic_sync,
+    )
+    router = _build_router()
+
+    router.add_optional_pre_call_checks(["router_budget_limiting"])
+    router.update_settings(optional_pre_call_checks=[])
+
+    assert any(isinstance(callback, RouterBudgetLimiting) for callback in (router.optional_callbacks or []))
+
+
 def test_update_settings_persists_retry_policy_dict():
     """When the proxy's ``_add_router_settings_from_db_config`` calls
     ``llm_router.update_settings(retry_policy={...})`` after reading the
@@ -255,8 +375,12 @@ async def test_config_update_persists_and_reads_back_retry_policy(monkeypatch):
             RateLimitErrorRetries=7,
         )
     )
+    request = MagicMock()
+    request.json = AsyncMock(return_value={"router_settings": {"retry_policy": posted.model_dump()}})
+
     await proxy_server.update_config(
         config_info=ConfigYAML(router_settings=posted),
+        request=request,
         user_api_key_dict=UserAPIKeyAuth(user_role=LitellmUserRoles.PROXY_ADMIN, api_key="sk-1234"),
     )
 
diff --git a/tests/test_litellm/test_ruff_strict_gate.py b/tests/test_litellm/test_ruff_strict_gate.py
index 206207acb09..8fa9a18cf53 100644
--- a/tests/test_litellm/test_ruff_strict_gate.py
+++ b/tests/test_litellm/test_ruff_strict_gate.py
@@ -4,11 +4,15 @@ import re
 import shutil
 import subprocess
 import sys
-import tomllib
 from pathlib import Path
 
 import pytest
 
+if sys.version_info >= (3, 11):
+    import tomllib
+else:
+    import tomli as tomllib
+
 _REPO_ROOT = Path(__file__).resolve().parents[2]
 _MODULE_PATH = _REPO_ROOT / "scripts" / "ruff_strict_gate.py"
 _spec = importlib.util.spec_from_file_location("ruff_strict_gate", _MODULE_PATH)
diff --git a/tests/test_litellm/test_secret_redaction.py b/tests/test_litellm/test_secret_redaction.py
index 7d50694c805..9fa748edec1 100644
--- a/tests/test_litellm/test_secret_redaction.py
+++ b/tests/test_litellm/test_secret_redaction.py
@@ -1,8 +1,11 @@
 import logging
 import logging.config
 import sys
+import time
+import traceback
 from collections.abc import Callable
 from io import StringIO
+from typing import Final
 from unittest.mock import patch
 
 import pytest
@@ -11,11 +14,12 @@ from litellm._logging import (
     JsonFormatter,
     _redact_string,
     _secret_filter,
+    redact_internal_details_from_client_message,
     verbose_logger,
     verbose_proxy_logger,
     verbose_router_logger,
 )
-from litellm.litellm_core_utils.secret_redaction import redact_string
+from litellm.litellm_core_utils.secret_redaction import redact_internal_details, redact_string
 
 SECRET = "sk-proj-abc123def456ghi789jklmnopqrst"
 
@@ -67,6 +71,50 @@ def test_redact_string_catches_secret_patterns():
     assert redact_string(normal) == normal
 
 
+@pytest.mark.parametrize(
+    "connection_string",
+    [
+        "postgres://admin:pass3cret@db.example.com:5432/mydb",
+        "redis://:pass3cret@cache.example.com:6379",
+        "postgres://admin:pass/s3cret@db.example.com:5432/mydb",
+        "amqp://admin:pass:s3cret@rabbit:5672",
+        "https://ad@min:pass3cret@host",
+        # An unencoded "@" inside the password, with a ":" after it
+        "postgresql://admin:p@ss3cret:2026@db.example.com:5432/mydb",
+        "amqp://guest:gu@st3cret:1@rabbit:5672/",
+        # An AWS RDS IAM auth token is a presigned query string used as the
+        # password, so the userinfo runs to several hundred characters.
+        "postgresql://litellm:host%3A5432%2F%3FAction%3Dconnect%26X-Amz-Signature%3D"
+        + "f" * 540
+        + "s3cret@db.host:5432/litellm",
+    ],
+)
+def test_redact_string_still_catches_connection_string_credentials(connection_string):
+    """The bounded userinfo pattern must keep matching real connection strings."""
+    assert "s3cret" not in redact_string(connection_string)
+
+
+def _redaction_cost(url_bytes: int) -> float:
+    url: Final = "/x?u=" + "a://" * (url_bytes // 4)
+
+    def once() -> float:
+        started = time.perf_counter()
+        redact_string(url)
+        return time.perf_counter() - started
+
+    return min(once() for _ in range(3))
+
+
+def test_redact_string_stays_sub_quadratic_on_a_long_adversarial_url():
+    """Access-log redaction runs on attacker-controlled request lines, so quadrupling
+    a URL of scheme separators must not multiply the cost by sixteen. Comparing two
+    sizes rather than asserting a wall-clock ceiling keeps this honest on a slow box:
+    the unbounded pattern this replaced cost 5s at 4 KB and 314s at 16 KB."""
+    growth: Final = _redaction_cost(16 * 1024) / _redaction_cost(4 * 1024)
+
+    assert growth < 11.0, f"cost grew {growth:.1f}x for 4x the URL length"
+
+
 def test_redact_string_catches_minimum_length_virtual_key():
     """Regression test for LIT-4355: keys at the enforced 16-char minimum
     (MINIMUM_CUSTOM_KEY_LENGTH) must be treated as key-shaped by the scrubber."""
@@ -611,3 +659,65 @@ def test_json_formatter_redacts_non_string_extra_values(extra):
     assert output.strip(), "no record captured"
     assert SECRET not in output, f"non-string extra leaked a secret: {output}"
     assert "REDACTED" in output
+
+
+@pytest.mark.parametrize(
+    "text,leaked",
+    (
+        ("config file /etc/litellm/secrets/db.yaml", "/etc/litellm/secrets/db.yaml"),
+        ("home dir /Users/admin/.litellm/master_key.txt", "/Users/admin/.litellm/master_key.txt"),
+        ("cache at /var/cache/litellm/tokens.db", "/var/cache/litellm/tokens.db"),
+        ("path C:\\Users\\admin\\secrets.env", "C:\\Users\\admin\\secrets.env"),
+        ("connecting to host 10.20.30.40", "10.20.30.40"),
+        ("connecting to host 192.168.1.5", "192.168.1.5"),
+        ("connecting to host 172.16.0.9", "172.16.0.9"),
+        ("connecting to host 127.0.0.1", "127.0.0.1"),
+        ("connecting to db-primary.internal", "db-primary.internal"),
+        ("connecting to redis.corp", "redis.corp"),
+    ),
+)
+def test_redact_internal_details_catches_paths_and_hostnames(text, leaked):
+    result = redact_internal_details(text)
+    assert leaked not in result, f"{leaked!r} was not redacted"
+    assert "REDACTED" in result
+
+
+def test_redact_internal_details_leaves_public_hostnames_and_routes_alone():
+    """litellm's own error messages rely on routes like /v1/models staying legible."""
+    safe_strings = (
+        "call https://api.openai.com/v1/chat/completions",
+        "/chat/completions: Invalid model name passed in model=gpt-9",
+        "Call `/v1/models` to view available models for your key",
+        "reducto:// file IDs are not accepted through the proxy OCR API",
+    )
+    for text in safe_strings:
+        assert redact_internal_details(text) == text
+
+
+def test_redact_internal_details_layers_on_top_of_credential_redaction():
+    text = "postgresql://litellm_internal:S3cr3tPGPass@10.20.30.40:5432/litellm_prod"
+    result = redact_internal_details(text)
+    assert "S3cr3tPGPass" not in result
+    assert "10.20.30.40" not in result
+
+
+def test_redact_internal_details_drops_embedded_traceback():
+    """Regression for LIT-6747: the traceback exception_type() embeds for SDK callers
+    must never reach an HTTP client."""
+    try:
+        raise RuntimeError("socket hung up")
+    except RuntimeError:
+        raw_tb = traceback.format_exc()
+    message = f"litellm.APIConnectionError: MinimaxException - socket hung up\n{raw_tb}"
+
+    result = redact_internal_details(message)
+
+    assert result == "litellm.APIConnectionError: MinimaxException - socket hung up"
+    assert "Traceback (most recent call last)" not in result
+    assert __file__.split("/")[-1] not in result
+
+
+def test_redact_internal_details_from_client_message_respects_disable_flag():
+    with patch("litellm._logging._ENABLE_SECRET_REDACTION", False):  # test-quality-ok: the opt-out flag is the SUT
+        text = "config file /etc/litellm/secrets/db.yaml"
+        assert redact_internal_details_from_client_message(text) == text
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index 521e91daded..b6d35eb3b13 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -2,6 +2,7 @@ import asyncio
 import json
 import logging
 import os
+from datetime import datetime, timedelta, timezone
 from typing import Final
 from unittest.mock import AsyncMock, MagicMock, patch
 
@@ -40,8 +41,8 @@ from litellm.utils import (
     _is_streaming_request,
     _snapshot_exception_for_hook,
     async_post_call_failure_deployment_hook,
+    async_post_call_success_deployment_hook,
     client,
-    get_api_key,
     get_llm_provider,
     get_non_default_completion_params,
     get_optional_params_image_gen,
@@ -53,6 +54,15 @@ from litellm.utils import (
 # Adds the parent directory to the system path
 
 
+def test_get_utc_datetime_returns_current_aware_utc_time() -> None:
+    before: Final = datetime.now(timezone.utc)
+    result: Final = litellm.utils.get_utc_datetime()
+    after: Final = datetime.now(timezone.utc)
+
+    assert result.utcoffset() == timedelta(0)
+    assert before <= result <= after
+
+
 def test_usage_openai_cache_write_tokens_populates_both_names():
     """OpenAI reports cache-write tokens as prompt_tokens_details.cache_write_tokens.
     The Usage constructor must expose it under both cache_write_tokens (canonical,
@@ -331,6 +341,37 @@ def test_get_optional_params_image_gen():
     assert optional_params["n"] == 3
 
 
+@pytest.mark.parametrize("custom_llm_provider", ["openai", "azure"])
+def test_get_optional_params_image_gen_keeps_gpt_image_supported_params(custom_llm_provider):
+    """https://github.com/BerriAI/litellm/issues/38649"""
+    from litellm.types.utils import LlmProviders
+
+    provider_config = ProviderConfigManager.get_provider_image_generation_config(
+        model="gpt-image-2", provider=LlmProviders(custom_llm_provider)
+    )
+    optional_params = get_optional_params_image_gen(
+        model="gpt-image-2",
+        n=1,
+        size="1024x1024",
+        custom_llm_provider=custom_llm_provider,
+        provider_config=provider_config,
+        background="transparent",
+        output_format="png",
+        moderation="low",
+        output_compression=50,
+        unknown_param="kept-in-extra-body",
+    )
+    assert optional_params == {
+        "n": 1,
+        "size": "1024x1024",
+        "background": "transparent",
+        "output_format": "png",
+        "moderation": "low",
+        "output_compression": 50,
+        "extra_body": {"unknown_param": "kept-in-extra-body"},
+    }
+
+
 def test_get_optional_params_image_gen_vertex_ai_size():
     """Test that Vertex AI image generation properly handles size parameter and maps it to aspectRatio"""
     # Test with various size parameters
@@ -4655,6 +4696,7 @@ GEMINI_4096_CACHE_MIN_MODELS: Final = tuple(
         "gemini-3.5-flash",
         "gemini-3.6-flash",
         "gemini-3.7-flash",
+        "gemini-3.8-flash",
         "gemini-3.1-pro-preview",
         "gemini-3.1-pro-preview-customtools",
     )
@@ -4916,17 +4958,6 @@ def test_reapply_runtime_registrations_drops_request_scoped_registrations(monkey
         _invalidate_model_cost_lowercase_map()
 
 
-def test_ai21_api_key_is_resolved_from_the_documented_env_var(monkeypatch: pytest.MonkeyPatch) -> None:
-    """The ai21 branch resolved a misspelled env var, so the name every other ai21 code path
-    reads, and the only name documented, was ignored."""
-    monkeypatch.setattr(litellm, "api_key", None)
-    monkeypatch.setattr(litellm, "ai21_key", None)
-    monkeypatch.delenv("AI211_API_KEY", raising=False)
-    monkeypatch.setenv("AI21_API_KEY", "sk-ai21-resolved-from-env")
-
-    assert get_api_key(llm_provider="ai21", dynamic_api_key=None) == "sk-ai21-resolved-from-env"
-
-
 class _JsonCapture(logging.Handler):
     def __init__(self):
         super().__init__()
@@ -5788,6 +5819,90 @@ class TestHuggingFaceConfigFetch:
         assert request_timeout["read"] == HF_CONFIG_FETCH_TIMEOUT_SECONDS
 
 
+@pytest.mark.asyncio
+async def test_success_deployment_hook_chains_past_callback_returning_response(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Regression (LIT-5863): the dispatcher must run every callback, chaining each non-None
+    result into the next call, instead of returning at the first callback answering non-None.
+    A guardrail answering with the unmodified response used to starve every callback after it."""
+    from litellm.types.utils import ModelResponse
+
+    original = ModelResponse()
+    replacement = ModelResponse()
+
+    class PassthroughLogger(CustomLogger):
+        async def async_post_call_success_deployment_hook(self, request_data, response, call_type):
+            return response
+
+    class ReplacingLogger(CustomLogger):
+        def __init__(self) -> None:
+            super().__init__()
+            self.seen: list = []
+
+        async def async_post_call_success_deployment_hook(self, request_data, response, call_type):
+            self.seen.append(response)
+            return replacement
+
+    class ObservingLogger(CustomLogger):
+        def __init__(self) -> None:
+            super().__init__()
+            self.seen: list = []
+
+        async def async_post_call_success_deployment_hook(self, request_data, response, call_type):
+            self.seen.append(response)
+            return None
+
+    replacer = ReplacingLogger()
+    observer = ObservingLogger()
+    monkeypatch.setattr(litellm, "callbacks", [PassthroughLogger(), replacer, observer])
+
+    result = await async_post_call_success_deployment_hook(
+        request_data={}, response=original, call_type=CallTypes.acompletion
+    )
+
+    assert replacer.seen == [original]
+    assert observer.seen == [replacement]
+    assert result is replacement
+
+
+@pytest.mark.asyncio
+async def test_registered_guardrail_does_not_starve_vector_store_search_results(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
+    """Regression (LIT-5863): with any guardrail registered ahead of the lazily-appended
+    VectorStorePreCallHook, /v1/chat/completions responses lost
+    provider_specific_fields["search_results"] because the guardrail answered the unmodified
+    response and the dispatcher stopped there."""
+    from types import SimpleNamespace
+
+    from litellm.integrations.custom_guardrail import CustomGuardrail
+    from litellm.integrations.vector_store_integrations.vector_store_pre_call_hook import (
+        VectorStorePreCallHook,
+    )
+    from litellm.types.utils import ModelResponse
+
+    search_results: Final = [{"search_query": "coolant", "data": [{"content": [{"text": "Cryoline-9", "type": "text"}]}]}]
+    logging_obj = SimpleNamespace(model_call_details={"search_results": search_results})
+    response = ModelResponse(choices=[{"message": {"role": "assistant", "content": "Cryoline-9"}}])
+
+    monkeypatch.setattr(
+        litellm,
+        "callbacks",
+        [CustomGuardrail(guardrail_name="dummy-guardrail"), VectorStorePreCallHook()],
+    )
+
+    result = await async_post_call_success_deployment_hook(
+        request_data={"litellm_logging_obj": logging_obj},
+        response=response,
+        call_type=CallTypes.acompletion,
+    )
+
+    provider_fields = result.choices[0].message.provider_specific_fields
+    assert provider_fields is not None
+    assert provider_fields["search_results"] == search_results
+
+
 class TestIsVisionExplicitlyDisabled:
     """github_copilot and chatgpt run an OAuth device flow inside get_llm_provider; the
     explicit-disable lookup must adopt the declared prefix instead of resolving it, exactly
@@ -5816,3 +5931,135 @@ class TestIsVisionExplicitlyDisabled:
             is_vision_explicitly_disabled("fireworks_ai/accounts/fireworks/models/deepseek-v4-flash-0731") is True
         )
         assert is_vision_explicitly_disabled("anthropic/claude-sonnet-4-5") is False
+
+
+class TestVerboseRequestLineRedaction:
+    """`litellm.set_verbose = True` echoes the caller's kwargs back as a `litellm.completion(...)`
+    line on stdout, so a credential kwarg lands in whatever collects stdout: a terminal, a
+    container log drain, a CI job log. Credential-named kwargs must not survive that echo,
+    at any nesting depth, while ordinary params still must, or the line stops telling the
+    developer what they called."""
+
+    FAKE_API_KEY: Final = "sk-fake-lit6823-0000000000000000"
+
+    def _verbose_request_line(self, capsys, monkeypatch, **kwargs) -> str:
+        monkeypatch.setattr(litellm, "set_verbose", True)
+        monkeypatch.setattr("litellm._logging.set_verbose", True)
+        capsys.readouterr()
+        litellm.completion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "hello"}],
+            mock_response="hi",
+            **kwargs,
+        )
+        captured: Final = capsys.readouterr()
+        return "\n".join(line for line in (captured.out + captured.err).splitlines() if "litellm.completion(" in line)
+
+    def test_api_key_never_reaches_the_request_line(self, capsys, monkeypatch):
+        printed: Final = self._verbose_request_line(capsys, monkeypatch, api_key=self.FAKE_API_KEY)
+
+        assert "litellm.completion(" in printed
+        assert self.FAKE_API_KEY not in printed
+        assert "api_key='REDACTED'" in printed
+
+    def test_credential_headers_never_reach_the_request_line(self, capsys, monkeypatch):
+        printed: Final = self._verbose_request_line(
+            capsys,
+            monkeypatch,
+            api_key=self.FAKE_API_KEY,
+            extra_headers={"Authorization": "Bearer fake-lit6823-header", "x-request-id": "abc123"},
+        )
+
+        assert "fake-lit6823-header" not in printed
+        assert "'Authorization': 'REDACTED'" in printed
+        assert "'x-request-id': 'abc123'" in printed
+
+    def test_credentials_nested_in_a_list_never_reach_the_request_line(self, capsys, monkeypatch):
+        printed: Final = self._verbose_request_line(
+            capsys,
+            monkeypatch,
+            api_key=self.FAKE_API_KEY,
+            extra_body={"providers": [{"name": "openai", "api_key": "sk-fake-lit6823-nested"}]},
+        )
+
+        assert "sk-fake-lit6823-nested" not in printed
+        assert "'name': 'openai'" in printed
+
+    def test_ordinary_params_still_printed(self, capsys, monkeypatch):
+        printed: Final = self._verbose_request_line(
+            capsys, monkeypatch, api_key=self.FAKE_API_KEY, max_tokens=17, temperature=0.25
+        )
+
+        assert "model='gpt-3.5-turbo'" in printed
+        assert "max_tokens=17" in printed
+        assert "temperature=0.25" in printed
+
+
+class TestFinalOptionalParamsLineRedaction:
+    """A verbose run echoes the fully built optional params too, and `extra_body` carries whatever the
+    caller nested inside it straight onto that line, so a credential tucked in there lands in a terminal
+    or a log drain in plaintext. It has to be redacted on both surfaces `print_verbose` writes to, and the
+    line has to keep printing on both, because `litellm.set_verbose` and the DEBUG logger are independent
+    switches and neither implies the other."""
+
+    FAKE_NESTED_KEY: Final = "sk-fake-lit6835-nested-0000000000"
+
+    def _complete(self, **kwargs) -> None:
+        litellm.completion(
+            model="gpt-3.5-turbo",
+            messages=[{"role": "user", "content": "hello"}],
+            mock_response="hi",
+            **kwargs,
+        )
+
+    def _printed_line(self, capsys) -> str:
+        captured: Final = capsys.readouterr()
+        return "\n".join(
+            line for line in (captured.out + captured.err).splitlines() if "Final returned optional params" in line
+        )
+
+    def test_nested_credential_is_redacted_when_only_set_verbose_is_on(self, capsys, caplog, monkeypatch):
+        monkeypatch.setattr(litellm, "set_verbose", True)
+        with caplog.at_level(logging.WARNING, logger=verbose_logger.name):
+            capsys.readouterr()
+            self._complete(extra_body={"providers": [{"name": "openai", "api_key": self.FAKE_NESTED_KEY}]})
+            printed: Final = self._printed_line(capsys)
+
+        assert printed
+        assert self.FAKE_NESTED_KEY not in printed
+        assert "'api_key': 'REDACTED'" in printed
+        assert "'name': 'openai'" in printed
+
+    def test_line_still_reaches_the_logger_when_only_the_debug_logger_is_on(self, capsys, caplog, monkeypatch):
+        monkeypatch.setattr(litellm, "set_verbose", False)
+        with caplog.at_level(logging.DEBUG, logger=verbose_logger.name):
+            self._complete(extra_body={"providers": [{"name": "openai", "api_key": self.FAKE_NESTED_KEY}]})
+            logged: Final = "\n".join(
+                record.getMessage()
+                for record in caplog.records
+                if "Final returned optional params" in record.getMessage()
+            )
+
+        assert logged
+        assert self.FAKE_NESTED_KEY not in logged
+        assert "'name': 'openai'" in logged
+
+    def test_nothing_is_emitted_when_neither_verbose_switch_is_on(self, capsys, caplog, monkeypatch):
+        monkeypatch.setattr(litellm, "set_verbose", False)
+        with caplog.at_level(logging.WARNING, logger=verbose_logger.name):
+            capsys.readouterr()
+            self._complete(extra_body={"providers": [{"name": "openai", "api_key": self.FAKE_NESTED_KEY}]})
+            captured: Final = capsys.readouterr()
+
+        assert "Final returned optional params" not in captured.out + captured.err
+        assert self.FAKE_NESTED_KEY not in captured.out + captured.err
+
+    def test_ordinary_optional_params_still_reach_the_line(self, capsys, caplog, monkeypatch):
+        monkeypatch.setattr(litellm, "set_verbose", True)
+        with caplog.at_level(logging.WARNING, logger=verbose_logger.name):
+            capsys.readouterr()
+            self._complete(max_tokens=17, temperature=0.25)
+            printed: Final = self._printed_line(capsys)
+
+        assert "'max_tokens': 17" in printed
+        assert "'temperature': 0.25" in printed
diff --git a/tests/test_litellm/types/llms/test_types_llms_openai.py b/tests/test_litellm/types/llms/test_types_llms_openai.py
index 42719ce838b..64ec09838e8 100644
--- a/tests/test_litellm/types/llms/test_types_llms_openai.py
+++ b/tests/test_litellm/types/llms/test_types_llms_openai.py
@@ -10,6 +10,41 @@ import litellm
 from litellm.types.llms.openai import HttpxBinaryResponseContent
 
 
+@pytest.mark.parametrize("stream", (False, True))
+def test_completion_response_reasoning_summary_round_trip(stream: bool) -> None:
+    from typing import Final
+
+    from litellm.types.llms.openai import (
+        ChatCompletionReasoningItem,
+        ChatCompletionReasoningSummaryTextBlock,
+    )
+    from litellm.types.utils import (
+        Choices,
+        Delta,
+        Message,
+        ModelResponse,
+        ModelResponseStream,
+        StreamingChoices,
+    )
+
+    reasoning_item: Final = ChatCompletionReasoningItem(
+        type="reasoning",
+        id="rs_123",
+        encrypted_content="encrypted",
+        summary=[ChatCompletionReasoningSummaryTextBlock(type="summary_text", text="Reasoning summary")],
+    )
+    response: Final = (
+        ModelResponseStream(choices=[StreamingChoices(delta=Delta(reasoning_items=[reasoning_item]))])
+        if stream
+        else ModelResponse(choices=[Choices(message=Message(reasoning_items=[reasoning_item]))])
+    )
+    message_key: Final = "delta" if stream else "message"
+    assert response.model_dump()["choices"][0][message_key]["reasoning_items"] == [reasoning_item]
+
+    restored: Final = type(response).model_validate_json(response.model_dump_json())
+    assert restored.model_dump()["choices"][0][message_key]["reasoning_items"] == [reasoning_item]
+
+
 def test_generic_event():
     from litellm.types.llms.openai import GenericEvent
 
diff --git a/tests/test_litellm/types/test_types_utils.py b/tests/test_litellm/types/test_types_utils.py
index c081b9e8e0d..554604ab200 100644
--- a/tests/test_litellm/types/test_types_utils.py
+++ b/tests/test_litellm/types/test_types_utils.py
@@ -759,3 +759,12 @@ def test_delta_function_tool_call_unchanged_by_custom_support():
     delta = Delta(tool_calls=[{"index": 0, "id": "c2", "type": "function", "function": {"name": "g", "arguments": ""}}])
     assert isinstance(delta.tool_calls[0], ChatCompletionDeltaToolCall)
     assert "custom" not in delta.model_dump()["tool_calls"][0]
+
+
+def test_image_response_keeps_background():
+    """https://github.com/BerriAI/litellm/issues/38649"""
+    from litellm.types.utils import ImageResponse
+
+    response = ImageResponse(created=1, data=[{"b64_json": "aGk="}], background="transparent", output_format="png")
+    assert response.background == "transparent"
+    assert response.model_dump()["background"] == "transparent"
diff --git a/tests/test_litellm/vector_stores/__init__.py b/tests/test_litellm/vector_stores/__init__.py
new file mode 100644
index 00000000000..e69de29bb2d
diff --git a/tests/test_litellm/vector_stores/test_main.py b/tests/test_litellm/vector_stores/test_main.py
new file mode 100644
index 00000000000..e3575c33b17
--- /dev/null
+++ b/tests/test_litellm/vector_stores/test_main.py
@@ -0,0 +1,91 @@
+"""
+Tests for litellm/vector_stores/main.py.
+
+Pins the router threading contract for vector store search: the router is an
+explicit named parameter that reaches the HTTP handler wrapped in the embedding
+executor, and it must never leak into litellm_params/kwargs where logging would
+model_dump() it (the #19550 serialization trap).
+"""
+
+from unittest.mock import MagicMock, patch
+
+import pytest
+
+import litellm.vector_stores.main as vector_stores_main
+from litellm.llms.base_llm.vector_store.transformation import (
+    RouterVectorStoreEmbeddingExecutor,
+)
+from litellm.vector_stores.main import search
+
+MOCK_SEARCH_RESPONSE = {
+    "object": "vector_store.search_results.page",
+    "search_query": "q",
+    "data": [],
+}
+
+
+@pytest.mark.parametrize("query", ["q", ["q", "another question"]])
+def test_search_wraps_router_into_the_handler_embedding_executor(query: str | list[str]):
+    """search() hands the HTTP handler a Router-backed embedding executor carrying the
+    request metadata, and no bare router kwarg (LIT-6750)"""
+    mock_router = MagicMock()
+    logger = MagicMock()
+
+    with (
+        patch(  # test-quality-ok: stubs provider config resolution; the seam under test is the executor threading
+            "litellm.vector_stores.main.ProviderConfigManager.get_provider_vector_stores_config",
+            return_value=MagicMock(),
+        ),
+        patch.object(  # test-quality-ok: the handler call is the observable boundary for the executor contract
+            vector_stores_main.base_llm_http_handler,
+            "vector_store_search_handler",
+            return_value=MOCK_SEARCH_RESPONSE,
+        ) as mock_handler,
+    ):
+        response = search(
+            vector_store_id="bkt:idx",
+            query=query,
+            custom_llm_provider="s3_vectors",
+            router=mock_router,
+            litellm_logging_obj=logger,
+            litellm_metadata={"user_api_key_team_id": "team-a"},
+        )
+
+    assert response == MOCK_SEARCH_RESPONSE
+    mock_handler.assert_called_once()
+    assert "router" not in mock_handler.call_args.kwargs
+    assert mock_handler.call_args.kwargs["query"] == query
+    executor = mock_handler.call_args.kwargs["embedding_executor"]
+    assert isinstance(executor, RouterVectorStoreEmbeddingExecutor)
+    assert executor.router is mock_router
+    assert dict(executor.metadata) == {"user_api_key_team_id": "team-a"}
+
+
+def test_search_router_not_in_litellm_params():
+    """Regression (#19550 class): the router must stay out of GenericLiteLLMParams,
+    otherwise pre-call logging model_dump()s it and breaks serialization."""
+    mock_router = MagicMock()
+    logger = MagicMock()
+
+    with (
+        patch(  # test-quality-ok: stubs provider config resolution; the seam under test is litellm_params contents
+            "litellm.vector_stores.main.ProviderConfigManager.get_provider_vector_stores_config",
+            return_value=MagicMock(),
+        ),
+        patch.object(  # test-quality-ok: the handler call is where a leaked router in litellm_params would surface
+            vector_stores_main.base_llm_http_handler,
+            "vector_store_search_handler",
+            return_value=MOCK_SEARCH_RESPONSE,
+        ) as mock_handler,
+    ):
+        search(
+            vector_store_id="bkt:idx",
+            query="q",
+            custom_llm_provider="s3_vectors",
+            router=mock_router,
+            litellm_logging_obj=logger,
+        )
+
+    litellm_params = mock_handler.call_args.kwargs["litellm_params"]
+    assert "router" not in litellm_params.model_dump(exclude_none=True)
+    assert getattr(litellm_params, "router", None) is None
diff --git a/tests/test_models.py b/tests/test_models.py
index 151fb70b665..64c7dcd83da 100644
--- a/tests/test_models.py
+++ b/tests/test_models.py
@@ -6,6 +6,7 @@ import asyncio
 import aiohttp
 import os
 import dotenv
+from typing import Final
 from dotenv import load_dotenv
 
 load_dotenv()
@@ -495,16 +496,13 @@ async def test_model_group_info_e2e():
         model_group_info = await get_model_group_info(session=session, key="sk-1234")
         print(model_group_info)
 
-        # Check that the endpoint returns data and contains the wildcard
-        # anthropic model group from the proxy config
-        has_anthropic_wildcard = False
-        for model in model_group_info["data"]:
-            if model["model_group"] == "anthropic/*":
-                has_anthropic_wildcard = True
+        model_groups: Final = [m["model_group"] for m in model_group_info["data"]]
 
-        assert has_anthropic_wildcard, (
-            f"Expected 'anthropic/*' in model groups, got: "
-            f"{[m['model_group'] for m in model_group_info['data']]}"
+        assert "anthropic/*" not in model_groups, (
+            f"Expected 'anthropic/*' to be expanded, but it was returned verbatim: {model_groups}"
+        )
+        assert any(m.startswith("anthropic/") for m in model_groups), (
+            f"Expected concrete anthropic models from the 'anthropic/*' config entry, got: {model_groups}"
         )
 
 
diff --git a/tests/test_rust_python_harness.py b/tests/test_rust_python_harness.py
new file mode 100644
index 00000000000..85b45c07bc2
--- /dev/null
+++ b/tests/test_rust_python_harness.py
@@ -0,0 +1,186 @@
+from __future__ import annotations
+
+import importlib
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Final
+
+import pytest
+
+models = importlib.import_module("tests.rust-python-harness.shared.reporting.models")
+strategy_module = importlib.import_module("tests.rust-python-harness.shared.reporting.strategy")
+ui = importlib.import_module("tests.rust-python-harness.shared.reporting.ui")
+mapping_validator = importlib.import_module("tests.rust-python-harness.strategies.unit_tests_mapping.mapping_validator")
+mappings = importlib.import_module("tests.rust-python-harness.strategies.unit_tests_mapping.mappings")
+ocr_mapping = importlib.import_module("tests.rust-python-harness.strategies.unit_tests_mapping.cases.ocr")
+cli = importlib.import_module("tests.rust-python-harness.cli")
+native_build = importlib.import_module("tests.rust-python-harness.shared.native_build")
+
+audit_mapping = mapping_validator.audit_mapping
+UNIT_TEST_CONTRACTS = mappings.UNIT_TEST_CONTRACTS
+OCR_CONTRACT = ocr_mapping.OCR_CONTRACT
+REPO_ROOT = Path(__file__).resolve().parents[1]
+CaseResult = models.CaseResult
+Coverage = models.Coverage
+HarnessCase = models.HarnessCase
+HarnessRun = models.HarnessRun
+RunStatus = models.RunStatus
+ModuleCaseSpec = strategy_module.ModuleCaseSpec
+NotImplementedCaseSpec = strategy_module.NotImplementedCaseSpec
+SkippedCaseSpec = strategy_module.SkippedCaseSpec
+_format_duration = ui._format_duration
+_summary = ui._summary
+
+
+def _case(module: str = "tests.example") -> HarnessCase:
+    return HarnessCase(
+        strategy_id="example",
+        strategy_label="Example",
+        sdk_function="messages",
+        spec=ModuleCaseSpec(coverage=Coverage.COMPLETE, module=module),
+    )
+
+
+@pytest.mark.parametrize(
+    "module",
+    [
+        "tests.rust-python-harness.strategies.e2e_parity.sdk.ocr.test_sdk_parity",
+        "tests.rust-python-harness.strategies.trace_parity.sdk.ocr.case",
+        "tests.rust-python-harness.strategies.trace_parity.sdk.messages.case",
+        "tests.rust-python-harness.strategies.trace_parity.sdk.chat_completions.case",
+        "tests.rust-python-harness.strategies.trace_parity.sdk.transcription.case",
+        "tests.rust-python-harness.strategies.trace_parity.gateway.messages.case",
+    ],
+)
+def test_implemented_namespace_case_modules_remain_importable(module: str) -> None:
+    assert importlib.import_module(module)
+
+
+def test_should_mark_not_implemented_and_skipped_cases_without_running() -> None:
+    not_implemented: Final = CaseResult(
+        case=HarnessCase(
+            strategy_id="example",
+            strategy_label="Example",
+            sdk_function="messages",
+            spec=NotImplementedCaseSpec(reason="No case is registered."),
+        )
+    )
+    skipped: Final = CaseResult(
+        case=HarnessCase(
+            strategy_id="example",
+            strategy_label="Example",
+            sdk_function="messages",
+            spec=SkippedCaseSpec(reason="The surface does not apply."),
+        )
+    )
+
+    not_implemented.set_initial_status()
+    skipped.set_initial_status()
+
+    assert not_implemented.status is RunStatus.NOT_IMPLEMENTED
+    assert skipped.status is RunStatus.SKIPPED
+
+
+def test_should_finalize_a_fully_passing_case() -> None:
+    result = CaseResult(case=_case())
+    result.set_initial_status()
+    result.collected.update({"one", "two"})
+    result.completed.update({"one", "two"})
+    result.passed = 2
+
+    result.finalize()
+
+    assert result.status is RunStatus.PASSED
+
+
+def test_should_replace_a_pass_with_a_teardown_error() -> None:
+    result = CaseResult(case=_case())
+    result.set_initial_status()
+    result.collected.add("one")
+
+    result.record("one", RunStatus.PASSED, 0.1)
+    result.record("one", RunStatus.ERROR, 0.2)
+
+    assert result.status is RunStatus.ERROR
+    assert result.passed == 0
+    assert result.errors == 1
+    assert result.duration == pytest.approx(0.3)
+
+
+def test_should_format_developer_facing_run_context() -> None:
+    run = HarnessRun.from_cases((_case(),))
+    result = next(iter(run.results.values()))
+    result.collected.add("tests/test_parity.py::test_one")
+    result.record("tests/test_parity.py::test_one", RunStatus.PASSED, 1.25)
+
+    assert _summary(run) == (1, 0, 0, 0)
+    assert _format_duration(1.25) == "1.2s"
+
+
+def test_should_leave_functions_without_mapping_contracts_unimplemented() -> None:
+    assert "messages" not in UNIT_TEST_CONTRACTS
+
+
+def test_should_report_a_bridge_that_cannot_be_imported() -> None:
+    with pytest.MonkeyPatch.context() as patch:
+        patch.setattr(native_build, "get_native_bridge", lambda: None)
+        message: Final = native_build.trace_bridge_error()
+
+    assert message is not None
+    assert "not importable" in message
+
+
+def test_should_report_a_bridge_built_without_the_trace_feature() -> None:
+    with pytest.MonkeyPatch.context() as patch:
+        patch.setattr(native_build, "get_native_bridge", lambda: SimpleNamespace(_trace=None))
+        message: Final = native_build.trace_bridge_error()
+
+    assert message is not None
+    assert native_build.BRIDGE_FEATURE in message
+
+
+def test_should_accept_a_bridge_built_with_the_trace_feature() -> None:
+    with pytest.MonkeyPatch.context() as patch:
+        patch.setattr(native_build, "get_native_bridge", lambda: SimpleNamespace(_trace=object()))
+
+        assert native_build.trace_bridge_error() is None
+
+
+def test_should_not_rebuild_the_bridge_while_reporting_its_state() -> None:
+    def forbidden_rebuild(repo_root: object) -> tuple[bool, str]:
+        raise AssertionError("trace_bridge_error must not rebuild the native bridge")
+
+    with pytest.MonkeyPatch.context() as patch:
+        patch.setattr(native_build, "_rebuild", forbidden_rebuild)
+        patch.setattr(native_build, "get_native_bridge", lambda: None)
+
+        assert native_build.trace_bridge_error() is not None
+
+
+def test_should_derive_ocr_mapping_status_from_live_tests() -> None:
+    bridge_error: Final = native_build.trace_bridge_error()
+    if bridge_error is not None:
+        pytest.skip(bridge_error)
+
+    report = audit_mapping(OCR_CONTRACT, repo_root=REPO_ROOT)
+
+    assert report.is_valid, (
+        f"Missing Python tests: {list(report.missing_python_tests)}\n"
+        f"Missing Rust tests: {list(report.missing_rust_tests)}\n"
+        f"Duplicate Python mappings: {list(report.duplicate_python_mappings)}\n"
+        f"Invalid mapping exclusions: {list(report.invalid_mapping_exclusions)}\n"
+        f"Invalid parity exclusions: {list(report.invalid_unit_parity_exclusions)}"
+    )
+    assert report.mapped_count == len(OCR_CONTRACT.mapping.mappings)
+    assert report.total_count == (
+        report.mapped_count + len(report.excluded_python_tests) + len(report.unmapped_python_tests)
+    )
+
+
+def test_strategy_subcommand_accepts_function_filter(capsys: pytest.CaptureFixture[str]) -> None:
+    exit_code: Final = cli.main(["run", "unit_tests_mapping", "--function", "messages"])
+
+    captured: Final = capsys.readouterr()
+    assert exit_code == 0
+    assert "- messages: not_implemented" in captured.out
+    assert "unit_tests_mapping:messages: not_implemented" not in captured.out
diff --git a/tests/vector_store_tests/test_azure_ai_vector_store.py b/tests/vector_store_tests/test_azure_ai_vector_store.py
index 58e45f259ab..d1fc8436fc9 100644
--- a/tests/vector_store_tests/test_azure_ai_vector_store.py
+++ b/tests/vector_store_tests/test_azure_ai_vector_store.py
@@ -1,10 +1,19 @@
-import pytest
-import litellm
 import json
 import os
+from unittest.mock import MagicMock
+
+import httpx
+import pytest
+import respx
+
+import litellm
+from litellm.llms.azure_ai.vector_stores.transformation import AzureAIVectorStoreConfig
+from litellm.types.utils import EmbeddingResponse
+from litellm.vector_stores import (
+    asearch as vector_store_asearch,
+)
 from litellm.vector_stores import (
     search as vector_store_search,
-    asearch as vector_store_asearch,
 )
 
 
@@ -30,10 +39,108 @@ async def test_basic_search_vector_store(sync_mode):
         if sync_mode:
             response = vector_store_search(query=default_query, **base_request_args)
         else:
-            response = await vector_store_asearch(
-                query=default_query, **base_request_args
-            )
+            response = await vector_store_asearch(query=default_query, **base_request_args)
     except litellm.InternalServerError:
         pytest.skip("Skipping test due to litellm.InternalServerError")
 
     print("litellm response=", json.dumps(response, indent=4, default=str))
+
+
+class RecordingEmbeddingExecutor:
+    def __init__(self, response):
+        self.response = response
+        self.calls = []
+
+    def embed(self, model, query, configuration):
+        self.calls.append((model, query, dict(configuration)))
+        return self.response
+
+    async def aembed(self, model, query, configuration):
+        self.calls.append((model, query, dict(configuration)))
+        return self.response
+
+
+ALIAS_QUERY_VECTOR = [0.5, -0.25, 0.125]
+ALIAS_EMBEDDING_RESPONSE = EmbeddingResponse(
+    data=[{"embedding": ALIAS_QUERY_VECTOR, "index": 0, "object": "embedding"}]
+)
+STORE_EMBEDDINGS_URL = "https://embedding.example/v1/embeddings"
+
+
+def _transform_kwargs(executor):
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {}
+    return {
+        "vector_store_id": "my-vector-index",
+        "query": "what is azure search?",
+        "vector_store_search_optional_params": {"top_k": 2},
+        "api_base": "https://azure-kb-search.search.windows.net",
+        "litellm_logging_obj": logging_obj,
+        "litellm_params": {
+            "litellm_embedding_model": "multilingual-e5-large",
+            "azure_search_vector_field": "embedding",
+        },
+        "embedding_executor": executor,
+    }
+
+
+@pytest.mark.asyncio
+async def test_transform_uses_injected_executor_without_embedding_config(respx_mock: respx.MockRouter):
+    executor = RecordingEmbeddingExecutor(ALIAS_EMBEDDING_RESPONSE)
+    config = AzureAIVectorStoreConfig()
+    transform_kwargs = _transform_kwargs(executor)
+
+    url, sync_body = config.transform_search_vector_store_request(**transform_kwargs)
+    _, async_body = await config.atransform_search_vector_store_request(**transform_kwargs)
+
+    assert respx_mock.calls.call_count == 0
+    assert executor.calls == [("multilingual-e5-large", "what is azure search?", {})] * 2
+    assert (
+        url == "https://azure-kb-search.search.windows.net/indexes/my-vector-index/docs/search?api-version=2024-07-01"
+    )
+    assert sync_body == async_body
+    assert sync_body["vectorQueries"] == [
+        {"vector": ALIAS_QUERY_VECTOR, "fields": "embedding", "kind": "vector", "k": 2}
+    ]
+    assert sync_body["top"] == 2
+    logging_details = transform_kwargs["litellm_logging_obj"].model_call_details
+    assert logging_details["embedding_model"] == "multilingual-e5-large"
+    assert logging_details["top_k"] == 2
+
+
+def test_transform_falls_back_to_sdk_embedding_without_executor(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = respx_mock.post(STORE_EMBEDDINGS_URL).mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "object": "list",
+                "data": [{"object": "embedding", "index": 0, "embedding": ALIAS_QUERY_VECTOR}],
+                "model": "text-embedding-3-small",
+                "usage": {"prompt_tokens": 2, "total_tokens": 2},
+            },
+        )
+    )
+    transform_kwargs = _transform_kwargs(None)
+    transform_kwargs["litellm_params"] = {
+        "litellm_embedding_model": "openai/text-embedding-3-small",
+        "litellm_embedding_config": {"api_base": "https://embedding.example/v1", "api_key": "store-key"},
+    }
+
+    _, body = AzureAIVectorStoreConfig().transform_search_vector_store_request(**transform_kwargs)
+
+    embedding_request = embedding_route.calls.last.request
+    assert embedding_request.headers["authorization"] == "Bearer store-key"
+    assert json.loads(embedding_request.read())["input"] == ["what is azure search?"]
+    assert body["vectorQueries"][0]["vector"] == ALIAS_QUERY_VECTOR
+    assert body["vectorQueries"][0]["fields"] == "contentVector"
+
+
+def test_transform_requires_embedding_model():
+    transform_kwargs = _transform_kwargs(RecordingEmbeddingExecutor(ALIAS_EMBEDDING_RESPONSE))
+    transform_kwargs["litellm_params"] = {"litellm_embedding_config": {"api_key": "store-key"}}
+
+    with pytest.raises(ValueError, match="litellm_embedding_model is required"):
+        AzureAIVectorStoreConfig().transform_search_vector_store_request(**transform_kwargs)
diff --git a/tests/vector_store_tests/test_milvus_vector_store.py b/tests/vector_store_tests/test_milvus_vector_store.py
index 6627f6006d1..2ba9168b49f 100644
--- a/tests/vector_store_tests/test_milvus_vector_store.py
+++ b/tests/vector_store_tests/test_milvus_vector_store.py
@@ -3,16 +3,19 @@ Tests for Milvus Vector Store
 """
 
 import json
-import os
 from unittest.mock import AsyncMock, MagicMock, patch
 
+import httpx
 import pytest
+import respx
 
 import litellm
+from litellm import Router
+from litellm.llms.milvus.vector_stores.transformation import MilvusVectorStoreConfig
+from litellm.types.utils import EmbeddingResponse
 from litellm.vector_stores import asearch as vector_store_asearch
 from litellm.vector_stores import search as vector_store_search
 
-
 # Mock response from actual Milvus API
 MOCK_MILVUS_SEARCH_RESPONSE = {
     "code": 0,
@@ -98,7 +101,7 @@ class TestMilvusVectorStore:
         mock_response.json.return_value = MOCK_MILVUS_SEARCH_RESPONSE
         mock_response.text = json.dumps(MOCK_MILVUS_SEARCH_RESPONSE)
 
-        with patch("litellm.embedding") as mock_embedding:
+        with patch("litellm.aembedding", new_callable=AsyncMock) as mock_embedding:
             mock_embedding.return_value = MOCK_EMBEDDING_RESPONSE
 
             with patch(
@@ -147,16 +150,10 @@ class TestMilvusVectorStore:
                 else:
                     # Fallback: check for json kwarg or in args
                     request_data = call_args.kwargs.get("json")
-                    if (
-                        request_data is None
-                        and len(call_args.args) > 0
-                        and isinstance(call_args.args[0], dict)
-                    ):
+                    if request_data is None and len(call_args.args) > 0 and isinstance(call_args.args[0], dict):
                         request_data = call_args.args[0]
 
-                assert (
-                    request_data is not None
-                ), f"Could not extract request data. Call args: {call_args}"
+                assert request_data is not None, f"Could not extract request data. Call args: {call_args}"
                 print("Request data:", json.dumps(request_data, indent=2, default=str))
 
                 # Validate request structure
@@ -213,9 +210,7 @@ class TestMilvusVectorStore:
         with patch("litellm.embedding") as mock_embedding:
             mock_embedding.return_value = MOCK_EMBEDDING_RESPONSE
 
-            with patch(
-                "litellm.llms.custom_httpx.http_handler.HTTPHandler.post"
-            ) as mock_post:
+            with patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post") as mock_post:
                 mock_post.return_value = mock_response
 
                 # Make the search request
@@ -252,16 +247,10 @@ class TestMilvusVectorStore:
                 else:
                     # Fallback: check for json kwarg or in args
                     request_data = call_args.kwargs.get("json")
-                    if (
-                        request_data is None
-                        and len(call_args.args) > 0
-                        and isinstance(call_args.args[0], dict)
-                    ):
+                    if request_data is None and len(call_args.args) > 0 and isinstance(call_args.args[0], dict):
                         request_data = call_args.args[0]
 
-                assert (
-                    request_data is not None
-                ), f"Could not extract request data. Call args: {call_args}"
+                assert request_data is not None, f"Could not extract request data. Call args: {call_args}"
 
                 # Validate request structure
                 assert "collectionName" in request_data
@@ -316,11 +305,7 @@ class TestMilvusVectorStore:
         if request_data_str:
             return json.loads(request_data_str)
         request_data = call_args.kwargs.get("json")
-        if (
-            request_data is None
-            and len(call_args.args) > 0
-            and isinstance(call_args.args[0], dict)
-        ):
+        if request_data is None and len(call_args.args) > 0 and isinstance(call_args.args[0], dict):
             request_data = call_args.args[0]
         return request_data
 
@@ -334,9 +319,7 @@ class TestMilvusVectorStore:
         with patch("litellm.embedding") as mock_embedding:
             mock_embedding.return_value = MOCK_EMBEDDING_RESPONSE
 
-            with patch(
-                "litellm.llms.custom_httpx.http_handler.HTTPHandler.post"
-            ) as mock_post:
+            with patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post") as mock_post:
                 mock_post.return_value = mock_response
 
                 vector_store_search(
@@ -375,9 +358,7 @@ class TestMilvusVectorStore:
         with patch("litellm.embedding") as mock_embedding:
             mock_embedding.return_value = MOCK_EMBEDDING_RESPONSE
 
-            with patch(
-                "litellm.llms.custom_httpx.http_handler.HTTPHandler.post"
-            ) as mock_post:
+            with patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post") as mock_post:
                 mock_post.return_value = mock_response
 
                 vector_store_search(
@@ -413,9 +394,7 @@ class TestMilvusVectorStore:
         with patch("litellm.embedding") as mock_embedding:
             mock_embedding.return_value = MOCK_EMBEDDING_RESPONSE
 
-            with patch(
-                "litellm.llms.custom_httpx.http_handler.HTTPHandler.post"
-            ) as mock_post:
+            with patch("litellm.llms.custom_httpx.http_handler.HTTPHandler.post") as mock_post:
                 mock_post.return_value = mock_response
 
                 vector_store_search(
@@ -492,3 +471,247 @@ if __name__ == "__main__":
     test.test_basic_search_with_mock_sync()
 
     print("\n✅ All mock tests passed!")
+
+
+class RecordingEmbeddingExecutor:
+    def __init__(self, response):
+        self.response = response
+        self.calls = []
+
+    def embed(self, model, query, configuration):
+        self.calls.append((model, query, dict(configuration)))
+        return self.response
+
+    async def aembed(self, model, query, configuration):
+        self.calls.append((model, query, dict(configuration)))
+        return self.response
+
+
+ALIAS_QUERY_VECTOR = [0.5, -0.25, 0.125]
+ALIAS_EMBEDDING_RESPONSE = EmbeddingResponse(
+    data=[{"embedding": ALIAS_QUERY_VECTOR, "index": 0, "object": "embedding"}]
+)
+OPENAI_EMBEDDINGS_URL = "https://api.openai.com/v1/embeddings"
+MILVUS_SEARCH_URL = "https://milvus.example/v2/vectordb/entities/search"
+ALIAS_SEARCH_KWARGS = {
+    "query": "what is machine learning?",
+    "vector_store_id": "book_2",
+    "custom_llm_provider": "milvus",
+    "api_base": "https://milvus.example",
+    "api_key": "mock_milvus_api_key",
+    "litellm_embedding_model": "multilingual-e5-large",
+    "milvus_text_field": "book_intro_text",
+}
+
+
+def _alias_router():
+    return Router(
+        model_list=[
+            {
+                "model_name": "multilingual-e5-large",
+                "litellm_params": {
+                    "model": "openai/text-embedding-3-small",
+                    "api_key": "deployment-key",
+                },
+            }
+        ]
+    )
+
+
+def _mock_embedding_route(respx_mock: respx.MockRouter) -> respx.Route:
+    return respx_mock.post(OPENAI_EMBEDDINGS_URL).mock(
+        return_value=httpx.Response(
+            200,
+            json={
+                "object": "list",
+                "data": [{"object": "embedding", "index": 0, "embedding": ALIAS_QUERY_VECTOR}],
+                "model": "text-embedding-3-small",
+                "usage": {"prompt_tokens": 2, "total_tokens": 2},
+            },
+        )
+    )
+
+
+def _mock_search_route(respx_mock: respx.MockRouter) -> respx.Route:
+    return respx_mock.post(MILVUS_SEARCH_URL).mock(return_value=httpx.Response(200, json=MOCK_MILVUS_SEARCH_RESPONSE))
+
+
+def _assert_alias_resolved(embedding_route: respx.Route, search_route: respx.Route, response):
+    embedding_request = embedding_route.calls.last.request
+    assert embedding_request.headers["authorization"] == "Bearer deployment-key"
+    embedding_body = json.loads(embedding_request.read())
+    assert embedding_body["model"] == "text-embedding-3-small"
+    assert embedding_body["input"] == ["what is machine learning?"]
+    search_request = search_route.calls.last.request
+    assert search_request.headers["authorization"] == "Bearer mock_milvus_api_key"
+    assert json.loads(search_request.read())["data"] == [ALIAS_QUERY_VECTOR]
+    assert len(response["data"]) == len(MOCK_MILVUS_SEARCH_RESPONSE["data"])
+    assert response["data"][0]["content"][0]["text"] == MOCK_MILVUS_SEARCH_RESPONSE["data"][0]["book_intro_text"]
+
+
+def test_router_search_resolves_bare_embedding_alias_sync(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    search_route = _mock_search_route(respx_mock)
+
+    response = _alias_router().vector_store_search(**ALIAS_SEARCH_KWARGS)
+
+    _assert_alias_resolved(embedding_route, search_route, response)
+
+
+@pytest.mark.asyncio
+async def test_router_search_resolves_bare_embedding_alias_async(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    search_route = _mock_search_route(respx_mock)
+
+    response = await _alias_router().avector_store_search(**ALIAS_SEARCH_KWARGS)
+
+    _assert_alias_resolved(embedding_route, search_route, response)
+
+
+def test_sdk_search_with_router_kwarg_resolves_bare_embedding_alias_sync(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    search_route = _mock_search_route(respx_mock)
+
+    response = litellm.vector_stores.search(router=_alias_router(), **ALIAS_SEARCH_KWARGS)
+
+    _assert_alias_resolved(embedding_route, search_route, response)
+
+
+@pytest.mark.asyncio
+async def test_sdk_search_with_router_kwarg_resolves_bare_embedding_alias_async(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    search_route = _mock_search_route(respx_mock)
+
+    response = await litellm.vector_stores.asearch(router=_alias_router(), **ALIAS_SEARCH_KWARGS)
+
+    _assert_alias_resolved(embedding_route, search_route, response)
+
+
+def _team_alias_router():
+    return Router(
+        model_list=[
+            {
+                "model_name": "team-a-embedder",
+                "litellm_params": {
+                    "model": "openai/text-embedding-3-small",
+                    "api_key": "deployment-key",
+                },
+                "model_info": {"team_id": "team-a", "team_public_model_name": "multilingual-e5-large"},
+            }
+        ]
+    )
+
+
+@pytest.mark.asyncio
+async def test_sdk_search_with_router_kwarg_resolves_team_alias_from_request_metadata(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    search_route = _mock_search_route(respx_mock)
+
+    response = await litellm.vector_stores.asearch(
+        router=_team_alias_router(), metadata={"user_api_key_team_id": "team-a"}, **ALIAS_SEARCH_KWARGS
+    )
+
+    _assert_alias_resolved(embedding_route, search_route, response)
+
+
+@pytest.mark.asyncio
+async def test_sdk_search_with_router_kwarg_rejects_team_alias_without_team_metadata(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.setattr(litellm, "disable_aiohttp_transport", True)
+    monkeypatch.delenv("OPENAI_API_KEY", raising=False)
+    embedding_route = _mock_embedding_route(respx_mock)
+    _mock_search_route(respx_mock)
+
+    with pytest.raises(litellm.APIConnectionError):
+        await litellm.vector_stores.asearch(router=_team_alias_router(), **ALIAS_SEARCH_KWARGS)
+
+    assert embedding_route.call_count == 0
+
+
+@pytest.mark.asyncio
+async def test_transform_uses_injected_executor_without_embedding_config(respx_mock: respx.MockRouter):
+    executor = RecordingEmbeddingExecutor(ALIAS_EMBEDDING_RESPONSE)
+    config = MilvusVectorStoreConfig()
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {}
+    transform_kwargs = {
+        "vector_store_id": "book_2",
+        "query": ["what is", "milvus?"],
+        "vector_store_search_optional_params": {"limit": 3},
+        "api_base": "https://milvus.example",
+        "litellm_logging_obj": logging_obj,
+        "litellm_params": {"litellm_embedding_model": "multilingual-e5-large", "milvus_db_name": "docs"},
+        "embedding_executor": executor,
+    }
+
+    url, sync_body = config.transform_search_vector_store_request(**transform_kwargs)
+    _, async_body = await config.atransform_search_vector_store_request(**transform_kwargs)
+
+    assert respx_mock.calls.call_count == 0
+    assert executor.calls == [("multilingual-e5-large", "what is milvus?", {})] * 2
+    assert url == MILVUS_SEARCH_URL
+    assert sync_body == async_body
+    assert sync_body == {
+        "collectionName": "book_2",
+        "data": [ALIAS_QUERY_VECTOR],
+        "annsField": "book_intro_vector",
+        "limit": 3,
+        "dbName": "docs",
+    }
+    assert logging_obj.model_call_details["input"] == "what is milvus?"
+    assert logging_obj.model_call_details["embedding_model"] == "multilingual-e5-large"
+
+
+def test_transform_falls_back_to_sdk_embedding_without_executor_or_config(
+    respx_mock: respx.MockRouter, monkeypatch: pytest.MonkeyPatch
+):
+    monkeypatch.setenv("OPENAI_API_KEY", "env-key")
+    embedding_route = _mock_embedding_route(respx_mock)
+    logging_obj = MagicMock()
+    logging_obj.model_call_details = {}
+
+    _, body = MilvusVectorStoreConfig().transform_search_vector_store_request(
+        vector_store_id="book_2",
+        query="q",
+        vector_store_search_optional_params={},
+        api_base="https://milvus.example",
+        litellm_logging_obj=logging_obj,
+        litellm_params={"litellm_embedding_model": "openai/text-embedding-3-small"},
+    )
+
+    embedding_request = embedding_route.calls.last.request
+    assert embedding_request.headers["authorization"] == "Bearer env-key"
+    assert json.loads(embedding_request.read())["input"] == ["q"]
+    assert body["data"] == [ALIAS_QUERY_VECTOR]
+
+
+def test_transform_requires_embedding_model():
+    with pytest.raises(ValueError, match="litellm_embedding_model is required"):
+        MilvusVectorStoreConfig().transform_search_vector_store_request(
+            vector_store_id="book_2",
+            query="q",
+            vector_store_search_optional_params={},
+            api_base="https://milvus.example",
+            litellm_logging_obj=MagicMock(),
+            litellm_params={"litellm_embedding_config": {"api_key": "store-key"}},
+            embedding_executor=RecordingEmbeddingExecutor(ALIAS_EMBEDDING_RESPONSE),
+        )
diff --git a/type-discipline-budget.json b/type-discipline-budget.json
index 458db0c9810..8589a9451cf 100644
--- a/type-discipline-budget.json
+++ b/type-discipline-budget.json
@@ -1,12 +1,12 @@
 {
   "LIT001": {
-    "limit": 22367
+    "limit": 22328
   },
   "LIT002": {
-    "limit": 26775
+    "limit": 26748
   },
   "LIT003": {
-    "limit": 269
+    "limit": 261
   },
   "LIT004": {
     "limit": 40
@@ -15,7 +15,7 @@
     "limit": 0
   },
   "LIT006": {
-    "limit": 1039
+    "limit": 1038
   },
   "LIT007": {
     "limit": 0
@@ -27,12 +27,12 @@
     "limit": 0
   },
   "LIT010": {
-    "limit": 16507
+    "limit": 16468
   },
   "LIT011": {
-    "limit": 5535
+    "limit": 5514
   },
   "LIT012": {
-    "limit": 4495
+    "limit": 4487
   }
 }
diff --git a/ui/Dockerfile b/ui/Dockerfile
index 24140093270..f14b631685a 100644
--- a/ui/Dockerfile
+++ b/ui/Dockerfile
@@ -3,7 +3,7 @@
 # UI container — Next.js static export served by nginx.
 
 ARG UI_BUILD_IMAGE=node:24.19-alpine3.24@sha256:d32cdf619f63fe0471182d08996dd516c6275bb5fd31ae06e55a570bd9e1ad43
-ARG NGINX_VERSION=1.31-alpine
+ARG NGINX_VERSION=1.31.5-alpine3.24@sha256:34f40471dea485273c5e2a04dd5e97a682332ceb4a9adecd67de450dcb2fb390
 
 # ---------- builder ----------
 FROM ${UI_BUILD_IMAGE} AS builder
diff --git a/ui/litellm-dashboard/eslint-budgets.json b/ui/litellm-dashboard/eslint-budgets.json
index e8207d179bd..3f9163d9028 100644
--- a/ui/litellm-dashboard/eslint-budgets.json
+++ b/ui/litellm-dashboard/eslint-budgets.json
@@ -3,7 +3,7 @@
   "no-console": { "max": 12, "target": 0 },
   "complexity": { "max": 140, "target": 80 },
   "max-depth": { "max": 70, "target": 30 },
-  "local/no-large-inline-object-arg": { "max": 559, "target": 300 },
+  "local/no-large-inline-object-arg": { "max": 555, "target": 300 },
   "local/no-long-condition-chain": { "max": 265, "target": 120 },
   "testing-library/no-container": { "max": 133, "target": 50 },
   "testing-library/no-node-access": { "max": 716, "target": 500 },
diff --git a/ui/litellm-dashboard/eslint-suppressions.json b/ui/litellm-dashboard/eslint-suppressions.json
index 7de7373b20b..7d7066addcf 100644
--- a/ui/litellm-dashboard/eslint-suppressions.json
+++ b/ui/litellm-dashboard/eslint-suppressions.json
@@ -1399,9 +1399,6 @@
     },
     "prefer-const": {
       "count": 2
-    },
-    "react-hooks/set-state-in-effect": {
-      "count": 1
     }
   },
   "src/components/TeamsPage/teamTableColumns.tsx": {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.test.tsx
index 4d18ec2ef5f..bef938cd31c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.test.tsx
@@ -90,7 +90,7 @@ describe("AgentsTable", () => {
       />,
     );
 
-    const search = screen.getByPlaceholderText("Search agent names or descriptions...");
+    const search = screen.getByPlaceholderText("Search agents by name, ID, or description...");
     await user.type(search, "billing");
     expect(screen.getByText("Billing Router")).toBeInTheDocument();
     expect(screen.queryByText("Second Agent")).not.toBeInTheDocument();
@@ -101,11 +101,36 @@ describe("AgentsTable", () => {
     expect(screen.queryByText("Billing Router")).not.toBeInTheDocument();
   });
 
+  it("filters agents by a pasted agent_id so only that agent's row survives", async () => {
+    const user = userEvent.setup();
+    render(
+      <AgentsTable
+        agents={[
+          makeAgent({ agent_id: "5f3c2a1b-9d8e-4f7a-b6c5-d4e3f2a1b0c9", agent_name: "Billing Router" }),
+          makeAgent({ agent_id: "0a9b8c7d-6e5f-4a3b-8c2d-1e0f9a8b7c6d", agent_name: "Second Agent" }),
+        ]}
+        {...baseProps}
+      />,
+    );
+
+    const search = screen.getByPlaceholderText("Search agents by name, ID, or description...");
+    await user.click(search);
+    await user.paste("5f3c2a1b-9d8e-4f7a-b6c5-d4e3f2a1b0c9");
+    expect(screen.getByText("Billing Router")).toBeInTheDocument();
+    expect(screen.queryByText("Second Agent")).not.toBeInTheDocument();
+
+    await user.clear(search);
+    await user.paste("ffffffff-0000-4000-8000-000000000000");
+    expect(screen.queryByText("Billing Router")).not.toBeInTheDocument();
+    expect(screen.queryByText("Second Agent")).not.toBeInTheDocument();
+    expect(screen.getByText("No matching agents")).toBeInTheDocument();
+  });
+
   it("shows the no-match empty state when the search matches nothing", async () => {
     const user = userEvent.setup();
     render(<AgentsTable agents={[makeAgent()]} {...baseProps} />);
 
-    await user.type(screen.getByPlaceholderText("Search agent names or descriptions..."), "zzzz");
+    await user.type(screen.getByPlaceholderText("Search agents by name, ID, or description..."), "zzzz");
     expect(screen.queryByText("Test Agent")).not.toBeInTheDocument();
     expect(screen.getByText("No matching agents")).toBeInTheDocument();
   });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.tsx
index 35ed6b66425..aceb07e2e9a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/AgentsTable.tsx
@@ -55,7 +55,12 @@ const AgentsTable: React.FC<AgentsTableProps> = ({
   const [sorting, setSorting] = useState<SortingState>(DEFAULT_SORTING);
   const [searchTerm, setSearchTerm] = useState("");
   const filteredAgents = useMemo(
-    () => filterBySearchTerm(agents, searchTerm, (agent) => [agent.agent_name, agent.agent_card_params?.description]),
+    () =>
+      filterBySearchTerm(agents, searchTerm, (agent) => [
+        agent.agent_name,
+        agent.agent_id,
+        agent.agent_card_params?.description,
+      ]),
     [agents, searchTerm],
   );
 
@@ -83,7 +88,7 @@ const AgentsTable: React.FC<AgentsTableProps> = ({
               <SearchIcon className="size-4 text-muted-foreground" />
             </InputGroupAddon>
             <InputGroupInput
-              placeholder="Search agent names or descriptions..."
+              placeholder="Search agents by name, ID, or description..."
               value={searchTerm}
               onChange={(e) => setSearchTerm(e.target.value)}
             />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.integration.test.tsx
index 79bd2f6a21b..de1eb153f6f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_info.integration.test.tsx
@@ -75,6 +75,40 @@ const langgraphInfo: AgentCreateInfo = {
   ],
 };
 
+const FULL_RUNTIME_ARN = "arn:aws:bedrock-agentcore:eu-central-1:123456789012:runtime/hosted_agent_4vm3i-BaTdfOELAs";
+
+const BEDROCK_AGENTCORE_AGENT = {
+  agent_id: "agent-3",
+  agent_name: "bedrock-agent",
+  agent_card_params: { name: "bedrock-agent", description: "agentcore agent", url: "", version: "1.0.0", skills: [] },
+  litellm_params: {
+    custom_llm_provider: "bedrock",
+    model: `bedrock/agentcore/${FULL_RUNTIME_ARN}`,
+  },
+};
+
+const bedrockAgentcoreInfo: AgentCreateInfo = {
+  agent_type: "bedrock_agentcore",
+  agent_type_display_name: "Bedrock AgentCore",
+  description: "Bedrock AgentCore runtimes",
+  logo_url: "/b.png",
+  use_a2a_form_fields: false,
+  litellm_params_template: { custom_llm_provider: "bedrock" },
+  model_template: "bedrock/agentcore/{agent_runtime_arn}",
+  credential_fields: [
+    {
+      key: "agent_runtime_arn",
+      label: "Agent Runtime ARN",
+      field_type: "text",
+      required: true,
+      include_in_litellm_params: false,
+      validation_pattern: "^arn:aws[a-zA-Z0-9-]*:bedrock-agentcore:[a-z0-9-]+:[0-9]{12}:runtime/.+$",
+      validation_message:
+        'Enter the complete Bedrock AgentCore runtime ARN, including the runtime ID after "runtime/".',
+    },
+  ],
+};
+
 const setup = () => userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
 
 const renderView = () => render(<AgentInfoView agentId="agent-1" onClose={vi.fn()} accessToken="tok" isAdmin={true} />);
@@ -247,6 +281,69 @@ describe("AgentInfoView update payload", () => {
     });
   });
 
+  it("preserves the full AgentCore runtime ARN (including the resource id after runtime/) across an unedited save", async () => {
+    vi.mocked(networking.getAgentCreateMetadata).mockResolvedValue([bedrockAgentcoreInfo]);
+    vi.mocked(networking.getAgentInfo).mockResolvedValue(BEDROCK_AGENTCORE_AGENT as never);
+    const user = setup();
+    renderView();
+    await openEditor(user);
+
+    expect(await screen.findByLabelText("Agent Runtime ARN")).toHaveValue(FULL_RUNTIME_ARN);
+
+    await save(user);
+
+    expect((patchedPayload().litellm_params as Record<string, unknown>).model).toBe(
+      `bedrock/agentcore/${FULL_RUNTIME_ARN}`,
+    );
+  });
+
+  it("blocks the save and shows a validation error when the Agent Runtime ARN is truncated", async () => {
+    vi.mocked(networking.getAgentCreateMetadata).mockResolvedValue([bedrockAgentcoreInfo]);
+    vi.mocked(networking.getAgentInfo).mockResolvedValue(BEDROCK_AGENTCORE_AGENT as never);
+    const user = setup();
+    renderView();
+    await openEditor(user);
+
+    const arnField = await screen.findByLabelText("Agent Runtime ARN");
+    await user.clear(arnField);
+    fireEvent.change(arnField, {
+      target: { value: "arn:aws:bedrock-agentcore:eu-central-1:123456789012:runtime" },
+    });
+    await user.click(screen.getByRole("button", { name: "Save Changes" }));
+
+    expect(
+      await screen.findByText(
+        'Enter the complete Bedrock AgentCore runtime ARN, including the runtime ID after "runtime/".',
+      ),
+    ).toBeInTheDocument();
+    expect(networking.patchAgentCall).not.toHaveBeenCalled();
+  });
+
+  it("renders and saves normally when a field's validation_pattern is not a valid regex", async () => {
+    const infoWithBadPattern: AgentCreateInfo = {
+      ...bedrockAgentcoreInfo,
+      credential_fields: [
+        {
+          ...bedrockAgentcoreInfo.credential_fields[0],
+          validation_pattern: "(unterminated",
+        },
+      ],
+    };
+    vi.mocked(networking.getAgentCreateMetadata).mockResolvedValue([infoWithBadPattern]);
+    vi.mocked(networking.getAgentInfo).mockResolvedValue(BEDROCK_AGENTCORE_AGENT as never);
+    const user = setup();
+    renderView();
+    await openEditor(user);
+
+    expect(await screen.findByLabelText("Agent Runtime ARN")).toHaveValue(FULL_RUNTIME_ARN);
+
+    await save(user);
+
+    expect((patchedPayload().litellm_params as Record<string, unknown>).model).toBe(
+      `bedrock/agentcore/${FULL_RUNTIME_ARN}`,
+    );
+  });
+
   it("reloads the agent and leaves edit mode when the edit is cancelled", async () => {
     const user = setup();
     renderView();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.test.ts
new file mode 100644
index 00000000000..0c2d2500776
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.test.ts
@@ -0,0 +1,73 @@
+import { describe, it, expect } from "vitest";
+import { detectAgentType, extractModelTemplateValues, parseDynamicAgentForForm } from "./agent_type_utils";
+import type { AgentCreateInfo } from "@/components/networking";
+import type { Agent } from "@/components/agents/types";
+
+const FULL_RUNTIME_ARN = "arn:aws:bedrock-agentcore:eu-central-1:123456789012:runtime/hosted_agent_4vm3i-BaTdfOELAs";
+
+const bedrockAgentcoreInfo: AgentCreateInfo = {
+  agent_type: "bedrock_agentcore",
+  agent_type_display_name: "Bedrock AgentCore",
+  model_template: "bedrock/agentcore/{agent_runtime_arn}",
+  credential_fields: [
+    {
+      key: "agent_runtime_arn",
+      label: "Agent Runtime ARN",
+      required: true,
+      include_in_litellm_params: false,
+    },
+  ],
+};
+
+describe("extractModelTemplateValues", () => {
+  it("recovers a placeholder value that itself contains '/' (an AWS ARN resource path)", () => {
+    const values = extractModelTemplateValues(
+      "bedrock/agentcore/{agent_runtime_arn}",
+      `bedrock/agentcore/${FULL_RUNTIME_ARN}`,
+    );
+
+    expect(values.agent_runtime_arn).toBe(FULL_RUNTIME_ARN);
+  });
+
+  it("recovers a placeholder value with no '/' (single path segment)", () => {
+    const values = extractModelTemplateValues("langgraph/{assistant_id}", "langgraph/asst_1");
+
+    expect(values.assistant_id).toBe("asst_1");
+  });
+
+  it("returns no match when the model does not fit the template", () => {
+    const values = extractModelTemplateValues("langgraph/{assistant_id}", "azure_ai/agents/asst_1");
+
+    expect(values).toEqual({});
+  });
+});
+
+describe("parseDynamicAgentForForm", () => {
+  it("preserves the full runtime ARN, including the resource id after 'runtime/', when populating the edit form", () => {
+    const agent = {
+      agent_id: "agent-1",
+      agent_name: "bedrock-agent",
+      agent_card_params: { description: "" },
+      litellm_params: {
+        custom_llm_provider: "bedrock",
+        model: `bedrock/agentcore/${FULL_RUNTIME_ARN}`,
+      },
+    } as unknown as Agent;
+
+    const values = parseDynamicAgentForForm(agent, bedrockAgentcoreInfo);
+
+    expect(values.agent_runtime_arn).toBe(FULL_RUNTIME_ARN);
+  });
+});
+
+describe("detectAgentType", () => {
+  it("detects bedrock_agentcore agents from the model prefix", () => {
+    const agent = {
+      agent_id: "agent-1",
+      agent_name: "bedrock-agent",
+      litellm_params: { model: `bedrock/agentcore/${FULL_RUNTIME_ARN}` },
+    } as unknown as Agent;
+
+    expect(detectAgentType(agent)).toBe("bedrock_agentcore");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
index f91590c5732..506f355c519 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/agent_type_utils.ts
@@ -25,6 +25,29 @@ export const detectAgentType = (agent: Agent): string => {
   return "a2a";
 };
 
+const escapeRegExp = (segment: string): string => segment.replace(/[.*+?^${}()|[\]\\]/g, "\\$&");
+
+/**
+ * Reverses a `model_template` (e.g. "bedrock/agentcore/{agent_runtime_arn}") against a stored
+ * `model` string to recover the placeholder values that produced it. Builds a regex from the
+ * template's literal segments rather than matching by split("/") position, because a
+ * placeholder's value can itself contain "/" (an AWS ARN's "runtime/<runtime-id>" resource path,
+ * a Vertex AI reasoning engine's "projects/.../reasoningEngines/..." resource id) and would
+ * otherwise be cut off at the first one.
+ */
+export const extractModelTemplateValues = (template: string, model: string): Record<string, string> => {
+  // Splitting on a regex with a capturing group interleaves the captured placeholder
+  // names between the surrounding literal segments, e.g. "a/{x}/b" -> ["a/", "x", "/b"].
+  const parts = template.split(/\{([a-zA-Z0-9_]+)\}/g);
+  const fieldNames = parts.filter((_part, index) => index % 2 === 1);
+  const pattern = parts.map((part, index) => (index % 2 === 1 ? "(.+)" : escapeRegExp(part))).join("");
+
+  const match = model.match(new RegExp(`^${pattern}$`));
+  if (!match) return {};
+
+  return Object.fromEntries(fieldNames.map((name, index) => [name, match[index + 1]]));
+};
+
 /**
  * Parses agent data for dynamic form fields (non-A2A agents).
  * Extracts values from litellm_params based on the agent type metadata.
@@ -35,24 +58,18 @@ export const parseDynamicAgentForForm = (agent: Agent, agentTypeInfo: AgentCreat
     description: agent.agent_card_params?.description || "",
   };
 
+  const templateValues =
+    agentTypeInfo.model_template && agent.litellm_params?.model
+      ? extractModelTemplateValues(agentTypeInfo.model_template, agent.litellm_params.model)
+      : {};
+
   // Extract credential field values from litellm_params
   for (const field of agentTypeInfo.credential_fields) {
     if (field.include_in_litellm_params !== false) {
       values[field.key] = agent.litellm_params?.[field.key] || field.default_value || "";
-    } else {
-      // For fields not in litellm_params (like agent_id), try to extract from model string
-      if (agentTypeInfo.model_template && agent.litellm_params?.model) {
-        const model = agent.litellm_params.model;
-        const templateParts = agentTypeInfo.model_template.split("/");
-        const modelParts = model.split("/");
-
-        // Find the placeholder position and extract the value
-        templateParts.forEach((part, index) => {
-          if (part === `{${field.key}}` && modelParts[index]) {
-            values[field.key] = modelParts[index];
-          }
-        });
-      }
+    } else if (templateValues[field.key] !== undefined) {
+      // For fields not in litellm_params (like agent_runtime_arn), recover from the model string
+      values[field.key] = templateValues[field.key];
     }
   }
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
index 04a8b0df9d9..0f3355fe073 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/agents/_components/dynamic_agent_form_fields.tsx
@@ -24,58 +24,80 @@ interface DynamicAgentFormFieldsProps {
 export const unmountedDynamicFieldNames = (mountedPanels: readonly string[]): readonly string[] =>
   mountedPanels.includes(AGENT_FORM_CONFIG.cost.key) ? [] : COST_FIELD_NAMES;
 
-const CredentialField = ({ field }: { field: AgentCredentialFieldMetadata }) => (
-  <AgentFormField
-    name={field.key}
-    label={field.tooltip ? labelWithHint(field.label, field.tooltip) : field.label}
-    defaultValue={field.default_value ?? undefined}
-    rules={field.required ? { required: `Please enter ${field.label}` } : undefined}
-  >
-    {({ value, onChange, ref, ...control }) => {
-      const text = typeof value === "string" ? value : "";
-      if (field.field_type === "password") {
-        return (
-          <PasswordInput
-            {...control}
-            value={typeof value === "string" ? value : ""}
-            onChange={onChange}
-            ref={ref}
-            placeholder={field.placeholder || ""}
-          />
-        );
-      }
-      if (field.field_type === "textarea") {
-        return (
-          <Textarea
-            {...control}
-            ref={ref}
-            rows={3}
-            placeholder={field.placeholder || ""}
-            value={text}
-            onChange={onChange}
-          />
-        );
-      }
-      if (field.field_type === "select" && field.options) {
-        return (
-          <Select value={text || null} onValueChange={onChange}>
-            <SelectTrigger {...control} className="w-full">
-              <SelectValue placeholder={field.placeholder || ""} />
-            </SelectTrigger>
-            <SelectContent>
-              {field.options.map((option) => (
-                <SelectItem key={option} value={option} title={option}>
-                  {option}
-                </SelectItem>
-              ))}
-            </SelectContent>
-          </Select>
-        );
-      }
-      return <Input {...control} ref={ref} placeholder={field.placeholder || ""} value={text} onChange={onChange} />;
-    }}
-  </AgentFormField>
-);
+// A field's validation_pattern is server-supplied metadata; if it's ever not a valid regex, skip
+// validation rather than throwing during render and taking the whole form down with it.
+const buildValidationPatternRule = (
+  field: AgentCredentialFieldMetadata,
+): { value: RegExp; message: string } | undefined => {
+  if (!field.validation_pattern) return undefined;
+  try {
+    return {
+      value: new RegExp(field.validation_pattern),
+      message: field.validation_message || `${field.label} looks incomplete or malformed`,
+    };
+  } catch {
+    return undefined;
+  }
+};
+
+const CredentialField = ({ field }: { field: AgentCredentialFieldMetadata }) => {
+  const patternRule = buildValidationPatternRule(field);
+  return (
+    <AgentFormField
+      name={field.key}
+      label={field.tooltip ? labelWithHint(field.label, field.tooltip) : field.label}
+      defaultValue={field.default_value ?? undefined}
+      rules={{
+        ...(field.required ? { required: `Please enter ${field.label}` } : {}),
+        ...(patternRule ? { pattern: patternRule } : {}),
+      }}
+    >
+      {({ value, onChange, ref, ...control }) => {
+        const text = typeof value === "string" ? value : "";
+        if (field.field_type === "password") {
+          return (
+            <PasswordInput
+              {...control}
+              value={typeof value === "string" ? value : ""}
+              onChange={onChange}
+              ref={ref}
+              placeholder={field.placeholder || ""}
+            />
+          );
+        }
+        if (field.field_type === "textarea") {
+          return (
+            <Textarea
+              {...control}
+              ref={ref}
+              rows={3}
+              placeholder={field.placeholder || ""}
+              value={text}
+              onChange={onChange}
+            />
+          );
+        }
+        if (field.field_type === "select" && field.options) {
+          return (
+            <Select value={text || null} onValueChange={onChange}>
+              <SelectTrigger {...control} className="w-full">
+                <SelectValue placeholder={field.placeholder || ""} />
+              </SelectTrigger>
+              <SelectContent>
+                {field.options.map((option) => (
+                  <SelectItem key={option} value={option} title={option}>
+                    {option}
+                  </SelectItem>
+                ))}
+              </SelectContent>
+            </Select>
+          );
+        }
+        return <Input {...control} ref={ref} placeholder={field.placeholder || ""} value={text} onChange={onChange} />;
+      }}
+    </AgentFormField>
+  );
+};
 
 const DynamicAgentFormFields: React.FC<DynamicAgentFormFieldsProps> = ({ agentTypeInfo, panels }) => (
   <>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
index 24ec9043d21..2de078c8a33 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/CacheFormField.tsx
@@ -12,6 +12,7 @@ import {
   ComboboxList,
 } from "@/components/ui/combobox";
 import { Input } from "@/components/ui/input";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
 import { Switch } from "@/components/ui/switch";
 import { Textarea } from "@/components/ui/textarea";
 import { CacheField } from "./cacheSettingsFields";
@@ -64,6 +65,36 @@ const CacheFormField: React.FC<CacheFormFieldProps> = ({ field, embeddingModels,
             />
           );
         }
+        if (field.type === "select") {
+          const options = field.options ?? [];
+          const { id, "aria-invalid": ariaInvalid, "aria-describedby": ariaDescribedBy, name, onBlur, disabled } = rest;
+          return (
+            <Select
+              items={options.map((option) => ({ label: option.label, value: option.value }))}
+              name={name}
+              disabled={disabled}
+              value={typeof value === "string" && value !== "" ? value : null}
+              onValueChange={(selected: string | null) => onChange(selected ?? "")}
+            >
+              <SelectTrigger
+                id={id}
+                aria-invalid={ariaInvalid}
+                aria-describedby={ariaDescribedBy}
+                onBlur={onBlur}
+                className="w-full"
+              >
+                <SelectValue placeholder="Select an option" />
+              </SelectTrigger>
+              <SelectContent>
+                {options.map((option) => (
+                  <SelectItem key={option.value} value={option.value}>
+                    {option.label}
+                  </SelectItem>
+                ))}
+              </SelectContent>
+            </Select>
+          );
+        }
         if (field.type === "model-select") {
           const selected = embeddingModels.find((model) => model.value === value) ?? null;
           return (
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts
index 04dd6ff6038..9ebb9c191ed 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsFields.ts
@@ -1,4 +1,17 @@
-export type CacheFieldType = "string" | "password" | "integer" | "float" | "boolean" | "list" | "model-select";
+export type CacheFieldType =
+  | "string"
+  | "password"
+  | "integer"
+  | "float"
+  | "boolean"
+  | "list"
+  | "model-select"
+  | "select";
+
+export interface CacheFieldOption {
+  readonly value: string;
+  readonly label: string;
+}
 
 export type RedisType = "node" | "cluster" | "sentinel" | "semantic";
 
@@ -18,6 +31,7 @@ export interface CacheField {
   readonly helpText: string;
   readonly redisType: RedisType | null;
   readonly defaultValue?: string | number | boolean;
+  readonly options?: readonly CacheFieldOption[];
   readonly rules?: CacheFieldRule[];
   // Credential field: never prefilled into the form, and dropped from the save
   // payload when left untouched so the redacted marker is never persisted.
@@ -179,6 +193,20 @@ export const CACHE_FIELDS: readonly CacheField[] = [
     helpText: "Embedding model for semantic cache",
     redisType: "semantic",
   },
+  {
+    name: "semantic_cache_scope",
+    label: "Semantic Cache Scope",
+    type: "select",
+    section: "semantic",
+    helpText:
+      "Who can share a semantic cache hit. Key shares hits between all end users of a key/team/org. End user also isolates per end user; requests without an end user fall back to the key scope.",
+    redisType: "semantic",
+    defaultValue: "key",
+    options: [
+      { value: "key", label: "Key (shared by all end users of the key/team/org)" },
+      { value: "end_user", label: "End user (isolated per end user)" },
+    ],
+  },
   {
     name: "ssl",
     label: "SSL",
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts
index c530519ee06..c851f4aad96 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/cacheSettingsUtils.test.ts
@@ -25,6 +25,7 @@ describe("buildInitialValues", () => {
     const values = buildInitialValues({});
     expect(values.port).toBe("6379");
     expect(values.similarity_threshold).toBe("0.8");
+    expect(values.semantic_cache_scope).toBe("key");
     expect(values.ssl).toBe(false);
     expect(values.db).toBe("");
   });
@@ -75,6 +76,13 @@ describe("buildCachePayload", () => {
     expect(payload.similarity_threshold).toBe(0.9);
   });
 
+  it("should send the semantic cache scope only for a semantic cache", () => {
+    const semantic = buildCachePayload("semantic", { semantic_cache_scope: "end_user" }, { forTesting: false });
+    expect(semantic.semantic_cache_scope).toBe("end_user");
+    const node = buildCachePayload("node", { semantic_cache_scope: "end_user" }, { forTesting: false });
+    expect(node).not.toHaveProperty("semantic_cache_scope");
+  });
+
   it("should keep type redis when testing a semantic cache so the test endpoint accepts it", () => {
     const payload = buildCachePayload("semantic", { similarity_threshold: 0.9 }, { forTesting: true });
     expect(payload.type).toBe("redis");
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
index 07cc73cddc4..918d8947151 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/caching/_components/cache_settings/index.integration.test.tsx
@@ -138,6 +138,26 @@ describe("CacheSettings advanced settings round-trip", () => {
     expect(updateCacheSettingsCall.mock.calls[0][1]).not.toHaveProperty("redis_startup_nodes");
   });
 
+  it("saves the semantic cache scope picked from the select and shows the loaded value", async () => {
+    getCacheSettingsCall.mockResolvedValue({
+      current_values: { redis_type: "semantic", host: "redis.internal", semantic_cache_scope: "key" },
+    });
+    const user = userEvent.setup();
+    renderSettings();
+    const trigger = await screen.findByLabelText("Semantic Cache Scope");
+    expect(trigger).toHaveTextContent("Key (shared by all end users of the key/team/org)");
+
+    await user.click(trigger);
+    await user.click(await screen.findByRole("option", { name: "End user (isolated per end user)" }));
+    await save(user);
+
+    await waitFor(() => expect(updateCacheSettingsCall).toHaveBeenCalledTimes(1));
+    expect(updateCacheSettingsCall.mock.calls[0][1]).toMatchObject({
+      type: "redis-semantic",
+      semantic_cache_scope: "end_user",
+    });
+  });
+
   it("does not block the save on a malformed value inside a collapsed advanced section", async () => {
     getCacheSettingsCall.mockResolvedValue({ current_values: { host: "redis.internal" } });
     const user = userEvent.setup();
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
index c1f2ddcf51c..f686ff5644a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_info_helpers.tsx
@@ -201,6 +201,7 @@ export const guardrailLogoMap = {
   XecGuard: xecguardLogo.src,
   "LiteLLM Content Filter": litellmLogo.src,
   "LiteLLM LLM as a Judge": litellmLogo.src,
+  "Hide Secrets": litellmLogo.src,
   Akto: aktoLogo.src,
   "DeepKeep AI Firewall": deepkeepLogo.src,
   "Qostodian Nexus": qohashLogo.src,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.test.tsx
new file mode 100644
index 00000000000..ab63b7637b1
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.test.tsx
@@ -0,0 +1,99 @@
+import React from "react";
+import { fireEvent, screen, waitFor } from "@testing-library/react";
+import { useForm } from "react-hook-form";
+import { renderWithProviders } from "@/../tests/test-utils";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+import GuardrailProviderFields from "./guardrail_provider_fields";
+import { populateGuardrailProviderMap } from "./guardrail_info_helpers";
+import type { GuardrailFormValues } from "./GuardrailFormField";
+
+vi.mock("@/lib/toast", () => ({ toast: { error: vi.fn() } }));
+
+const HIDE_SECRETS_PARAMS = {
+  "hide-secrets": {
+    ui_friendly_name: "Hide Secrets",
+    detect_secrets_config: {
+      param: "detect_secrets_config",
+      description: "Optional detect-secrets configuration",
+      required: false,
+      type: "object",
+    },
+  },
+};
+
+const Harness: React.FC<{ onValid: (values: GuardrailFormValues) => void }> = ({ onValid }) => {
+  const form = useForm<GuardrailFormValues>();
+  return (
+    <form onSubmit={form.handleSubmit(onValid)}>
+      <GuardrailProviderFields
+        selectedProvider="Hide-secrets"
+        control={form.control}
+        providerParams={HIDE_SECRETS_PARAMS}
+      />
+      <button type="submit">save</button>
+    </form>
+  );
+};
+
+const renderHarness = () => {
+  populateGuardrailProviderMap(HIDE_SECRETS_PARAMS);
+  const onValid = vi.fn();
+  renderWithProviders(<Harness onValid={onValid} />);
+  const textarea = screen.getByLabelText(/detect_secrets_config/) as HTMLTextAreaElement;
+  return { onValid, textarea };
+};
+
+describe("GuardrailProviderFields object field", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("commits a valid JSON object as a parsed dict", async () => {
+    const { onValid, textarea } = renderHarness();
+
+    fireEvent.change(textarea, { target: { value: '{"plugins_used": [{"name": "AWSKeyDetector"}]}' } });
+    fireEvent.blur(textarea);
+    fireEvent.click(screen.getByRole("button", { name: "save" }));
+
+    await waitFor(() => expect(onValid).toHaveBeenCalledTimes(1));
+    expect(onValid.mock.calls[0][0].detect_secrets_config).toEqual({
+      plugins_used: [{ name: "AWSKeyDetector" }],
+    });
+  });
+
+  it("blocks submission while the field holds malformed JSON", async () => {
+    const { onValid, textarea } = renderHarness();
+
+    fireEvent.change(textarea, { target: { value: "{not json" } });
+    fireEvent.blur(textarea);
+    fireEvent.click(screen.getByRole("button", { name: "save" }));
+
+    await screen.findByText("detect_secrets_config must be a valid JSON object");
+    expect(onValid).not.toHaveBeenCalled();
+    expect(textarea.value).toBe("{not json");
+  });
+
+  it.each(['["array"]', '"scalar"', "null", "42"])("blocks non-object JSON %s", async (raw) => {
+    const { onValid, textarea } = renderHarness();
+
+    fireEvent.change(textarea, { target: { value: raw } });
+    fireEvent.blur(textarea);
+    fireEvent.click(screen.getByRole("button", { name: "save" }));
+
+    await screen.findByText("detect_secrets_config must be a valid JSON object");
+    expect(onValid).not.toHaveBeenCalled();
+  });
+
+  it("treats a cleared field as unset and submits", async () => {
+    const { onValid, textarea } = renderHarness();
+
+    fireEvent.change(textarea, { target: { value: '{"a": 1}' } });
+    fireEvent.blur(textarea);
+    fireEvent.change(textarea, { target: { value: "" } });
+    fireEvent.blur(textarea);
+    fireEvent.click(screen.getByRole("button", { name: "save" }));
+
+    await waitFor(() => expect(onValid).toHaveBeenCalledTimes(1));
+    expect(onValid.mock.calls[0][0].detect_secrets_config).toBeUndefined();
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
index 76c91d4c176..7d48da89ebf 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/guardrails/_components/guardrail_provider_fields.tsx
@@ -13,6 +13,8 @@ import { FieldGroup } from "@/components/ui/field";
 import { Input } from "@/components/ui/input";
 import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
 import { Slider } from "@/components/ui/slider";
+import { Textarea } from "@/components/ui/textarea";
+import { toast } from "@/lib/toast";
 import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
 import {
   asStringArray,
@@ -22,6 +24,7 @@ import {
   readRecord,
   requiredRule,
   type GuardrailFieldControlProps,
+  type GuardrailFieldRules,
   type GuardrailFormControl,
 } from "./GuardrailFormField";
 
@@ -60,6 +63,44 @@ const BOOLEAN_ITEMS = [
 const isSecretKey = (fieldKey: string): boolean =>
   fieldKey.includes("password") || fieldKey.includes("secret") || fieldKey.includes("key");
 
+const isPlainObject = (value: unknown): value is Record<string, unknown> =>
+  typeof value === "object" && value !== null && !Array.isArray(value);
+
+// Object fields hold the raw text while the user types, so submission must be
+// blocked until the value parses to a plain JSON object (or is cleared).
+const jsonObjectRule = (fieldKey: string): GuardrailFieldRules => ({
+  validate: (value: unknown) =>
+    value === undefined || isPlainObject(value) ? true : `${fieldKey} must be a valid JSON object`,
+});
+
+// Commits a parsed object (or undefined for a cleared field) to the form on
+// blur; anything else stays as raw text so jsonObjectRule blocks submission.
+const commitObjectField = (raw: string, onChange: (value: unknown) => void): void => {
+  const next = raw.trim();
+  if (next === "") {
+    onChange(undefined);
+    return;
+  }
+  let parsed: unknown;
+  try {
+    parsed = JSON.parse(next);
+  } catch {
+    parsed = next;
+  }
+  if (isPlainObject(parsed)) {
+    onChange(parsed);
+  } else {
+    toast.error("Enter a valid JSON object for this configuration");
+  }
+};
+
+const fieldRules = (field: ProviderParam, fieldKey: string): GuardrailFieldRules | undefined => {
+  if (field.type === "object") {
+    return jsonObjectRule(fieldKey);
+  }
+  return field.required ? requiredRule(`${fieldKey} is required`) : undefined;
+};
+
 interface ProviderFieldInputProps {
   descriptor: ProviderParam;
   fieldKey: string;
@@ -141,6 +182,25 @@ const ProviderFieldInput: React.FC<ProviderFieldInputProps> = ({ descriptor, fie
     );
   }
 
+  if (descriptor.type === "object") {
+    const objectValue = typeof value === "object" && value !== null ? JSON.stringify(value, null, 2) : asText(value);
+    return (
+      <Textarea
+        id={id}
+        name={name}
+        ref={ref}
+        placeholder={descriptor.description}
+        value={objectValue}
+        onChange={(event) => onChange(event.target.value)}
+        onBlur={(event) => {
+          commitObjectField(event.target.value, onChange);
+          onBlur();
+        }}
+        {...aria}
+      />
+    );
+  }
+
   if (descriptor.type === "number") {
     return (
       <NumericalInput
@@ -316,7 +376,7 @@ const GuardrailProviderFields: React.FC<GuardrailProviderFieldsProps> = ({
           control={control}
           name={fullFieldKey}
           label={labelWithHint(fieldKey, field.description)}
-          rules={field.required ? requiredRule(`${fieldKey} is required`) : undefined}
+          rules={fieldRules(field, fieldKey)}
           defaultValue={resolvedInitialValue}
         >
           {(fieldControl) => <ProviderFieldInput descriptor={field} fieldKey={fieldKey} control={fieldControl} />}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/autoRouter/useAutoRouterPresets.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/autoRouter/useAutoRouterPresets.ts
new file mode 100644
index 00000000000..82f9cc2da99
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/autoRouter/useAutoRouterPresets.ts
@@ -0,0 +1,16 @@
+import { AutoRouterPreset, hydratePresets } from "@/lib/autorouter_presets";
+import { getAutoRouterPresets } from "@/components/networking";
+import { useQuery } from "@tanstack/react-query";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+const presetKeys = createQueryKeys("autoRouterPresets");
+
+export const useAutoRouterPresets = () => {
+  const options = {
+    queryKey: presetKeys.list({}),
+    queryFn: async () => hydratePresets(await getAutoRouterPresets()),
+    staleTime: 24 * 60 * 60 * 1000,
+    gcTime: 24 * 60 * 60 * 1000,
+  };
+  return useQuery<AutoRouterPreset[]>(options);
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.test.ts
index 8c9b33f2c3e..84be7e2ef49 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.test.ts
@@ -518,6 +518,24 @@ describe("useKeys", () => {
     const callUrl = mockFetch.mock.calls[0][0];
     expect(callUrl).not.toContain("agent_id");
   });
+
+  it("sends the combined alias-or-ID search as the search param, separate from key_alias and key_hash", async () => {
+    mockFetch.mockResolvedValueOnce({
+      ok: true,
+      json: async () => mockKeysResponse,
+    });
+
+    const { result } = renderHook(() => useKeys(1, 10, { search: "pasted-key-id" }), { wrapper });
+
+    await waitFor(() => {
+      expect(result.current.isLoading).toBe(false);
+    });
+
+    const callUrl = new URL(mockFetch.mock.calls[0][0], "http://localhost");
+    expect(callUrl.searchParams.get("search")).toBe("pasted-key-id");
+    expect(callUrl.searchParams.has("key_alias")).toBe(false);
+    expect(callUrl.searchParams.has("key_hash")).toBe(false);
+  });
 });
 
 describe("useDeletedKeys", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.ts
index 94ded01679d..7e7089e685f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/keys/useKeys.ts
@@ -40,6 +40,7 @@ export interface KeyListCallOptions {
   selectedKeyAlias?: string | null;
   userID?: string | null;
   keyHash?: string | null;
+  search?: string | null;
   sortBy?: string | null;
   sortOrder?: string | null;
   expand?: string | null;
@@ -61,6 +62,7 @@ const keyListCall = async (accessToken: string, page: number, pageSize: number,
         organization_id: options.organizationID,
         key_alias: options.selectedKeyAlias,
         key_hash: options.keyHash,
+        search: options.search,
         user_id: options.userID,
         page,
         size: pageSize,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings.ts
new file mode 100644
index 00000000000..8645e867c16
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings.ts
@@ -0,0 +1,47 @@
+import { useMutation, useQuery, useQueryClient } from "@tanstack/react-query";
+import { apiClient } from "@/components/networking";
+import type { components } from "@/lib/http/schema";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { createQueryKeys } from "../common/queryKeysFactory";
+
+export type MCPToolSearchSettings = components["schemas"]["MCPToolSearchSettings"];
+export type MCPToolSearchSettingsResponse = components["schemas"]["MCPToolSearchSettingsResponse"];
+
+const GET_PATH = "/get/mcp_tool_search_settings";
+const UPDATE_PATH = "/update/mcp_tool_search_settings";
+
+const mcpToolSearchSettingsKeys = createQueryKeys("mcpToolSearchSettings");
+
+export const getMCPToolSearchSettings = (accessToken: string): Promise<MCPToolSearchSettingsResponse> =>
+  apiClient.get<MCPToolSearchSettingsResponse>(GET_PATH, { accessToken });
+
+export const updateMCPToolSearchSettings = (
+  accessToken: string,
+  settings: MCPToolSearchSettings,
+): Promise<MCPToolSearchSettings> =>
+  apiClient.patch<MCPToolSearchSettings>(UPDATE_PATH, { accessToken, body: settings });
+
+export const useMCPToolSearchSettings = () => {
+  const { accessToken } = useAuthorized();
+  return useQuery<MCPToolSearchSettingsResponse>({
+    queryKey: mcpToolSearchSettingsKeys.list({}),
+    queryFn: () => getMCPToolSearchSettings(accessToken),
+    enabled: !!accessToken,
+  });
+};
+
+export const useUpdateMCPToolSearchSettings = () => {
+  const { accessToken } = useAuthorized();
+  const queryClient = useQueryClient();
+  return useMutation<MCPToolSearchSettings, Error, MCPToolSearchSettings>({
+    mutationFn: (settings) => {
+      if (!accessToken) {
+        throw new Error("Access token is required");
+      }
+      return updateMCPToolSearchSettings(accessToken, settings);
+    },
+    onSuccess: () => {
+      queryClient.invalidateQueries({ queryKey: mcpToolSearchSettingsKeys.all });
+    },
+  });
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_servers.tsx b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_servers.tsx
index 6e70b1ac59a..e6148d5d997 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_servers.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/mcp-servers/_components/mcp_servers.tsx
@@ -36,6 +36,7 @@ import type {
   Team,
 } from "@/components/mcp_tools/types";
 import MCPSemanticFilterSettings from "@/components/Settings/AdminSettings/MCPSemanticFilterSettings/MCPSemanticFilterSettings";
+import MCPToolSearchSettings from "@/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings";
 import MCPNetworkSettings from "./MCPNetworkSettings";
 import MCPDiscovery from "./mcp_discovery";
 import { ByokCredentialModal } from "@/components/mcp_tools/ByokCredentialModal";
@@ -544,6 +545,11 @@ const MCPServers: React.FC<MCPServerProps> = ({ accessToken, userRole, userID })
                 Semantic Filter
               </TabsTrigger>
             )}
+            {isAdminRole(userRole) && (
+              <TabsTrigger value="tool-search" className="flex-none rounded-none px-4 py-2">
+                Tool Search
+              </TabsTrigger>
+            )}
             {isAdminRole(userRole) && (
               <TabsTrigger value="network-settings" className="flex-none rounded-none px-4 py-2">
                 Network Settings
@@ -726,6 +732,11 @@ const MCPServers: React.FC<MCPServerProps> = ({ accessToken, userRole, userID })
               <MCPSemanticFilterSettings accessToken={accessToken} />
             </TabsContent>
           )}
+          {isAdminRole(userRole) && (
+            <TabsContent value="tool-search" keepMounted>
+              <MCPToolSearchSettings accessToken={accessToken} />
+            </TabsContent>
+          )}
           {isAdminRole(userRole) && (
             <TabsContent value="network-settings" keepMounted>
               <MCPNetworkSettings accessToken={accessToken} />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
index 5100b998b80..984b8135466 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.test.tsx
@@ -95,6 +95,7 @@ describe("MemoryTable", () => {
   it("shows the filtered-empty copy when a search is active", () => {
     render(<MemoryTable {...baseProps} data={[]} rowCount={0} hasActiveSearch={true} />);
     expect(screen.getByText("No matching memories")).toBeInTheDocument();
+    expect(screen.getByText("No memories match your search.")).toBeInTheDocument();
     expect(screen.queryByText("No memories stored yet")).not.toBeInTheDocument();
   });
 
@@ -128,6 +129,7 @@ describe("MemoryTable", () => {
     const onRefresh = vi.fn();
     render(<MemoryTable {...baseProps} onSearchChange={onSearchChange} onRefresh={onRefresh} />);
 
+    expect(screen.getByPlaceholderText("Search by key prefix or memory ID…")).toBeInTheDocument();
     fireEvent.change(screen.getByTestId("datatable-search"), { target: { value: "u" } });
     expect(onSearchChange).toHaveBeenCalledWith("u");
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.tsx
index 50dd04ee14c..3e37faafe15 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryTable.tsx
@@ -36,7 +36,7 @@ function MemoryEmptyState({ hasActiveSearch }: { hasActiveSearch: boolean }) {
       </div>
       <div className="text-sm text-muted-foreground">
         {hasActiveSearch
-          ? "No memories have keys starting with your search."
+          ? "No memories match your search."
           : "Memories your agents store under /v1/memory will appear here."}
       </div>
     </div>
@@ -81,7 +81,7 @@ export function MemoryTable({
           table={table}
           searchValue={searchValue}
           onSearchChange={onSearchChange}
-          searchPlaceholder='Filter by key prefix, e.g. "user:"'
+          searchPlaceholder="Search by key prefix or memory ID…"
           onRefresh={onRefresh}
           isRefreshing={isRefreshing}
           showViewOptions={false}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.test.tsx
index 9ccef5357b9..b703df652c2 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.test.tsx
@@ -1,8 +1,9 @@
 import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
-import { act, render, screen } from "@testing-library/react";
+import type { PaginationState } from "@tanstack/react-table";
+import { act, render, screen, waitFor } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import React from "react";
-import { describe, expect, it, vi } from "vitest";
+import { beforeEach, describe, expect, it, vi } from "vitest";
 
 import { MemoryRow } from "@/components/networking";
 
@@ -13,10 +14,13 @@ interface CapturedTableProps {
   rowCount: number;
   data: MemoryRow[];
   hasActiveSearch: boolean;
+  onSearchChange: (value: string) => void;
+  onPaginationChange: (state: PaginationState) => void;
   onViewClick: (row: MemoryRow) => void;
 }
 
 const captured = vi.hoisted(() => ({ current: null as CapturedTableProps | null }));
+const fetchMemoryListMock = vi.hoisted(() => vi.fn());
 
 vi.mock("./MemoryTable", () => ({
   MemoryTable: function MemoryTableMock(props: CapturedTableProps) {
@@ -25,6 +29,15 @@ vi.mock("./MemoryTable", () => ({
   },
 }));
 
+vi.mock("@/components/networking", async (importOriginal) => ({
+  ...(await importOriginal<typeof import("@/components/networking")>()),
+  fetchMemoryList: fetchMemoryListMock,
+}));
+
+vi.mock("@tanstack/react-pacer/debouncer", () => ({
+  useDebouncedValue: (value: unknown) => [value, { cancel: vi.fn(), flush: vi.fn() }],
+}));
+
 const renderView = (accessToken: string | null) => {
   const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
   return render(
@@ -35,6 +48,28 @@ const renderView = (accessToken: string | null) => {
 };
 
 describe("MemoryView", () => {
+  beforeEach(() => {
+    fetchMemoryListMock.mockReset();
+    fetchMemoryListMock.mockResolvedValue({ memories: [], total: 0 });
+  });
+
+  it("queries the server with the search box value as `search` and resets to page 1", async () => {
+    renderView("token");
+    await waitFor(() => expect(fetchMemoryListMock).toHaveBeenCalled());
+
+    act(() => captured.current?.onPaginationChange({ pageIndex: 2, pageSize: 50 }));
+    await waitFor(() =>
+      expect(fetchMemoryListMock).toHaveBeenLastCalledWith("token", expect.objectContaining({ page: 3 })),
+    );
+
+    act(() => captured.current?.onSearchChange("mem-abc123"));
+
+    await waitFor(() =>
+      expect(fetchMemoryListMock).toHaveBeenLastCalledWith("token", { search: "mem-abc123", page: 1, pageSize: 50 }),
+    );
+    expect(captured.current?.hasActiveSearch).toBe(true);
+  });
+
   it("keeps the table out of the skeleton state when the token is null (disabled query)", () => {
     renderView(null);
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx
index 1d2e5150a62..58d4e42aa96 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/memory/_components/MemoryView.tsx
@@ -43,10 +43,8 @@ export const MemoryView: React.FC<MemoryViewProps> = ({ accessToken }) => {
     queryKey: [MEMORY_LIST_KEY, debouncedSearch, pagination.pageIndex, pagination.pageSize],
     queryFn: () => {
       if (!accessToken) throw new Error("Access token required");
-      // Prefix search matches the Redis-style mental model (namespace scan):
-      // typing "user:" finds "user:profile", "user:prefs", etc.
       return fetchMemoryList(accessToken, {
-        keyPrefix: debouncedSearch || undefined,
+        search: debouncedSearch || undefined,
         page: pagination.pageIndex + 1,
         pageSize: pagination.pageSize,
       });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx
index 8c683f230e0..f460b77c2c7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.test.tsx
@@ -140,6 +140,7 @@ const renderPanel = (canModify = true) =>
       accessToken="token"
       userRole="Admin"
       userID="u-admin"
+      isViewOnly={false}
       teams={null}
       createScope={canModify ? "unscoped-ok" : "forbidden"}
     />,
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.tsx
index db5120cebce..5b53217f9c1 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/AutoRoutersPanel.tsx
@@ -21,12 +21,20 @@ interface AutoRoutersPanelProps {
   accessToken: string;
   userRole: string;
   userID: string | null;
+  isViewOnly: boolean;
   teams: Team[] | null;
   /** Owned by the page, which knows how this caller must scope what they create. */
   createScope: ModelWriteScope;
 }
 
-export function AutoRoutersPanel({ accessToken, userRole, userID, teams, createScope }: AutoRoutersPanelProps) {
+export function AutoRoutersPanel({
+  accessToken,
+  userRole,
+  userID,
+  isViewOnly,
+  teams,
+  createScope,
+}: AutoRoutersPanelProps) {
   const canCreate = createScope !== "forbidden";
   const { data: deployments, isLoading } = useAutoRouters();
   const invalidateAutoRouters = useInvalidateAutoRouters();
@@ -39,8 +47,8 @@ export function AutoRoutersPanel({ accessToken, userRole, userID, teams, createS
   const [isDeleting, setIsDeleting] = useState(false);
 
   const routers = useMemo(
-    () => toAutoRouterRows(deployments ?? [], { userRole, userID }, teams),
-    [deployments, userRole, userID, teams],
+    () => toAutoRouterRows(deployments ?? [], { userRole, userID, isViewOnly }, teams),
+    [deployments, userRole, userID, isViewOnly, teams],
   );
 
   const handleCreated = () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.test.ts
index 9944653b638..23585f6c110 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.test.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.test.ts
@@ -5,8 +5,9 @@ import { toAutoRouterRow, toAutoRouterRows } from "./autoRouterRows";
 
 // Existing cases assert resource classification, so they run as a proxy admin: the actor
 // gate is then a pass-through and canEdit/canDelete still reflect the row itself.
-const ADMIN = { userRole: "Admin", userID: "u-admin" };
-const TEAM_ADMIN = { userRole: "Internal User", userID: "u-team-admin" };
+const ADMIN = { userRole: "Admin", userID: "u-admin", isViewOnly: false };
+const TEAM_ADMIN = { userRole: "Internal User", userID: "u-team-admin", isViewOnly: false };
+const VIEW_ONLY_ADMIN = { userRole: "Admin", userID: "u-viewer", isViewOnly: true };
 
 const complexityDeployment = {
   model_name: "tri-tier-router",
@@ -224,7 +225,7 @@ describe("autoRouterRows actor gating", () => {
     { team_id: "team-1", members_with_roles: [{ user_id: "u-team-admin", user_email: "t@t", role: "admin" }] },
   ] as never;
 
-  const rowIn = (actor: { userRole: string; userID: string }, teamId: string | null) =>
+  const rowIn = (actor: { userRole: string; userID: string; isViewOnly: boolean }, teamId: string | null) =>
     toAutoRouterRow(
       { ...complexityDeployment, model_info: { id: "cid-1", db_model: true, team_id: teamId } },
       0,
@@ -259,4 +260,12 @@ describe("autoRouterRows actor gating", () => {
     expect(row.canEdit).toBe(true);
     expect(row.canDelete).toBe(true);
   });
+
+  // A proxy_admin_viewer session reads "Admin" through the masquerade, but PATCH and
+  // DELETE both 403 it, so its rows must not offer the affordances.
+  it("hides write affordances from a view-only admin session", () => {
+    const row = rowIn(VIEW_ONLY_ADMIN, null);
+    expect(row.canEdit).toBe(false);
+    expect(row.canDelete).toBe(false);
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts
index bbdf4697315..c4d7f45b7cc 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/components/AutoRouters/autoRouterRows.ts
@@ -58,6 +58,7 @@ const dedupe = (models: string[]): string[] => Array.from(new Set(models));
 const COMPLEXITY_TYPE_LABELS: Record<string, string> = {
   llm: "LLM Classifier",
   heuristic_first: "Heuristic first",
+  hybrid: "Hybrid",
   custom: "Custom classifier",
 };
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.test.tsx
index a504d75bb63..84a05113177 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.test.tsx
@@ -38,8 +38,17 @@ vi.mock("./useModelDashboardData", () => ({
   useModelDashboardData: () => ({ availableModelAccessGroups: [], allModelsOnProxy: [], availableModelGroups: [] }),
 }));
 
-const ADMIN = { accessToken: "at", token: "t", userRole: "Admin", userId: "u1", premiumUser: false };
-const NON_ADMIN = { accessToken: "at", token: "t", userRole: "Internal User", userId: "u1", premiumUser: false };
+const ADMIN = { accessToken: "at", token: "t", userRole: "Admin", userId: "u1", premiumUser: false, isViewOnly: false };
+const NON_ADMIN = {
+  accessToken: "at",
+  token: "t",
+  userRole: "Internal User",
+  userId: "u1",
+  premiumUser: false,
+  isViewOnly: false,
+};
+// A proxy_admin_viewer session: effectiveSessionRole masquerades the role as "Admin".
+const VIEW_ONLY_ADMIN = { ...ADMIN, isViewOnly: true };
 
 const renderPage = () => {
   const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false, gcTime: 0 } } });
@@ -99,6 +108,22 @@ describe("ModelsAndEndpointsPage", () => {
     expect(screen.queryByRole("tab", { name: "Health Status" })).not.toBeInTheDocument();
   });
 
+  // POST /model/new 403s a proxy_admin_viewer, so the form's tab must not render for one.
+  it("hides the Add Model tab for a view-only admin session", () => {
+    mockUseAuthorized.mockReturnValue(VIEW_ONLY_ADMIN);
+    renderPage();
+    expect(screen.queryByRole("tab", { name: "Add Model" })).not.toBeInTheDocument();
+    expect(screen.getByRole("tab", { name: "All Models" })).toBeInTheDocument();
+  });
+
+  // Read parity: the Auto-Routers list stays reachable for a view-only admin; only the
+  // create affordance inside it is withheld, which AutoRoutersTabPanel decides.
+  it("keeps the Auto-Routers tab for a view-only admin session", () => {
+    mockUseAuthorized.mockReturnValue(VIEW_ONLY_ADMIN);
+    renderPage();
+    expect(screen.getByRole("tab", { name: /Auto-Routers/ })).toBeInTheDocument();
+  });
+
   // Auto-routers are excluded from the All Models table, so this tab is their home: the only
   // place in the product to list, create, edit or delete one.
   describe("Auto-Routers tab", () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
index 9ae7dc12f81..34c9d87004e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/page.tsx
@@ -80,7 +80,7 @@ const renderPanel = (key: string) => {
 };
 
 export default function ModelsAndEndpointsPage() {
-  const { accessToken, userRole, userId: userID, premiumUser } = useAuthorized();
+  const { accessToken, userRole, userId: userID, premiumUser, isViewOnly } = useAuthorized();
   const { data: teams } = useTeams();
   const { data: uiSettings } = useUISettings();
   const queryClient = useQueryClient();
@@ -92,7 +92,7 @@ export default function ModelsAndEndpointsPage() {
 
   const isInternalUser = userRole && internalUserRoles.includes(userRole);
   const canCreate = canCreateModels(
-    { userRole, userID },
+    { userRole, userID, isViewOnly },
     {
       teams: teams ?? null,
       disabledForInternalUsers:
@@ -182,6 +182,7 @@ export default function ModelsAndEndpointsPage() {
             accessToken={accessToken}
             userID={userID}
             userRole={userRole}
+            isViewOnly={isViewOnly}
             onModelUpdate={invalidateModels}
             modelAccessGroups={availableModelAccessGroups}
           />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.test.tsx
new file mode 100644
index 00000000000..12f0b95bf13
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.test.tsx
@@ -0,0 +1,39 @@
+/* @vitest-environment jsdom */
+import { render } from "@testing-library/react";
+import { describe, expect, it, vi } from "vitest";
+import AutoRoutersTabPanel from "./AutoRoutersTabPanel";
+
+const panelProps = vi.fn();
+vi.mock("../components/AutoRouters/AutoRoutersPanel", () => ({
+  AutoRoutersPanel: (props: Record<string, unknown>) => {
+    panelProps(props);
+    return <div data-testid="auto-routers-panel" />;
+  },
+}));
+
+const mockUseAuthorized = vi.fn();
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({ default: () => mockUseAuthorized() }));
+vi.mock("@/app/(dashboard)/hooks/teams/useTeams", () => ({ useTeams: () => ({ data: [] }) }));
+vi.mock("@/app/(dashboard)/hooks/uiSettings/useUISettings", () => ({
+  useUISettings: () => ({ data: { values: {} } }),
+}));
+
+const SESSION = { accessToken: "at", userRole: "Admin", userId: "u1", isViewOnly: false };
+
+const lastProps = () => panelProps.mock.calls.at(-1)?.[0] as { createScope: string };
+
+describe("AutoRoutersTabPanel", () => {
+  it("grants an unscoped create to a real proxy admin", () => {
+    mockUseAuthorized.mockReturnValue(SESSION);
+    render(<AutoRoutersTabPanel />);
+    expect(lastProps().createScope).toBe("unscoped-ok");
+  });
+
+  // The masqueraded "Admin" a proxy_admin_viewer session carries: POST /model/new 403s it,
+  // so the panel must not be told it may create.
+  it("withholds the create affordance from a view-only admin session", () => {
+    mockUseAuthorized.mockReturnValue({ ...SESSION, isViewOnly: true });
+    render(<AutoRoutersTabPanel />);
+    expect(lastProps().createScope).toBe("forbidden");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.tsx b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.tsx
index 5f7d56e8e33..69b442da09b 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/models-and-endpoints/panels/AutoRoutersTabPanel.tsx
@@ -15,13 +15,13 @@ import { AutoRoutersPanel } from "../components/AutoRouters/AutoRoutersPanel";
  * Viewer roles reach the list without write affordances.
  */
 export default function AutoRoutersTabPanel() {
-  const { accessToken, userRole, userId: userID } = useAuthorized();
+  const { accessToken, userRole, userId: userID, isViewOnly } = useAuthorized();
   const { data: teams } = useTeams();
   const { data: uiSettings } = useUISettings();
 
   const isInternalUser = userRole != null && internalUserRoles.includes(userRole);
   const scope = modelCreationScope(
-    { userRole, userID },
+    { userRole, userID, isViewOnly },
     {
       teams: teams ?? null,
       disabledForInternalUsers: isInternalUser && uiSettings?.values?.disable_model_add_for_internal_users === true,
@@ -33,6 +33,7 @@ export default function AutoRoutersTabPanel() {
       accessToken={accessToken}
       userRole={userRole ?? ""}
       userID={userID ?? null}
+      isViewOnly={isViewOnly}
       teams={teams ?? null}
       createScope={scope}
     />
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
index 52efd6407f8..edbb897fb2f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.test.tsx
@@ -65,11 +65,13 @@ describe("PromptTable", () => {
     expect(within(rows[1]).getByText("prompt-older")).toBeInTheDocument();
   });
 
-  it("should call onPromptClick when the prompt ID is clicked", async () => {
+  it("should call onPromptClick with the row's environment, defaulting to development", async () => {
     const user = userEvent.setup();
     render(<PromptTable {...defaultProps} />);
     await user.click(screen.getByRole("button", { name: "prompt-newer" }));
-    expect(mockOnPromptClick).toHaveBeenCalledWith("prompt-newer");
+    expect(mockOnPromptClick).toHaveBeenCalledWith("prompt-newer", "production");
+    await user.click(screen.getByRole("button", { name: "prompt-older" }));
+    expect(mockOnPromptClick).toHaveBeenCalledWith("prompt-older", "development");
   });
 
   it("should label the environment and default missing environments to development", () => {
@@ -83,7 +85,7 @@ describe("PromptTable", () => {
     render(<PromptTable {...defaultProps} />);
     await user.click(screen.getByTestId("prompt-actions-prompt-newer"));
     await user.click(await screen.findByTestId("prompt-action-delete"));
-    expect(mockOnDeleteClick).toHaveBeenCalledWith("prompt-newer", "prompt-newer");
+    expect(mockOnDeleteClick).toHaveBeenCalledWith("prompt-newer", "prompt-newer", "production");
   });
 
   it("should copy the prompt ID through the actions menu", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.tsx
index 47d4f64f254..c766042ac44 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTable.tsx
@@ -13,8 +13,8 @@ import { ModelGroupInfo } from "./prompt_utils";
 interface PromptTableProps {
   promptsList: PromptSpec[];
   isLoading: boolean;
-  onPromptClick?: (id: string) => void;
-  onDeleteClick?: (id: string, name: string) => void;
+  onPromptClick?: (id: string, environment: string) => void;
+  onDeleteClick?: (id: string, name: string, environment: string) => void;
   accessToken: string | null;
   isAdmin: boolean;
 }
@@ -74,7 +74,9 @@ const PromptTable: React.FC<PromptTableProps> = ({
     <DataTable
       data={promptsList}
       columns={columns}
-      getRowId={(prompt, index) => prompt.prompt_id || String(index)}
+      getRowId={(prompt, index) =>
+        prompt.prompt_id ? `${prompt.prompt_id}::${prompt.environment || "development"}` : String(index)
+      }
       sortingMode="client"
       sorting={sorting}
       onSortingChange={setSorting}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
index ae584ef6df6..f927a6d1486 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/PromptTableColumns.tsx
@@ -64,7 +64,7 @@ function PromptModelCell({ prompt, modelHubData }: { prompt: PromptSpec; modelHu
 interface PromptRowActionsProps {
   prompt: PromptSpec;
   isAdmin: boolean;
-  onDeleteClick?: (id: string, name: string) => void;
+  onDeleteClick?: (id: string, name: string, environment: string) => void;
 }
 
 function PromptRowActions({ prompt, isAdmin, onDeleteClick }: PromptRowActionsProps) {
@@ -91,7 +91,13 @@ function PromptRowActions({ prompt, isAdmin, onDeleteClick }: PromptRowActionsPr
             <DropdownMenuItem
               variant="destructive"
               data-testid="prompt-action-delete"
-              onClick={() => onDeleteClick?.(prompt.prompt_id, prompt.prompt_id || "Unknown Prompt")}
+              onClick={() =>
+                onDeleteClick?.(
+                  prompt.prompt_id,
+                  prompt.prompt_id || "Unknown Prompt",
+                  prompt.environment || "development",
+                )
+              }
             >
               <Trash2 />
               Delete
@@ -106,8 +112,8 @@ function PromptRowActions({ prompt, isAdmin, onDeleteClick }: PromptRowActionsPr
 interface PromptTableColumnsDeps {
   modelHubData: Map<string, ModelGroupInfo>;
   isAdmin: boolean;
-  onPromptClick?: (id: string) => void;
-  onDeleteClick?: (id: string, name: string) => void;
+  onPromptClick?: (id: string, environment: string) => void;
+  onDeleteClick?: (id: string, name: string, environment: string) => void;
 }
 
 export const getPromptTableColumns = ({
@@ -128,7 +134,11 @@ export const getPromptTableColumns = ({
         title={row.original.prompt_id}
         titleClassName="font-mono text-xs font-normal"
         className="max-w-60"
-        onClick={onPromptClick ? () => onPromptClick(row.original.prompt_id) : undefined}
+        onClick={
+          onPromptClick
+            ? () => onPromptClick(row.original.prompt_id, row.original.environment || "development")
+            : undefined
+        }
       />
     ),
   },
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.test.tsx
index 3b0ee3a3ce2..a1c7280422f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.test.tsx
@@ -16,21 +16,31 @@ vi.mock("./PromptTable", () => ({
   __esModule: true,
   default: ({
     isLoading,
+    onPromptClick,
     onDeleteClick,
   }: {
     isLoading: boolean;
-    onDeleteClick: (id: string, name: string) => void;
+    onPromptClick: (id: string, environment: string) => void;
+    onDeleteClick: (id: string, name: string, environment: string) => void;
   }) => (
     <div data-testid="prompt-table">
       {isLoading ? "table-loading" : "table-loaded"}
-      <button type="button" onClick={() => onDeleteClick("prompt-1", "my-prompt")}>
+      <button type="button" onClick={() => onPromptClick("prompt-1", "staging")}>
+        row-open
+      </button>
+      <button type="button" onClick={() => onDeleteClick("prompt-1", "my-prompt", "staging")}>
         row-delete
       </button>
     </div>
   ),
 }));
 
-vi.mock("./prompt_info", () => ({ __esModule: true, default: () => <div>prompt-info-view</div> }));
+vi.mock("./prompt_info", () => ({
+  __esModule: true,
+  default: ({ initialEnvironment }: { initialEnvironment?: string }) => (
+    <div>prompt-info-view:{initialEnvironment ?? "none"}</div>
+  ),
+}));
 vi.mock("./add_prompt_form", () => ({
   __esModule: true,
   default: ({ visible }: { visible: boolean }) => (visible ? <div>add-prompt-form</div> : null),
@@ -141,6 +151,22 @@ describe("PromptsPanel toolbar", () => {
   });
 });
 
+describe("PromptsPanel row navigation", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    mockGetPromptsList.mockResolvedValue({ prompts: [] } as never);
+  });
+
+  it("should open the info view preselected to the clicked row's environment", async () => {
+    const user = userEvent.setup();
+    renderPanel("Admin");
+
+    await user.click(await screen.findByRole("button", { name: "row-open" }));
+
+    expect(screen.getByText("prompt-info-view:staging")).toBeInTheDocument();
+  });
+});
+
 describe("PromptsPanel delete confirmation", () => {
   beforeEach(() => {
     vi.clearAllMocks();
@@ -154,13 +180,13 @@ describe("PromptsPanel delete confirmation", () => {
 
     await user.click(await screen.findByRole("button", { name: "row-delete" }));
 
-    expect(await screen.findByText(/delete prompt: my-prompt/i)).toBeInTheDocument();
+    expect(await screen.findByText(/the staging copy of prompt: my-prompt/i)).toBeInTheDocument();
     expect(screen.getByText(/cannot be undone/i)).toBeInTheDocument();
     expect(mockDeletePromptCall).not.toHaveBeenCalled();
 
     await user.click(screen.getByRole("button", { name: /^delete$/i }));
 
-    await waitFor(() => expect(mockDeletePromptCall).toHaveBeenCalledWith("sk-test", "prompt-1"));
+    await waitFor(() => expect(mockDeletePromptCall).toHaveBeenCalledWith("sk-test", "prompt-1", "staging"));
   });
 
   it("should abandon the delete when the confirmation is dismissed", async () => {
@@ -168,11 +194,11 @@ describe("PromptsPanel delete confirmation", () => {
     renderPanel("Admin");
 
     await user.click(await screen.findByRole("button", { name: "row-delete" }));
-    await screen.findByText(/delete prompt: my-prompt/i);
+    await screen.findByText(/the staging copy of prompt: my-prompt/i);
 
     await user.click(screen.getByRole("button", { name: /cancel/i }));
 
-    await waitFor(() => expect(screen.queryByText(/delete prompt: my-prompt/i)).not.toBeInTheDocument());
+    await waitFor(() => expect(screen.queryByText(/the staging copy of prompt: my-prompt/i)).not.toBeInTheDocument());
     expect(mockDeletePromptCall).not.toHaveBeenCalled();
   });
 
@@ -187,14 +213,14 @@ describe("PromptsPanel delete confirmation", () => {
     renderPanel("Admin");
 
     await user.click(await screen.findByRole("button", { name: "row-delete" }));
-    await screen.findByText(/delete prompt: my-prompt/i);
+    await screen.findByText(/the staging copy of prompt: my-prompt/i);
     await user.click(screen.getByRole("button", { name: /^delete$/i }));
-    await waitFor(() => expect(mockDeletePromptCall).toHaveBeenCalledWith("sk-test", "prompt-1"));
+    await waitFor(() => expect(mockDeletePromptCall).toHaveBeenCalledWith("sk-test", "prompt-1", "staging"));
 
     await user.keyboard("{Escape}");
-    expect(screen.getByText(/delete prompt: my-prompt/i)).toBeInTheDocument();
+    expect(screen.getByText(/the staging copy of prompt: my-prompt/i)).toBeInTheDocument();
 
     finishDelete();
-    await waitFor(() => expect(screen.queryByText(/delete prompt: my-prompt/i)).not.toBeInTheDocument());
+    await waitFor(() => expect(screen.queryByText(/the staging copy of prompt: my-prompt/i)).not.toBeInTheDocument());
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx
index 3594e933704..2d8d905c480 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/index.tsx
@@ -41,11 +41,12 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
   const [isLoading, setIsLoading] = useState(true);
   const [selectedEnvironment, setSelectedEnvironment] = useState<string | undefined>(undefined);
   const [selectedPromptId, setSelectedPromptId] = useState<string | null>(null);
+  const [selectedPromptEnvironment, setSelectedPromptEnvironment] = useState<string | undefined>(undefined);
   const [isAddModalVisible, setIsAddModalVisible] = useState(false);
   const [showEditorView, setShowEditorView] = useState(false);
   const [editPromptData, setEditPromptData] = useState<any>(null);
   const [isDeleting, setIsDeleting] = useState(false);
-  const [promptToDelete, setPromptToDelete] = useState<{ id: string; name: string } | null>(null);
+  const [promptToDelete, setPromptToDelete] = useState<{ id: string; name: string; environment: string } | null>(null);
 
   // Admin Viewer follows the read-parity rule: see prompts, no writes.
   const canModify = userRole ? isProxyAdminRole(userRole) : false;
@@ -71,8 +72,9 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
     fetchPrompts();
   }, [accessToken, selectedEnvironment]);
 
-  const handlePromptClick = (promptId: string) => {
+  const handlePromptClick = (promptId: string, environment: string) => {
     setSelectedPromptId(promptId);
+    setSelectedPromptEnvironment(environment);
   };
 
   const handleAddPrompt = () => {
@@ -111,8 +113,8 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
     setSelectedPromptId(null);
   };
 
-  const handleDeleteClick = (promptId: string, promptName: string) => {
-    setPromptToDelete({ id: promptId, name: promptName });
+  const handleDeleteClick = (promptId: string, promptName: string, environment: string) => {
+    setPromptToDelete({ id: promptId, name: promptName, environment });
   };
 
   const handleDeleteConfirm = async () => {
@@ -120,8 +122,8 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
 
     setIsDeleting(true);
     try {
-      await deletePromptCall(accessToken, promptToDelete.id);
-      toast.success(`Prompt "${promptToDelete.name}" deleted successfully`);
+      await deletePromptCall(accessToken, promptToDelete.id, promptToDelete.environment);
+      toast.success(`Prompt "${promptToDelete.name}" deleted successfully from ${promptToDelete.environment}`);
       fetchPrompts(); // Refresh the list
     } catch (error) {
       console.error("Error deleting prompt:", error);
@@ -148,6 +150,7 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
       ) : selectedPromptId ? (
         <PromptInfoView
           promptId={selectedPromptId}
+          initialEnvironment={selectedPromptEnvironment}
           onClose={() => setSelectedPromptId(null)}
           accessToken={accessToken}
           isAdmin={canModify}
@@ -219,7 +222,8 @@ const PromptsPanel: React.FC<PromptsProps> = ({ accessToken, userRole }) => {
             <AlertDialogHeader>
               <AlertDialogTitle>Delete Prompt</AlertDialogTitle>
               <AlertDialogDescription>
-                Are you sure you want to delete prompt: {promptToDelete.name} ? This action cannot be undone.
+                Are you sure you want to delete the {promptToDelete.environment} copy of prompt: {promptToDelete.name}?
+                This action cannot be undone.
               </AlertDialogDescription>
             </AlertDialogHeader>
             <AlertDialogFooter>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
index a1b4ad52634..7fa44a4dfe5 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.test.tsx
@@ -44,4 +44,28 @@ describe("PromptCodeSnippets", () => {
 
     expect(screen.getByRole("combobox", { name: "Language" })).toHaveTextContent("Python (OpenAI SDK)");
   });
+
+  it("includes the viewed environment in every generated request", async () => {
+    const user = userEvent.setup({ pointerEventsCheck: PointerEventsCheckLevel.Never });
+    render(
+      <PromptCodeSnippets
+        promptId="welcome"
+        model="gpt-4o"
+        accessToken="token"
+        version="2"
+        environment="development"
+      />,
+    );
+    await user.click(screen.getByRole("button", { name: /get code/i }));
+    await screen.findByText("Generated Code");
+
+    await user.click(screen.getByRole("button", { name: /copy to clipboard/i }));
+    expect(await navigator.clipboard.readText()).toContain('"prompt_environment": "development"');
+
+    await user.click(screen.getByRole("tab", { name: "With Version" }));
+    await user.click(screen.getByRole("button", { name: /copy to clipboard/i }));
+    const versionSnippet = await navigator.clipboard.readText();
+    expect(versionSnippet).toContain('"prompt_environment": "development"');
+    expect(versionSnippet).toContain('"prompt_version": 2');
+  });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
index af7d6421265..a6adc160674 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptCodeSnippets.tsx
@@ -22,6 +22,7 @@ interface PromptCodeSnippetsProps {
   promptVariables?: Record<string, string>;
   accessToken: string | null;
   version?: string;
+  environment?: string;
   proxySettings?: {
     PROXY_BASE_URL?: string;
     LITELLM_UI_API_DOC_BASE_URL?: string | null;
@@ -34,6 +35,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
   promptVariables = {},
   accessToken,
   version = "1",
+  environment,
   proxySettings,
 }) => {
   const syntaxTheme = useSyntaxTheme(coy);
@@ -64,6 +66,9 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
   // Generate code based on selected language and tab
   const generateCode = () => {
     const hasVariables = Object.keys(promptVariables).length > 0;
+    const curlEnvironment = environment ? `,\n    "prompt_environment": "${environment}"` : "";
+    const pythonEnvironment = environment ? `,\n        "prompt_environment": "${environment}"` : "";
+    const jsEnvironment = environment ? `,\n        prompt_environment: "${environment}"` : "";
 
     if (selectedLanguage === "curl") {
       if (selectedTab === "basic") {
@@ -72,7 +77,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
   -H 'Authorization: Bearer ${effectiveApiKey}' \\
   -d '{
     "model": "${model}",
-    "prompt_id": "${promptId}"${
+    "prompt_id": "${promptId}"${curlEnvironment}${
       hasVariables
         ? `,
     "prompt_variables": ${JSON.stringify(promptVariables, null, 6).replace(/\n/g, "\n    ")}`
@@ -85,7 +90,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
   -H 'Authorization: Bearer ${effectiveApiKey}' \\
   -d '{
     "model": "${model}",
-    "prompt_id": "${promptId}"${
+    "prompt_id": "${promptId}"${curlEnvironment}${
       hasVariables
         ? `,
     "prompt_variables": ${JSON.stringify(promptVariables, null, 6).replace(/\n/g, "\n    ")}`
@@ -104,7 +109,7 @@ const PromptCodeSnippets: React.FC<PromptCodeSnippetsProps> = ({
   -H 'Authorization: Bearer ${effectiveApiKey}' \\
   -d '{
     "model": "${model}",
-    "prompt_id": "${promptId}",
+    "prompt_id": "${promptId}"${curlEnvironment},
     "prompt_version": ${version},
     "messages": [
       {
@@ -127,7 +132,7 @@ client = openai.OpenAI(
 response = client.chat.completions.create(
     model="${model}",
     extra_body={
-        "prompt_id": "${promptId}"${
+        "prompt_id": "${promptId}"${pythonEnvironment}${
           hasVariables
             ? `,
         "prompt_variables": ${JSON.stringify(promptVariables, null, 8).replace(/\n/g, "\n        ")}`
@@ -145,7 +150,7 @@ response = client.chat.completions.create(
         {"role": "user", "content": "hi"}
     ],
     extra_body={
-        "prompt_id": "${promptId}"${
+        "prompt_id": "${promptId}"${pythonEnvironment}${
           hasVariables
             ? `,
         "prompt_variables": ${JSON.stringify(promptVariables, null, 8).replace(/\n/g, "\n        ")}`
@@ -163,7 +168,7 @@ response = client.chat.completions.create(
         {"role": "user", "content": "Who are u"}
     ],
     extra_body={
-        "prompt_id": "${promptId}",
+        "prompt_id": "${promptId}"${pythonEnvironment},
         "prompt_version": ${version}
     }
 )
@@ -186,9 +191,9 @@ async function main() {
         model: "${model}",
         ${
           hasVariables
-            ? `prompt_id: "${promptId}",
+            ? `prompt_id: "${promptId}"${jsEnvironment},
         prompt_variables: ${JSON.stringify(promptVariables, null, 8).replace(/\n/g, "\n        ")}`
-            : `prompt_id: "${promptId}"`
+            : `prompt_id: "${promptId}"${jsEnvironment}`
         }
     });
     
@@ -206,9 +211,9 @@ async function main() {
         ],
         ${
           hasVariables
-            ? `prompt_id: "${promptId}",
+            ? `prompt_id: "${promptId}"${jsEnvironment},
         prompt_variables: ${JSON.stringify(promptVariables, null, 8).replace(/\n/g, "\n        ")}`
-            : `prompt_id: "${promptId}"`
+            : `prompt_id: "${promptId}"${jsEnvironment}`
         }
     });
     
@@ -224,7 +229,7 @@ async function main() {
         messages: [
             { role: "user", content: "Who are u" }
         ],
-        prompt_id: "${promptId}",
+        prompt_id: "${promptId}"${jsEnvironment},
         prompt_version: ${version}
     });
     
@@ -241,7 +246,7 @@ main();`;
     if (isModalVisible) {
       setGeneratedCode(generateCode());
     }
-  }, [isModalVisible, selectedLanguage, selectedTab, promptId, model, promptVariables]);
+  }, [isModalVisible, selectedLanguage, selectedTab, promptId, model, promptVariables, version, environment]);
 
   return (
     <>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.test.tsx
index 5194cdd4e63..3afc00e37a5 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.test.tsx
@@ -2,7 +2,9 @@ import { fireEvent, render, screen } from "@testing-library/react";
 import { describe, expect, it, vi } from "vitest";
 import PromptEditorHeader from "./PromptEditorHeader";
 
-vi.mock("./PromptCodeSnippets", () => ({ default: () => <button>Get Code</button> }));
+vi.mock("./PromptCodeSnippets", () => ({
+  default: ({ environment }: { environment?: string }) => <button data-environment={environment}>Get Code</button>,
+}));
 
 describe("PromptEditorHeader", () => {
   it("preserves navigation, naming, and save actions", () => {
@@ -48,5 +50,6 @@ describe("PromptEditorHeader", () => {
     );
 
     expect(screen.getByRole("combobox", { name: "Environment" })).toHaveTextContent(label);
+    expect(screen.getByRole("button", { name: "Get Code" })).toHaveAttribute("data-environment", environment);
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
index eea9755054f..04cac01365a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_editor_view/PromptEditorHeader.tsx
@@ -89,6 +89,7 @@ const PromptEditorHeader: React.FC<PromptEditorHeaderProps> = ({
           promptVariables={promptVariables}
           accessToken={accessToken}
           version={version?.replace("v", "") || "1"}
+          environment={environment}
           proxySettings={proxySettings}
         />
         {editMode && onShowHistory && (
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.test.tsx
index bb29f12ac42..b14d5c3d91f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.test.tsx
@@ -12,7 +12,9 @@ vi.mock("@/components/networking", () => ({
 }));
 
 vi.mock("./prompt_editor_view/PromptCodeSnippets", () => ({
-  default: () => <div data-testid="prompt-code-snippets" />,
+  default: ({ environment }: { environment?: string }) => (
+    <div data-testid="prompt-code-snippets" data-environment={environment} />
+  ),
 }));
 
 const promptWithoutTemplate = {
@@ -29,6 +31,67 @@ const promptWithoutTemplate = {
   environments: [],
 };
 
+describe("PromptInfoView environment scoping", () => {
+  beforeEach(() => {
+    vi.mocked(networking.getPromptInfo).mockReset().mockResolvedValue(promptWithoutTemplate);
+    vi.mocked(networking.getPromptVersions).mockReset().mockResolvedValue({ prompts: [] });
+  });
+
+  it("fetches the initial environment it was opened with", async () => {
+    render(
+      <PromptInfoView
+        promptId="support-reply"
+        initialEnvironment="staging"
+        onClose={vi.fn()}
+        accessToken="sk-test"
+        isAdmin={true}
+      />,
+    );
+
+    await screen.findByRole("tab", { name: "Raw JSON" });
+    expect(networking.getPromptInfo).toHaveBeenCalledWith("sk-test", "support-reply", "staging");
+  });
+
+  it("fetches the serve default when opened without an environment", async () => {
+    render(<PromptInfoView promptId="support-reply" onClose={vi.fn()} accessToken="sk-test" isAdmin={true} />);
+
+    await screen.findByRole("tab", { name: "Raw JSON" });
+    expect(networking.getPromptInfo).toHaveBeenCalledWith("sk-test", "support-reply", undefined);
+  });
+});
+
+describe("PromptInfoView code snippets", () => {
+  beforeEach(() => {
+    vi.mocked(networking.getPromptVersions).mockReset().mockResolvedValue({ prompts: [] });
+  });
+
+  it.each([
+    ["a prompt with several environments", "staging", ["development", "staging"]],
+    ["a config prompt with no environment list", "development", []],
+  ])("hands the viewed environment of %s to the code snippets", async (_label, environment, environments) => {
+    vi.mocked(networking.getPromptInfo)
+      .mockReset()
+      .mockResolvedValue({
+        ...promptWithoutTemplate,
+        prompt_spec: { ...promptWithoutTemplate.prompt_spec, environment },
+        environments,
+      });
+
+    render(
+      <PromptInfoView
+        promptId="support-reply"
+        initialEnvironment={environment}
+        onClose={vi.fn()}
+        accessToken="sk-test"
+        isAdmin={true}
+      />,
+    );
+
+    await screen.findByRole("tab", { name: "Raw JSON" });
+    expect(screen.getByTestId("prompt-code-snippets")).toHaveAttribute("data-environment", environment);
+  });
+});
+
 describe("PromptInfoView tabs", () => {
   beforeEach(() => {
     vi.mocked(networking.getPromptInfo).mockReset().mockResolvedValue(promptWithoutTemplate);
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx
index c6a6f09fcaa..062e1d84a0a 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/prompts/_components/prompt_info.tsx
@@ -20,6 +20,7 @@ import { Dialog, DialogContent, DialogFooter, DialogHeader, DialogTitle } from "
 
 export interface PromptInfoProps {
   promptId: string;
+  initialEnvironment?: string;
   onClose: () => void;
   accessToken: string | null;
   isAdmin: boolean;
@@ -27,7 +28,15 @@ export interface PromptInfoProps {
   onEdit?: (promptData: any) => void;
 }
 
-const PromptInfoView: React.FC<PromptInfoProps> = ({ promptId, onClose, accessToken, isAdmin, onDelete, onEdit }) => {
+const PromptInfoView: React.FC<PromptInfoProps> = ({
+  promptId,
+  initialEnvironment,
+  onClose,
+  accessToken,
+  isAdmin,
+  onDelete,
+  onEdit,
+}) => {
   const [promptData, setPromptData] = useState<PromptSpec | null>(null);
   const [promptTemplate, setPromptTemplate] = useState<PromptTemplateBase | null>(null);
   const [rawApiResponse, setRawApiResponse] = useState<any>(null);
@@ -43,7 +52,7 @@ const PromptInfoView: React.FC<PromptInfoProps> = ({ promptId, onClose, accessTo
   const [selectedVersion, setSelectedVersion] = useState<number | null>(null);
   const [loadingVersions, setLoadingVersions] = useState(false);
 
-  // Initial fetch — no environment filter, gets default + all environments list
+  // Fetches the requested environment (or the serve-time default when omitted) plus the environments list
   const fetchPromptInfo = async (environment?: string) => {
     try {
       setLoading(true);
@@ -89,7 +98,7 @@ const PromptInfoView: React.FC<PromptInfoProps> = ({ promptId, onClose, accessTo
     setSelectedEnv(null);
     setEnvironments([]);
     setVersionHistory([]);
-    fetchPromptInfo();
+    fetchPromptInfo(initialEnvironment);
   }, [promptId, accessToken]);
 
   // When environment changes (user clicks tab), re-fetch — skip initial mount
@@ -212,6 +221,7 @@ const PromptInfoView: React.FC<PromptInfoProps> = ({ promptId, onClose, accessTo
               promptVariables={extractTemplateVariables(promptTemplate?.content)}
               accessToken={accessToken}
               version={currentVersion}
+              environment={selectedEnv ?? promptData.environment}
             />
             <Button onClick={() => onEdit?.(rawApiResponse)} className="flex items-center">
               <Pencil />
@@ -493,7 +503,7 @@ const PromptInfoView: React.FC<PromptInfoProps> = ({ promptId, onClose, accessTo
             <DialogTitle>Delete Prompt</DialogTitle>
           </DialogHeader>
           <p>
-            Are you sure you want to delete prompt: <strong>{basePromptId}</strong>?
+            Are you sure you want to delete prompt: <strong>{basePromptId}</strong> from every environment?
           </p>
           <p>This action cannot be undone.</p>
           <DialogFooter>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
index 488190a0fdf..feea01f19ca 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/TagTable.tsx
@@ -41,6 +41,7 @@ const TagTable: React.FC<TagTableProps> = ({ data, onEdit, onDelete, onSelectTag
       data={data}
       columns={columns}
       getRowId={(tag, index) => tag.name || String(index)}
+      fillHeight
       sortingMode="client"
       sorting={sorting}
       onSortingChange={setSorting}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
index a04afcd6d45..583492bf837 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/tag-management/_components/index.tsx
@@ -126,7 +126,7 @@ const TagManagement: React.FC<TagProps> = ({ accessToken, userID, userRole }) =>
   }, [accessToken]);
 
   return (
-    <div className="mx-4 h-[75vh]">
+    <div className="mx-4 h-full">
       {selectedTagId ? (
         <TagInfoView
           tagId={selectedTagId}
@@ -139,7 +139,7 @@ const TagManagement: React.FC<TagProps> = ({ accessToken, userID, userRole }) =>
           editTag={editTag}
         />
       ) : (
-        <div className="mt-2 h-[75vh] w-full gap-2 p-8">
+        <div className="flex h-full w-full flex-col p-8 pt-10">
           <div className="mt-2 mb-4 flex w-full items-center justify-between">
             <h1>Tag Management</h1>
             <div className="flex items-center space-x-2">
@@ -162,23 +162,21 @@ const TagManagement: React.FC<TagProps> = ({ accessToken, userID, userRole }) =>
             </p>
           </div>
 
-          <Button className="mb-4" onClick={() => setIsCreateModalVisible(true)}>
+          <Button className="mb-4 self-start" onClick={() => setIsCreateModalVisible(true)}>
             + Create New Tag
           </Button>
 
-          <div className="mt-2 grid h-[75vh] w-full grid-cols-1 gap-2 pt-2 pb-2">
-            <div>
-              <TagTable
-                data={tags}
-                isLoading={isLoadingTags}
-                onEdit={(tag) => {
-                  setSelectedTagId(tag.name);
-                  setEditTag(true);
-                }}
-                onDelete={handleDelete}
-                onSelectTag={setSelectedTagId}
-              />
-            </div>
+          <div className="mt-2 flex min-h-0 flex-1 flex-col">
+            <TagTable
+              data={tags}
+              isLoading={isLoadingTags}
+              onEdit={(tag) => {
+                setSelectedTagId(tag.name);
+                setEditTag(true);
+              }}
+              onDelete={handleDelete}
+              onSelectTag={setSelectedTagId}
+            />
           </div>
 
           {/* Create Tag Modal */}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
index 5bb48a78437..2a6c2ede478 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.test.tsx
@@ -3,6 +3,7 @@ import userEvent from "@testing-library/user-event";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
 import type { ReactNode } from "react";
 import { useInfiniteUsers } from "@/app/(dashboard)/hooks/users/useUsers";
+import useTeams from "@/app/(dashboard)/hooks/useTeams";
 import * as networking from "@/components/networking";
 import EntityUsage from "./EntityUsage";
 
@@ -60,6 +61,10 @@ vi.mock("./TopModelView", () => ({
   ),
 }));
 
+vi.mock("./TeamUserSpendCard", () => ({
+  default: ({ teamIds }: { teamIds: string[] }) => <div>{`team-user-spend:${teamIds.join("|")}`}</div>,
+}));
+
 vi.mock("@/components/EntityUsageExport/EntityUsageExportModal", () => ({
   default: () => <div>Entity Usage Export Modal</div>,
 }));
@@ -460,6 +465,26 @@ describe("EntityUsage", () => {
     });
   });
 
+  it("feeds the per-user spend card every visible team except the dashboard team, only for teams", async () => {
+    const mockUseTeams = vi.mocked(useTeams);
+    const teamsResult = (teams: { team_id: string }[]) =>
+      ({ teams, setTeams: vi.fn() }) as unknown as ReturnType<typeof useTeams>;
+    mockUseTeams.mockReturnValue(
+      teamsResult([{ team_id: "team-alpha" }, { team_id: "litellm-dashboard" }, { team_id: "team-beta" }]),
+    );
+
+    render(<EntityUsage {...defaultProps} entityType="team" />);
+    expect(await screen.findByText("team-user-spend:team-alpha|team-beta")).toBeInTheDocument();
+
+    cleanup();
+    mockUseTeams.mockReturnValue(teamsResult([]));
+    render(<EntityUsage {...defaultProps} entityType="tag" />);
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+    expect(screen.queryByText(/^team-user-spend:/)).not.toBeInTheDocument();
+  });
+
   it("should render with organization entity type and call organization API", async () => {
     render(<EntityUsage {...defaultProps} entityType="organization" />);
 
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
index ef3943e5b71..273e478528e 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/EntityUsage.tsx
@@ -43,6 +43,7 @@ import EndpointUsage from "../EndpointUsage/EndpointUsage";
 import ModelViewToggle, { ModelViewType } from "../ModelViewToggle";
 import TopKeyView from "@/components/UsagePage/components/EntityUsage/TopKeyView";
 import TopModelView from "./TopModelView";
+import TeamUserSpendCard from "./TeamUserSpendCard";
 
 interface EntityMetrics {
   metrics: {
@@ -275,6 +276,13 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
 
   const capitalizedEntityLabel = entityType.charAt(0).toUpperCase() + entityType.slice(1);
   const showFlatCost = entityType === "team" && hasFlatCost(spendData.metadata);
+  const userSpendTeamIds = useMemo(
+    () =>
+      selectedTags.length > 0
+        ? selectedTags
+        : (teams ?? []).map((team) => team.team_id).filter((id) => id !== "litellm-dashboard"),
+    [selectedTags, teams],
+  );
   const providerSpend = useMemo(() => getProviderSpend(spendData.results), [spendData.results]);
   const entityBreakdownColumns = useMemo<ColumnDef<EntityMetricWithMetadata>[]>(
     () => [
@@ -530,6 +538,17 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
         </ShadcnCard>
       </div>
 
+      {entityType === "team" && (
+        <div className="col-span-2">
+          <TeamUserSpendCard
+            accessToken={accessToken}
+            startTime={startTime}
+            endTime={endTime}
+            teamIds={userSpendTeamIds}
+          />
+        </div>
+      )}
+
       {/* Top API Keys */}
       <div>
         <ShadcnCard>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TeamUserSpendCard.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TeamUserSpendCard.tsx
new file mode 100644
index 00000000000..ed90e144efb
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/TeamUserSpendCard.tsx
@@ -0,0 +1,109 @@
+import { useQuery } from "@tanstack/react-query";
+import type { ColumnDef } from "@tanstack/react-table";
+import { Download } from "lucide-react";
+import React, { useMemo } from "react";
+
+import { teamSpendByUserCall } from "@/components/networking";
+import { DataTable } from "@/components/shared/DataTable";
+import { MoneyCell } from "@/components/shared/table_cells";
+import { Button } from "@/components/ui/button";
+import { Card as ShadcnCard, CardContent } from "@/components/ui/card";
+
+import {
+  buildTeamUserSpendCsv,
+  downloadCsv,
+  sortBySpendDesc,
+  teamLabel,
+  teamUserSpendCsvFileName,
+  teamUserSpendRowId,
+  userLabel,
+  type TeamUserSpendRow,
+} from "./teamUserSpend";
+
+interface TeamUserSpendCardProps {
+  accessToken: string | null;
+  startTime: Date | null;
+  endTime: Date | null;
+  teamIds: string[];
+}
+
+const columns: ColumnDef<TeamUserSpendRow>[] = [
+  { header: "Team", accessorFn: teamLabel, id: "team", cell: ({ row }) => teamLabel(row.original) },
+  { header: "User", accessorFn: userLabel, id: "user", cell: ({ row }) => userLabel(row.original) },
+  {
+    header: "Spend",
+    accessorKey: "spend",
+    meta: { numeric: true },
+    cell: ({ row }) => <MoneyCell value={row.original.spend} decimals={4} />,
+  },
+  {
+    header: "Requests",
+    accessorKey: "api_requests",
+    meta: { numeric: true },
+    cell: ({ row }) => row.original.api_requests.toLocaleString(),
+  },
+  {
+    header: "Successful",
+    accessorKey: "successful_requests",
+    meta: { numeric: true, className: "text-success" },
+    cell: ({ row }) => row.original.successful_requests.toLocaleString(),
+  },
+  {
+    header: "Failed",
+    accessorKey: "failed_requests",
+    meta: { numeric: true, className: "text-destructive" },
+    cell: ({ row }) => row.original.failed_requests.toLocaleString(),
+  },
+  {
+    header: "Tokens",
+    accessorKey: "total_tokens",
+    meta: { numeric: true },
+    cell: ({ row }) => row.original.total_tokens.toLocaleString(),
+  },
+];
+
+const TeamUserSpendCard: React.FC<TeamUserSpendCardProps> = ({ accessToken, startTime, endTime, teamIds }) => {
+  const hasTeams = teamIds.length > 0;
+  const { data, isLoading } = useQuery({
+    queryKey: ["teamSpendByUser", startTime?.toISOString(), endTime?.toISOString(), teamIds],
+    queryFn: () =>
+      accessToken && startTime && endTime ? teamSpendByUserCall(accessToken, startTime, endTime, teamIds) : null,
+    enabled: Boolean(accessToken && startTime && endTime) && hasTeams,
+  });
+  const rows = useMemo(() => sortBySpendDesc(data?.results ?? []), [data]);
+
+  return (
+    <ShadcnCard>
+      <CardContent className="flex flex-col space-y-4">
+        <div className="flex items-start justify-between">
+          <div className="flex flex-col space-y-2">
+            <h3 className="text-lg font-medium text-foreground">Spend Per User Within Team</h3>
+            <p className="text-xs text-muted-foreground">
+              Attributed per request from spend logs, so it includes JWT/SSO traffic that does not use a virtual key
+            </p>
+          </div>
+          <Button
+            variant="outline"
+            size="sm"
+            disabled={!data || rows.length === 0}
+            onClick={() => data && downloadCsv(buildTeamUserSpendCsv(data), teamUserSpendCsvFileName(data))}
+          >
+            <Download />
+            Download CSV
+          </Button>
+        </div>
+        <DataTable
+          columns={columns}
+          data={rows}
+          getRowId={teamUserSpendRowId}
+          isLoading={isLoading}
+          maxBodyHeight={320}
+          noDataMessage={teamIds.length === 0 ? "Select a team to see spend per user" : "No user spend in this range"}
+          size="compact"
+        />
+      </CardContent>
+    </ShadcnCard>
+  );
+};
+
+export default TeamUserSpendCard;
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/entityUsageAggregations.ts b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/entityUsageAggregations.ts
index a53b1d2827b..d482a5576ae 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/entityUsageAggregations.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/entityUsageAggregations.ts
@@ -1,3 +1,4 @@
+import { keyActivityLabel } from "@/components/UsagePage/keyActivityLabel";
 import { BreakdownMetrics, DailyData, KeyMetricWithMetadata, TagUsage } from "@/components/UsagePage/types";
 
 export type ExtendedDailyData = DailyData & {
@@ -118,6 +119,7 @@ export const getTopAPIKeys = (results: ExtendedDailyData[], topKeysLimit: number
           metadata: {
             key_alias: metrics.metadata.key_alias,
             team_id: metrics.metadata.team_id || null,
+            user_email: metrics.metadata.user_email,
             tags: tagDictionary[key] || [],
           },
         };
@@ -137,7 +139,7 @@ export const getTopAPIKeys = (results: ExtendedDailyData[], topKeysLimit: number
   return Object.entries(keySpend)
     .map(([api_key, metrics]) => ({
       api_key,
-      key_alias: metrics.metadata.key_alias || "-", // Using truncated key as alias
+      key_alias: keyActivityLabel(metrics.metadata),
       tags: metrics.metadata.tags || "-",
       spend: metrics.metrics.spend,
     }))
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.test.ts b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.test.ts
new file mode 100644
index 00000000000..36d442c617f
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.test.ts
@@ -0,0 +1,93 @@
+import { describe, expect, it } from "vitest";
+
+import type { TeamUserSpendResponse } from "@/components/networking";
+
+import {
+  buildTeamUserSpendCsv,
+  sortBySpendDesc,
+  teamUserSpendCsvFileName,
+  teamUserSpendRowId,
+  userLabel,
+  type TeamUserSpendRow,
+} from "./teamUserSpend";
+
+const row = (overrides: Partial<TeamUserSpendRow>): TeamUserSpendRow => ({
+  team_id: "team-alpha",
+  team_alias: "Team Alpha",
+  user_id: "alice@example.com",
+  user_email: "alice@example.com",
+  user_alias: null,
+  spend: 0.5,
+  prompt_tokens: 10,
+  completion_tokens: 5,
+  total_tokens: 15,
+  api_requests: 3,
+  successful_requests: 2,
+  failed_requests: 1,
+  ...overrides,
+});
+
+const aliceInBeta: Partial<TeamUserSpendRow> = {
+  team_id: "team-beta",
+  team_alias: "Team Beta",
+  spend: 0.1,
+  api_requests: 1,
+};
+const bobInAlpha: Partial<TeamUserSpendRow> = {
+  user_id: "bob",
+  user_email: null,
+  user_alias: "Bob",
+  spend: 0.25,
+  api_requests: 2,
+};
+
+const response: TeamUserSpendResponse = {
+  start_date: "2026-09-01",
+  end_date: "2026-09-04",
+  results: [row(aliceInBeta), row({}), row(bobInAlpha)],
+};
+
+describe("teamUserSpend", () => {
+  it("keeps the same user as separate rows per team", () => {
+    const ids = response.results.map(teamUserSpendRowId);
+    expect(new Set(ids).size).toBe(3);
+    expect(ids[0]).not.toBe(ids[1]);
+  });
+
+  it("labels a user by email, then alias, then id, then a placeholder", () => {
+    expect(userLabel(row({}))).toBe("alice@example.com");
+    expect(userLabel(row({ user_email: null, user_alias: "Bob", user_id: "u1" }))).toBe("Bob");
+    expect(userLabel(row({ user_email: null, user_alias: null, user_id: "u1" }))).toBe("u1");
+    expect(userLabel(row({ user_email: null, user_alias: null, user_id: "" }))).toBe("(no user)");
+  });
+
+  it("sorts by spend descending without mutating the input", () => {
+    const before = [...response.results];
+    expect(sortBySpendDesc(response.results).map((r) => r.spend)).toEqual([0.5, 0.25, 0.1]);
+    expect(response.results).toEqual(before);
+  });
+
+  it("writes one CSV line per (team, user) with the team kept on every line", () => {
+    const lines = buildTeamUserSpendCsv(response).split(/\r?\n/);
+    expect(lines[0]).toBe(
+      "Start Date,End Date,Team,Team ID,User,User ID,User Email,Spend (USD),Requests,Successful,Failed,Prompt Tokens,Completion Tokens,Total Tokens",
+    );
+    expect(lines.slice(1)).toEqual([
+      "2026-09-01,2026-09-04,Team Alpha,team-alpha,alice@example.com,alice@example.com,alice@example.com,0.5,3,2,1,10,5,15",
+      "2026-09-01,2026-09-04,Team Alpha,team-alpha,Bob,bob,,0.25,2,2,1,10,5,15",
+      "2026-09-01,2026-09-04,Team Beta,team-beta,alice@example.com,alice@example.com,alice@example.com,0.1,1,2,1,10,5,15",
+    ]);
+  });
+
+  it("neutralises spreadsheet formulas in user-controlled cells", () => {
+    const csv = buildTeamUserSpendCsv({
+      ...response,
+      results: [row({ user_alias: null, user_email: "=HYPERLINK(1)" })],
+    });
+    expect(csv).toContain("'=HYPERLINK(1)");
+  });
+
+  it("names the file after the exported range", () => {
+    expect(teamUserSpendCsvFileName(response)).toBe("team_user_spend_2026-09-01_to_2026-09-04.csv");
+  });
+});
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.ts b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.ts
new file mode 100644
index 00000000000..d0b47a4e5c0
--- /dev/null
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/EntityUsage/teamUserSpend.ts
@@ -0,0 +1,55 @@
+import Papa from "papaparse";
+
+import type { TeamUserSpendResponse } from "@/components/networking";
+
+export type TeamUserSpendRow = TeamUserSpendResponse["results"][number];
+
+export const NO_USER_LABEL = "(no user)";
+
+export const userLabel = (row: TeamUserSpendRow): string => {
+  const identity = row.user_email || row.user_alias;
+  return identity || row.user_id || NO_USER_LABEL;
+};
+
+export const teamLabel = (row: TeamUserSpendRow): string => row.team_alias || row.team_id;
+
+export const teamUserSpendRowId = (row: TeamUserSpendRow): string => `${row.team_id}\u0000${row.user_id}`;
+
+export const sortBySpendDesc = (rows: readonly TeamUserSpendRow[]): TeamUserSpendRow[] =>
+  [...rows].sort((a, b) => b.spend - a.spend || teamLabel(a).localeCompare(teamLabel(b)));
+
+export const buildTeamUserSpendCsv = (response: TeamUserSpendResponse): string =>
+  Papa.unparse(
+    sortBySpendDesc(response.results).map((row) => ({
+      "Start Date": response.start_date,
+      "End Date": response.end_date,
+      Team: teamLabel(row),
+      "Team ID": row.team_id,
+      User: userLabel(row),
+      "User ID": row.user_id,
+      "User Email": row.user_email ?? "",
+      "Spend (USD)": row.spend,
+      Requests: row.api_requests,
+      Successful: row.successful_requests,
+      Failed: row.failed_requests,
+      "Prompt Tokens": row.prompt_tokens,
+      "Completion Tokens": row.completion_tokens,
+      "Total Tokens": row.total_tokens,
+    })),
+    { escapeFormulae: true },
+  );
+
+export const teamUserSpendCsvFileName = (response: TeamUserSpendResponse): string =>
+  `team_user_spend_${response.start_date}_to_${response.end_date}.csv`;
+
+export const downloadCsv = (csv: string, fileName: string): void => {
+  const blob = new Blob([csv], { type: "text/csv;charset=utf-8;" });
+  const url = window.URL.createObjectURL(blob);
+  const a = document.createElement("a");
+  a.href = url;
+  a.download = fileName;
+  document.body.appendChild(a);
+  a.click();
+  document.body.removeChild(a);
+  window.URL.revokeObjectURL(url);
+};
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
index cbdfc8f39e6..29a81e1ae3f 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/_components/components/UsagePageView.tsx
@@ -44,6 +44,7 @@ import { Tag } from "@/components/tag_management/types";
 import UserAgentActivity from "@/components/user_agent_activity";
 import ViewUserSpend from "@/components/view_user_spend";
 import { usePaginatedDailyActivity } from "../hooks/usePaginatedDailyActivity";
+import { keyActivityLabel } from "@/components/UsagePage/keyActivityLabel";
 import { DailyData, KeyMetricWithMetadata, MetricWithMetadata } from "@/components/UsagePage/types";
 import { valueFormatterSpend } from "@/components/UsagePage/utils/value_formatters";
 import {
@@ -426,6 +427,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
             metadata: {
               key_alias: metrics.metadata.key_alias,
               team_id: null,
+              user_email: metrics.metadata.user_email,
               tags: metrics.metadata.tags || [],
             },
           };
@@ -445,7 +447,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
     return Object.entries(keySpend)
       .map(([api_key, metrics]) => ({
         api_key,
-        key_alias: metrics.metadata.key_alias || "-",
+        key_alias: keyActivityLabel(metrics.metadata),
         tags: metrics.metadata.tags || [],
         spend: metrics.metrics.spend,
       }))
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
index 095bdbf7250..6b0423067fd 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.test.tsx
@@ -323,5 +323,26 @@ describe("ViewUserDashboard", () => {
         expect(latest[2]).toBe(1);
       });
     });
+
+    it("sends the toolbar search as the combined search param instead of user_email", async () => {
+      const user = userEvent.setup();
+      renderDashboard();
+
+      await waitFor(() => {
+        expect(screen.getByText("test@example.com")).toBeInTheDocument();
+      });
+
+      const searchedUserId = "a6f5c02b-0163-45ce-815f-f88d10e95686";
+      await user.type(screen.getByPlaceholderText("Search by email or ID…"), searchedUserId);
+
+      await waitFor(() => {
+        const latest = userListCall.mock.calls[userListCall.mock.calls.length - 1];
+        expect(latest[11]).toBe(searchedUserId);
+      });
+      const latest = userListCall.mock.calls[userListCall.mock.calls.length - 1];
+      expect(latest[1]).toBeNull();
+      expect(latest[4]).toBeNull();
+      expect(latest[2]).toBe(1);
+    });
   });
 });
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
index 7a3133840be..1ed23e7f523 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users.tsx
@@ -65,7 +65,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
   const [sorting, setSorting] = useState<SortingState>(DEFAULT_SORTING);
   const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
   const [searchInput, setSearchInput] = useState("");
-  const [searchEmail] = useDebouncedValue(searchInput, { wait: DEBOUNCE_WAIT_MS });
+  const [searchQuery] = useDebouncedValue(searchInput, { wait: DEBOUNCE_WAIT_MS });
 
   const [rowSelection, setRowSelection] = useState<RowSelectionState>({});
   const [selectionMode, setSelectionMode] = useState(false);
@@ -222,12 +222,12 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
   const ssoUserIdFilter = getFilterValue("sso_user_id");
   const userRoleFilter = getFilterValue("user_role");
   const teamFilter = getFilterValue("team");
-  const emailFilter = searchEmail.trim() || null;
+  const searchFilter = searchQuery.trim() || null;
 
   const userListQueryFilters = {
     page: pagination.pageIndex + 1,
     pageSize: pagination.pageSize,
-    email: emailFilter,
+    search: searchFilter,
     userId: userIdFilter,
     ssoUserId: ssoUserIdFilter,
     role: userRoleFilter,
@@ -247,13 +247,14 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({
         userIdFilter ? [userIdFilter] : null,
         pagination.pageIndex + 1,
         pagination.pageSize,
-        emailFilter,
+        null,
         userRoleFilter ?? null,
         teamFilter ?? null,
         ssoUserIdFilter ?? null,
         sortBy,
         sortOrder,
         orgAdminOrgIds ? orgAdminOrgIds.map((o) => o.organization_id) : null,
+        searchFilter,
       );
     },
     enabled: Boolean(accessToken && token && userRole && userID),
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
index 26663f5d9e2..875df74652c 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/users/_components/view_users/UsersTable.tsx
@@ -158,7 +158,7 @@ export function UsersTable({
             table={table}
             searchValue={searchValue}
             onSearchChange={onSearchChange}
-            searchPlaceholder="Search by email…"
+            searchPlaceholder="Search by email or ID…"
             onOpenFilters={() => setFiltersOpen(true)}
             filterLabels={FILTER_LABELS}
             formatFilterValue={formatFilterValue}
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.test.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.test.tsx
index 34643811e29..4203a3dbf70 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.test.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.test.tsx
@@ -116,16 +116,33 @@ describe("VectorStoreTester", () => {
     await waitFor(() => expect(mockSearch).toHaveBeenCalledTimes(1));
   });
 
-  it("reports a failed search and keeps the history empty", async () => {
+  it("shows the backend error in the history when a search fails", async () => {
     const user = userEvent.setup();
-    mockSearch.mockRejectedValue(new Error("boom"));
+    const errorBody = '{"error":{"message":"OpenAIException - api_key is required"}}';
+    mockSearch.mockRejectedValue(new Error(errorBody));
     renderTester();
 
     await user.type(queryInput(), "hello");
     await user.click(searchButton());
 
-    await waitFor(() => expect(mockFromBackend).toHaveBeenCalledWith("Failed to search vector store"));
-    expect(screen.getByText(EMPTY_STATE)).toBeInTheDocument();
+    await waitFor(() => expect(mockFromBackend).toHaveBeenCalledWith(errorBody));
+    expect(screen.getByText(`Search failed: ${errorBody}`)).toBeInTheDocument();
+    expect(screen.queryByText("No results found")).not.toBeInTheDocument();
+    expect(screen.queryByText(EMPTY_STATE)).not.toBeInTheDocument();
+    // the failed query stays in the input for retry
+    expect(queryInput()).toHaveValue("hello");
+  });
+
+  it('renders "No results found" for an empty result set, not an error', async () => {
+    const user = userEvent.setup();
+    mockSearch.mockResolvedValue({ object: "vector_store.search_results.page", search_query: "hello", data: [] });
+    renderTester();
+
+    await user.type(queryInput(), "hello");
+    await user.click(searchButton());
+
+    expect(await screen.findByText("No results found")).toBeInTheDocument();
+    expect(screen.queryByText(/search failed/i)).not.toBeInTheDocument();
   });
 
   it("clears the search history", async () => {
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
index 6d12880319b..a9c4e0d1061 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/VectorStoreTester.tsx
@@ -40,6 +40,7 @@ export const VectorStoreTester: React.FC<VectorStoreTesterProps> = ({ vectorStor
     {
       query: string;
       response: VectorStoreSearchResponse | null;
+      error: string | null;
       timestamp: number;
     }[]
   >([]);
@@ -59,6 +60,7 @@ export const VectorStoreTester: React.FC<VectorStoreTesterProps> = ({ vectorStor
       const historyEntry = {
         query,
         response,
+        error: null,
         timestamp: Date.now(),
       };
 
@@ -66,7 +68,9 @@ export const VectorStoreTester: React.FC<VectorStoreTesterProps> = ({ vectorStor
       setQuery("");
     } catch (error) {
       console.error("Error searching vector store:", error);
-      toast.fromError("Failed to search vector store");
+      const errorMessage = error instanceof Error ? error.message : String(error);
+      toast.fromError(errorMessage);
+      setSearchHistory((prev) => [{ query, response: null, error: errorMessage, timestamp: Date.now() }, ...prev]);
     } finally {
       setIsLoading(false);
     }
@@ -228,7 +232,13 @@ export const VectorStoreTester: React.FC<VectorStoreTesterProps> = ({ vectorStor
                           })}
                         </div>
                       ) : (
-                        <div className="text-sm text-muted-foreground">No results found</div>
+                        <div
+                          className={
+                            entry.error ? "text-sm break-words text-destructive" : "text-sm text-muted-foreground"
+                          }
+                        >
+                          {entry.error ? `Search failed: ${entry.error}` : "No results found"}
+                        </div>
                       )}
                     </div>
                   </div>
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
index f74f444ce26..1745c710c51 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/vector-stores/_components/index.tsx
@@ -137,8 +137,8 @@ const VectorStoreManagement: React.FC<VectorStoreProps> = ({ accessToken, userID
       />
     </div>
   ) : (
-    <div className="mx-4 h-[75vh]">
-      <div className="gap-2 p-8 h-[75vh] w-full mt-2">
+    <div className="mx-4">
+      <div className="gap-2 p-8 w-full mt-2">
         <div className="flex justify-between mt-2 w-full items-center mb-4">
           <h1 className="text-xl font-semibold tracking-tight text-foreground">Vector Store Management</h1>
           <div className="flex items-center space-x-2">
diff --git a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
index 475e3dcd70b..74f44db5cb9 100644
--- a/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
+++ b/ui/litellm-dashboard/src/components/AIHub/ModelHubTable.tsx
@@ -400,7 +400,7 @@ const ModelHubTable: React.FC<ModelHubTableProps> = ({ accessToken, publicPage,
   }
 
   return (
-    <div className="mx-4 h-[75vh]">
+    <div className="mx-4">
       {publicPage == false ? (
         <div className="w-full m-2 mt-2 p-8">
           {/* Header with Title, Description and URL */}
diff --git a/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts b/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
index de637d5d627..8fd75134bcc 100644
--- a/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
+++ b/ui/litellm-dashboard/src/components/EntityUsageExport/utils.ts
@@ -1,6 +1,7 @@
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import type { DateRangePickerValue } from "@/components/shared/date_picker_types";
 import Papa from "papaparse";
+import { keyActivityLabel } from "@/components/UsagePage/keyActivityLabel";
 import type { EntityBreakdown, EntitySpendData, EntityType, ExportMetadata, ExportScope } from "./types";
 
 const resolveEntityDisplay = (
@@ -186,7 +187,7 @@ export const generateDailyWithKeysData = (
 
       // Iterate through each API key in the breakdown
       Object.entries(apiKeyBreakdown).forEach(([keyId, keyData]: [string, any]) => {
-        const keyAlias = keyData?.metadata?.key_alias || null;
+        const keyAlias = keyActivityLabel(keyData?.metadata, "") || null;
 
         // Create unique key for aggregation: Date_EntityID_KeyID
         const uniqueKey = `${day.date}_${entityId}_${keyId}`;
diff --git a/ui/litellm-dashboard/src/components/PublicModelHubTableColumns.tsx b/ui/litellm-dashboard/src/components/PublicModelHubTableColumns.tsx
index ab0ed976149..de987360791 100644
--- a/ui/litellm-dashboard/src/components/PublicModelHubTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/PublicModelHubTableColumns.tsx
@@ -6,6 +6,7 @@ import { DataTableSortHeader } from "@/components/shared/DataTable";
 import { CellTooltip, IdentityCell, StatusBadge, type StatusTone } from "@/components/shared/table_cells";
 import { Badge } from "@/components/ui/badge";
 import { getProviderLogoAndName } from "@/components/provider_info_helpers";
+import { PUBLIC_MODEL_HUB_SORTABLE_FIELDS } from "@/components/publicModelHub/publicModelHubFilters";
 
 export interface ModelGroupInfo {
   model_group: string;
@@ -163,154 +164,150 @@ interface PublicModelHubColumnsDeps {
   onModelClick: (model: ModelGroupInfo) => void;
 }
 
-export const getPublicModelHubColumns = ({ onModelClick }: PublicModelHubColumnsDeps): ColumnDef<ModelGroupInfo>[] => [
-  {
-    id: "model_group",
-    accessorKey: "model_group",
-    meta: { title: "Model Name" },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Model Name" />,
-    size: 200,
-    enableSorting: true,
-    sortingFn: "alphanumeric",
-    cell: ({ row }) => (
-      <IdentityCell
-        title={row.original.model_group}
-        titleClassName="font-mono text-xs font-normal"
-        className="max-w-72"
-        onClick={() => onModelClick(row.original)}
-      />
-    ),
-  },
-  {
-    id: "providers",
-    accessorKey: "providers",
-    meta: { title: "Providers", skeleton: "chips" },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Providers" />,
-    size: 150,
-    enableSorting: true,
-    sortingFn: (rowA, rowB) =>
-      (rowA.original.providers ?? []).join(", ").localeCompare((rowB.original.providers ?? []).join(", ")),
-    cell: ({ row }) => <ProviderChips providers={row.original.providers ?? []} />,
-  },
-  {
-    id: "mode",
-    accessorKey: "mode",
-    meta: { title: "Mode" },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Mode" />,
-    size: 110,
-    enableSorting: true,
-    sortingFn: "alphanumeric",
-    cell: ({ row }) => (
-      <span className="flex items-center gap-2 text-sm">
-        <span>{getModeIcon(row.original.mode || "")}</span>
-        <span>{row.original.mode || "Chat"}</span>
-      </span>
-    ),
-  },
-  {
-    id: "max_input_tokens",
-    accessorKey: "max_input_tokens",
-    meta: { title: "Max Input", numeric: true },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Max Input" />,
-    size: 100,
-    enableSorting: true,
-    cell: ({ row }) => <span className="text-sm">{formatTokens(row.original.max_input_tokens)}</span>,
-  },
-  {
-    id: "max_output_tokens",
-    accessorKey: "max_output_tokens",
-    meta: { title: "Max Output", numeric: true },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Max Output" />,
-    size: 100,
-    enableSorting: true,
-    cell: ({ row }) => <span className="text-sm">{formatTokens(row.original.max_output_tokens)}</span>,
-  },
-  {
-    id: "input_cost_per_token",
-    accessorKey: "input_cost_per_token",
-    meta: { title: "Input $/1M", numeric: true },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Input $/1M" />,
-    size: 110,
-    enableSorting: true,
-    cell: ({ row }) => (
-      <span className="text-sm">
-        {row.original.input_cost_per_token ? formatCost(row.original.input_cost_per_token) : "Free"}
-      </span>
-    ),
-  },
-  {
-    id: "output_cost_per_token",
-    accessorKey: "output_cost_per_token",
-    meta: { title: "Output $/1M", numeric: true },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Output $/1M" />,
-    size: 110,
-    enableSorting: true,
-    cell: ({ row }) => (
-      <span className="text-sm">
-        {row.original.output_cost_per_token ? formatCost(row.original.output_cost_per_token) : "Free"}
-      </span>
-    ),
-  },
-  {
-    id: "features",
-    meta: { title: "Features", skeleton: "chips" },
-    header: "Features",
-    size: 140,
-    enableSorting: false,
-    cell: ({ row }) => {
-      const features = Object.entries(row.original)
-        .filter(([key, value]) => key.startsWith("supports_") && value === true)
-        .map(([key]) => formatCapabilityName(key));
-      return <OverflowChips items={features} />;
-    },
-  },
-  {
-    id: "health_status",
-    accessorKey: "health_status",
-    meta: { title: "Health Status", skeleton: "badge" },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Health Status" />,
-    size: 130,
-    enableSorting: true,
-    cell: ({ row }) => {
-      const model = row.original;
-      const responseTimeLabel = model.health_response_time
-        ? `Response Time: ${Number(model.health_response_time).toFixed(2)}ms`
-        : "N/A";
-      const lastCheckedLabel = model.health_checked_at
-        ? `Last Checked: ${new Date(model.health_checked_at).toLocaleString()}`
-        : "N/A";
-      return (
-        <CellTooltip
-          content={
-            <>
-              <div>{responseTimeLabel}</div>
-              <div>{lastCheckedLabel}</div>
-            </>
-          }
-          trigger={
-            <span className="capitalize">
-              <StatusBadge
-                tone={HEALTH_TONES[model.health_status ?? ""] || "neutral"}
-                label={model.health_status ?? "Unknown"}
-              />
-            </span>
-          }
+export const getPublicModelHubColumns = ({ onModelClick }: PublicModelHubColumnsDeps): ColumnDef<ModelGroupInfo>[] => {
+  const columns: ColumnDef<ModelGroupInfo>[] = [
+    {
+      id: "model_group",
+      accessorKey: "model_group",
+      meta: { title: "Model Name" },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Model Name" />,
+      size: 200,
+      sortingFn: "alphanumeric",
+      cell: ({ row }) => (
+        <IdentityCell
+          title={row.original.model_group}
+          titleClassName="font-mono text-xs font-normal"
+          className="max-w-72"
+          onClick={() => onModelClick(row.original)}
         />
-      );
+      ),
     },
-  },
-  {
-    id: "rpm",
-    accessorKey: "rpm",
-    meta: { title: "Limits" },
-    header: ({ column }) => <DataTableSortHeader column={column} title="Limits" />,
-    size: 150,
-    enableSorting: true,
-    cell: ({ row }) => (
-      <span className="text-xs text-muted-foreground">{formatLimits(row.original.rpm, row.original.tpm)}</span>
-    ),
-  },
-];
+    {
+      id: "providers",
+      accessorKey: "providers",
+      meta: { title: "Providers", skeleton: "chips" },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Providers" />,
+      size: 150,
+      sortingFn: (rowA, rowB) =>
+        (rowA.original.providers ?? []).join(", ").localeCompare((rowB.original.providers ?? []).join(", ")),
+      cell: ({ row }) => <ProviderChips providers={row.original.providers ?? []} />,
+    },
+    {
+      id: "mode",
+      accessorKey: "mode",
+      meta: { title: "Mode" },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Mode" />,
+      size: 110,
+      sortingFn: "alphanumeric",
+      cell: ({ row }) => (
+        <span className="flex items-center gap-2 text-sm">
+          <span>{getModeIcon(row.original.mode || "")}</span>
+          <span>{row.original.mode || "Chat"}</span>
+        </span>
+      ),
+    },
+    {
+      id: "max_input_tokens",
+      accessorKey: "max_input_tokens",
+      meta: { title: "Max Input", numeric: true },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Max Input" />,
+      size: 100,
+      cell: ({ row }) => <span className="text-sm">{formatTokens(row.original.max_input_tokens)}</span>,
+    },
+    {
+      id: "max_output_tokens",
+      accessorKey: "max_output_tokens",
+      meta: { title: "Max Output", numeric: true },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Max Output" />,
+      size: 100,
+      cell: ({ row }) => <span className="text-sm">{formatTokens(row.original.max_output_tokens)}</span>,
+    },
+    {
+      id: "input_cost_per_token",
+      accessorKey: "input_cost_per_token",
+      meta: { title: "Input $/1M", numeric: true },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Input $/1M" />,
+      size: 110,
+      cell: ({ row }) => (
+        <span className="text-sm">
+          {row.original.input_cost_per_token ? formatCost(row.original.input_cost_per_token) : "Free"}
+        </span>
+      ),
+    },
+    {
+      id: "output_cost_per_token",
+      accessorKey: "output_cost_per_token",
+      meta: { title: "Output $/1M", numeric: true },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Output $/1M" />,
+      size: 110,
+      cell: ({ row }) => (
+        <span className="text-sm">
+          {row.original.output_cost_per_token ? formatCost(row.original.output_cost_per_token) : "Free"}
+        </span>
+      ),
+    },
+    {
+      id: "features",
+      meta: { title: "Features", skeleton: "chips" },
+      header: "Features",
+      size: 140,
+      cell: ({ row }) => {
+        const features = Object.entries(row.original)
+          .filter(([key, value]) => key.startsWith("supports_") && value === true)
+          .map(([key]) => formatCapabilityName(key));
+        return <OverflowChips items={features} />;
+      },
+    },
+    {
+      id: "health_status",
+      accessorKey: "health_status",
+      meta: { title: "Health Status", skeleton: "badge" },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Health Status" />,
+      size: 130,
+      cell: ({ row }) => {
+        const model = row.original;
+        const responseTimeLabel = model.health_response_time
+          ? `Response Time: ${Number(model.health_response_time).toFixed(2)}ms`
+          : "N/A";
+        const lastCheckedLabel = model.health_checked_at
+          ? `Last Checked: ${new Date(model.health_checked_at).toLocaleString()}`
+          : "N/A";
+        return (
+          <CellTooltip
+            content={
+              <>
+                <div>{responseTimeLabel}</div>
+                <div>{lastCheckedLabel}</div>
+              </>
+            }
+            trigger={
+              <span className="capitalize">
+                <StatusBadge
+                  tone={HEALTH_TONES[model.health_status ?? ""] || "neutral"}
+                  label={model.health_status ?? "Unknown"}
+                />
+              </span>
+            }
+          />
+        );
+      },
+    },
+    {
+      id: "rpm",
+      accessorKey: "rpm",
+      meta: { title: "Limits" },
+      header: ({ column }) => <DataTableSortHeader column={column} title="Limits" />,
+      size: 150,
+      cell: ({ row }) => (
+        <span className="text-xs text-muted-foreground">{formatLimits(row.original.rpm, row.original.tpm)}</span>
+      ),
+    },
+  ];
+  return columns.map((column) => ({
+    ...column,
+    enableSorting: PUBLIC_MODEL_HUB_SORTABLE_FIELDS.includes(String(column.id)),
+  }));
+};
 
 interface PublicAgentHubColumnsDeps {
   onAgentClick: (agent: AgentCard) => void;
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.test.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.test.tsx
new file mode 100644
index 00000000000..6e312bea651
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.test.tsx
@@ -0,0 +1,96 @@
+import React from "react";
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen, act, fireEvent } from "@testing-library/react";
+import MCPToolSearchSettings from "./MCPToolSearchSettings";
+import {
+  useMCPToolSearchSettings,
+  useUpdateMCPToolSearchSettings,
+} from "@/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings";
+
+vi.mock("@/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings", () => ({
+  useMCPToolSearchSettings: vi.fn(),
+  useUpdateMCPToolSearchSettings: vi.fn(),
+}));
+
+vi.mock("@/components/llm_calls/fetch_models", () => ({
+  fetchAvailableModels: vi.fn().mockResolvedValue([{ model_group: "text-embedding-3-small", mode: "embedding" }]),
+}));
+
+vi.mock("@/lib/toast", () => ({ toast: { success: vi.fn(), fromError: vi.fn() } }));
+
+const mockMutate = vi.fn();
+
+const EDITED_PAYLOAD = {
+  embedding_model: "text-embedding-3-small",
+  top_k: 8,
+  similarity_threshold: 0.25,
+  core_tools: ["treasury-get_rates", "weather-forecast"],
+};
+
+const STORED = {
+  field_schema: {},
+  values: {
+    embedding_model: "text-embedding-3-small",
+    top_k: 3,
+    similarity_threshold: 0.25,
+    core_tools: ["treasury-get_rates"],
+  },
+};
+
+type SettingsQuery = ReturnType<typeof useMCPToolSearchSettings>;
+type SettingsMutation = ReturnType<typeof useUpdateMCPToolSearchSettings>;
+
+const settled = (data: typeof STORED | undefined, overrides: Partial<SettingsQuery> = {}) =>
+  ({ data, isLoading: false, isError: false, error: null, ...overrides }) as SettingsQuery;
+
+async function renderSettings(accessToken: string | null = "token") {
+  const result = render(<MCPToolSearchSettings accessToken={accessToken} />);
+  await act(async () => {});
+  return result;
+}
+
+describe("MCPToolSearchSettings", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    vi.mocked(useMCPToolSearchSettings).mockReturnValue(settled(STORED));
+    vi.mocked(useUpdateMCPToolSearchSettings).mockReturnValue({
+      mutate: mockMutate,
+      isPending: false,
+    } as unknown as SettingsMutation);
+  });
+
+  it("shows the stored settings and keeps Save disabled until something changes", async () => {
+    await renderSettings();
+
+    expect(screen.getByLabelText(/top k results/i)).toHaveValue(3);
+    expect(screen.getByLabelText(/always returned first/i)).toHaveValue("treasury-get_rates");
+    expect(screen.getByRole("slider", { hidden: true })).toHaveAttribute("aria-valuenow", "0.25");
+    expect(screen.getByRole("button", { name: /save settings/i })).toBeDisabled();
+  });
+
+  it("sends the edited settings as the proxy's PATCH payload", async () => {
+    await renderSettings();
+
+    fireEvent.change(screen.getByLabelText(/top k results/i), { target: { value: "8" } });
+    fireEvent.change(screen.getByLabelText(/always returned first/i), {
+      target: { value: "treasury-get_rates\nweather-forecast" },
+    });
+    await act(async () => {
+      fireEvent.click(screen.getByRole("button", { name: /save settings/i }));
+    });
+
+    expect(mockMutate).toHaveBeenCalledTimes(1);
+    expect(mockMutate.mock.calls[0][0]).toEqual(EDITED_PAYLOAD);
+  });
+
+  it("asks the user to log in without a token and surfaces load errors", async () => {
+    await renderSettings(null);
+    expect(screen.getByText(/please log in/i)).toBeInTheDocument();
+
+    vi.mocked(useMCPToolSearchSettings).mockReturnValue(
+      settled(undefined, { isError: true, error: new Error("Database not connected") }),
+    );
+    await renderSettings();
+    expect(screen.getByText("Database not connected")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.tsx b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.tsx
new file mode 100644
index 00000000000..2ad9a56d0f3
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/MCPToolSearchSettings.tsx
@@ -0,0 +1,251 @@
+"use client";
+
+import {
+  useMCPToolSearchSettings,
+  useUpdateMCPToolSearchSettings,
+} from "@/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings";
+import { toast } from "@/lib/toast";
+import { Skeleton } from "@/components/ui/skeleton";
+import { CircleHelp, Info, Save } from "lucide-react";
+import { Alert, AlertDescription, AlertTitle } from "@/components/shared/Alert";
+import { useEffect, useState } from "react";
+import { useForm } from "react-hook-form";
+import { fetchAvailableModels, ModelGroup } from "@/components/llm_calls/fetch_models";
+import { FieldGroup } from "@/components/ui/field";
+import { FormField } from "@/components/shared/form/FormField";
+import { SearchSelect } from "@/components/shared/SearchSelect";
+import { Button } from "@/components/ui/button";
+import { Card, CardContent, CardHeader, CardTitle } from "@/components/ui/card";
+import { Input } from "@/components/ui/input";
+import { Slider } from "@/components/ui/slider";
+import { Textarea } from "@/components/ui/textarea";
+import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
+import { UiLoadingSpinner } from "@/components/ui/ui-loading-spinner";
+import {
+  DEFAULT_FORM_VALUES,
+  TOP_K_MAX,
+  TOP_K_MIN,
+  clampTopK,
+  formToPayload,
+  storedValuesToForm,
+  ToolSearchFormValues,
+} from "./toolSearchForm";
+
+interface MCPToolSearchSettingsProps {
+  accessToken: string | null;
+}
+
+const SIMILARITY_THRESHOLD_MARKS = [0, 0.3, 0.5, 0.7, 1];
+
+const labelWithHint = (label: string, hint: string): React.ReactNode => (
+  <>
+    {label}
+    <Tooltip>
+      <TooltipTrigger render={<CircleHelp className="size-3.5 shrink-0 cursor-help text-muted-foreground" />} />
+      <TooltipContent>{hint}</TooltipContent>
+    </Tooltip>
+  </>
+);
+
+export default function MCPToolSearchSettings({ accessToken }: MCPToolSearchSettingsProps) {
+  const { data, isLoading, isError, error } = useMCPToolSearchSettings();
+  const { mutate: updateSettings, isPending: isUpdating } = useUpdateMCPToolSearchSettings();
+  const form = useForm<ToolSearchFormValues>({ defaultValues: DEFAULT_FORM_VALUES });
+  const isDirty = form.formState.isDirty;
+  const [embeddingModels, setEmbeddingModels] = useState<ModelGroup[]>([]);
+  const [loadingModels, setLoadingModels] = useState(true);
+  const storedValues = data?.values;
+
+  useEffect(() => {
+    if (!accessToken) return;
+    fetchAvailableModels(accessToken)
+      .then((models) => setEmbeddingModels(models.filter((model) => model.mode === "embedding")))
+      .catch((fetchError: unknown) => console.error("Error fetching embedding models:", fetchError))
+      .finally(() => setLoadingModels(false));
+  }, [accessToken]);
+
+  useEffect(() => {
+    if (!storedValues) return;
+    form.reset(storedValuesToForm(storedValues));
+  }, [storedValues, form]);
+
+  const handleSave = (formValues: ToolSearchFormValues) => {
+    updateSettings(formToPayload(formValues), {
+      onSuccess: () => {
+        form.reset(formValues);
+        toast.success("Settings updated successfully. Changes will be applied across all pods within 10 seconds.");
+      },
+      onError: (saveError) => toast.fromError(saveError),
+    });
+  };
+
+  if (!accessToken) {
+    return <div className="p-6 text-center text-muted-foreground">Please log in to configure tool search.</div>;
+  }
+
+  if (isLoading) {
+    return (
+      <div className="flex flex-col gap-3">
+        <Skeleton className="h-4 w-2/5" />
+        <Skeleton className="h-4 w-full" />
+        <Skeleton className="h-4 w-3/5" />
+      </div>
+    );
+  }
+
+  if (isError) {
+    return (
+      <Alert variant="error" className="mb-6">
+        <AlertTitle>Could not load MCP tool search settings</AlertTitle>
+        {error instanceof Error && <AlertDescription>{error.message}</AlertDescription>}
+      </Alert>
+    );
+  }
+
+  return (
+    <div className="w-full">
+      <Alert variant="info" className="mb-6">
+        <Info />
+        <AlertTitle>Native MCP Tool Search</AlertTitle>
+        <AlertDescription>
+          Controls the <code>mcp_tool_search</code> virtual tool that native MCP clients call to discover tools. With an
+          embedding model set, tools are ranked by the meaning of their name and description, so a query like
+          &quot;FX&quot; finds a &quot;foreign exchange rates&quot; tool. Without one, keyword matching is used. Callers
+          only ever see tools their key, team and server permissions already allow.
+        </AlertDescription>
+      </Alert>
+
+      <TooltipProvider>
+        <form onSubmit={(event) => event.preventDefault()} noValidate>
+          <Card className="mb-4">
+            <CardHeader className="border-b">
+              <CardTitle>Ranking</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <FieldGroup>
+                <FormField
+                  control={form.control}
+                  name="embedding_model"
+                  label={labelWithHint(
+                    "Embedding Model",
+                    "Embedding model from your model list used to rank tools by meaning. Clear it to fall back to keyword matching.",
+                  )}
+                >
+                  {({ value, onChange, id }) => (
+                    <SearchSelect
+                      inputId={id}
+                      options={embeddingModels.map((model) => ({ label: model.model_group, value: model.model_group }))}
+                      value={value}
+                      onValueChange={onChange}
+                      allowClear
+                      placeholder={loadingModels ? "Loading models..." : "Keyword matching (no embedding model)"}
+                      emptyText={loadingModels ? "Loading..." : "No embedding models available"}
+                      disabled={isUpdating || loadingModels}
+                    />
+                  )}
+                </FormField>
+
+                <FormField
+                  control={form.control}
+                  name="top_k"
+                  label={labelWithHint(
+                    "Top K Results",
+                    "Most ranked tools a search returns. A smaller top_k in the tool call wins. Core tools do not count.",
+                  )}
+                >
+                  {({ ref, value, onChange, onBlur, id }) => (
+                    <Input
+                      id={id}
+                      ref={ref}
+                      type="number"
+                      min={TOP_K_MIN}
+                      max={TOP_K_MAX}
+                      value={value}
+                      onChange={(event) => onChange(event.target.valueAsNumber)}
+                      onBlur={() => {
+                        onChange(Number.isNaN(value) ? DEFAULT_FORM_VALUES.top_k : clampTopK(value));
+                        onBlur();
+                      }}
+                      disabled={isUpdating}
+                    />
+                  )}
+                </FormField>
+
+                <FormField
+                  control={form.control}
+                  name="similarity_threshold"
+                  label={labelWithHint(
+                    "Similarity Threshold",
+                    "Lowest cosine similarity a tool needs to appear in semantic results. 0 means no cutoff.",
+                  )}
+                >
+                  {({ value, onChange, id }) => (
+                    <div className="w-full">
+                      <Slider
+                        id={id}
+                        min={0}
+                        max={1}
+                        step={0.05}
+                        value={[value]}
+                        onValueChange={(next) => onChange(Array.isArray(next) ? next[0] : next)}
+                        disabled={isUpdating}
+                      />
+                      <div className="relative mt-2 h-4 text-xs text-muted-foreground">
+                        {SIMILARITY_THRESHOLD_MARKS.map((mark) => (
+                          <span key={mark} className="absolute -translate-x-1/2" style={{ left: `${mark * 100}%` }}>
+                            {mark.toFixed(1)}
+                          </span>
+                        ))}
+                      </div>
+                    </div>
+                  )}
+                </FormField>
+              </FieldGroup>
+            </CardContent>
+          </Card>
+
+          <Card className="mb-4">
+            <CardHeader className="border-b">
+              <CardTitle>Core Tools</CardTitle>
+            </CardHeader>
+            <CardContent>
+              <FieldGroup>
+                <FormField
+                  control={form.control}
+                  name="core_tools_text"
+                  label={labelWithHint(
+                    "Always Returned First",
+                    "One tool name per line, e.g. my_server-get_rates. Listed before ranked results whenever the caller is allowed to use them.",
+                  )}
+                >
+                  {({ ref, value, onChange, onBlur, id }) => (
+                    <Textarea
+                      id={id}
+                      ref={ref}
+                      value={value}
+                      placeholder={"my_server-get_rates\nmy_server-list_accounts"}
+                      onChange={(event) => onChange(event.target.value)}
+                      onBlur={onBlur}
+                      disabled={isUpdating}
+                    />
+                  )}
+                </FormField>
+              </FieldGroup>
+            </CardContent>
+          </Card>
+
+          <div className="flex justify-end gap-2">
+            <Button
+              type="button"
+              onClick={() => void form.handleSubmit(handleSave)()}
+              disabled={!isDirty || isUpdating}
+            >
+              {isUpdating ? <UiLoadingSpinner className="size-4" /> : <Save />}
+              Save Settings
+            </Button>
+          </div>
+        </form>
+      </TooltipProvider>
+    </div>
+  );
+}
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts
new file mode 100644
index 00000000000..2f9032537c1
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.test.ts
@@ -0,0 +1,60 @@
+import { describe, expect, it } from "vitest";
+import { DEFAULT_FORM_VALUES, formToPayload, parseCoreTools, storedValuesToForm } from "./toolSearchForm";
+
+const STORED_SEMANTIC = {
+  embedding_model: "text-embedding-3-small",
+  top_k: 3,
+  similarity_threshold: 0.25,
+  core_tools: ["treasury-get_rates", "treasury-list_accounts"],
+};
+
+const SEMANTIC_FORM = {
+  embedding_model: "text-embedding-3-small",
+  top_k: 3,
+  similarity_threshold: 0.25,
+  core_tools_text: "treasury-get_rates\ntreasury-list_accounts",
+};
+
+const KEYWORD_PAYLOAD = { embedding_model: null, top_k: 5, similarity_threshold: 0, core_tools: [] };
+
+const OVERSIZED_FORM = {
+  embedding_model: "emb",
+  top_k: 400,
+  similarity_threshold: 0.5,
+  core_tools_text: "treasury-get_rates",
+};
+
+const CLAMPED_PAYLOAD = {
+  embedding_model: "emb",
+  top_k: 100,
+  similarity_threshold: 0.5,
+  core_tools: ["treasury-get_rates"],
+};
+
+describe("storedValuesToForm", () => {
+  it("maps stored settings onto the form, joining core tools one per line", () => {
+    expect(storedValuesToForm(STORED_SEMANTIC)).toEqual(SEMANTIC_FORM);
+  });
+
+  it("falls back to keyword defaults when nothing usable is stored", () => {
+    expect(storedValuesToForm({})).toEqual(DEFAULT_FORM_VALUES);
+    expect(storedValuesToForm({ embedding_model: null, top_k: "7" })).toEqual(DEFAULT_FORM_VALUES);
+  });
+});
+
+describe("parseCoreTools", () => {
+  it("splits on newlines and commas, trims, drops blanks and duplicates in order", () => {
+    expect(parseCoreTools(" a-x \n\nb-y, a-x ,c-z\n")).toEqual(["a-x", "b-y", "c-z"]);
+  });
+});
+
+describe("formToPayload", () => {
+  it("sends null for a cleared embedding model so the proxy returns to keyword matching", () => {
+    expect(formToPayload({ ...DEFAULT_FORM_VALUES, embedding_model: "  " })).toEqual(KEYWORD_PAYLOAD);
+  });
+
+  it("clamps top_k into the range the proxy accepts and lists core tools", () => {
+    expect(formToPayload(OVERSIZED_FORM)).toEqual(CLAMPED_PAYLOAD);
+    expect(formToPayload({ ...DEFAULT_FORM_VALUES, top_k: 0 }).top_k).toBe(1);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts
new file mode 100644
index 00000000000..f10bfd249d7
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/Settings/AdminSettings/MCPToolSearchSettings/toolSearchForm.ts
@@ -0,0 +1,49 @@
+import type { MCPToolSearchSettings } from "@/app/(dashboard)/hooks/mcpToolSearchSettings/useMCPToolSearchSettings";
+
+export interface ToolSearchFormValues {
+  embedding_model: string;
+  top_k: number;
+  similarity_threshold: number;
+  core_tools_text: string;
+}
+
+export const TOP_K_MIN = 1;
+export const TOP_K_MAX = 100;
+
+export const DEFAULT_FORM_VALUES: ToolSearchFormValues = {
+  embedding_model: "",
+  top_k: 5,
+  similarity_threshold: 0,
+  core_tools_text: "",
+};
+
+const isString = (value: unknown): value is string => typeof value === "string";
+const isNumber = (value: unknown): value is number => typeof value === "number" && Number.isFinite(value);
+
+export const parseCoreTools = (text: string): string[] =>
+  Array.from(
+    new Set(
+      text
+        .split(/[\n,]/)
+        .map((name) => name.trim())
+        .filter((name) => name.length > 0),
+    ),
+  );
+
+export const clampTopK = (value: number): number => Math.min(TOP_K_MAX, Math.max(TOP_K_MIN, Math.round(value)));
+
+export const storedValuesToForm = (values: Record<string, unknown>): ToolSearchFormValues => ({
+  embedding_model: isString(values.embedding_model) ? values.embedding_model : DEFAULT_FORM_VALUES.embedding_model,
+  top_k: isNumber(values.top_k) ? values.top_k : DEFAULT_FORM_VALUES.top_k,
+  similarity_threshold: isNumber(values.similarity_threshold)
+    ? values.similarity_threshold
+    : DEFAULT_FORM_VALUES.similarity_threshold,
+  core_tools_text: Array.isArray(values.core_tools) ? values.core_tools.filter(isString).join("\n") : "",
+});
+
+export const formToPayload = (form: ToolSearchFormValues): MCPToolSearchSettings => ({
+  embedding_model: form.embedding_model.trim() === "" ? null : form.embedding_model.trim(),
+  top_k: clampTopK(form.top_k),
+  similarity_threshold: form.similarity_threshold,
+  core_tools: parseCoreTools(form.core_tools_text),
+});
diff --git a/ui/litellm-dashboard/src/components/Teams.test.tsx b/ui/litellm-dashboard/src/components/Teams.test.tsx
index bee35ac5c5d..2bceb00aae1 100644
--- a/ui/litellm-dashboard/src/components/Teams.test.tsx
+++ b/ui/litellm-dashboard/src/components/Teams.test.tsx
@@ -15,6 +15,7 @@ import {
   teamCreateCall,
 } from "./networking";
 import Teams from "./Teams";
+import { chooseSelectOption } from "../../tests/test-utils";
 
 const can = vi.fn();
 vi.mock("@/app/(dashboard)/hooks/useCan", () => ({
@@ -1488,3 +1489,204 @@ describe("Teams - the exact bytes the create call sends", () => {
     expect(teamCreateCall).not.toHaveBeenCalled();
   });
 });
+
+describe("Teams - the create form keeps the organization and models picks while it is open", () => {
+  const ORGS = [
+    { organization_id: "org-1", organization_alias: "Org 1", models: [], members: [] },
+    { organization_id: "org-2", organization_alias: "Org 2", models: [], members: [] },
+  ];
+
+  const orgField = () => screen.getByRole("combobox", { name: /organization/i });
+  const modelsField = () => screen.getByTestId("create-team-models-select");
+
+  const openCreateModal = async () => {
+    act(() => {
+      fireEvent.click(screen.getAllByRole("button", { name: /create team/i })[0]);
+    });
+    await screen.findByLabelText(/team name/i);
+  };
+
+  beforeEach(() => {
+    vi.clearAllMocks();
+    mockTeamInfoView.mockClear();
+    vi.mocked(fetchAvailableModelsForTeamOrKey).mockResolvedValue(["gpt-4", "gpt-3.5-turbo"]);
+    vi.mocked(fetchMCPAccessGroups).mockResolvedValue([]);
+    vi.mocked(getGuardrailsList).mockResolvedValue({ guardrails: [] });
+    vi.mocked(getDefaultTeamSettings).mockResolvedValue({ values: {} });
+    mockUseOrganizations.mockReturnValue({ data: ORGS });
+  });
+
+  it("keeps both picks when the organizations list comes back changed from a refetch", async () => {
+    const user = userEvent.setup();
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Admin" />);
+    await openCreateModal();
+
+    await chooseSelectOption(user, orgField(), /Org 1/);
+    fireEvent.change(modelsField(), { target: { value: "gpt-4" } });
+
+    mockUseOrganizations.mockReturnValue({ data: ORGS.map((org) => ({ ...org, spend: 1 })) });
+    fireEvent.click(screen.getByText("Additional Settings"));
+
+    expect(orgField()).toHaveValue("Org 1");
+    expect(modelsField()).toHaveValue("gpt-4");
+  });
+
+  it("keeps models picked before the available models finish loading", async () => {
+    let resolveModels: (models: string[]) => void = () => {};
+    vi.mocked(fetchAvailableModelsForTeamOrKey).mockReturnValue(
+      new Promise<string[]>((resolve) => {
+        resolveModels = resolve;
+      }),
+    );
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Admin" />);
+    await openCreateModal();
+
+    fireEvent.change(modelsField(), { target: { value: "gpt-4" } });
+    await act(async () => {
+      resolveModels(["gpt-4", "gpt-3.5-turbo"]);
+    });
+
+    expect(modelsField()).toHaveValue("gpt-4");
+  });
+
+  it("clears the models pick when the organization is changed, since models are org scoped", async () => {
+    const user = userEvent.setup();
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Admin" />);
+    await openCreateModal();
+
+    await chooseSelectOption(user, orgField(), /Org 1/);
+    fireEvent.change(modelsField(), { target: { value: "gpt-4" } });
+    await chooseSelectOption(user, orgField(), /Org 2/);
+
+    await waitFor(() => expect(orgField()).toHaveValue("Org 2"));
+    expect(modelsField()).toHaveValue("");
+  });
+
+  it("keeps the models pick when the same organization is chosen again", async () => {
+    const user = userEvent.setup();
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Admin" />);
+    await openCreateModal();
+
+    await chooseSelectOption(user, orgField(), /Org 1/);
+    fireEvent.change(modelsField(), { target: { value: "gpt-4" } });
+    await chooseSelectOption(user, orgField(), /Org 1/);
+
+    expect(orgField()).toHaveValue("Org 1");
+    expect(modelsField()).toHaveValue("gpt-4");
+  });
+
+  it("still preselects the only organization an org admin can create teams in", async () => {
+    mockUseOrganizations.mockReturnValue({
+      data: [
+        {
+          organization_id: "org-1",
+          organization_alias: "Org 1",
+          models: [],
+          members: [{ user_id: "user-123", user_role: "org_admin" }],
+        },
+      ],
+    });
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Internal User" />);
+    await openCreateModal();
+
+    expect(orgField()).toHaveValue("Org 1");
+    expect(orgField()).toBeDisabled();
+  });
+
+  it("leaves an org admin able to pick when their admin orgs narrow to one while the form is open", async () => {
+    const orgAdminOrgs = [
+      {
+        organization_id: "org-1",
+        organization_alias: "Org 1",
+        models: [],
+        members: [{ user_id: "user-123", user_role: "org_admin" }],
+      },
+      {
+        organization_id: "org-2",
+        organization_alias: "Org 2",
+        models: [],
+        members: [{ user_id: "user-123", user_role: "org_admin" }],
+      },
+    ];
+    mockUseOrganizations.mockReturnValue({ data: orgAdminOrgs });
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Internal User" />);
+    await openCreateModal();
+    expect(orgField()).toHaveValue("");
+
+    mockUseOrganizations.mockReturnValue({ data: [orgAdminOrgs[0]] });
+    fireEvent.click(screen.getByText("Additional Settings"));
+
+    expect(orgField()).toBeEnabled();
+  });
+
+  it("refuses to create the team in an organization the admin has lost access to", async () => {
+    const user = userEvent.setup();
+    const orgAdminOrgs = ORGS.map((org) => ({ ...org, members: [{ user_id: "user-123", user_role: "org_admin" }] }));
+    mockUseOrganizations.mockReturnValue({ data: orgAdminOrgs });
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Internal User" />);
+    await openCreateModal();
+
+    fireEvent.change(screen.getByTestId("team-name-input"), { target: { value: "Revoked Team" } });
+    await chooseSelectOption(user, orgField(), /Org 1/);
+
+    mockUseOrganizations.mockReturnValue({ data: [orgAdminOrgs[1]] });
+    fireEvent.click(screen.getByText("Additional Settings"));
+
+    const submitButtons = screen.getAllByRole("button", { name: /create team/i });
+    fireEvent.click(submitButtons[submitButtons.length - 1]);
+
+    await screen.findByText(/no longer create teams in this organization/i);
+    expect(teamCreateCall).not.toHaveBeenCalled();
+  });
+
+  it("lets the admin switch to the one organization left after losing access to their pick", async () => {
+    const user = userEvent.setup();
+    const orgAdminOrgs = ORGS.map((org) => ({ ...org, members: [{ user_id: "user-123", user_role: "org_admin" }] }));
+    mockUseOrganizations.mockReturnValue({ data: orgAdminOrgs });
+    const createdTeam = {
+      team_id: "new-team-1",
+      team_alias: "Recovered Team",
+      models: [],
+      organization_id: "org-2",
+      keys: [],
+      members_with_roles: [],
+      spend: 0,
+    };
+    vi.mocked(teamCreateCall).mockResolvedValue(createdTeam);
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Internal User" />);
+    await openCreateModal();
+
+    fireEvent.change(screen.getByTestId("team-name-input"), { target: { value: "Recovered Team" } });
+    await chooseSelectOption(user, orgField(), /Org 1/);
+
+    mockUseOrganizations.mockReturnValue({ data: [orgAdminOrgs[1]] });
+    fireEvent.click(screen.getByText("Additional Settings"));
+
+    expect(orgField()).toBeEnabled();
+    await chooseSelectOption(user, orgField(), /Org 2/);
+    const submitButtons = screen.getAllByRole("button", { name: /create team/i });
+    fireEvent.click(submitButtons[submitButtons.length - 1]);
+
+    await waitFor(() =>
+      expect(teamCreateCall).toHaveBeenCalledWith(
+        "test-token",
+        expect.objectContaining({ team_alias: "Recovered Team", organization_id: "org-2" }),
+      ),
+    );
+  });
+
+  it("starts the form clean again when the modal is closed and reopened", async () => {
+    const user = userEvent.setup();
+    renderWithQueryClient(<Teams accessToken="test-token" userID="user-123" userRole="Admin" />);
+    await openCreateModal();
+
+    await chooseSelectOption(user, orgField(), /Org 1/);
+    fireEvent.change(modelsField(), { target: { value: "gpt-4" } });
+    fireEvent.click(screen.getByRole("button", { name: /^close$/i }));
+    await waitFor(() => expect(screen.queryByLabelText(/team name/i)).not.toBeInTheDocument());
+
+    await openCreateModal();
+    expect(orgField()).toHaveValue("");
+    expect(modelsField()).toHaveValue("");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/Teams.tsx b/ui/litellm-dashboard/src/components/Teams.tsx
index e2eda4adb23..4be91f22339 100644
--- a/ui/litellm-dashboard/src/components/Teams.tsx
+++ b/ui/litellm-dashboard/src/components/Teams.tsx
@@ -208,7 +208,6 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
   const queryClient = useQueryClient();
   const refreshTeams = () => queryClient.invalidateQueries({ queryKey: teamsTableKeys.all });
   const [currentOrg] = useState<Organization | null>(null);
-  const [currentOrgForCreateTeam, setCurrentOrgForCreateTeam] = useState<Organization | null>(null);
 
   const isOrgAdmin = userRole !== "Admin";
   const [additionalSettingsOpen, setAdditionalSettingsOpen] = useState(false);
@@ -216,17 +215,33 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
   const [agentSettingsOpen, setAgentSettingsOpen] = useState(false);
   const [searchToolSettingsOpen, setSearchToolSettingsOpen] = useState(false);
 
+  const adminOrgs = useMemo(
+    () => getAdminOrganizations(userRole, userID, organizations),
+    [userRole, userID, organizations],
+  );
+
   const teamCreateSchema = useMemo(
     () =>
       teamCreateFieldsSchema.superRefine((values, ctx) => {
         if (isOrgAdmin && !values.organization_id) {
           ctx.addIssue({ code: "custom", message: SUPPRESSED_BY_DESCRIPTION, path: ["organization_id"] });
         }
+        const organizationIsStillPickable =
+          values.organization_id == null ||
+          organizations == null ||
+          adminOrgs.some((org) => org.organization_id === values.organization_id);
+        if (!organizationIsStillPickable) {
+          ctx.addIssue({
+            code: "custom",
+            message: "You can no longer create teams in this organization",
+            path: ["organization_id"],
+          });
+        }
         if (additionalSettingsOpen && !isParsableJson(values.secret_manager_settings)) {
           ctx.addIssue({ code: "custom", message: SUPPRESSED_BY_DESCRIPTION, path: ["secret_manager_settings"] });
         }
       }),
-    [isOrgAdmin, additionalSettingsOpen],
+    [isOrgAdmin, additionalSettingsOpen, adminOrgs, organizations],
   );
 
   const form = useZodForm(teamCreateSchema, { defaultValues: EMPTY_TEAM_CREATE_VALUES });
@@ -264,28 +279,6 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
     ? `Default: ${getBudgetDurationLabel(defaultBudgetDuration)} (${defaultBudgetDuration})`
     : "n/a";
 
-  useEffect(() => {
-    form.setValue("models", []);
-  }, [currentOrgForCreateTeam, userModels]);
-
-  // Handle organization preselection when modal opens
-  useEffect(() => {
-    if (isTeamModalVisible) {
-      const adminOrgs = getAdminOrganizations(userRole, userID, organizations);
-
-      // Org admins must scope a team to an org, so with exactly one we preselect it.
-      // Proxy admins can create org-less teams, so the field stays optional regardless of org count.
-      if (isOrgAdmin && adminOrgs.length === 1) {
-        const org = adminOrgs[0];
-        form.setValue("organization_id", org.organization_id);
-        setCurrentOrgForCreateTeam(org);
-      } else {
-        form.setValue("organization_id", currentOrg?.organization_id || null);
-        setCurrentOrgForCreateTeam(currentOrg);
-      }
-    }
-  }, [isTeamModalVisible, isOrgAdmin, userRole, userID, organizations, currentOrg]);
-
   // Add this useEffect to fetch guardrails
   useEffect(() => {
     const fetchGuardrails = async () => {
@@ -320,6 +313,26 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
     if (canViewPolicies) fetchPolicies();
   }, [accessToken, canViewPolicies]);
 
+  const openCreateTeamModal = () => {
+    // Org admins must scope a team to an org, so with exactly one we preselect it.
+    // Proxy admins can create org-less teams, so the field stays optional regardless of org count.
+    if (isOrgAdmin && adminOrgs.length === 1) {
+      form.setValue("organization_id", adminOrgs[0].organization_id);
+    }
+    setIsTeamModalVisible(true);
+  };
+
+  const selectCreateTeamOrganization = (
+    next: string,
+    currentOrganizationId: string | null,
+    onChange: (organizationId: string | null) => void,
+  ) => {
+    const nextOrganizationId = next === "" ? null : next;
+    if (nextOrganizationId === currentOrganizationId) return;
+    onChange(nextOrganizationId);
+    form.setValue("models", []);
+  };
+
   const resetCreateForm = () => {
     form.reset(EMPTY_TEAM_CREATE_VALUES);
     setAdditionalSettingsOpen(false);
@@ -546,6 +559,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
     {
       key: "your-teams",
       label: "Your Teams",
+      className: "flex min-h-0 flex-1 flex-col",
       children: (
         <>
           <TeamsTable
@@ -595,6 +609,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
     {
       key: "available-teams",
       label: "Available Teams",
+      className: "min-h-0 flex-1 overflow-y-auto",
       children: <AvailableTeamsPanel accessToken={accessToken} userID={userID} />,
     },
     ...(isProxyAdminRole(userRole || "")
@@ -602,6 +617,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
           {
             key: "default-settings",
             label: "Default Team Settings",
+            className: "min-h-0 flex-1 overflow-y-auto",
             children: <TeamSSOSettings accessToken={accessToken} userID={userID || ""} userRole={userRole || ""} />,
           },
         ]
@@ -609,7 +625,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
   ];
 
   return (
-    <main className={selectedTeamId ? "px-12 py-6" : "p-8"}>
+    <main className={selectedTeamId ? "px-12 py-6" : "flex h-full flex-col p-8"}>
       {selectedTeamId ? (
         <TeamInfoView
           teamId={selectedTeamId}
@@ -629,14 +645,14 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
           premiumUser={premiumUser}
         />
       ) : (
-        <Tabs defaultValue={tabItems[0].key} className="gap-6">
+        <Tabs defaultValue={tabItems[0].key} className="min-h-0 flex-1 gap-6">
           <PageHeader
             icon={<Users />}
             title="Teams"
             subtitle="Manage teams, members, and their access to models and budgets"
             primaryAction={
               canCreateOrManageTeams(userRole, userID, organizations) ? (
-                <UIButton onClick={() => setIsTeamModalVisible(true)} data-testid="create-team-button">
+                <UIButton onClick={openCreateTeamModal} data-testid="create-team-button">
                   <Plus className="size-4" />
                   Create Team
                 </UIButton>
@@ -661,7 +677,7 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
             )}
           />
           {tabItems.map((item) => (
-            <TabsContent key={item.key} value={item.key}>
+            <TabsContent key={item.key} value={item.key} className={item.className}>
               {item.children}
             </TabsContent>
           ))}
@@ -683,9 +699,9 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
                     )}
                   </FormField>
                   {(() => {
-                    const adminOrgs = getAdminOrganizations(userRole, userID, organizations);
                     const isSingleOrg = adminOrgs.length === 1;
                     const hasNoOrgs = adminOrgs.length === 0;
+                    const soleOrganizationId = isSingleOrg ? adminOrgs[0].organization_id ?? null : null;
 
                     return (
                       <>
@@ -715,18 +731,13 @@ const Teams: React.FC<TeamProps> = ({ accessToken, userID, userRole, premiumUser
                                 label: org.organization_alias ?? "",
                                 sublabel: org.organization_id ?? "",
                               }))}
-                              disabled={isOrgAdmin && isSingleOrg}
+                              disabled={isOrgAdmin && soleOrganizationId !== null && value === soleOrganizationId}
                               allowClear={!isOrgAdmin}
                               placeholder={
                                 hasNoOrgs ? "No organizations available" : "Search or select an Organization"
                               }
                               emptyText="No organizations available"
-                              onValueChange={(next) => {
-                                onChange(next === "" ? null : next);
-                                setCurrentOrgForCreateTeam(
-                                  adminOrgs.find((org) => org.organization_id === next) ?? null,
-                                );
-                              }}
+                              onValueChange={(next) => selectCreateTeamOrganization(next, value ?? null, onChange)}
                             />
                           )}
                         </FormField>
diff --git a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
index 0b38d51e36a..3fb19e522f3 100644
--- a/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
+++ b/ui/litellm-dashboard/src/components/TeamsPage/TeamsTable.tsx
@@ -164,7 +164,7 @@ export function TeamsTable({ userRole, userID, onSelectTeam, onEditTeam, onDelet
       isLoading={isLoading}
       loadingMessage="Loading teams..."
       noDataMessage="No teams found"
-      maxBodyHeight="calc(75vh - 210px)"
+      fillHeight
       size="compact"
       toolbar={(table) => (
         <>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.test.ts b/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.test.ts
new file mode 100644
index 00000000000..eaf1985c5fa
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.test.ts
@@ -0,0 +1,15 @@
+import { keyActivityLabel } from "./keyActivityLabel";
+
+describe("keyActivityLabel", () => {
+  it("prefers key_alias", () => {
+    expect(keyActivityLabel({ key_alias: "batch-worker", user_email: "alice@example.com" })).toBe("batch-worker");
+  });
+
+  it("falls back to user_email when alias is missing", () => {
+    expect(keyActivityLabel({ key_alias: null, user_email: "alice@example.com" })).toBe("alice@example.com");
+  });
+
+  it("uses the fallback when both alias and email are missing", () => {
+    expect(keyActivityLabel({ key_alias: null, user_email: null }, "key-hash-abc")).toBe("key-hash-abc");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.ts b/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.ts
new file mode 100644
index 00000000000..8b3a7eec916
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/keyActivityLabel.ts
@@ -0,0 +1,8 @@
+import type { KeyMetadata } from "./types";
+
+export function keyActivityLabel(
+  metadata: Pick<KeyMetadata, "key_alias" | "user_email"> | null | undefined,
+  fallback = "-",
+): string {
+  return metadata?.key_alias || metadata?.user_email || fallback;
+}
diff --git a/ui/litellm-dashboard/src/components/UsagePage/types.ts b/ui/litellm-dashboard/src/components/UsagePage/types.ts
index 8e7c1869df2..a10e9e68c4d 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/types.ts
+++ b/ui/litellm-dashboard/src/components/UsagePage/types.ts
@@ -46,6 +46,7 @@ export interface KeyMetricWithMetadata {
 export interface KeyMetadata {
   key_alias: string | null;
   team_id: string | null;
+  user_email?: string | null;
   tags?: { tag: string; usage: number }[];
 }
 
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
index b06448912d0..881b0b93ff9 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.test.tsx
@@ -4,6 +4,7 @@ import type { OnUrlUpdateFunction } from "nuqs/adapters/testing";
 import { vi, it, expect, beforeEach, describe, Mock, MockedFunction } from "vitest";
 import { chooseSelectOption, renderWithProviders } from "../../../tests/test-utils";
 import { VirtualKeysTable } from "./VirtualKeysTable";
+import { KEY_TABLE_SORT_FIELDS } from "./keyTableColumns";
 import { KeyResponse, Team } from "../key_team_helpers/key_list";
 import { useKeyInfo } from "@/app/(dashboard)/hooks/keys/useKeyInfo";
 import { KeysResponse, useKeys } from "@/app/(dashboard)/hooks/keys/useKeys";
@@ -176,8 +177,12 @@ const keysResult = (keys: KeyResponse[], data: Partial<KeysResponse> = {}, extra
 
 const openFilters = () => fireEvent.click(screen.getByRole("button", { name: "Filters" }));
 
-const lastKeyParam = (onUrlUpdate: Mock<OnUrlUpdateFunction>) =>
-  onUrlUpdate.mock.calls.at(-1)?.[0].searchParams.get("key");
+const lastSearchParam = (onUrlUpdate: Mock<OnUrlUpdateFunction>, name: string) =>
+  onUrlUpdate.mock.calls.at(-1)?.[0].searchParams.get(name);
+
+const lastKeyParam = (onUrlUpdate: Mock<OnUrlUpdateFunction>) => lastSearchParam(onUrlUpdate, "key");
+
+const lastHistoryMode = (onUrlUpdate: Mock<OnUrlUpdateFunction>) => onUrlUpdate.mock.calls.at(-1)?.[0].options.history;
 
 beforeEach(() => {
   vi.clearAllMocks();
@@ -374,6 +379,7 @@ it("clicking the key cell deep-links via ?key=", async () => {
   await waitFor(() => {
     expect(lastKeyParam(onUrlUpdate)).toBe(mockKey.token);
   });
+  expect(lastHistoryMode(onUrlUpdate)).toBe("push");
 });
 
 it("renders KeyInfoView when the URL has ?key= for a key on the current page, without refetching it", async () => {
@@ -414,6 +420,7 @@ it("repoints ?key= to the rotated hash once the regenerate dialog is dismissed",
   await waitFor(() => {
     expect(lastKeyParam(onUrlUpdate)).toBe("rotated-hash-456");
   });
+  expect(lastHistoryMode(onUrlUpdate)).toBe("replace");
 });
 
 it("fetches the key by id when the URL has ?key= for a key not in the loaded page", async () => {
@@ -510,7 +517,8 @@ describe("server-side filtering – the LIT-4080 regression guard", () => {
   });
 
   it("drops the filter from the useKeys query when it is cleared", async () => {
-    renderWithProviders(<VirtualKeysTable />);
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { onUrlUpdate });
 
     openFilters();
     const userIdInput = await screen.findByPlaceholderText(/Enter User ID/);
@@ -520,6 +528,12 @@ describe("server-side filtering – the LIT-4080 regression guard", () => {
     await waitFor(() => {
       expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ userID: "user-42" }));
     });
+    // Let the filter reach the URL before clearing it: NuqsTestingAdapter runs
+    // resetUrlUpdateQueueOnMount on every render, so a still-queued write can be
+    // aborted by the re-render its own predecessor triggers.
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "filter_user")).toBe("user-42");
+    });
 
     fireEvent.click(screen.getByTestId("datatable-clear-filters"));
 
@@ -528,6 +542,19 @@ describe("server-side filtering – the LIT-4080 regression guard", () => {
       expect((lastCall[2] ?? {}).userID).toBeUndefined();
     });
   });
+
+  it("sends the search box as the combined alias-or-ID search rather than the key-alias filter", async () => {
+    renderWithProviders(<VirtualKeysTable />);
+
+    fireEvent.change(screen.getByPlaceholderText(/Search by key alias or ID/), { target: { value: mockKey.token } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ search: mockKey.token }));
+    });
+    const lastOptions = mockUseKeys.mock.calls.at(-1)?.[2];
+    expect(lastOptions?.selectedKeyAlias).toBeUndefined();
+    expect(lastOptions?.keyHash).toBeUndefined();
+  });
 });
 
 describe("pagination display – total count comes from useKeys", () => {
@@ -638,3 +665,183 @@ describe("Status column reflects blocked / expiry / scim metadata", () => {
     });
   });
 });
+
+describe("table state lives in the URL so it survives leaving and returning to the page", () => {
+  it("restores the search term, sort and pagination from the URL on mount", async () => {
+    renderWithProviders(<VirtualKeysTable />, {
+      searchParams: { key_search: "prod", sort_by: "spend", sort_order: "asc", page: "3", page_size: "25" },
+    });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(
+        3,
+        25,
+        expect.objectContaining({ search: "prod", sortBy: "spend", sortOrder: "asc" }),
+      );
+    });
+    expect(screen.getByPlaceholderText(/Search by key alias/)).toHaveValue("prod");
+  });
+
+  it("restores the drawer filters from the URL on mount", async () => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { filter_team: "team-1", filter_user: "user-42" } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(
+        1,
+        50,
+        expect.objectContaining({ teamID: "team-1", userID: "user-42" }),
+      );
+    });
+    expect(screen.getByTestId("filter-chip-team_id")).toHaveTextContent("Test Team");
+  });
+
+  it("writes the search term to the URL", async () => {
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { onUrlUpdate });
+
+    fireEvent.change(screen.getByPlaceholderText(/Search by key alias/), { target: { value: "prod" } });
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "key_search")).toBe("prod");
+    });
+  });
+
+  it("writes the sort field and direction to the URL", async () => {
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { onUrlUpdate });
+
+    fireEvent.click(screen.getByRole("button", { name: "Key" }));
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "sort_by")).toBe("key_alias");
+    });
+    expect(lastSearchParam(onUrlUpdate, "sort_order")).toBe("asc");
+  });
+
+  it("writes an applied drawer filter to the URL and clears it again", async () => {
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { onUrlUpdate });
+
+    openFilters();
+    fireEvent.change(await screen.findByPlaceholderText(/Enter User ID/), { target: { value: "user-42" } });
+    fireEvent.click(screen.getByTestId("filter-drawer-apply"));
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "filter_user")).toBe("user-42");
+    });
+
+    fireEvent.click(screen.getByTestId("datatable-clear-filters"));
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "filter_user")).toBeNull();
+    });
+    expect(screen.queryByTestId("filter-chip-user_id")).not.toBeInTheDocument();
+  });
+
+  it("returns to page 1 when the search term changes", async () => {
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { page: "3" }, onUrlUpdate });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(3, 50, expect.anything());
+    });
+
+    fireEvent.change(screen.getByPlaceholderText(/Search by key alias/), { target: { value: "prod" } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ search: "prod" }));
+    });
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "page")).toBeNull();
+    });
+  });
+
+  it("leaves the create-key deep link's team_id alone instead of filtering the list with it", async () => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { create: "true", team_id: "team-1" } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ teamID: undefined }));
+    });
+    expect(screen.queryByTestId("filter-chip-team_id")).not.toBeInTheDocument();
+  });
+
+  it.each([
+    ["0", 1],
+    ["-3", 1],
+  ])("clamps a hand-edited page of %s up to the first page", async (page, expected) => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { page } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(expected, 50, expect.anything());
+    });
+  });
+
+  it.each([
+    ["0", 1],
+    ["1000", 100],
+  ])("clamps a hand-edited page_size of %s into the range /key/list accepts", async (pageSize, expected) => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { page_size: pageSize } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, expected, expect.anything());
+    });
+  });
+
+  it("trims whitespace off a filter that arrived from the URL", async () => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { filter_user: "  user-42  " } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ userID: "user-42" }));
+    });
+  });
+
+  it("falls back to the default sort when the URL names a column the table cannot sort by", async () => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { sort_by: "totally_unknown_field" } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(
+        1,
+        50,
+        expect.objectContaining({ sortBy: "created_at", sortOrder: "desc" }),
+      );
+    });
+    expect(screen.getByText("Test Key Alias")).toBeInTheDocument();
+  });
+
+  it.each(KEY_TABLE_SORT_FIELDS)("round-trips a %s sort from the URL", async (field) => {
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { sort_by: field, sort_order: "asc" } });
+
+    await waitFor(() => {
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ sortBy: field, sortOrder: "asc" }));
+    });
+  });
+
+  it("clears sort_by from the URL when the Spend / Budget sort is reset", async () => {
+    const user = userEvent.setup();
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { onUrlUpdate });
+
+    await chooseSelectOption(user, screen.getByTestId("sort-trigger-spend"), "Spend ascending", "menuitem");
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "sort_by")).toBe("spend");
+    });
+
+    await chooseSelectOption(user, screen.getByTestId("sort-trigger-spend"), "Reset", "menuitem");
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "sort_by")).toBeNull();
+    });
+    expect(lastSearchParam(onUrlUpdate, "sort_order")).toBeNull();
+  });
+
+  it("drops the search param back out of the URL when the search box is cleared", async () => {
+    const onUrlUpdate = vi.fn<OnUrlUpdateFunction>();
+    renderWithProviders(<VirtualKeysTable />, { searchParams: { key_search: "prod" }, onUrlUpdate });
+
+    fireEvent.change(screen.getByPlaceholderText(/Search by key alias/), { target: { value: "" } });
+
+    await waitFor(() => {
+      expect(lastSearchParam(onUrlUpdate, "key_search")).toBeNull();
+    });
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
index 7dd25ca1fd0..f28ae27b6bc 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/VirtualKeysTable.tsx
@@ -15,34 +15,65 @@ import { SearchSelect } from "@/components/shared/SearchSelect";
 import { PageHeader } from "@/components/shared/PageHeader";
 import { Input } from "@/components/ui/input";
 import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
-import { ColumnFiltersState, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table";
+import { ColumnFiltersState, functionalUpdate, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table";
 import { KeyRound } from "lucide-react";
-import { parseAsString, useQueryState } from "nuqs";
+import { createParser, parseAsInteger, parseAsString, parseAsStringLiteral, useQueryState, useQueryStates } from "nuqs";
 import React, { useCallback, useMemo, useState } from "react";
 
 import { KeyResponse, Team } from "../key_team_helpers/key_list";
 import KeyInfoView from "../templates/key_info_view";
-import { getKeyTableColumns, KEY_TABLE_HIDDEN_COLUMNS } from "./keyTableColumns";
+import { getKeyTableColumns, KEY_TABLE_HIDDEN_COLUMNS, KEY_TABLE_SORT_FIELDS } from "./keyTableColumns";
 
 interface VirtualKeysTableProps {
   headerActions?: React.ReactNode;
 }
 
-const DEFAULT_SORTING: SortingState = [{ id: "created_at", desc: true }];
+const FILTER_COLUMNS = ["team_id", "org_id", "user_id", "key_hash"] as const;
+type FilterColumn = (typeof FILTER_COLUMNS)[number];
 
-const toSortOrder = (sorting: SortingState): "asc" | "desc" | undefined => {
-  const active = sorting[0];
-  if (!active) return undefined;
-  return active.desc ? "desc" : "asc";
-};
-
-const FILTER_LABELS: Record<string, string> = {
+const FILTER_LABELS: Record<FilterColumn, string> = {
   team_id: "Team",
   org_id: "Organization",
   user_id: "User ID",
   key_hash: "Key ID",
 };
 
+const DEFAULT_SORT_BY = "created_at";
+const DEFAULT_SORT_ORDER = "desc";
+const DEFAULT_PAGE_SIZE = 50;
+const MAX_PAGE_SIZE = 100;
+const MAX_PAGE = 100_000;
+
+const boundedInteger = (min: number, max: number, fallback: number) =>
+  createParser({
+    parse: (value: string) => {
+      const parsed = parseAsInteger.parse(value);
+      return parsed === null ? null : Math.min(Math.max(parsed, min), max);
+    },
+    serialize: String,
+  }).withDefault(fallback);
+
+// The filters carry a prefix because /api-keys also takes team_id, key_alias and key_type
+// as create-key prefills; an unprefixed filter would hijack those deep links.
+const TABLE_STATE = {
+  key_search: parseAsString.withDefault(""),
+  sort_by: parseAsString.withDefault(DEFAULT_SORT_BY),
+  sort_order: parseAsStringLiteral(["asc", "desc"] as const).withDefault(DEFAULT_SORT_ORDER),
+  page: boundedInteger(1, MAX_PAGE, 1),
+  page_size: boundedInteger(1, MAX_PAGE_SIZE, DEFAULT_PAGE_SIZE),
+  filter_team: parseAsString.withDefault(""),
+  filter_org: parseAsString.withDefault(""),
+  filter_user: parseAsString.withDefault(""),
+  filter_key_id: parseAsString.withDefault(""),
+};
+
+const toSortOrder = (active: SortingState[number]): "asc" | "desc" => (active.desc ? "desc" : "asc");
+
+const filterValue = (filters: ColumnFiltersState, column: FilterColumn): string | null => {
+  const value = filters.find((filter) => filter.id === column)?.value;
+  return (typeof value === "string" ? value.trim() : "") || null;
+};
+
 export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
   const { data: fetchedOrganizations } = useOrganizations();
   const organizations = useMemo(() => fetchedOrganizations ?? [], [fetchedOrganizations]);
@@ -50,32 +81,48 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
   const allTeams = useMemo<Team[]>(() => fetchedTeams ?? [], [fetchedTeams]);
 
   const [selectedKeyId, setSelectedKeyId] = useQueryState("key", parseAsString.withOptions({ history: "push" }));
-  const [sorting, setSorting] = useState<SortingState>(DEFAULT_SORTING);
-  const [tablePagination, setTablePagination] = useState<PaginationState>({ pageIndex: 0, pageSize: 50 });
-  const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [tableState, setTableState] = useQueryStates(TABLE_STATE);
   const [filtersOpen, setFiltersOpen] = useState(false);
-  const [searchInput, setSearchInput] = useState("");
+  const searchInput = tableState.key_search;
   const [searchQuery] = useDebouncedValue(searchInput, { wait: DEBOUNCE_WAIT_MS });
 
-  const getFilterValue = useCallback(
-    (columnId: string): string | undefined => {
-      const entry = columnFilters.find((filter) => filter.id === columnId);
-      return typeof entry?.value === "string" && entry.value.trim() ? entry.value.trim() : undefined;
-    },
-    [columnFilters],
+  // A hand-edited sort_by the table cannot sort by would 400 at /key/list and leave the page loading.
+  const sortBy = KEY_TABLE_SORT_FIELDS.includes(tableState.sort_by) ? tableState.sort_by : DEFAULT_SORT_BY;
+  const sorting = useMemo<SortingState>(
+    () => [{ id: sortBy, desc: tableState.sort_order === "desc" }],
+    [sortBy, tableState.sort_order],
+  );
+  const tablePagination = useMemo<PaginationState>(
+    () => ({ pageIndex: tableState.page - 1, pageSize: tableState.page_size }),
+    [tableState.page, tableState.page_size],
+  );
+  const { filter_team, filter_org, filter_user, filter_key_id } = tableState;
+  const appliedFilters = useMemo(
+    () => ({
+      team_id: filter_team.trim(),
+      org_id: filter_org.trim(),
+      user_id: filter_user.trim(),
+      key_hash: filter_key_id.trim(),
+    }),
+    [filter_team, filter_org, filter_user, filter_key_id],
+  );
+  const columnFilters = useMemo<ColumnFiltersState>(
+    () =>
+      FILTER_COLUMNS.filter((column) => appliedFilters[column]).map((column) => ({
+        id: column,
+        value: appliedFilters[column],
+      })),
+    [appliedFilters],
   );
 
-  const sortBy = sorting[0]?.id;
-  const sortOrder = toSortOrder(sorting);
-
   const keyListOptions = {
-    teamID: getFilterValue("team_id"),
-    organizationID: getFilterValue("org_id"),
-    selectedKeyAlias: searchQuery.trim() || undefined,
-    userID: getFilterValue("user_id"),
-    keyHash: getFilterValue("key_hash"),
+    teamID: appliedFilters.team_id || undefined,
+    organizationID: appliedFilters.org_id || undefined,
+    search: searchQuery.trim() || undefined,
+    userID: appliedFilters.user_id || undefined,
+    keyHash: appliedFilters.key_hash || undefined,
     sortBy,
-    sortOrder,
+    sortOrder: tableState.sort_order,
     expand: "user",
   };
 
@@ -89,20 +136,47 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
   const keyList = useMemo(() => keys?.keys ?? [], [keys]);
   const rowCount = keys?.total_count ?? 0;
 
-  const handleSearchChange = useCallback((value: string) => {
-    setSearchInput(value);
-    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-  }, []);
+  const handleSearchChange = useCallback(
+    (value: string) => {
+      void setTableState({ key_search: value || null, page: null });
+    },
+    [setTableState],
+  );
 
-  const handleSortingChange = useCallback<OnChangeFn<SortingState>>((updaterOrValue) => {
-    setSorting(updaterOrValue);
-    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-  }, []);
+  const handleSortingChange = useCallback<OnChangeFn<SortingState>>(
+    (updaterOrValue) => {
+      const active = functionalUpdate(updaterOrValue, sorting)[0];
+      void setTableState({
+        sort_by: active?.id ?? null,
+        sort_order: active ? toSortOrder(active) : null,
+        page: null,
+      });
+    },
+    [sorting, setTableState],
+  );
 
-  const handleColumnFiltersChange = useCallback<OnChangeFn<ColumnFiltersState>>((updaterOrValue) => {
-    setColumnFilters(updaterOrValue);
-    setTablePagination((prev) => ({ ...prev, pageIndex: 0 }));
-  }, []);
+  const handleColumnFiltersChange = useCallback<OnChangeFn<ColumnFiltersState>>(
+    (updaterOrValue) => {
+      const next = functionalUpdate(updaterOrValue, columnFilters);
+      const nextFilters = {
+        filter_team: filterValue(next, "team_id"),
+        filter_org: filterValue(next, "org_id"),
+        filter_user: filterValue(next, "user_id"),
+        filter_key_id: filterValue(next, "key_hash"),
+        page: null,
+      };
+      void setTableState(nextFilters);
+    },
+    [columnFilters, setTableState],
+  );
+
+  const handlePaginationChange = useCallback<OnChangeFn<PaginationState>>(
+    (updaterOrValue) => {
+      const next = functionalUpdate(updaterOrValue, tablePagination);
+      void setTableState({ page: next.pageIndex + 1, page_size: next.pageSize });
+    },
+    [tablePagination, setTableState],
+  );
 
   const columns = useMemo(
     () => getKeyTableColumns({ allTeams, organizations, onSelectKey: (key) => void setSelectedKeyId(key.token) }),
@@ -143,7 +217,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
     (updated: Partial<KeyResponse>) => {
       const rotatedToken = updated.token ?? updated.token_id;
       if (!rotatedToken || rotatedToken === selectedKeyId) return;
-      void setSelectedKeyId(rotatedToken);
+      void setSelectedKeyId(rotatedToken, { history: "replace" });
       void refetch();
     },
     [refetch, selectedKeyId, setSelectedKeyId],
@@ -182,7 +256,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
   }
 
   return (
-    <div className="flex h-full flex-col gap-6 overflow-hidden">
+    <div className="flex min-h-0 flex-1 flex-col gap-6">
       <PageHeader
         icon={<KeyRound />}
         title="Virtual Keys"
@@ -199,7 +273,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
         onSortingChange={handleSortingChange}
         paginationMode="server"
         pagination={tablePagination}
-        onPaginationChange={setTablePagination}
+        onPaginationChange={handlePaginationChange}
         rowCount={rowCount}
         filterMode="server"
         columnFilters={columnFilters}
@@ -209,7 +283,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
         isLoading={isLoading}
         loadingMessage="Loading keys..."
         noDataMessage="No keys found"
-        maxBodyHeight="calc(75vh - 210px)"
+        fillHeight
         size="compact"
         toolbar={(table) => (
           <>
@@ -217,7 +291,7 @@ export function VirtualKeysTable({ headerActions }: VirtualKeysTableProps) {
               table={table}
               searchValue={searchInput}
               onSearchChange={handleSearchChange}
-              searchPlaceholder="Search by key alias…"
+              searchPlaceholder="Search by key alias or ID…"
               onRefresh={() => refetch?.()}
               isRefreshing={isFetching}
               onOpenFilters={() => setFiltersOpen(true)}
diff --git a/ui/litellm-dashboard/src/components/VirtualKeysPage/keyTableColumns.tsx b/ui/litellm-dashboard/src/components/VirtualKeysPage/keyTableColumns.tsx
index 51b8b734b4c..0865fe76519 100644
--- a/ui/litellm-dashboard/src/components/VirtualKeysPage/keyTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/VirtualKeysPage/keyTableColumns.tsx
@@ -32,6 +32,14 @@ const SPEND_BUDGET_SORT_FIELDS: DataTableSortField[] = [
   { id: "max_budget", label: "Budget" },
 ];
 
+export const KEY_TABLE_SORT_FIELDS: readonly string[] = [
+  "key_alias",
+  "token",
+  "created_at",
+  "updated_at",
+  ...SPEND_BUDGET_SORT_FIELDS.map((field) => field.id),
+];
+
 const getKeyStatus = (key: KeyResponse): KeyStatus => {
   if (key.blocked === true) {
     const isScimBlocked = (key.metadata as Record<string, unknown> | null | undefined)?.scim_blocked === true;
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
index 74d258e2bd0..b0fc8dc7866 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
@@ -101,7 +101,7 @@ const createMockDailyData = (
 });
 
 const createMockKeyMetricWithMetadata = (
-  metadata: { key_alias: string | null; team_id: string | null },
+  metadata: { key_alias: string | null; team_id: string | null; user_email?: string | null },
   metrics: typeof EMPTY_SPEND_METRICS = EMPTY_SPEND_METRICS,
 ): KeyMetricWithMetadata => ({
   metrics,
@@ -1450,6 +1450,17 @@ describe("formatKeyLabel", () => {
     expect(result).toBe("key-hash-actual-key (team: Test Team 1)");
   });
 
+  it("should use user_email when key_alias is null", () => {
+    const modelData = createMockKeyMetricWithMetadata({
+      key_alias: null,
+      team_id: "team1",
+      user_email: "alice@example.com",
+    });
+
+    const result = formatKeyLabel(modelData, "actual-key", MOCK_TEAMS);
+    expect(result).toBe("alice@example.com (team: Test Team 1)");
+  });
+
   it("should return key_alias with team_id when teams array is empty", () => {
     const modelData = createMockKeyMetricWithMetadata({
       key_alias: "my-key",
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index a3fff08faae..f4348fb65ae 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -7,6 +7,7 @@ import { ChevronDown } from "lucide-react";
 import React, { useState } from "react";
 import { Team } from "./key_team_helpers/key_list";
 import KeyModelUsageView from "./UsagePage/components/KeyModelUsageView";
+import { keyActivityLabel } from "./UsagePage/keyActivityLabel";
 import { DailyData, KeyMetricWithMetadata, ModelActivityData, TopApiKeyData, TopModelData } from "./UsagePage/types";
 import { valueFormatter } from "./UsagePage/utils/value_formatters";
 
@@ -433,7 +434,7 @@ export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics,
 
 // Helper function to format key label
 export const formatKeyLabel = (modelData: KeyMetricWithMetadata, model: string, teams: Team[]): string => {
-  const keyAlias = modelData.metadata.key_alias || `key-hash-${model}`;
+  const keyAlias = keyActivityLabel(modelData.metadata, `key-hash-${model}`);
   const teamId = modelData.metadata.team_id;
   if (teamId) {
     const teamAlias = resolveTeamAliasFromTeamID(teamId, teams);
@@ -516,7 +517,7 @@ export const processActivityData = (
             if (!apiKeyBreakdown[apiKey]) {
               apiKeyBreakdown[apiKey] = {
                 api_key: apiKey,
-                key_alias: keyData.metadata.key_alias,
+                key_alias: keyActivityLabel(keyData.metadata, "") || null,
                 team_id: keyData.metadata.team_id,
                 spend: 0,
                 requests: 0,
diff --git a/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx b/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
index ad0f749b189..92951b68fd5 100644
--- a/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AddModelForm.tsx
@@ -82,7 +82,7 @@ const AddModelForm: React.FC<AddModelFormProps> = ({
   // Using a unique ID to force the ConnectionErrorDisplay to remount and run a fresh test
   const [connectionTestId, setConnectionTestId] = useState<string>("");
 
-  const { accessToken, userRole, premiumUser, userId } = useAuthorized();
+  const { accessToken, userRole, premiumUser, userId, isViewOnly } = useAuthorized();
   const {
     data: providerMetadata,
     isLoading: isProviderMetadataLoading,
@@ -157,7 +157,10 @@ const AddModelForm: React.FC<AddModelFormProps> = ({
   const isTeamAdmin = isUserTeamAdminForAnyTeam(teams, userId);
   // Same owner the Auto-Routers tab uses, so the two creation forms cannot disagree about
   // who has to name a team. This form is only reachable when creation is allowed at all.
-  const createScope = modelCreationScope({ userRole, userID: userId }, { teams, disabledForInternalUsers: false });
+  const createScope = modelCreationScope(
+    { userRole, userID: userId, isViewOnly },
+    { teams, disabledForInternalUsers: false },
+  );
   const requiresTeamScope = createScope === "team-required";
 
   return (
diff --git a/ui/litellm-dashboard/src/components/add_model/AffinityControls.tsx b/ui/litellm-dashboard/src/components/add_model/AffinityControls.tsx
index 4d9e2122739..9022d424369 100644
--- a/ui/litellm-dashboard/src/components/add_model/AffinityControls.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/AffinityControls.tsx
@@ -1,26 +1,58 @@
 import React from "react";
 
+import { Input } from "@/components/ui/input";
 import { Switch } from "@/components/ui/switch";
 
 import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
-import { DEFAULT_DEPLOYMENT_AFFINITY } from "./ComplexityRouterConfig";
+import { DEFAULT_DEPLOYMENT_AFFINITY, DEFAULT_SESSION_AFFINITY_TTL_SECONDS } from "./ComplexityRouterConfig";
 
 export const AffinityControls: React.FC<{
   value: ComplexityRouterConfigValue;
   onChange: (value: ComplexityRouterConfigValue) => void;
-}> = ({ value, onChange }) => (
-  <>
-    <div className="flex items-center gap-2 mb-2">
-      <Switch
-        checked={value.deployment_affinity ?? DEFAULT_DEPLOYMENT_AFFINITY}
-        onCheckedChange={(deploymentAffinity) => onChange({ ...value, deployment_affinity: deploymentAffinity })}
-        aria-label="Pin a session to one deployment per model group"
-      />
-      <strong className="font-semibold">Pin a session to one deployment per model group</strong>
-    </div>
-    <span className="block text-xs text-muted-foreground">
-      Keeps a session on the same deployment within a group, so provider prompt caches stay warm. Turn off to
-      load-balance every turn.
-    </span>
-  </>
-);
+}> = ({ value, onChange }) => {
+  const [ttlDraft, setTtlDraft] = React.useState<string | null>(null);
+  const commitTtl = (raw: string) => {
+    setTtlDraft(null);
+    if (raw.trim() === "") {
+      onChange({ ...value, session_affinity_ttl_seconds: undefined });
+      return;
+    }
+    const parsed = Number(raw);
+    if (!Number.isFinite(parsed)) return;
+    onChange({ ...value, session_affinity_ttl_seconds: Math.max(1, Math.round(parsed)) });
+  };
+
+  return (
+    <>
+      <div className="flex items-center gap-2 mb-2">
+        <Switch
+          checked={value.deployment_affinity ?? DEFAULT_DEPLOYMENT_AFFINITY}
+          onCheckedChange={(deploymentAffinity) => onChange({ ...value, deployment_affinity: deploymentAffinity })}
+          aria-label="Pin a session to one deployment per model group"
+        />
+        <strong className="font-semibold">Pin a session to one deployment per model group</strong>
+      </div>
+      <span className="block text-xs mb-3 text-muted-foreground">
+        Keeps a session on the same deployment within a group, so provider prompt caches stay warm. Turn off to
+        load-balance every turn.
+      </span>
+      <div style={{ maxWidth: 320 }}>
+        <label className="block text-sm font-medium mb-1" htmlFor="session-affinity-ttl">
+          How long a pin survives idle (seconds)
+        </label>
+        <Input
+          id="session-affinity-ttl"
+          inputMode="numeric"
+          value={ttlDraft ?? value.session_affinity_ttl_seconds ?? ""}
+          placeholder={String(DEFAULT_SESSION_AFFINITY_TTL_SECONDS)}
+          onChange={(event) => setTtlDraft(event.target.value)}
+          onBlur={(event) => commitTtl(event.target.value)}
+        />
+        <span className="block text-xs mt-1 text-muted-foreground">
+          Refreshes after every request that reuses a pin. Empty tracks the backend default of{" "}
+          {DEFAULT_SESSION_AFFINITY_TTL_SECONDS} seconds.
+        </span>
+      </div>
+    </>
+  );
+};
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
index 96c93306611..e596c406799 100644
--- a/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ClassificationMethodConfig.tsx
@@ -13,6 +13,9 @@ import ClassifierPromptEditor from "./ClassifierPromptEditor";
 import CustomTierPromptEditor from "./CustomTierPromptEditor";
 import { RestrictedSection, restrictedBy } from "./TierRestrictions";
 import HeuristicScoringConfig from "./HeuristicScoringConfig";
+import ClassifierReasoningEffortSelect from "./ClassifierReasoningEffortSelect";
+import ClassifierCircuitBreakerConfig from "./ClassifierCircuitBreakerConfig";
+import type { ReasoningEffort } from "./complexity_router_tiers";
 import { useComplexityScorerDefaults } from "@/app/(dashboard)/hooks/autoRouter/useComplexityScorerDefaults";
 import {
   ClassificationFrequency,
@@ -35,6 +38,7 @@ import {
   heuristicScoringRole,
   usesLlmClassifier,
   DEFAULT_HEURISTIC_FIRST_MAX_TIER,
+  DEFAULT_HYBRID_BOUNDARY_MARGIN,
   HEURISTIC_FIRST_MAX_TIER_KEYS,
   effectiveClassifierType,
 } from "./ComplexityRouterConfig";
@@ -43,9 +47,14 @@ const DEFAULT_SCORING_EXPLANATION =
   "The router scores each request across 7 dimensions: token count, code presence, reasoning markers, technical " +
   "terms, simple indicators, multi-step patterns, and question complexity. The weighted score determines the tier:";
 
+const HEURISTIC_V2_EXPLANATION =
+  "The router estimates success probability for all four tiers with the bundled calibrated model, then selects " +
+  "the first tier that meets its trained threshold. It runs locally with no classifier API call.";
+
 const CLASSIFIER_TIMEOUT_ID = "classifier-timeout-ms";
 const CLASSIFIER_CONTEXT_WINDOW_SIZE_ID = "classifier-context-window-size";
 const CLASSIFIER_CONTEXT_BUDGET_CHARS_ID = "classifier-context-budget-chars";
+const HYBRID_BOUNDARY_MARGIN_ID = "hybrid-boundary-margin";
 
 const CUSTOM_PROMPT_WITH_HEURISTIC_FALLBACK =
   "This router classifies with your own prompt, so the tier comes from whatever rubric it states. The four tier " +
@@ -62,6 +71,7 @@ const CUSTOM_PROMPT_WITH_DEFAULT_MODEL_FALLBACK =
  * at all, so the panel must not keep implying a score is involved on either router.
  */
 const scoringExplanation = (value: ComplexityRouterConfigValue): string => {
+  if (value.classifier_type === "heuristic_v2") return HEURISTIC_V2_EXPLANATION;
   const usesCustomPrompt =
     usesLlmClassifier(value.classifier_type) && Boolean(value.classifier_llm_config?.system_prompt?.trim());
   if (!usesCustomPrompt) return DEFAULT_SCORING_EXPLANATION;
@@ -147,6 +157,7 @@ interface ClassificationMethodConfigProps {
   value: ComplexityRouterConfigValue;
   onChange: (value: ComplexityRouterConfigValue) => void;
   modelOptions: { value: string; label: string }[];
+  effortOptionsByModel: Record<string, string[] | null | undefined>;
   customTechnicalKeywords?: string[];
   onCustomTechnicalKeywordsChange?: (keywords: string[]) => void;
   showValidationErrors?: boolean;
@@ -179,6 +190,17 @@ const ClassifierTypeRadios: React.FC<{
             </span>
           </Label>
         </SimpleTooltip>
+        <SimpleTooltip content={scorerLockedReason}>
+          <Label className="items-start font-normal leading-normal has-data-disabled:cursor-not-allowed has-data-disabled:opacity-50">
+            <RadioGroupItem value="heuristic_v2" className="mt-0.5" disabled={scorerLocked} />
+            <span>
+              <strong className="font-semibold">Heuristic v2</strong>{" "}
+              <span className="text-muted-foreground">
+                uses bundled calibrated four-tier probabilities with no API call
+              </span>
+            </span>
+          </Label>
+        </SimpleTooltip>
         <Label className="items-start font-normal leading-normal">
           <RadioGroupItem value="llm" className="mt-0.5" />
           <span>
@@ -197,6 +219,18 @@ const ClassifierTypeRadios: React.FC<{
             </span>
           </Label>
         </SimpleTooltip>
+        <SimpleTooltip content={scorerLockedReason}>
+          <Label className="items-start font-normal leading-normal has-data-disabled:cursor-not-allowed has-data-disabled:opacity-50">
+            <RadioGroupItem value="hybrid" className="mt-0.5" disabled={scorerLocked} />
+            <span>
+              <strong className="font-semibold">Hybrid</strong>{" "}
+              <span className="text-muted-foreground">
+                keeps the local score at any tier, and only pays for the classifier when that score lands near a tier
+                boundary
+              </span>
+            </span>
+          </Label>
+        </SimpleTooltip>
       </div>
     </RadioGroup>
   );
@@ -206,6 +240,7 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   value,
   onChange,
   modelOptions,
+  effortOptionsByModel,
   customTechnicalKeywords,
   onCustomTechnicalKeywordsChange,
   showValidationErrors = false,
@@ -221,6 +256,9 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
   const contextBudget = value.classifier_context_budget_chars ?? DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS;
   const contextBudgetQuotesNothing = contextBudget > 0 && contextBudget < MIN_QUOTED_CONTEXT_TURN_CHARS;
   const classificationRubric = value.classifier_llm_config?.classification_rubric ?? DEFAULT_CLASSIFICATION_RUBRIC;
+  const classifierModel = value.classifier_llm_config?.model ?? "";
+  const classifierReasoningEffort = value.classifier_llm_config?.reasoning_effort;
+  const explicitlySupportedClassifierEfforts = effortOptionsByModel[classifierModel];
 
   const handleClassifierTypeChange = (classifierType: ClassifierType) => {
     const nextValue: ComplexityRouterConfigValue = {
@@ -247,6 +285,8 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
         classifierType === "heuristic_first"
           ? value.heuristic_first_max_tier ?? DEFAULT_HEURISTIC_FIRST_MAX_TIER
           : undefined,
+      hybrid_boundary_margin:
+        classifierType === "hybrid" ? value.hybrid_boundary_margin ?? DEFAULT_HYBRID_BOUNDARY_MARGIN : undefined,
     };
     onChange(nextValue);
   };
@@ -255,21 +295,45 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
     onChange({ ...value, heuristic_first_max_tier: tier });
   };
 
+  const handleHybridBoundaryMarginChange = (raw: string) => {
+    setDraft({ id: HYBRID_BOUNDARY_MARGIN_ID, raw });
+    const parsed = Number(raw);
+    if (raw.trim() === "" || !Number.isFinite(parsed)) return;
+    onChange({ ...value, hybrid_boundary_margin: Math.min(1, Math.max(0, parsed)) });
+  };
+
   const handleClassificationPromptChange = (classificationPrompt: string | undefined) => {
     onChange({ ...value, classification_prompt: classificationPrompt });
   };
 
   const handleClassifierModelChange = (model: string) => {
+    if (model === value.classifier_llm_config?.model) return;
+    const { reasoning_effort: _reasoningEffort, ...classifierLlmConfig } = value.classifier_llm_config ?? {
+      model: "",
+      timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS,
+    };
     onChange({
       ...value,
       classifier_llm_config: {
-        ...value.classifier_llm_config,
+        ...classifierLlmConfig,
         model,
-        timeout_ms: value.classifier_llm_config?.timeout_ms ?? DEFAULT_CLASSIFIER_TIMEOUT_MS,
+        timeout_ms: classifierLlmConfig.timeout_ms,
       },
     });
   };
 
+  const handleClassifierReasoningEffortChange = (reasoningEffort: ReasoningEffort | undefined) => {
+    if (!value.classifier_llm_config) return;
+    const { reasoning_effort: _reasoningEffort, ...classifierLlmConfig } = value.classifier_llm_config;
+    onChange({
+      ...value,
+      classifier_llm_config:
+        reasoningEffort === undefined
+          ? classifierLlmConfig
+          : { ...classifierLlmConfig, reasoning_effort: reasoningEffort },
+    });
+  };
+
   const handleClassifierTimeoutChange = (timeoutMs: number) => {
     onChange({
       ...value,
@@ -375,6 +439,30 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
         </div>
       )}
 
+      {classifierType === "hybrid" && (
+        <div className="mt-4 space-y-2">
+          <strong className="block font-semibold">Boundary margin</strong>
+          <Input
+            id={HYBRID_BOUNDARY_MARGIN_ID}
+            type="text"
+            inputMode="decimal"
+            value={
+              draft?.id === HYBRID_BOUNDARY_MARGIN_ID
+                ? draft.raw
+                : String(value.hybrid_boundary_margin ?? DEFAULT_HYBRID_BOUNDARY_MARGIN)
+            }
+            onChange={(event) => handleHybridBoundaryMarginChange(event.target.value)}
+            onBlur={() => setDraft(null)}
+            className="w-full"
+          />
+          <p className="text-sm text-muted-foreground">
+            A score further than this from every tier boundary routes on the scorer&apos;s own tier, however expensive
+            that tier is. A score closer than this, and anything the scorer found no signal for at all, goes to the
+            classifier to break the tie
+          </p>
+        </div>
+      )}
+
       <div className="mt-4 space-y-2">
         <strong className="block font-semibold">How often to classify</strong>
         <RadioGroup
@@ -430,9 +518,16 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
               emptyText="No models found"
               allowClear={false}
               className={classifierModelMissing ? "border-destructive" : undefined}
+              aria-label="Classifier Model"
             />
             {classifierModelMissing && <span className="text-xs text-destructive">A classifier model is required</span>}
           </div>
+          <ClassifierReasoningEffortSelect
+            model={classifierModel}
+            value={classifierReasoningEffort}
+            explicitlySupported={explicitlySupportedClassifierEfforts}
+            onChange={handleClassifierReasoningEffortChange}
+          />
           <div>
             <Label htmlFor={CLASSIFIER_TIMEOUT_ID} className="block mb-1 font-semibold">
               Timeout (ms)
@@ -461,6 +556,10 @@ const ClassificationMethodConfig: React.FC<ClassificationMethodConfigProps> = ({
               How long the classifier call has before it fails and the fallback below takes over.
             </span>
           </div>
+          <ClassifierCircuitBreakerConfig
+            value={value.classifier_llm_config ?? { model: "", timeout_ms: DEFAULT_CLASSIFIER_TIMEOUT_MS }}
+            onChange={(classifier_llm_config) => onChange({ ...value, classifier_llm_config })}
+          />
           <div>
             <div className="flex items-center gap-2 mb-1">
               <strong className="font-semibold">Classification Rubric</strong>
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassifierCircuitBreakerConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ClassifierCircuitBreakerConfig.tsx
new file mode 100644
index 00000000000..40c6efca4af
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/ClassifierCircuitBreakerConfig.tsx
@@ -0,0 +1,69 @@
+import { Input } from "@/components/ui/input";
+import { Label } from "@/components/ui/label";
+import { Switch } from "@/components/ui/switch";
+import React from "react";
+
+import type { ClassifierLLMConfig } from "./ComplexityRouterConfig";
+
+export const DEFAULT_CLASSIFIER_CIRCUIT_BREAKER_ENABLED = true;
+export const DEFAULT_CLASSIFIER_CIRCUIT_BREAKER_COOLDOWN_SECONDS = 30;
+
+const COOLDOWN_ID = "classifier-circuit-breaker-cooldown-seconds";
+
+interface ClassifierCircuitBreakerConfigProps {
+  value: ClassifierLLMConfig;
+  onChange: (value: ClassifierLLMConfig) => void;
+}
+
+const ClassifierCircuitBreakerConfig: React.FC<ClassifierCircuitBreakerConfigProps> = ({ value, onChange }) => {
+  const [draftCooldown, setDraftCooldown] = React.useState<string | null>(null);
+  const enabled = value.circuit_breaker_enabled ?? DEFAULT_CLASSIFIER_CIRCUIT_BREAKER_ENABLED;
+
+  const handleCooldownChange = (raw: string) => {
+    setDraftCooldown(raw);
+    const parsed = Number(raw);
+    if (raw.trim() === "" || !Number.isFinite(parsed)) return;
+    onChange({
+      ...value,
+      circuit_breaker_cooldown_seconds: Math.max(1, Math.round(parsed)),
+    });
+  };
+
+  return (
+    <div className="space-y-2 rounded-md border border-border p-3">
+      <div className="flex items-center gap-2">
+        <Switch
+          checked={enabled}
+          onCheckedChange={(circuit_breaker_enabled) => onChange({ ...value, circuit_breaker_enabled })}
+          aria-label="Classifier circuit breaker"
+        />
+        <strong className="font-semibold">Classifier circuit breaker</strong>
+      </div>
+      <span className="block text-xs text-muted-foreground">
+        After one classifier timeout, use the fallback immediately for every session until a recovery probe succeeds.
+        Enabled by default.
+      </span>
+      {enabled && (
+        <div>
+          <Label htmlFor={COOLDOWN_ID} className="block mb-1 font-semibold">
+            Circuit breaker cooldown (seconds)
+          </Label>
+          <Input
+            id={COOLDOWN_ID}
+            type="text"
+            inputMode="numeric"
+            value={
+              draftCooldown ??
+              String(value.circuit_breaker_cooldown_seconds ?? DEFAULT_CLASSIFIER_CIRCUIT_BREAKER_COOLDOWN_SECONDS)
+            }
+            onChange={(event) => handleCooldownChange(event.target.value)}
+            onBlur={() => setDraftCooldown(null)}
+            className="w-full"
+          />
+        </div>
+      )}
+    </div>
+  );
+};
+
+export default ClassifierCircuitBreakerConfig;
diff --git a/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx b/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx
new file mode 100644
index 00000000000..6d288443a1a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/ClassifierReasoningEffortSelect.tsx
@@ -0,0 +1,86 @@
+import { Info } from "lucide-react";
+import { SimpleTooltip } from "@/components/ui/tooltip";
+import { Select, SelectContent, SelectItem, SelectTrigger, SelectValue } from "@/components/ui/select";
+import type { ReasoningEffort } from "./complexity_router_tiers";
+
+const PROVIDER_DEFAULT = "__classifier_provider_default__";
+
+type EffortStatus = "supported" | "unsupported" | "unverified" | undefined;
+
+const effortStatusFor = (
+  effort: string | undefined,
+  explicitlySupported: string[] | null | undefined,
+): EffortStatus => {
+  if (effort === undefined) return undefined;
+  if (!Array.isArray(explicitlySupported)) return "unverified";
+  return explicitlySupported.includes(effort) ? "supported" : "unsupported";
+};
+
+interface ClassifierReasoningEffortSelectProps {
+  model: string;
+  value: ReasoningEffort | undefined;
+  explicitlySupported: string[] | null | undefined;
+  onChange: (value: ReasoningEffort | undefined) => void;
+}
+
+const ClassifierReasoningEffortSelect = ({
+  model,
+  value,
+  explicitlySupported,
+  onChange,
+}: ClassifierReasoningEffortSelectProps) => {
+  const status = effortStatusFor(value, explicitlySupported);
+  const options = Array.from(new Set([...(explicitlySupported ?? []), ...(value ? [value] : [])]));
+
+  if (!model || options.length === 0) return null;
+
+  const optionLabel = (effort: string): string =>
+    effort === value && status !== "supported" ? `${effort} (${status})` : effort;
+
+  return (
+    <div>
+      <div className="flex items-center gap-2 mb-1">
+        <strong className="font-semibold">Reasoning Effort</strong>
+        <SimpleTooltip content="Sent only to the classifier call. Default leaves the classifier deployment or provider setting unchanged.">
+          <Info className="size-4 text-muted-foreground" />
+        </SimpleTooltip>
+      </div>
+      <Select
+        items={[
+          { value: PROVIDER_DEFAULT, label: "Default" },
+          ...options.map((effort) => ({ value: effort, label: optionLabel(effort) })),
+        ]}
+        value={value ?? PROVIDER_DEFAULT}
+        onValueChange={(effort: string | null) =>
+          effort && onChange(effort === PROVIDER_DEFAULT ? undefined : (effort as ReasoningEffort))
+        }
+      >
+        <SelectTrigger aria-label={`Reasoning effort for classifier model ${model}`} className="w-full">
+          <SelectValue />
+        </SelectTrigger>
+        <SelectContent>
+          <SelectItem value={PROVIDER_DEFAULT}>Default</SelectItem>
+          {options.map((effort) => (
+            <SelectItem key={effort} value={effort}>
+              {optionLabel(effort)}
+            </SelectItem>
+          ))}
+        </SelectContent>
+      </Select>
+      {status === "unverified" && (
+        <p className="mt-1 text-xs text-amber-700 dark:text-amber-400">
+          This saved effort cannot be verified for the selected model. Choose Default unless you have confirmed provider
+          support.
+        </p>
+      )}
+      {status === "unsupported" && (
+        <p className="mt-1 text-xs text-destructive">
+          This saved effort is not supported by every deployment in the selected model group. Choose Default or a
+          supported value before saving.
+        </p>
+      )}
+    </div>
+  );
+};
+
+export default ClassifierReasoningEffortSelect;
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
index 751f8870561..588f9e777c5 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.test.tsx
@@ -127,6 +127,31 @@ describe("ComplexityRouterConfig", () => {
     expect(onChange).toHaveBeenCalledWith(expectedValue);
   });
 
+  it("selects heuristic v2 without requiring a classifier model or showing weighted scoring", () => {
+    const onChange = vi.fn();
+    const { rerender } = renderWithProviders(
+      <ComplexityRouterConfig modelInfo={mockModelInfo} value={defaultValue} onChange={onChange} />,
+    );
+
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+    fireEvent.click(screen.getByText("Heuristic v2"));
+
+    expect(onChange).toHaveBeenCalledWith(
+      expect.objectContaining({
+        classifier_type: "heuristic_v2",
+        classifier_llm_config: undefined,
+      }),
+    );
+
+    const heuristicV2Value: ComplexityRouterConfigValue = { ...defaultValue, classifier_type: "heuristic_v2" };
+    rerender(<ComplexityRouterConfig modelInfo={mockModelInfo} value={heuristicV2Value} onChange={onChange} />);
+
+    expect(screen.queryByText("Classifier Model")).not.toBeInTheDocument();
+    expect(screen.queryByText("Advanced scoring")).not.toBeInTheDocument();
+    expect(screen.getByText(/estimates success probability for all four tiers/)).toBeInTheDocument();
+    expect(screen.queryByText(/Score < 0.15/)).not.toBeInTheDocument();
+  });
+
   it("should show classifier fields and use the configured values when classifier_type is llm", () => {
     const llmValue: ComplexityRouterConfigValue = {
       ...defaultValue,
@@ -141,10 +166,31 @@ describe("ComplexityRouterConfig", () => {
 
     expect(screen.getByText("Classifier Model")).toBeInTheDocument();
     expect(screen.getByLabelText("Timeout (ms)")).toHaveValue("750");
+    expect(screen.getByRole("switch", { name: "Classifier circuit breaker" })).toBeChecked();
+    expect(screen.getByLabelText("Circuit breaker cooldown (seconds)")).toHaveValue("30");
     expect(screen.getByLabelText("Context Window Size")).toHaveValue("5");
     expect(screen.queryByText("Context Per-Turn Character Limit")).not.toBeInTheDocument();
   });
 
+  it("should allow the default-on classifier circuit breaker to be disabled", () => {
+    const onChange = vi.fn();
+    const llmValue: ComplexityRouterConfigValue = {
+      ...defaultValue,
+      classifier_type: "llm",
+      classifier_llm_config: { model: "gpt-3.5-turbo", timeout_ms: 3000 },
+    };
+    renderWithProviders(<ComplexityRouterConfig modelInfo={mockModelInfo} value={llmValue} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+
+    fireEvent.click(screen.getByRole("switch", { name: "Classifier circuit breaker" }));
+
+    expect(onChange).toHaveBeenCalledWith(
+      expect.objectContaining({
+        classifier_llm_config: expect.objectContaining({ circuit_breaker_enabled: false }),
+      }),
+    );
+  });
+
   it("should default the context window and budget when llm is selected", () => {
     const llmValue: ComplexityRouterConfigValue = {
       ...defaultValue,
@@ -253,6 +299,17 @@ describe("ComplexityRouterConfig", () => {
 
   it.each([
     ["Timeout (ms)", "7", { classifier_llm_config: { model: "gpt-3.5-turbo", timeout_ms: 7 } }],
+    [
+      "Circuit breaker cooldown (seconds)",
+      "45",
+      {
+        classifier_llm_config: {
+          model: "gpt-3.5-turbo",
+          timeout_ms: 3000,
+          circuit_breaker_cooldown_seconds: 45,
+        },
+      },
+    ],
     ["Context Window Size", "0", { classifier_context_window_size: 0 }],
     ["Context Character Budget", "7", { classifier_context_budget_chars: 7 }],
   ])("keeps %s empty while it is being edited, then commits %s", (label, replacement, expected) => {
@@ -855,6 +912,44 @@ describe("ComplexityRouterConfig modality panel", () => {
 
     expect(screen.getByRole("switch", { name: "Route image requests to vision-capable models" })).toBeChecked();
   });
+
+  // The backend ignores modality_pin_override unless modality_routing is on, so offering it while
+  // image routing is off would let an operator save a flag that does nothing.
+  it("disables the pin-override switch while image routing is off", () => {
+    const onChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Modality Routing"));
+
+    const override = screen.getByRole("switch", { name: "Override session pin for image requests" });
+    expect(override).toHaveAttribute("aria-disabled", "true");
+    fireEvent.click(override);
+    expect(onChange).not.toHaveBeenCalled();
+  });
+
+  it("writes modality_pin_override through onChange once image routing is on", () => {
+    const onChange = vi.fn();
+    const value = { ...defaultValue, modality_routing: true };
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Modality Routing"));
+
+    const override = screen.getByRole("switch", { name: "Override session pin for image requests" });
+    expect(override).not.toBeChecked();
+    fireEvent.click(override);
+
+    expect(onChange).toHaveBeenCalledWith({ ...value, modality_pin_override: true });
+  });
+
+  it("renders a stored modality_pin_override=true as on", () => {
+    renderWithProviders(
+      <ComplexityRouterConfig
+        {...baseProps}
+        value={{ ...defaultValue, modality_routing: true, modality_pin_override: true }}
+      />,
+    );
+    fireEvent.click(screen.getByText("Advanced: Modality Routing"));
+
+    expect(screen.getByRole("switch", { name: "Override session pin for image requests" })).toBeChecked();
+  });
 });
 
 describe("ComplexityRouterConfig affinity panel", () => {
@@ -884,6 +979,46 @@ describe("ComplexityRouterConfig affinity panel", () => {
 
     expect(screen.getByRole("switch", { name: "Pin a session to one deployment per model group" })).not.toBeChecked();
   });
+
+  it("writes an idle TTL on blur and keeps the partial input as a draft while typing", () => {
+    const onChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Affinity"));
+
+    const ttl = screen.getByLabelText("How long a pin survives idle (seconds)");
+    expect(ttl).toHaveAttribute("placeholder", "3600");
+    fireEvent.change(ttl, { target: { value: "300" } });
+    expect(onChange).not.toHaveBeenCalled();
+    fireEvent.blur(ttl);
+
+    expect(onChange).toHaveBeenCalledWith({ ...defaultValue, session_affinity_ttl_seconds: 300 });
+  });
+
+  it("clearing the idle TTL returns the router to its backend default", () => {
+    const onChange = vi.fn();
+    const value = { ...defaultValue, session_affinity_ttl_seconds: 300 };
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Affinity"));
+
+    const ttl = screen.getByLabelText("How long a pin survives idle (seconds)");
+    expect(ttl).toHaveValue("300");
+    fireEvent.change(ttl, { target: { value: "" } });
+    fireEvent.blur(ttl);
+
+    expect(onChange).toHaveBeenCalledWith({ ...value, session_affinity_ttl_seconds: undefined });
+  });
+
+  it("clamps a non-positive idle TTL to the backend's minimum", () => {
+    const onChange = vi.fn();
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Affinity"));
+
+    const ttl = screen.getByLabelText("How long a pin survives idle (seconds)");
+    fireEvent.change(ttl, { target: { value: "0" } });
+    fireEvent.blur(ttl);
+
+    expect(onChange).toHaveBeenCalledWith({ ...defaultValue, session_affinity_ttl_seconds: 1 });
+  });
 });
 
 describe("ComplexityRouterConfig default model", () => {
@@ -1061,6 +1196,109 @@ describe("ComplexityRouterConfig per-model reasoning effort", () => {
   });
 });
 
+describe("ComplexityRouterConfig classifier reasoning effort", () => {
+  const llmValue: ComplexityRouterConfigValue = {
+    ...defaultValue,
+    classifier_type: "llm",
+    classifier_llm_config: { model: "gpt-4", timeout_ms: 3000 },
+  };
+
+  const renderClassifier = (value: ComplexityRouterConfigValue = llmValue, onChange = vi.fn()) => {
+    renderWithProviders(<ComplexityRouterConfig {...baseProps} value={value} onChange={onChange} />);
+    fireEvent.click(screen.getByText("Advanced: Classification Method"));
+    return onChange;
+  };
+
+  it("defaults to the classifier provider setting and offers only supported efforts", async () => {
+    renderClassifier();
+    const user = userEvent.setup();
+    const select = screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" });
+    expect(select).toHaveTextContent("Default");
+    await user.click(select);
+    expect((await screen.findAllByRole("option")).map((option) => option.textContent)).toEqual([
+      "Default",
+      "medium",
+      "high",
+      "xhigh",
+    ]);
+  });
+
+  it("stores an explicit effort on the classifier config", async () => {
+    const onChange = renderClassifier();
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" }));
+    await user.click(await screen.findByRole("option", { name: "high" }));
+    expect(onChange).toHaveBeenCalledWith({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+  });
+
+  it("removes the effort override when Default is selected", async () => {
+    const onChange = renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Reasoning effort for classifier model gpt-4" }));
+    await user.click(await screen.findByRole("option", { name: "Default" }));
+    expect(onChange).toHaveBeenCalledWith(llmValue);
+  });
+
+  it("clears the old effort when the classifier model changes", async () => {
+    const onChange = renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+    });
+    const user = userEvent.setup();
+    await user.click(screen.getByRole("combobox", { name: "Classifier Model" }));
+    await user.click(await screen.findByRole("option", { name: "gpt-3.5-turbo" }));
+    expect(onChange).toHaveBeenCalledWith({
+      ...llmValue,
+      classifier_llm_config: { model: "gpt-3.5-turbo", timeout_ms: 3000 },
+    });
+  });
+
+  it.each(["click", "enter"] as const)(
+    "keeps the effort when the selected model is confirmed by %s",
+    async (action) => {
+      const onChange = renderClassifier({
+        ...llmValue,
+        classifier_llm_config: { model: "gpt-4", timeout_ms: 3000, reasoning_effort: "high" },
+      });
+      const user = userEvent.setup();
+      await user.click(screen.getByRole("combobox", { name: "Classifier Model" }));
+      if (action === "click") await user.click(await screen.findByRole("option", { name: "gpt-4" }));
+      else await user.keyboard("{Enter}");
+      expect(onChange).not.toHaveBeenCalled();
+    },
+  );
+
+  it.each([
+    ["gpt-4", "max", "max (unsupported)", /not supported by every deployment/],
+    ["claude-3-opus", "low", "low (unverified)", /cannot be verified/],
+  ])("keeps a saved exceptional value visible for %s", (model, effort, label, warning) => {
+    renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model, timeout_ms: 3000, reasoning_effort: effort },
+    });
+    expect(screen.getByRole("combobox", { name: `Reasoning effort for classifier model ${model}` })).toHaveTextContent(
+      label,
+    );
+    expect(screen.getByText(warning)).toBeInTheDocument();
+  });
+
+  it.each(["claude-3-opus", "gpt-3.5-turbo"])("hides the effort control when %s has no advertised options", (model) => {
+    renderClassifier({
+      ...llmValue,
+      classifier_llm_config: { model, timeout_ms: 3000 },
+    });
+    expect(
+      screen.queryByRole("combobox", { name: `Reasoning effort for classifier model ${model}` }),
+    ).not.toBeInTheDocument();
+  });
+});
+
 describe("ComplexityRouterConfig reasoning effort gating", () => {
   it("offers no effort select for a model group without reasoning support", () => {
     renderWithProviders(<ComplexityRouterConfig {...baseProps} />);
@@ -1169,12 +1407,13 @@ describe("ComplexityRouterConfig custom technical keywords", () => {
   });
 
   it("hides the keywords when the scorer never runs, so they cannot imply an effect they have none", () => {
-    openClassificationPanel({
+    const llmWithDefaultFallback = {
       ...defaultValue,
-      classifier_type: "llm",
+      classifier_type: "llm" as const,
       classifier_llm_config: llmConfig,
-      classifier_fallback: "default_model",
-    });
+      classifier_fallback: "default_model" as const,
+    };
+    openClassificationPanel(llmWithDefaultFallback);
     expect(screen.queryByText("Custom Technical Keywords")).not.toBeInTheDocument();
   });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
index 6062705aa82..2a024ab7fdf 100644
--- a/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ComplexityRouterConfig.tsx
@@ -36,10 +36,11 @@ import ContextWindowEscalationConfig from "./ContextWindowEscalationConfig";
 import { Restricted, restrictedBy } from "./TierRestrictions";
 import { type TierSetAction, applyTierSetAction, setFallbackTier } from "./tier_set_actions";
 import {
-  REASONING_EFFORT_OPTIONS,
   ReasoningEffort,
   TierModelParamsByTier,
+  classifierEffortOptionsForModels,
   setTierModelReasoningEffort,
+  tierEffortOptionsForModels,
   tierRowLabel,
 } from "./complexity_router_tiers";
 import TierModelEffortRows from "./TierModelEffortRows";
@@ -57,6 +58,7 @@ export const DEFAULT_CLASSIFIER_CONTEXT_WINDOW_SIZE = 3;
 export const DEFAULT_CLASSIFIER_CONTEXT_BUDGET_CHARS = 8000;
 export const MIN_QUOTED_CONTEXT_TURN_CHARS = 120;
 export const DEFAULT_SESSION_AFFINITY = false;
+export const DEFAULT_SESSION_AFFINITY_TTL_SECONDS = 3600;
 export const DEFAULT_DEPLOYMENT_AFFINITY = true;
 
 export type ClassificationMode = "every_request" | "user_turn";
@@ -124,11 +126,14 @@ export const CLASSIFICATION_RUBRIC_KEYS = Object.keys(CLASSIFICATION_RUBRIC_DESC
 export interface ClassifierLLMConfig {
   model: string;
   timeout_ms: number;
+  circuit_breaker_enabled?: boolean;
+  circuit_breaker_cooldown_seconds?: number;
+  reasoning_effort?: ReasoningEffort;
   classification_rubric?: ClassificationRubric;
   system_prompt?: string;
 }
 
-export type ClassifierType = "heuristic" | "llm" | "heuristic_first";
+export type ClassifierType = "heuristic" | "heuristic_v2" | "llm" | "heuristic_first" | "hybrid";
 
 /**
  * Whether this router can call classifier_llm_config.model. Mirrors the backend's
@@ -136,7 +141,7 @@ export type ClassifierType = "heuristic" | "llm" | "heuristic_first";
  * control and payload key, so a new chaining type cannot strip knobs the operator set.
  */
 export const usesLlmClassifier = (classifierType: ClassifierType): boolean =>
-  classifierType === "llm" || classifierType === "heuristic_first";
+  classifierType === "llm" || classifierType === "heuristic_first" || classifierType === "hybrid";
 
 export type ClassifierFallback = "heuristic" | "default_model";
 
@@ -161,7 +166,9 @@ export const heuristicScoringRoleFor = (
   classifierType: ClassifierType,
   classifierFallback: ClassifierFallback | undefined,
 ): HeuristicScoringRole => {
-  if (classifierType === "heuristic" || classifierType === "heuristic_first") return "decides";
+  if (classifierType === "heuristic_v2") return "never";
+  if (classifierType === "heuristic" || classifierType === "heuristic_first" || classifierType === "hybrid")
+    return "decides";
   return (classifierFallback ?? DEFAULT_CLASSIFIER_FALLBACK) === "heuristic" ? "fallback_only" : "never";
 };
 
@@ -188,13 +195,19 @@ const builtInTierInfo = (rowId: string): { label: string; description: string; e
   return builtIn ? TIER_DESCRIPTIONS[builtIn] : undefined;
 };
 
+const tierConfigIntroText = (value: ComplexityRouterConfigValue): string => {
+  if (value.classifier_type === "heuristic_v2") {
+    return "The complexity router classifies each request with a calibrated local four-tier model (no API calls). Configure which model(s) handle each tier.";
+  }
+  if (heuristicScoringRole(value) === "never") {
+    return "The complexity router classifies each request with your classifier model and routes it to that tier. Configure which model(s) handle each tier.";
+  }
+  return "The complexity router automatically classifies requests by complexity using rule-based scoring (no API calls, <1ms latency). Configure which model(s) handle each tier.";
+};
+
 const TierConfigIntro: React.FC<{ value: ComplexityRouterConfigValue }> = ({ value }) => (
   <>
-    <span className="block mb-6 text-muted-foreground">
-      {heuristicScoringRole(value) === "never"
-        ? "The complexity router classifies each request with your classifier model and routes it to that tier. Configure which model(s) handle each tier."
-        : "The complexity router automatically classifies requests by complexity using rule-based scoring (no API calls, <1ms latency). Configure which model(s) handle each tier."}
-    </span>
+    <span className="block mb-6 text-muted-foreground">{tierConfigIntroText(value)}</span>
 
     <span className="block mb-4 text-xs text-muted-foreground">
       {restrictedBy(value, "displayNames")?.reason ??
@@ -397,9 +410,13 @@ export interface ComplexityRouterConfigValue {
   classification_prompt?: string;
   /** Highest tier the scorer may decide alone under heuristic_first. Required by that type, rejected by the others. */
   heuristic_first_max_tier?: string;
+  /** How near a tier boundary a score may land before hybrid defers to the classifier. Required by that type, rejected by the others. */
+  hybrid_boundary_margin?: number;
   classification_mode?: ClassificationMode;
   session_affinity?: boolean;
+  session_affinity_ttl_seconds?: number;
   modality_routing?: boolean;
+  modality_pin_override?: boolean;
   deployment_affinity?: boolean;
   /** Plan-mode floor as a tier ROW ID, unset meaning off. The wire carries the row's name. */
   plan_mode_min_tier?: string;
@@ -509,6 +526,9 @@ export const effectiveTierLabel = (tier: keyof ComplexityTiers, tierLabels: Comp
 
 export const DEFAULT_HEURISTIC_FIRST_MAX_TIER = "SIMPLE";
 
+/** What the Hybrid radio starts at. Required by that type, so the form always has a value to send. */
+export const DEFAULT_HYBRID_BOUNDARY_MARGIN = 0.03;
+
 /**
  * Tiers the heuristic_first threshold may name. The top tier is excluded because it would short
  * circuit every request and leave the classifier unreachable, which the backend rejects.
@@ -618,14 +638,8 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
   const removeTierRow = (id: string) => dispatch({ kind: "remove", id });
   const exitToBuiltInTiers = () => dispatch({ kind: "restore" });
 
-  // An absent list means the proxy does not send the field yet, so every level is offered as before.
-  // An empty list is the group's own answer that its deployments share no level, and is left empty.
-  const effortOptionsByModel: Record<string, string[]> = Object.fromEntries(
-    modelInfo.map((model) => [
-      model.model_group,
-      model.supported_reasoning_efforts ?? (model.supports_reasoning ? [...REASONING_EFFORT_OPTIONS] : []),
-    ]),
-  );
+  const tierEffortOptionsByModel = tierEffortOptionsForModels(modelInfo);
+  const classifierEffortOptionsByModel = classifierEffortOptionsForModels(modelInfo);
 
   // Embedding models can't serve a chat-completion role, so they're excluded here.
   const modelOptions = modelInfo
@@ -732,7 +746,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
                   <TierModelEffortRows
                     tierLabel={label}
                     models={row.models}
-                    effortOptionsByModel={effortOptionsByModel}
+                    effortOptionsByModel={tierEffortOptionsByModel}
                     paramsByModel={row.params}
                     onEffortChange={(model, effort) => handleTierModelEffortChange(row.id, model, effort)}
                   />
@@ -804,6 +818,7 @@ const ComplexityRouterConfig: React.FC<ComplexityRouterConfigProps> = ({
                 value={value}
                 onChange={onChange}
                 modelOptions={modelOptions}
+                effortOptionsByModel={classifierEffortOptionsByModel}
                 customTechnicalKeywords={customTechnicalKeywords}
                 onCustomTechnicalKeywordsChange={onCustomTechnicalKeywordsChange}
                 showValidationErrors={showValidationErrors}
diff --git a/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx b/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
index 9dccd767e49..f5fb32bb654 100644
--- a/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/HeuristicScoringConfig.test.tsx
@@ -155,7 +155,11 @@ describe("HeuristicScoringConfig", () => {
 });
 
 describe("ClassificationMethodConfig scorer gating", () => {
-  const props = { onChange: vi.fn(), modelOptions: [{ value: "gpt-4o-mini", label: "gpt-4o-mini" }] };
+  const props = {
+    onChange: vi.fn(),
+    modelOptions: [{ value: "gpt-4o-mini", label: "gpt-4o-mini" }],
+    effortOptionsByModel: {},
+  };
   const withClassifier = (type: ClassifierType, fallback?: ClassifierFallback): ComplexityRouterConfigValue => ({
     ...BASE,
     classifier_type: type,
@@ -165,6 +169,7 @@ describe("ClassificationMethodConfig scorer gating", () => {
 
   it.each([
     ["heuristic decides the tier", "heuristic" as ClassifierType, undefined, true],
+    ["heuristic v2 decides without the weighted scorer", "heuristic_v2" as ClassifierType, undefined, false],
     ["an LLM classifier falls back to the heuristic", "llm" as ClassifierType, "heuristic" as ClassifierFallback, true],
     [
       "an LLM classifier falls back to the default model",
diff --git a/ui/litellm-dashboard/src/components/add_model/ModalityRoutingControls.tsx b/ui/litellm-dashboard/src/components/add_model/ModalityRoutingControls.tsx
index dd697b35239..8d6c4ed5d5e 100644
--- a/ui/litellm-dashboard/src/components/add_model/ModalityRoutingControls.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/ModalityRoutingControls.tsx
@@ -7,20 +7,36 @@ import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
 export const ModalityRoutingControls: React.FC<{
   value: ComplexityRouterConfigValue;
   onChange: (value: ComplexityRouterConfigValue) => void;
-}> = ({ value, onChange }) => (
-  <>
-    <div className="flex items-center gap-2 mb-2">
-      <Switch
-        checked={value.modality_routing ?? false}
-        onCheckedChange={(modalityRouting) => onChange({ ...value, modality_routing: modalityRouting })}
-        aria-label="Route image requests to vision-capable models"
-      />
-      <strong className="font-semibold">Route image requests to vision-capable models</strong>
-    </div>
-    <span className="block text-xs text-muted-foreground">
-      Replaces a routed model that cannot take image input with the nearest higher tier that can, then the default
-      model, instead of failing with a provider 400. Only models explicitly declared supports_vision false are replaced,
-      and a kept session pin still wins.
-    </span>
-  </>
-);
+}> = ({ value, onChange }) => {
+  const modalityRouting = value.modality_routing ?? false;
+  return (
+    <>
+      <div className="flex items-center gap-2 mb-2">
+        <Switch
+          checked={modalityRouting}
+          onCheckedChange={(nextModalityRouting) => onChange({ ...value, modality_routing: nextModalityRouting })}
+          aria-label="Route image requests to vision-capable models"
+        />
+        <strong className="font-semibold">Route image requests to vision-capable models</strong>
+      </div>
+      <span className="block text-xs mb-3 text-muted-foreground">
+        Replaces a routed model that cannot take image input with the nearest higher tier that can, then the default
+        model, instead of failing with a provider 400. Only models explicitly declared supports_vision false are
+        replaced, and a kept session pin still wins unless you turn on the override below.
+      </span>
+      <div className="flex items-center gap-2 mb-2">
+        <Switch
+          checked={value.modality_pin_override ?? false}
+          onCheckedChange={(modalityPinOverride) => onChange({ ...value, modality_pin_override: modalityPinOverride })}
+          disabled={!modalityRouting}
+          aria-label="Override session pin for image requests"
+        />
+        <strong className="font-semibold">Override session pin for image requests</strong>
+      </div>
+      <span className="block text-xs text-muted-foreground">
+        Route an image turn to a capable model even when the session is pinned to one that cannot take images. The pin
+        is kept, so the next text turn goes back to it. Needs image routing turned on.
+      </span>
+    </>
+  );
+};
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
index d8a955b719c..d2f6b10c3a6 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.test.tsx
@@ -9,11 +9,18 @@ import { getSubmitBlockedReason } from "./add_auto_router_tab";
 import { buildModelAvailability } from "@/lib/autorouter_presets";
 import { testAutoRouterRouting } from "../networking";
 import { ModelGroup } from "@/components/llm_calls/fetch_models";
-import { getAllPresets, getPresetByKey, getRequiredModelsInPreset } from "@/lib/autorouter_presets";
+import { AutoRouterPreset, getRequiredModelsInPreset } from "@/lib/autorouter_presets";
+import { BUNDLED_PRESETS, LOADED_PRESETS_QUERY, useAutoRouterPresets } from "../../../tests/mocks/autoRouterPresets";
 vi.mock(
   "@/app/(dashboard)/hooks/autoRouter/useComplexityScorerDefaults",
   async () => await import("../../../tests/mocks/complexityScorerDefaults"),
 );
+vi.mock(
+  "@/app/(dashboard)/hooks/autoRouter/useAutoRouterPresets",
+  async () => await import("../../../tests/mocks/autoRouterPresets"),
+);
+const getAllPresets = (): AutoRouterPreset[] => BUNDLED_PRESETS;
+const getPresetByKey = (key: string): AutoRouterPreset | undefined => BUNDLED_PRESETS.find((p) => p.key === key);
 
 const ANTHROPIC_PRESET = getPresetByKey("anthropic_family")!;
 const ANTHROPIC_TIERS = ANTHROPIC_PRESET.complexity_router_config.tiers;
@@ -101,18 +108,24 @@ vi.mock("./build_complexity_router_config", async (importOriginal) => {
 });
 
 // A real TeamDropdown fetches teams and renders an antd Select; the wiring under test is
-// whether team_id is registered, validated and forwarded, so a plain control stands in.
+// whether team_id is registered, validated and forwarded, so a plain control stands in. The
+// clear button mirrors the real dropdown's x, which emits null rather than a string.
 vi.mock("../common_components/team_dropdown", () => ({
-  default: ({ value, onChange }: { value?: string; onChange?: (next: string) => void }) => (
-    <select
-      data-testid="team-dropdown"
-      value={value ?? ""}
-      onChange={(event) => onChange?.(event.target.value)}
-      aria-label="Select Team"
-    >
-      <option value="">none</option>
-      <option value="team-1">team-1</option>
-    </select>
+  default: ({ value, onChange }: { value?: string; onChange?: (next: string | null) => void }) => (
+    <>
+      <select
+        data-testid="team-dropdown"
+        value={value ?? ""}
+        onChange={(event) => onChange?.(event.target.value)}
+        aria-label="Select Team"
+      >
+        <option value="">none</option>
+        <option value="team-1">team-1</option>
+      </select>
+      <button type="button" data-testid="team-dropdown-clear" onClick={() => onChange?.(null)}>
+        clear team
+      </button>
+    </>
   ),
 }));
 
@@ -141,6 +154,58 @@ describe("AddAutoRouterTab", () => {
     expect(screen.getByText("Complexity Tier Configuration")).toBeInTheDocument();
   });
 
+  it("hides automatic setup when no available model is recommended", async () => {
+    mockFetchAvailableModels.mockResolvedValue([
+      { model_group: "unknown-model-a", mode: "chat" },
+      { model_group: "unknown-model-b", mode: "chat" },
+    ]);
+    renderWithProviders(<Harness />);
+
+    openTemplateDropdown();
+    await waitFor(() => expect(optionByLabel("Anthropic Family")).toHaveTextContent("Missing:"));
+    expect(screen.queryByTestId("configure-automatically-button")).not.toBeInTheDocument();
+  });
+
+  it("mixes preferred tier models even when one complete preset is available", async () => {
+    const anthropicPreset = getPresetByKey("anthropic_family")!;
+    mockFetchAvailableModels.mockResolvedValue(
+      [...getRequiredModelsInPreset(anthropicPreset), "gpt-5.6-luna"].map((model_group) => ({
+        model_group,
+        mode: "chat",
+      })),
+    );
+    mockFetchAllModelDeployments.mockResolvedValue([]);
+    renderWithProviders(<Harness />);
+
+    const button = await screen.findByTestId("configure-automatically-button");
+    await userEvent.click(button);
+
+    expect(
+      screen.getByText(
+        /Simple: gpt-5.6-luna.*Medium: claude-sonnet-5.*Complex: claude-opus-5.*Reasoning: claude-opus-5/,
+      ),
+    ).toBeInTheDocument();
+    expect(toast.success).not.toHaveBeenCalledWith(expect.stringContaining("Configured with"));
+  });
+
+  it("mixes available models from the preferred tier catalog when no complete template fits", async () => {
+    mockFetchAvailableModels.mockResolvedValue(
+      ["gpt-5.6-luna", "claude-sonnet-5", "gpt-5.6-sol"].map((model_group) => ({
+        model_group,
+        mode: "chat",
+      })),
+    );
+    mockFetchAllModelDeployments.mockResolvedValue([]);
+    renderWithProviders(<Harness />);
+
+    const button = await screen.findByTestId("configure-automatically-button");
+    await userEvent.click(button);
+
+    expect(
+      screen.getByText(/Simple: gpt-5.6-luna.*Medium: claude-sonnet-5.*Complex: gpt-5.6-sol.*Reasoning: gpt-5.6-sol/),
+    ).toBeInTheDocument();
+  });
+
   // Nothing is filled in, so there is nothing to submit. The button reports that itself instead of
   // accepting a click and answering with a toast.
   it("offers no submit at all until every tier has a model", async () => {
@@ -354,6 +419,25 @@ describe("AddAutoRouterTab", () => {
     expect(handleAddAutoRouterSubmit).not.toHaveBeenCalled();
   });
 
+  // The shared dropdown emits null on clear while this form's schema wants a string, so the
+  // form maps null back to "": the user sees the pick-a-team message, not a zod type error.
+  it("treats a team picked and then cleared like no team at all", async () => {
+    const user = userEvent.setup();
+    vi.mocked(getMissingTiersError).mockReturnValue(null);
+
+    renderWithProviders(
+      <AddAutoRouterTab handleOk={vi.fn()} accessToken="token" userRole="Internal User" createScope="team-required" />,
+    );
+
+    await user.type(screen.getByPlaceholderText(/smart_router/i), "team-scoped-router");
+    await user.selectOptions(screen.getByTestId("team-dropdown"), "team-1");
+    await user.click(screen.getByTestId("team-dropdown-clear"));
+    await user.click(screen.getByRole("button", { name: /add auto router/i }));
+
+    expect(await screen.findByText("Please select a team to continue")).toBeInTheDocument();
+    expect(handleAddAutoRouterSubmit).not.toHaveBeenCalled();
+  });
+
   it("defaults a new router to session affinity off, matching the backend field default", async () => {
     const user = userEvent.setup();
     vi.mocked(getMissingTiersError).mockReturnValue(null);
@@ -460,7 +544,7 @@ describe("AddAutoRouterTab", () => {
     });
   });
 
-  it("carries session affinity turned on through to the create payload", async () => {
+  it("carries session affinity turned on and its idle window through to the create payload", async () => {
     const user = userEvent.setup();
     vi.mocked(getMissingTiersError).mockReturnValue(null);
 
@@ -470,12 +554,17 @@ describe("AddAutoRouterTab", () => {
     expandDetailedConfiguration();
     await user.click(screen.getByText("Advanced: Classification Method"));
     await user.click(await screen.findByRole("radio", { name: /Once per session/ }));
+    await user.click(screen.getByText("Advanced: Affinity"));
+    const ttl = await screen.findByLabelText("How long a pin survives idle (seconds)");
+    fireEvent.change(ttl, { target: { value: "300" } });
+    fireEvent.blur(ttl);
 
     await user.click(screen.getByRole("button", { name: /add auto router/i }));
 
     await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalled());
     expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).toMatchObject({
       session_affinity: true,
+      session_affinity_ttl_seconds: 300,
     });
   });
 
@@ -557,6 +646,44 @@ describe("AddAutoRouterTab", () => {
     });
   });
 
+  it("writes both modality flags as false into the create payload when the panel stays untouched", async () => {
+    const user = userEvent.setup();
+    vi.mocked(getMissingTiersError).mockReturnValue(null);
+
+    renderWithProviders(<Harness />);
+
+    fireEvent.change(screen.getByPlaceholderText(/smart_router/i), { target: { value: "modality-router" } });
+
+    await user.click(screen.getByRole("button", { name: /add auto router/i }));
+
+    await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalled());
+    expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).toMatchObject({
+      modality_routing: false,
+      modality_pin_override: false,
+    });
+  });
+
+  it("carries the pin override through to the create payload once image routing unlocks it", async () => {
+    const user = userEvent.setup();
+    vi.mocked(getMissingTiersError).mockReturnValue(null);
+
+    renderWithProviders(<Harness />);
+
+    fireEvent.change(screen.getByPlaceholderText(/smart_router/i), { target: { value: "modality-router" } });
+    expandDetailedConfiguration();
+    await user.click(screen.getByText("Advanced: Modality Routing"));
+    await user.click(await screen.findByRole("switch", { name: "Route image requests to vision-capable models" }));
+    await user.click(await screen.findByRole("switch", { name: "Override session pin for image requests" }));
+
+    await user.click(screen.getByRole("button", { name: /add auto router/i }));
+
+    await waitFor(() => expect(handleAddAutoRouterSubmit).toHaveBeenCalled());
+    expect(vi.mocked(handleAddAutoRouterSubmit).mock.calls.at(-1)?.[0].complexity_router_config).toMatchObject({
+      modality_routing: true,
+      modality_pin_override: true,
+    });
+  });
+
   // Custom is the escape hatch, not the headline choice, so it's listed after every bundled preset
   // rather than first.
   it("lists Custom Configuration after the bundled presets", () => {
@@ -565,7 +692,14 @@ describe("AddAutoRouterTab", () => {
 
     const labels = visibleOptions().map((option) => option.querySelector(".font-medium")?.textContent);
 
-    expect(labels).toEqual(["Anthropic Family", "Gemini Family", "Lite", "OpenAI Family", "Custom Configuration"]);
+    expect(labels).toEqual([
+      "1M Context",
+      "Anthropic Family",
+      "Gemini Family",
+      "Lite",
+      "OpenAI Family",
+      "Custom Configuration",
+    ]);
   });
 
   describe("routing test", () => {
@@ -989,7 +1123,14 @@ describe("AddAutoRouterTab", () => {
         expect(isOptionDisabled(optionByLabel("Anthropic Family")!)).toBe(false);
       });
       const labels = visibleOptions().map((option) => option.querySelector(".font-medium")?.textContent);
-      expect(labels).toEqual(["Anthropic Family", "Gemini Family", "Lite", "OpenAI Family", "Custom Configuration"]);
+      expect(labels).toEqual([
+        "Anthropic Family",
+        "1M Context",
+        "Gemini Family",
+        "Lite",
+        "OpenAI Family",
+        "Custom Configuration",
+      ]);
     });
 
     it.each([
@@ -1117,3 +1258,52 @@ describe("getSubmitBlockedReason", () => {
     );
   });
 });
+
+describe("preset catalog fetch states", () => {
+  afterEach(() => vi.mocked(useAutoRouterPresets).mockReturnValue(LOADED_PRESETS_QUERY));
+
+  it("keeps showing cached presets without the error banner when only a refetch fails", () => {
+    vi.mocked(useAutoRouterPresets).mockReturnValue({
+      ...LOADED_PRESETS_QUERY,
+      isError: true,
+    } as never);
+    renderWithProviders(<Harness />);
+
+    expect(screen.queryByText(/Could not load templates/)).not.toBeInTheDocument();
+
+    openTemplateDropdown();
+    expect(screen.queryAllByRole("option").length).toBeGreaterThan(1);
+  });
+
+  it("shows a loading hint while the catalog fetch is pending", () => {
+    vi.mocked(useAutoRouterPresets).mockReturnValue({
+      ...LOADED_PRESETS_QUERY,
+      data: undefined,
+      isPending: true,
+    } as never);
+    renderWithProviders(<Harness />);
+
+    expect(screen.getByText("Loading templates...")).toBeInTheDocument();
+  });
+
+  it("degrades to Custom Configuration with a retry hint that refetches the catalog", async () => {
+    const refetch = vi.fn();
+    vi.mocked(useAutoRouterPresets).mockReturnValue({
+      ...LOADED_PRESETS_QUERY,
+      data: undefined,
+      isError: true,
+      refetch,
+    } as never);
+    renderWithProviders(<Harness />);
+
+    expect(await screen.findByText(/Could not load templates/)).toBeInTheDocument();
+
+    openTemplateDropdown();
+    const options = screen.queryAllByRole("option");
+    expect(options).toHaveLength(1);
+    expect(options[0]).toHaveTextContent("Custom Configuration");
+
+    fireEvent.click(screen.getByRole("button", { name: "Retry" }));
+    expect(refetch).toHaveBeenCalled();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
index 318adcce369..a548c2c6533 100644
--- a/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/add_auto_router_tab.tsx
@@ -19,11 +19,12 @@ import { all_admin_roles } from "@/utils/roles";
 import { type ModelWriteScope } from "@/utils/modelPermissions";
 import TeamDropdown from "../common_components/team_dropdown";
 import { type AddAutoRouterValues, handleAddAutoRouterSubmit } from "./handle_add_auto_router_submit";
-import { fetchAvailableModels } from "@/components/llm_calls/fetch_models";
+import { fetchAvailableModels, type ModelGroup } from "@/components/llm_calls/fetch_models";
 import { autoRouterListKey, fetchAllModelDeployments } from "@/app/(dashboard)/hooks/models/useModels";
 import ComplexityRouterConfig, {
   ComplexityRouterConfigValue,
   effectiveClassifierType,
+  usesLlmClassifier,
   DEFAULT_ADAPTIVE_WEIGHTS,
   DEFAULT_SESSION_AFFINITY,
   DEFAULT_DEPLOYMENT_AFFINITY,
@@ -37,6 +38,7 @@ import {
   buildComplexityRouterConfig,
   getKeywordTierRulesError,
   getClassifierModelError,
+  getClassifierReasoningEffortError,
   getMissingTiersError,
   getPlanModeTierError,
   getSemanticConfigError,
@@ -50,8 +52,6 @@ import AutoRouterConnectionTest from "./auto_router_connection_test";
 import AutoRouterRoutingTest from "./AutoRouterRoutingTest";
 import { toast } from "@/lib/toast";
 import {
-  getAllPresets,
-  getPresetByKey,
   getMissingModelsInPreset,
   getReferencedModelsError,
   buildEmptyPrefill,
@@ -62,7 +62,9 @@ import {
   PresetPrefill,
   AutoRouterPreset,
 } from "@/lib/autorouter_presets";
+import { useAutoRouterPresets } from "@/app/(dashboard)/hooks/autoRouter/useAutoRouterPresets";
 import { Dialog, DialogContent, DialogFooter, DialogHeader, DialogTitle } from "@/components/ui/dialog";
+import { buildAutomaticRouterConfig, buildPreferredTierModels } from "./auto_setup";
 
 interface AddAutoRouterTabProps {
   handleOk: () => void;
@@ -102,9 +104,7 @@ const presetDisabledHint = (availability: PresetAvailability): string | null =>
 // caller-specific missing-model reason gets the alarming red treatment.
 const isPresetHintAlarming = (availability: PresetAvailability): boolean => availability.kind === "missing_models";
 
-// getAllPresets() already returns a stable, module-level array (see autorouter_presets.ts), so
-// this is resolved once at import time rather than re-called from inside the component every render.
-const presets = getAllPresets();
+const NO_PRESETS: AutoRouterPreset[] = [];
 
 // A one-line summary of what's configured, shown when the detailed section is collapsed so a
 // caller can see the shape of the config without opening it.
@@ -123,14 +123,21 @@ export const getSubmitBlockedReason = (
   config: ComplexityRouterConfigValue,
   keywordTierRules: KeywordTierRule[],
   referencedModelsParams: Parameters<typeof getReferencedModelsError>[0],
-  availability: ModelAvailability,
-): string | null =>
-  (config.custom_tier_set ? getCustomTierRowsError(config.custom_tier_set) : getTierLabelsError(config.tier_labels)) ??
-  getMissingTiersError(activeTierRows(config)) ??
-  getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ??
-  getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ??
-  getClassifierModelError(config) ??
-  getReferencedModelsError(referencedModelsParams, availability);
+  ...capabilities: [availability: ModelAvailability, modelInfo?: readonly ModelGroup[]]
+): string | null => {
+  const [availability, modelInfo = []] = capabilities;
+  return (
+    (config.custom_tier_set
+      ? getCustomTierRowsError(config.custom_tier_set)
+      : getTierLabelsError(config.tier_labels)) ??
+    getMissingTiersError(activeTierRows(config)) ??
+    getPlanModeTierError(config.plan_mode_min_tier, activeTierRows(config)) ??
+    getKeywordTierRulesError(keywordTierRules, activeTierRows(config)) ??
+    getClassifierModelError(config) ??
+    getClassifierReasoningEffortError(config, modelInfo) ??
+    getReferencedModelsError(referencedModelsParams, availability)
+  );
+};
 
 const autoRouterSchema = (requiresTeamScope: boolean) =>
   z.object({
@@ -229,6 +236,15 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
   });
   const modelsLoading = groupsLoading || deploymentsLoading;
   const modelInfo = React.useMemo(() => data ?? [], [data]);
+  const {
+    data: presetsData,
+    isPending: presetsPending,
+    isError: presetsError,
+    refetch: refetchPresets,
+  } = useAutoRouterPresets();
+  const presets = presetsData ?? NO_PRESETS;
+  const automaticSetupLoading = modelsLoading || presetsPending;
+  const presetsUnavailable = presetsError && presetsData === undefined;
   // react-query keeps the last successful list around when a later refetch fails, so isError alone
   // can't tell "never loaded" apart from "loaded, then a background refetch errored" - only the
   // former leaves us with nothing trustworthy to verify a preset's models against.
@@ -252,6 +268,14 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
       ),
     [modelInfo],
   );
+  const preferredTierModels = React.useMemo(
+    () => buildPreferredTierModels(presets, availability),
+    [presets, availability],
+  );
+  const automaticRouterConfig = React.useMemo(
+    () => buildAutomaticRouterConfig(modelInfo, deployments ?? [], preferredTierModels),
+    [modelInfo, deployments, preferredTierModels],
+  );
 
   // A preset's models can only be trusted against a successfully loaded list. Selection and the
   // greyed-out state derive from this one function, so a preset that cannot be selected can never
@@ -277,7 +301,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
       presets
         .map((preset) => ({ preset, availability: presetAvailability(preset) }))
         .sort((a, b) => Number(b.availability.kind === "available") - Number(a.availability.kind === "available")),
-    [presetAvailability],
+    [presets, presetAvailability],
   );
 
   const templateItems = React.useMemo(
@@ -299,6 +323,14 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     setEscalationKeywords(prefill.escalationKeywords);
   };
 
+  const handleAutomaticSetup = () => {
+    if (automaticRouterConfig === null) return;
+    setSelectedPreset(undefined);
+    applyPrefill({ ...buildEmptyPrefill(), complexityRouterConfig: automaticRouterConfig });
+    setDetailsExpanded(false);
+    toast.success("Automatic setup created", { description: tierConfigSummary(automaticRouterConfig) });
+  };
+
   const handlePresetChange = (presetKey: string | undefined) => {
     if (!presetKey || presetKey === "custom") {
       setSelectedPreset(presetKey);
@@ -307,7 +339,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
       return;
     }
 
-    const preset = getPresetByKey(presetKey);
+    const preset = presets.find((p) => p.key === presetKey);
     // Refuse to apply a preset whose models are not verified available. The dropdown disables
     // these options, so this is a guard against a stale click resolving after the list changed.
     if (!preset) return;
@@ -333,6 +365,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     keywordTierRules,
     referencedModelsParams,
     groupsOnlyAvailability,
+    modelInfo,
   );
 
   const complexityRouterConfigParams: BuildComplexityRouterConfigParams = {
@@ -342,6 +375,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     planModeMinTier: complexityRouterConfig.plan_mode_min_tier,
     classificationPrompt: complexityRouterConfig.classification_prompt,
     heuristicFirstMaxTier: complexityRouterConfig.heuristic_first_max_tier,
+    hybridBoundaryMargin: complexityRouterConfig.hybrid_boundary_margin,
     classificationMode: complexityRouterConfig.classification_mode,
     tierLabels: complexityRouterConfig.tier_labels,
     classifierType: complexityRouterConfig.classifier_type,
@@ -352,6 +386,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     classifierFallback: complexityRouterConfig.classifier_fallback,
     sessionAffinity: complexityRouterConfig.session_affinity ?? DEFAULT_SESSION_AFFINITY,
     modalityRouting: complexityRouterConfig.modality_routing ?? false,
+    modalityPinOverride: complexityRouterConfig.modality_pin_override ?? false,
     deploymentAffinity: complexityRouterConfig.deployment_affinity ?? DEFAULT_DEPLOYMENT_AFFINITY,
     customTechnicalKeywords,
     keywordTierRules,
@@ -371,6 +406,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
     reasoningOverrideMinScore: complexityRouterConfig.reasoning_override_min_score,
     enableContextWindowEscalation: complexityRouterConfig.enable_context_window_escalation,
     contextWindowEscalationBuffer: complexityRouterConfig.context_window_escalation_buffer,
+    sessionAffinityTtlSeconds: complexityRouterConfig.session_affinity_ttl_seconds,
   };
 
   const submitRecommendedRouter = async (name: string) => {
@@ -383,6 +419,7 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
         keywordTierRules,
         referencedModelsParams,
         groupsOnlyAvailability,
+        modelInfo,
       ) ?? getSemanticConfigError({ semanticMatchingEnabled, embeddingModel, keywordTierRules });
     if (blockedReason) {
       setShowValidationErrors(true);
@@ -455,6 +492,12 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
       semanticMatchingEnabled,
       embeddingModel,
       defaultModel: resolveComplexityDefaultModel(complexityRouterConfig, complexityRouterConfig.default_model),
+      classifier: usesLlmClassifier(effectiveClassifierType(complexityRouterConfig))
+        ? {
+            model: complexityRouterConfig.classifier_llm_config?.model ?? "",
+            reasoningEffort: complexityRouterConfig.classifier_llm_config?.reasoning_effort,
+          }
+        : undefined,
     };
     const targets = buildAutoRouterTestTargets(testTargetParams);
 
@@ -475,68 +518,92 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
         <CardContent>
           <form onSubmit={form.handleSubmit(() => handleAutoRouterSubmit())} noValidate>
             <FieldGroup>
-              <FormField
-                control={form.control}
-                name="auto_router_name"
-                label={labelWithHint("Auto Router Name", "Unique name for this auto router configuration")}
-              >
-                {({ ref, ...field }) => <Input {...field} ref={ref} placeholder="e.g., smart_router, auto_router_1" />}
-              </FormField>
-
               <div>
-                <label className="block text-sm font-medium text-foreground mb-2">Template</label>
-                <Select
-                  items={templateItems}
-                  value={selectedPreset ?? null}
-                  onValueChange={(presetKey: string | null) => handlePresetChange(presetKey ?? undefined)}
+                <FormField
+                  control={form.control}
+                  name="auto_router_name"
+                  label={labelWithHint("Auto Router Name", "Unique name for this auto router configuration")}
                 >
-                  <SelectTrigger data-testid="template-selector" className="w-full">
-                    <SelectValue placeholder="Choose a template or select Custom to define your own" />
-                  </SelectTrigger>
-                  <SelectContent>
-                    {sortedPresetOptions.map(({ preset, availability: presetState }) => {
-                      const disabledHint = presetDisabledHint(presetState);
-                      const hintClass = isPresetHintAlarming(presetState)
-                        ? "text-destructive"
-                        : "text-muted-foreground";
-                      const matchedHint =
-                        presetState.kind === "available" && presetState.viaDeployments
-                          ? "Matches your deployments"
-                          : null;
+                  {({ ref, ...field }) => (
+                    <Input {...field} ref={ref} placeholder="e.g., smart_router, auto_router_1" />
+                  )}
+                </FormField>
 
-                      return (
-                        <SelectItem
-                          key={preset.key}
-                          value={preset.key}
-                          label={preset.label}
-                          disabled={disabledHint !== null}
-                          title={disabledHint ?? preset.description}
-                        >
-                          <div>
-                            <div className="font-medium">{preset.label}</div>
-                            <div className="text-xs text-muted-foreground">{preset.description}</div>
-                            {disabledHint && <div className={`text-xs mt-1 ${hintClass}`}>{disabledHint}</div>}
-                            {matchedHint && <div className="text-xs mt-1 text-success">{matchedHint}</div>}
-                          </div>
-                        </SelectItem>
-                      );
-                    })}
-                    <SelectItem value="custom" label="Custom Configuration">
-                      <div>
-                        <div className="font-medium">Custom Configuration</div>
-                        <div className="text-xs text-muted-foreground">Define your auto router from scratch</div>
-                      </div>
-                    </SelectItem>
-                  </SelectContent>
-                </Select>
-                {modelsUnverifiable && (
-                  <div className="text-xs mt-1 text-destructive">
-                    Could not load available models.{" "}
-                    <button type="button" className="underline" onClick={() => refetchModels()}>
-                      Retry
-                    </button>
-                  </div>
+                {!automaticSetupLoading && automaticRouterConfig && (
+                  <button
+                    type="button"
+                    className="mt-3 rounded-sm text-sm font-medium text-blue-600 hover:text-blue-700 hover:underline focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-blue-500 focus-visible:ring-offset-2"
+                    data-testid="configure-automatically-button"
+                    onClick={handleAutomaticSetup}
+                  >
+                    Configure automatically
+                  </button>
                 )}
+
+                <div className="mt-5">
+                  <label className="block text-sm font-medium text-foreground mb-2">Template</label>
+                  <Select
+                    items={templateItems}
+                    value={selectedPreset ?? null}
+                    onValueChange={(presetKey: string | null) => handlePresetChange(presetKey ?? undefined)}
+                  >
+                    <SelectTrigger data-testid="template-selector" className="w-full">
+                      <SelectValue placeholder="Choose a template or select Custom to define your own" />
+                    </SelectTrigger>
+                    <SelectContent>
+                      {sortedPresetOptions.map(({ preset, availability: presetState }) => {
+                        const disabledHint = presetDisabledHint(presetState);
+                        const hintClass = isPresetHintAlarming(presetState)
+                          ? "text-destructive"
+                          : "text-muted-foreground";
+                        const matchedHint =
+                          presetState.kind === "available" && presetState.viaDeployments
+                            ? "Matches your deployments"
+                            : null;
+
+                        return (
+                          <SelectItem
+                            key={preset.key}
+                            value={preset.key}
+                            label={preset.label}
+                            disabled={disabledHint !== null}
+                            title={disabledHint ?? preset.description}
+                          >
+                            <div>
+                              <div className="font-medium">{preset.label}</div>
+                              <div className="text-xs text-muted-foreground">{preset.description}</div>
+                              {disabledHint && <div className={`text-xs mt-1 ${hintClass}`}>{disabledHint}</div>}
+                              {matchedHint && <div className="text-xs mt-1 text-success">{matchedHint}</div>}
+                            </div>
+                          </SelectItem>
+                        );
+                      })}
+                      <SelectItem value="custom" label="Custom Configuration">
+                        <div>
+                          <div className="font-medium">Custom Configuration</div>
+                          <div className="text-xs text-muted-foreground">Define your auto router from scratch</div>
+                        </div>
+                      </SelectItem>
+                    </SelectContent>
+                  </Select>
+                  {modelsUnverifiable && (
+                    <div className="text-xs mt-1 text-destructive">
+                      Could not load available models.{" "}
+                      <button type="button" className="underline" onClick={() => refetchModels()}>
+                        Retry
+                      </button>
+                    </div>
+                  )}
+                  {presetsPending && <div className="text-xs mt-1 text-muted-foreground">Loading templates...</div>}
+                  {presetsUnavailable && (
+                    <div className="text-xs mt-1 text-destructive">
+                      Could not load templates, so only Custom Configuration is shown.{" "}
+                      <button type="button" className="underline" onClick={() => void refetchPresets()}>
+                        Retry
+                      </button>
+                    </div>
+                  )}
+                </div>
               </div>
 
               {requiresTeamScope && (
@@ -548,7 +615,9 @@ const AddAutoRouterTab: React.FC<AddAutoRouterTabProps> = ({
                     "Select the team this auto router belongs to. Only keys for this team will be able to call it.",
                   )}
                 >
-                  {({ id, value, onChange }) => <TeamDropdown id={id} value={value} onChange={onChange} />}
+                  {({ id, value, onChange }) => (
+                    <TeamDropdown id={id} value={value} onChange={(next) => onChange(next ?? "")} />
+                  )}
                 </FormField>
               )}
 
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
index 41fb773dc96..53eb0ae42f4 100644
--- a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.test.tsx
@@ -17,6 +17,7 @@ const targets: AutoRouterTestTarget[] = [
   { labels: ["SIMPLE"], modelGroup: "gpt-4o-mini", mode: "chat" },
   { labels: ["MEDIUM", "COMPLEX"], modelGroup: "claude-sonnet-4", mode: "chat" },
   { labels: ["Embedding"], modelGroup: "voyage-3-5", mode: "embedding" },
+  { labels: ["Classifier"], modelGroup: "gpt-5-mini", mode: "chat", requestParams: { reasoning_effort: "low" } },
 ];
 
 describe("AutoRouterConnectionTest", () => {
@@ -30,11 +31,12 @@ describe("AutoRouterConnectionTest", () => {
 
     renderWithProviders(<AutoRouterConnectionTest accessToken="sk-test" targets={targets} />);
 
-    await waitFor(() => expect(mock).toHaveBeenCalledTimes(3));
+    await waitFor(() => expect(mock).toHaveBeenCalledTimes(4));
 
     expect(mock).toHaveBeenCalledWith("sk-test", "gpt-4o-mini", "chat");
     expect(mock).toHaveBeenCalledWith("sk-test", "claude-sonnet-4", "chat");
     expect(mock).toHaveBeenCalledWith("sk-test", "voyage-3-5", "embedding");
+    expect(mock).toHaveBeenCalledWith("sk-test", "gpt-5-mini", "chat", { reasoning_effort: "low" });
   });
 
   it("shows a success indicator per target when the routing probe passes", async () => {
@@ -43,7 +45,7 @@ describe("AutoRouterConnectionTest", () => {
 
     renderWithProviders(<AutoRouterConnectionTest accessToken="sk-test" targets={targets} />);
 
-    await waitFor(() => expect(screen.getAllByTestId("test-status-success")).toHaveLength(3));
+    await waitFor(() => expect(screen.getAllByTestId("test-status-success")).toHaveLength(4));
     expect(screen.queryByTestId("test-status-error")).not.toBeInTheDocument();
     expect(screen.getByText("MEDIUM, COMPLEX")).toBeInTheDocument();
   });
@@ -63,7 +65,7 @@ describe("AutoRouterConnectionTest", () => {
     expect(await screen.findByTestId("test-error-message")).toBeInTheDocument();
     expect(screen.getByTestId("test-error-message")).toHaveTextContent("invalid api key");
     expect(screen.getByTestId("test-error-message")).not.toHaveTextContent("litellm.AuthenticationError");
-    expect(screen.getAllByTestId("test-status-success")).toHaveLength(2);
+    expect(screen.getAllByTestId("test-status-success")).toHaveLength(3);
   });
 
   it("renders a non-litellm error string verbatim", async () => {
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
index 874f83b370f..6ff9b8c8f83 100644
--- a/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
+++ b/ui/litellm-dashboard/src/components/add_model/auto_router_connection_test.tsx
@@ -29,7 +29,9 @@ const AutoRouterConnectionTest: React.FC<AutoRouterConnectionTestProps> = ({
     const run = async () => {
       await Promise.all(
         targets.map(async (target, index) => {
-          const result = await testModelGroupConnection(accessToken, target.modelGroup, target.mode);
+          const result = target.requestParams
+            ? await testModelGroupConnection(accessToken, target.modelGroup, target.mode, target.requestParams)
+            : await testModelGroupConnection(accessToken, target.modelGroup, target.mode);
           if (cancelled) return;
           const cleaned: TargetResult =
             result.status === "error" ? { status: "error", error: cleanErrorMessage(result.error) } : result;
@@ -56,14 +58,14 @@ const AutoRouterConnectionTest: React.FC<AutoRouterConnectionTestProps> = ({
   return (
     <div className="space-y-3">
       <p className="mb-2 text-sm text-muted-foreground">
-        Each configured tier routes to a saved model group. Test Connection sends a minimal request through the proxy to
-        each one, exactly as the auto router would.
+        Test Connection sends a minimal request to every configured tier, classifier, default, and embedding model. The
+        classifier probe includes its reasoning effort override.
       </p>
       {targets.map((target, index) => {
         const result = results[index] ?? { status: "pending" };
         return (
           <div
-            key={`${target.modelGroup}-${target.mode}`}
+            key={`${target.labels.join("-")}-${target.modelGroup}-${target.mode}`}
             data-testid="auto-router-test-row"
             className="flex items-start gap-3 rounded-lg border p-3"
           >
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_setup.test.ts b/ui/litellm-dashboard/src/components/add_model/auto_setup.test.ts
new file mode 100644
index 00000000000..c5784db4501
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/auto_setup.test.ts
@@ -0,0 +1,196 @@
+import { describe, expect, it } from "vitest";
+import type { AutoRouterDeployment } from "@/app/(dashboard)/hooks/models/useModels";
+import { buildModelAvailability } from "@/lib/autorouter_presets";
+import { buildAutomaticRouterConfig, buildPreferredTierModels, type PreferredTierModels } from "./auto_setup";
+
+const models = (...names: string[]) => names.map((model_group) => ({ model_group, mode: "chat" }));
+const reasoningModel = (model_group: string, supported_reasoning_efforts: string[]) => ({
+  model_group,
+  mode: "chat",
+  supports_reasoning: true,
+  supported_reasoning_efforts,
+});
+const deployment = (model_name: string, model = model_name): AutoRouterDeployment => ({
+  model_name,
+  litellm_params: { model },
+});
+const tierModels = (config: ReturnType<typeof buildAutomaticRouterConfig>) =>
+  config && Object.values(config.tiers).map((tier) => (typeof tier === "string" ? tier : tier[0]));
+
+describe("buildPreferredTierModels", () => {
+  it("recognizes curated models that are not in a preset", () => {
+    const available = ["gpt-5.6-luna", "claude-sonnet-5", "grok-4.6", "deepseek-v4-pro"];
+    const availability = buildModelAvailability(available, []);
+    const preferred = buildPreferredTierModels([], availability);
+    const expected: PreferredTierModels = {
+      SIMPLE: ["gpt-5.6-luna"],
+      MEDIUM: ["claude-sonnet-5"],
+      COMPLEX: ["deepseek-v4-pro", "grok-4.6"],
+      REASONING: ["deepseek-v4-pro", "grok-4.6"],
+    };
+
+    expect(preferred).toEqual(expected);
+  });
+
+  it("prefers the current model ladder over older preset entries", () => {
+    const availability = buildModelAvailability(["gpt-5.6-luna", "gpt-4o-mini"], []);
+    const preferred = buildPreferredTierModels(
+      [
+        {
+          key: "old",
+          label: "Old",
+          description: "Old model",
+          complexity_router_config: {
+            tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: [], COMPLEX: [], REASONING: [] },
+            classifier_type: "heuristic_v2",
+          },
+        },
+      ],
+      availability,
+    );
+
+    expect(preferred.SIMPLE).toEqual(["gpt-5.6-luna", "gpt-4o-mini"]);
+  });
+});
+
+describe("buildAutomaticRouterConfig", () => {
+  it("selects one preferred model for each tier", () => {
+    const preferred: PreferredTierModels = {
+      SIMPLE: ["simple"],
+      MEDIUM: ["medium"],
+      COMPLEX: ["complex"],
+      REASONING: ["reasoning"],
+    };
+
+    expect(
+      tierModels(buildAutomaticRouterConfig(models("simple", "medium", "complex", "reasoning"), [], preferred)),
+    ).toEqual(["simple", "medium", "complex", "reasoning"]);
+  });
+
+  it.each([
+    {
+      provider: "OpenAI",
+      available: ["gpt-5.6-luna", "gpt-5.6-terra", "gpt-6-astra"],
+      expected: ["gpt-5.6-luna", "gpt-5.6-terra", "gpt-6-astra", "gpt-6-astra"],
+      supportedEfforts: ["low", "medium", "high", "xhigh", "max"],
+      effort: "max",
+    },
+    {
+      provider: "Anthropic",
+      available: ["claude-haiku-4-5", "claude-sonnet-5", "claude-opus-5"],
+      expected: ["claude-haiku-4-5", "claude-sonnet-5", "claude-opus-5", "claude-opus-5"],
+      supportedEfforts: ["low", "medium", "high", "max"],
+      effort: "max",
+    },
+    {
+      provider: "Google",
+      available: ["gemini-3.5-flash-lite", "gemini-3.8-flash", "gemini-3.1-pro-preview"],
+      expected: ["gemini-3.5-flash-lite", "gemini-3.8-flash", "gemini-3.1-pro-preview", "gemini-3.1-pro-preview"],
+      supportedEfforts: ["low", "medium", "high"],
+      effort: "high",
+    },
+    {
+      provider: "DeepSeek",
+      available: ["deepseek-v4-flash", "deepseek-v4-pro"],
+      expected: ["deepseek-v4-flash", "deepseek-v4-flash", "deepseek-v4-pro", "deepseek-v4-pro"],
+      supportedEfforts: ["none", "high"],
+      effort: "high",
+    },
+    {
+      provider: "xAI",
+      available: ["grok-4.6"],
+      expected: ["grok-4.6", "grok-4.6", "grok-4.6", "grok-4.6"],
+      supportedEfforts: ["low", "medium", "high", "xhigh"],
+      effort: "xhigh",
+    },
+  ])(
+    "uses the current $provider ladder and strongest advertised reasoning effort",
+    ({ available, expected, supportedEfforts, effort }) => {
+      const availability = buildModelAvailability(available, []);
+      const preferred = buildPreferredTierModels([], availability);
+      const modelInfo = models(...available).map((model) =>
+        model.model_group === expected[3] ? reasoningModel(model.model_group, supportedEfforts) : model,
+      );
+
+      const config = buildAutomaticRouterConfig(modelInfo, [], preferred);
+
+      expect(tierModels(config)).toEqual(expected);
+      expect(config?.tier_model_params).toEqual({
+        REASONING: { [expected[3]]: { reasoning_effort: effort } },
+      });
+    },
+  );
+
+  it("never exceeds the selected model group's advertised reasoning efforts", () => {
+    const available = ["gpt-5.6-luna", "gpt-5.6-terra", "gpt-5.6-sol"];
+    const availability = buildModelAvailability(available, []);
+    const preferred = buildPreferredTierModels([], availability);
+    const modelInfo = [
+      ...models("gpt-5.6-luna", "gpt-5.6-terra"),
+      reasoningModel("gpt-5.6-sol", ["none", "low", "medium", "high", "xhigh"]),
+    ];
+
+    const config = buildAutomaticRouterConfig(modelInfo, [], preferred);
+
+    expect(config?.tier_model_params).toEqual({
+      REASONING: { "gpt-5.6-sol": { reasoning_effort: "xhigh" } },
+    });
+  });
+
+  it("leaves reasoning effort unset when the proxy does not report supported values", () => {
+    const available = ["grok-4.6"];
+    const availability = buildModelAvailability(available, []);
+    const preferred = buildPreferredTierModels([], availability);
+
+    const config = buildAutomaticRouterConfig(models(...available), [], preferred);
+
+    expect(config?.tier_model_params).toBeUndefined();
+  });
+
+  it("reuses the closest available tier when a tier has no match", () => {
+    const preferred: PreferredTierModels = {
+      SIMPLE: ["simple"],
+      MEDIUM: [],
+      COMPLEX: ["complex"],
+      REASONING: [],
+    };
+
+    expect(tierModels(buildAutomaticRouterConfig(models("simple", "complex"), [], preferred))).toEqual([
+      "simple",
+      "simple",
+      "complex",
+      "complex",
+    ]);
+  });
+
+  it("returns null when none of the available models are recommended", () => {
+    const preferred: PreferredTierModels = {
+      SIMPLE: ["missing-simple"],
+      MEDIUM: ["missing-medium"],
+      COMPLEX: ["missing-complex"],
+      REASONING: ["missing-reasoning"],
+    };
+
+    expect(buildAutomaticRouterConfig(models("unknown-model"), [], preferred)).toBeNull();
+  });
+
+  it("ignores non-chat models and existing auto routers", () => {
+    const preferred: PreferredTierModels = {
+      SIMPLE: ["gpt-4o-mini", "smart-router"],
+      MEDIUM: [],
+      COMPLEX: [],
+      REASONING: [],
+    };
+    const available = [
+      { model_group: "gpt-4o-mini", mode: "chat" },
+      { model_group: "image-model", mode: "image_generation" },
+      { model_group: "smart-router", mode: "chat" },
+    ];
+
+    expect(
+      tierModels(
+        buildAutomaticRouterConfig(available, [deployment("smart-router", "auto_router/complexity_router")], preferred),
+      ),
+    ).toEqual(["gpt-4o-mini", "gpt-4o-mini", "gpt-4o-mini", "gpt-4o-mini"]);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/add_model/auto_setup.ts b/ui/litellm-dashboard/src/components/add_model/auto_setup.ts
new file mode 100644
index 00000000000..cd7d587e2c2
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/add_model/auto_setup.ts
@@ -0,0 +1,95 @@
+import { isAutoRouterDeployment, type AutoRouterDeployment } from "@/app/(dashboard)/hooks/models/useModels";
+import type { ModelGroup } from "@/components/llm_calls/fetch_models";
+import { resolveAvailableModel, type AutoRouterPreset, type ModelAvailability } from "@/lib/autorouter_presets";
+import type { ComplexityRouterConfigValue } from "./ComplexityRouterConfig";
+
+const TIER_NAMES = ["SIMPLE", "MEDIUM", "COMPLEX", "REASONING"] as const;
+type TierName = (typeof TIER_NAMES)[number];
+export type PreferredTierModels = Record<TierName, string[]>;
+
+const REASONING_EFFORT_STRENGTH = ["max", "xhigh", "high", "medium", "low", "minimal", "none"] as const;
+
+const CURRENT_TIER_MODELS: PreferredTierModels = {
+  SIMPLE: ["gpt-5.6-luna", "claude-haiku-4-5", "gemini-3.5-flash-lite", "deepseek-v4-flash"],
+  MEDIUM: ["gpt-5.6-terra", "claude-sonnet-5", "gemini-3.8-flash", "deepseek-v4-flash"],
+  COMPLEX: ["gpt-6-astra", "gpt-5.6-sol", "claude-opus-5", "gemini-3.1-pro-preview", "deepseek-v4-pro", "grok-4.6"],
+  REASONING: ["gpt-6-astra", "gpt-5.6-sol", "claude-opus-5", "gemini-3.1-pro-preview", "deepseek-v4-pro", "grok-4.6"],
+};
+
+export const buildPreferredTierModels = (
+  presets: AutoRouterPreset[],
+  availability: ModelAvailability,
+): PreferredTierModels =>
+  Object.fromEntries(
+    TIER_NAMES.map((tier) => [
+      tier,
+      Array.from(
+        new Set(
+          [
+            ...CURRENT_TIER_MODELS[tier],
+            ...presets.flatMap((preset) => preset.complexity_router_config.tiers[tier]),
+          ].flatMap((model) => {
+            const resolved = resolveAvailableModel(model, availability);
+            return resolved ? [resolved] : [];
+          }),
+        ),
+      ),
+    ]),
+  ) as PreferredTierModels;
+
+const selectPreferredTierModels = (
+  preferredByTier: PreferredTierModels,
+  usableNames: ReadonlySet<string>,
+): [string, string, string, string] | null => {
+  const preferred = TIER_NAMES.map((tier) => preferredByTier[tier].find((name) => usableNames.has(name)));
+  const candidates = preferred.flatMap((model, tier) => (model ? [{ model, tier }] : []));
+  if (candidates.length === 0) return null;
+
+  const nearest = (tier: number): string =>
+    [...candidates].sort(
+      (left, right) => Math.abs(left.tier - tier) - Math.abs(right.tier - tier) || left.tier - right.tier,
+    )[0].model;
+  return preferred.map((model, tier) => model ?? nearest(tier)) as [string, string, string, string];
+};
+
+export const buildAutomaticRouterConfig = (
+  models: ModelGroup[],
+  deployments: AutoRouterDeployment[],
+  preferredByTier: PreferredTierModels,
+): ComplexityRouterConfigValue | null => {
+  const autoRouterNames: ReadonlySet<string> = new Set(
+    deployments
+      .filter(isAutoRouterDeployment)
+      .flatMap((deployment) => (deployment.model_name ? [deployment.model_name] : [])),
+  );
+  const names = Array.from(
+    new Set(
+      models
+        .filter((model) => model.mode === undefined || model.mode === "chat")
+        .map((model) => model.model_group)
+        .filter((name) => name && !name.startsWith("auto_router/") && !autoRouterNames.has(name)),
+    ),
+  );
+  if (names.length === 0) return null;
+  const usableNames: ReadonlySet<string> = new Set(names);
+  const selected = selectPreferredTierModels(preferredByTier, usableNames);
+  if (selected === null) return null;
+
+  const supportedReasoningEfforts = models.find(
+    (model) => model.model_group === selected[3],
+  )?.supported_reasoning_efforts;
+  const reasoningEffort = REASONING_EFFORT_STRENGTH.find((effort) => supportedReasoningEfforts?.includes(effort));
+
+  return {
+    tiers: {
+      SIMPLE: [selected[0]],
+      MEDIUM: [selected[1]],
+      COMPLEX: [selected[2]],
+      REASONING: [selected[3]],
+    },
+    classifier_type: "heuristic_v2",
+    ...(reasoningEffort && {
+      tier_model_params: { REASONING: { [selected[3]]: { reasoning_effort: reasoningEffort } } },
+    }),
+  };
+};
diff --git a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
index 7c29ea53060..6eb1825710d 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.test.ts
@@ -126,4 +126,32 @@ describe("buildAutoRouterTestTargets", () => {
     });
     expect(targets).toEqual([{ labels: ["SIMPLE"], modelGroup: "gpt-4o-mini", mode: "chat" }]);
   });
+
+  it("adds a distinct classifier probe with its reasoning effort", () => {
+    const targets = buildAutoRouterTestTargets({
+      tiers: tierEntries(["gpt-5-mini"]),
+      semanticMatchingEnabled: false,
+      embeddingModel: undefined,
+      classifier: { model: "gpt-5-mini", reasoningEffort: "low" },
+    });
+    expect(targets).toEqual([
+      { labels: ["SIMPLE"], modelGroup: "gpt-5-mini", mode: "chat" },
+      {
+        labels: ["Classifier"],
+        modelGroup: "gpt-5-mini",
+        mode: "chat",
+        requestParams: { reasoning_effort: "low" },
+      },
+    ]);
+  });
+
+  it("omits an empty classifier and omits params when the classifier uses provider defaults", () => {
+    const base = { tiers: tierEntries([]), semanticMatchingEnabled: false, embeddingModel: undefined };
+    const emptyClassifier = { ...base, classifier: { model: "   " } };
+    const providerDefaultClassifier = { ...base, classifier: { model: "gpt-5-mini" } };
+    expect(buildAutoRouterTestTargets(emptyClassifier)).toEqual([]);
+    expect(buildAutoRouterTestTargets(providerDefaultClassifier)).toEqual([
+      { labels: ["Classifier"], modelGroup: "gpt-5-mini", mode: "chat" },
+    ]);
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
index 70b92dbf8cc..295a3b7f400 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_auto_router_test_targets.ts
@@ -4,6 +4,7 @@ export interface AutoRouterTestTarget {
   labels: string[];
   modelGroup: string;
   mode: AutoRouterTestMode;
+  requestParams?: Record<string, unknown>;
 }
 
 export interface BuildAutoRouterTestTargetsParams {
@@ -14,6 +15,7 @@ export interface BuildAutoRouterTestTargetsParams {
   /** The resolved default model - see resolveComplexityDefaultModel. A live fallback destination,
    * so it is probed even when no tier lists it. */
   defaultModel?: string;
+  classifier?: { model: string; reasoningEffort?: string };
 }
 
 export const buildAutoRouterTestTargets = ({
@@ -21,6 +23,7 @@ export const buildAutoRouterTestTargets = ({
   semanticMatchingEnabled,
   embeddingModel,
   defaultModel,
+  classifier,
 }: BuildAutoRouterTestTargetsParams): AutoRouterTestTarget[] => {
   const tieredByModel = tiers.reduce<Record<string, string[]>>((acc, [tier, models]) => {
     return models.reduce((tierAcc, rawModel) => {
@@ -50,5 +53,17 @@ export const buildAutoRouterTestTargets = ({
       ? [{ labels: ["Embedding"], modelGroup: embeddingModel.trim(), mode: "embedding" as const }]
       : [];
 
-  return [...tierTargets, ...embeddingTarget];
+  const classifierModel = classifier?.model.trim();
+  const classifierTarget: AutoRouterTestTarget[] = classifierModel
+    ? [
+        {
+          labels: ["Classifier"],
+          modelGroup: classifierModel,
+          mode: "chat",
+          ...(classifier?.reasoningEffort && { requestParams: { reasoning_effort: classifier.reasoningEffort } }),
+        },
+      ]
+    : [];
+
+  return [...tierTargets, ...embeddingTarget, ...classifierTarget];
 };
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
index af87cc6c8fb..87e82ef3c4b 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.test.ts
@@ -4,6 +4,7 @@ import {
   normalizeClassifierLlmConfig,
   getKeywordTierRulesError,
   getClassifierModelError,
+  getClassifierReasoningEffortError,
   getMissingTiersError,
   hydrateCustomTierSet,
   getSemanticConfigError,
@@ -56,6 +57,7 @@ describe("buildComplexityRouterConfig", () => {
       session_affinity: false,
       deployment_affinity: true,
       modality_routing: false,
+      modality_pin_override: false,
       escalation_keywords: ["LITELLM ESCALATE"],
     };
     expect(config).toEqual(expected);
@@ -71,6 +73,15 @@ describe("buildComplexityRouterConfig", () => {
     expect(config.context_window_escalation_buffer).toBe(0.9);
   });
 
+  it("omits session_affinity_ttl_seconds when untouched, so the router tracks the backend default", () => {
+    expect(buildComplexityRouterConfig(baseParams)).not.toHaveProperty("session_affinity_ttl_seconds");
+  });
+
+  it("emits an explicit session affinity idle window", () => {
+    const config = buildComplexityRouterConfig({ ...baseParams, sessionAffinityTtlSeconds: 300 });
+    expect(config.session_affinity_ttl_seconds).toBe(300);
+  });
+
   it("trims escalation keywords and drops blank entries", () => {
     const config = buildComplexityRouterConfig({
       ...baseParams,
@@ -102,6 +113,21 @@ describe("buildComplexityRouterConfig", () => {
     expect(config.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 });
   });
 
+  it("preserves explicit classifier circuit-breaker settings, including disabled", () => {
+    const classifierLlmConfig = {
+      model: "gpt-4o-mini",
+      timeout_ms: 3000,
+      circuit_breaker_enabled: false,
+      circuit_breaker_cooldown_seconds: 45,
+    };
+    const config = buildComplexityRouterConfig({
+      ...baseParams,
+      classifierType: "llm",
+      classifierLlmConfig,
+    });
+    expect(config.classifier_llm_config).toEqual(classifierLlmConfig);
+  });
+
   it("omits classifier_llm_config when classifier_type is heuristic even if config lingers in state", () => {
     const config = buildComplexityRouterConfig({
       ...baseParams,
@@ -111,6 +137,21 @@ describe("buildComplexityRouterConfig", () => {
     expect(config.classifier_llm_config).toBeUndefined();
   });
 
+  it("emits heuristic_v2 without classifier-only fields", () => {
+    const trainedParams: BuildComplexityRouterConfigParams = {
+      ...baseParams,
+      classifierType: "heuristic_v2",
+      classifierLlmConfig: { model: "gpt-4o-mini", timeout_ms: 3000 },
+      classifierContextWindowSize: 5,
+      classifierFallback: "heuristic",
+    };
+    const config = buildComplexityRouterConfig(trainedParams);
+    expect(config.classifier_type).toBe("heuristic_v2");
+    expect(config.classifier_llm_config).toBeUndefined();
+    expect(config.classifier_context_window_size).toBeUndefined();
+    expect(config.classifier_fallback).toBeUndefined();
+  });
+
   it("includes classifier_context_window_size and classifier_context_budget_chars only when classifier_type is llm", () => {
     const params: BuildComplexityRouterConfigParams = {
       ...baseParams,
@@ -255,6 +296,14 @@ describe("buildComplexityRouterConfig", () => {
     expect(buildComplexityRouterConfig({ ...baseParams, modalityRouting: false }).modality_routing).toBe(false);
   });
 
+  it("writes modality_pin_override explicitly both ways, so the stored config never relies on the backend default", () => {
+    expect(buildComplexityRouterConfig({ ...baseParams, modalityPinOverride: true }).modality_pin_override).toBe(true);
+    expect(buildComplexityRouterConfig(baseParams).modality_pin_override).toBe(false);
+    expect(buildComplexityRouterConfig({ ...baseParams, modalityPinOverride: false }).modality_pin_override).toBe(
+      false,
+    );
+  });
+
   it("writes session_affinity=true so turning the toggle on overrides the backend's off-by-default", () => {
     const config = buildComplexityRouterConfig({ ...baseParams, sessionAffinity: true });
     expect(config.session_affinity).toBe(true);
@@ -482,6 +531,19 @@ describe("classifier prompt and fallback", () => {
     expect(buildComplexityRouterConfig(llmParams)).not.toHaveProperty("classifier_fallback");
   });
 
+  it("keeps an explicit classifier reasoning effort", () => {
+    const config = buildComplexityRouterConfig({
+      ...llmParams,
+      classifierLlmConfig: { model: "haiku-classifier", timeout_ms: 400, reasoning_effort: "low" },
+    });
+    expect(config.classifier_llm_config?.reasoning_effort).toBe("low");
+  });
+
+  it("omits classifier reasoning effort when the provider default is selected", () => {
+    const config = buildComplexityRouterConfig(llmParams);
+    expect(config.classifier_llm_config).not.toHaveProperty("reasoning_effort");
+  });
+
   it("sends the chat preset the operator picked", () => {
     const config = buildComplexityRouterConfig({
       ...llmParams,
@@ -516,12 +578,16 @@ describe("classifier prompt and fallback", () => {
   });
 
   it("normalizeClassifierLlmConfig leaves a real prompt untouched and strips an empty one", () => {
-    expect(normalizeClassifierLlmConfig({ model: "m", timeout_ms: 1, system_prompt: "x" })).toEqual({
+    const customPromptConfig = { model: "m", timeout_ms: 1, reasoning_effort: "none" as const, system_prompt: "x" };
+    const emptyPromptConfig = { model: "m", timeout_ms: 1, system_prompt: "" };
+    const expectedCustomPromptConfig = {
       model: "m",
       timeout_ms: 1,
+      reasoning_effort: "none",
       system_prompt: "x",
-    });
-    expect(normalizeClassifierLlmConfig({ model: "m", timeout_ms: 1, system_prompt: "" })).toEqual({
+    };
+    expect(normalizeClassifierLlmConfig(customPromptConfig)).toEqual(expectedCustomPromptConfig);
+    expect(normalizeClassifierLlmConfig(emptyPromptConfig)).toEqual({
       model: "m",
       timeout_ms: 1,
     });
@@ -713,6 +779,10 @@ describe("getClassifierModelError", () => {
     expect(getClassifierModelError({ classifier_type: "heuristic" })).toBeNull();
   });
 
+  it("stays quiet for a heuristic v2 router, which runs locally", () => {
+    expect(getClassifierModelError({ classifier_type: "heuristic_v2" })).toBeNull();
+  });
+
   it("blocks an LLM classifier with no model, which the router cannot start without", () => {
     expect(getClassifierModelError({ classifier_type: "llm" })).toBe(
       "Please select a classifier model, or switch back to Heuristic",
@@ -739,6 +809,26 @@ describe("getClassifierModelError", () => {
   });
 });
 
+describe("getClassifierReasoningEffortError", () => {
+  const classifier = {
+    classifier_type: "llm" as const,
+    classifier_llm_config: { model: "classifier", timeout_ms: 3000, reasoning_effort: "low" },
+  };
+
+  it.each([
+    [["low", "medium"], null],
+    [["medium", "high"], "low reasoning effort is not supported"],
+    [null, null],
+    [undefined, null],
+  ])("validates capability levels %o", (supportedReasoningEfforts, expectedError) => {
+    const error = getClassifierReasoningEffortError(classifier, [
+      { model_group: "classifier", supported_reasoning_efforts: supportedReasoningEfforts },
+    ]);
+    if (expectedError) expect(error).toContain(expectedError);
+    else expect(error).toBeNull();
+  });
+});
+
 describe("getKeywordTierRulesError orphaned tiers", () => {
   const rows = activeTierRows({ tiers });
 
@@ -791,13 +881,46 @@ describe("heuristic_first", () => {
   });
 
   it("omits heuristic_first_max_tier on every other classifier type, which the backend rejects it on", () => {
-    for (const classifierType of ["heuristic", "llm"] as const) {
+    for (const classifierType of ["heuristic", "heuristic_v2", "llm"] as const) {
       const config = buildComplexityRouterConfig({ ...heuristicFirstParams, classifierType });
       expect(config.heuristic_first_max_tier).toBeUndefined();
     }
   });
 });
 
+describe("hybrid", () => {
+  const hybridParams: BuildComplexityRouterConfigParams = {
+    ...baseParams,
+    classifierType: "hybrid",
+    hybridBoundaryMargin: 0.03,
+    classifierLlmConfig: { model: "gpt-4o-mini", timeout_ms: 3000 },
+    classifierFallback: "default_model",
+  };
+
+  it("emits hybrid_boundary_margin, zero included since exactly-on-a-boundary is a real setting", () => {
+    expect(buildComplexityRouterConfig(hybridParams).hybrid_boundary_margin).toBe(0.03);
+    expect(buildComplexityRouterConfig({ ...hybridParams, hybridBoundaryMargin: 0 }).hybrid_boundary_margin).toBe(0);
+  });
+
+  it("keeps every classifier key the operator set, since hybrid still calls the classifier", () => {
+    const config = buildComplexityRouterConfig(hybridParams);
+    expect(config.classifier_type).toBe("hybrid");
+    expect(config.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 });
+    expect(config.classifier_fallback).toBe("default_model");
+  });
+
+  it("omits hybrid_boundary_margin on every other classifier type, which the backend rejects it on", () => {
+    for (const classifierType of ["heuristic", "llm", "heuristic_first"] as const) {
+      const config = buildComplexityRouterConfig({
+        ...hybridParams,
+        classifierType,
+        ...(classifierType === "heuristic_first" && { heuristicFirstMaxTier: "SIMPLE" }),
+      });
+      expect(config.hybrid_boundary_margin).toBeUndefined();
+    }
+  });
+});
+
 describe("classification_mode", () => {
   it("emits user_turn", () => {
     const config = buildComplexityRouterConfig({ ...baseParams, classificationMode: "user_turn" });
@@ -883,11 +1006,16 @@ describe("buildComplexityRouterConfig with an edited tier set", () => {
       classifierLlmConfig: {
         model: "gpt-4o-mini",
         timeout_ms: 3000,
+        reasoning_effort: "low",
         system_prompt: "replace the whole rubric",
         classification_rubric: "agentic",
       },
     });
-    expect(payload.classifier_llm_config).toEqual({ model: "gpt-4o-mini", timeout_ms: 3000 });
+    expect(payload.classifier_llm_config).toEqual({
+      model: "gpt-4o-mini",
+      timeout_ms: 3000,
+      reasoning_effort: "low",
+    });
   });
 
   it.each(
@@ -905,10 +1033,12 @@ describe("buildComplexityRouterConfig with an edited tier set", () => {
       dimensionWeights: { length: 1 },
       reasoningOverrideMinScore: 0.5,
       heuristicFirstMaxTier: "SIMPLE",
+      hybridBoundaryMargin: 0.03,
       customTechnicalKeywords: ["kubernetes"],
     };
     const emittingType = key === "heuristic_first_max_tier" ? "heuristic_first" : "llm";
-    expect(buildComplexityRouterConfig({ ...baseParams, ...loaded, classifierType: emittingType })).toHaveProperty(key);
+    const typeForKey = key === "hybrid_boundary_margin" ? "hybrid" : emittingType;
+    expect(buildComplexityRouterConfig({ ...baseParams, ...loaded, classifierType: typeForKey })).toHaveProperty(key);
     expect(build(loaded)).not.toHaveProperty(key);
   });
 
diff --git a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
index af34dc92c0f..32633a809a2 100644
--- a/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
+++ b/ui/litellm-dashboard/src/components/add_model/build_complexity_router_config.ts
@@ -1,4 +1,5 @@
 import { KeywordTierRule } from "./KeywordTierRules";
+import type { ModelGroup } from "../llm_calls/fetch_models";
 import {
   type CustomTierSet,
   type TierRow,
@@ -55,12 +56,29 @@ import {
 export const normalizeClassifierLlmConfig = ({
   model,
   timeout_ms,
+  circuit_breaker_enabled,
+  circuit_breaker_cooldown_seconds,
+  reasoning_effort,
   classification_rubric,
   system_prompt,
 }: ClassifierLLMConfig): ClassifierLLMConfig =>
   system_prompt?.trim()
-    ? { model, timeout_ms, system_prompt }
-    : { model, timeout_ms, ...(classification_rubric && { classification_rubric }) };
+    ? {
+        model,
+        timeout_ms,
+        ...(circuit_breaker_enabled !== undefined && { circuit_breaker_enabled }),
+        ...(circuit_breaker_cooldown_seconds !== undefined && { circuit_breaker_cooldown_seconds }),
+        ...(reasoning_effort && { reasoning_effort }),
+        system_prompt,
+      }
+    : {
+        model,
+        timeout_ms,
+        ...(circuit_breaker_enabled !== undefined && { circuit_breaker_enabled }),
+        ...(circuit_breaker_cooldown_seconds !== undefined && { circuit_breaker_cooldown_seconds }),
+        ...(reasoning_effort && { reasoning_effort }),
+        ...(classification_rubric && { classification_rubric }),
+      };
 
 interface ScorerKnobInputs {
   classifierType: ClassifierType;
@@ -107,9 +125,11 @@ export interface BuildComplexityRouterConfigParams {
   classifierFallback: ClassifierFallback | undefined;
   classificationPrompt: string | undefined;
   heuristicFirstMaxTier: string | undefined;
+  hybridBoundaryMargin?: number;
   classificationMode: ClassificationMode | undefined;
   sessionAffinity: boolean;
   modalityRouting?: boolean;
+  modalityPinOverride?: boolean;
   deploymentAffinity: boolean;
   customTechnicalKeywords: string[];
   keywordTierRules: KeywordTierRule[];
@@ -129,6 +149,7 @@ export interface BuildComplexityRouterConfigParams {
   tierModelParams?: TierModelParamsByTier;
   enableContextWindowEscalation?: boolean;
   contextWindowEscalationBuffer?: number;
+  sessionAffinityTtlSeconds?: number;
 }
 
 /**
@@ -163,10 +184,13 @@ export interface ComplexityRouterConfigPayload {
   classifier_fallback?: ClassifierFallback;
   classification_prompt?: string;
   heuristic_first_max_tier?: string;
+  hybrid_boundary_margin?: number;
   classification_mode: ClassificationMode;
   session_affinity: boolean;
+  session_affinity_ttl_seconds?: number;
   deployment_affinity: boolean;
   modality_routing: boolean;
+  modality_pin_override: boolean;
   custom_technical_keywords?: string[];
   keyword_tier_rules?: { keywords: string[]; tier: KeywordTierRule["tier"] }[];
   semantic_keyword_matching?: boolean;
@@ -264,6 +288,20 @@ export const getClassifierModelError = (
     : "Please select a classifier model, or switch back to Heuristic";
 };
 
+export const getClassifierReasoningEffortError = (
+  config: Pick<ComplexityRouterConfigValue, "custom_tier_set" | "classifier_type" | "classifier_llm_config">,
+  modelInfo: readonly ModelGroup[],
+): string | null => {
+  if (!usesLlmClassifier(effectiveClassifierType(config))) return null;
+  const classifierConfig = config.classifier_llm_config;
+  if (!classifierConfig?.model || !classifierConfig.reasoning_effort) return null;
+  const supported = modelInfo.find(
+    (model) => model.model_group === classifierConfig.model,
+  )?.supported_reasoning_efforts;
+  if (!Array.isArray(supported) || supported.includes(classifierConfig.reasoning_effort)) return null;
+  return `${classifierConfig.reasoning_effort} reasoning effort is not supported by every deployment in ${classifierConfig.model}. Choose Default or a supported value.`;
+};
+
 export const getSemanticConfigError = ({
   semanticMatchingEnabled,
   embeddingModel,
@@ -291,11 +329,21 @@ export const customTierWireFields = (
     tier_definitions: tierDefinitionsFromRows(rows),
     ...(fallback && { fallback_tier: activeTierName(fallback) }),
     classifier_type: "llm",
-    // Rebuilt from the two fields an edited tier set allows. The backend rejects system_prompt and
+    // Rebuilt from the fields an edited tier set allows. The backend rejects system_prompt and
     // classification_rubric beside tier_definitions, and both live inside this object rather than at
     // the top level the omit list covers. The opening instructions ride classification_prompt below.
     ...(classifierLlmConfig && {
-      classifier_llm_config: { model: classifierLlmConfig.model, timeout_ms: classifierLlmConfig.timeout_ms },
+      classifier_llm_config: {
+        model: classifierLlmConfig.model,
+        timeout_ms: classifierLlmConfig.timeout_ms,
+        ...(classifierLlmConfig.circuit_breaker_enabled !== undefined && {
+          circuit_breaker_enabled: classifierLlmConfig.circuit_breaker_enabled,
+        }),
+        ...(classifierLlmConfig.circuit_breaker_cooldown_seconds !== undefined && {
+          circuit_breaker_cooldown_seconds: classifierLlmConfig.circuit_breaker_cooldown_seconds,
+        }),
+        ...(classifierLlmConfig.reasoning_effort && { reasoning_effort: classifierLlmConfig.reasoning_effort }),
+      },
     }),
     session_affinity: false,
     ...(classificationPrompt?.trim() && { classification_prompt: classificationPrompt.trim() }),
@@ -352,6 +400,7 @@ const classifierWireFields = (
     classifierLlmConfig,
     classifierFallback,
     heuristicFirstMaxTier,
+    hybridBoundaryMargin,
     classifierContextWindowSize,
     classifierContextBudgetChars,
     classifierContextIncludeAssistantTurns,
@@ -360,6 +409,7 @@ const classifierWireFields = (
     | "classifierLlmConfig"
     | "classifierFallback"
     | "heuristicFirstMaxTier"
+    | "hybridBoundaryMargin"
     | "classifierContextWindowSize"
     | "classifierContextBudgetChars"
     | "classifierContextIncludeAssistantTurns"
@@ -371,6 +421,8 @@ const classifierWireFields = (
     classifierFallback !== undefined && { classifier_fallback: classifierFallback }),
   ...(effectiveType === "heuristic_first" &&
     heuristicFirstMaxTier?.trim() && { heuristic_first_max_tier: heuristicFirstMaxTier }),
+  ...(effectiveType === "hybrid" &&
+    hybridBoundaryMargin !== undefined && { hybrid_boundary_margin: hybridBoundaryMargin }),
   ...(usesLlmClassifier(effectiveType) &&
     classifierContextWindowSize !== undefined && {
       classifier_context_window_size: classifierContextWindowSize,
@@ -399,9 +451,11 @@ export const buildComplexityRouterConfig = ({
   classifierFallback,
   classificationPrompt,
   heuristicFirstMaxTier,
+  hybridBoundaryMargin,
   classificationMode,
   sessionAffinity,
   modalityRouting,
+  modalityPinOverride,
   deploymentAffinity,
   customTechnicalKeywords,
   keywordTierRules,
@@ -421,6 +475,7 @@ export const buildComplexityRouterConfig = ({
   tierModelParams,
   enableContextWindowEscalation,
   contextWindowEscalationBuffer,
+  sessionAffinityTtlSeconds,
 }: BuildComplexityRouterConfigParams): ComplexityRouterConfigPayload => {
   const serializedTierModelConfigs = customTierSet
     ? serializeTierModelConfigs(
@@ -444,6 +499,7 @@ export const buildComplexityRouterConfig = ({
     classifierLlmConfig,
     classifierFallback,
     heuristicFirstMaxTier,
+    hybridBoundaryMargin,
     classifierContextWindowSize,
     classifierContextBudgetChars,
     classifierContextIncludeAssistantTurns,
@@ -464,6 +520,7 @@ export const buildComplexityRouterConfig = ({
     session_affinity: sessionAffinity,
     deployment_affinity: deploymentAffinity,
     modality_routing: modalityRouting ?? false,
+    modality_pin_override: modalityPinOverride ?? false,
     ...(customTechnicalKeywords.length > 0 && { custom_technical_keywords: customTechnicalKeywords }),
     ...(cleanedKeywordTierRules.length > 0 && { keyword_tier_rules: cleanedKeywordTierRules }),
     escalation_keywords: cleanedEscalationKeywords,
@@ -485,6 +542,9 @@ export const buildComplexityRouterConfig = ({
     ...(contextWindowEscalationBuffer !== undefined && {
       context_window_escalation_buffer: contextWindowEscalationBuffer,
     }),
+    ...(sessionAffinityTtlSeconds !== undefined && {
+      session_affinity_ttl_seconds: sessionAffinityTtlSeconds,
+    }),
     ...scorerKnobs,
   };
   if (!customTierSet) return payload;
diff --git a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
index 8cdb730cfa6..eb58c94b789 100644
--- a/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
+++ b/ui/litellm-dashboard/src/components/add_model/complexity_router_tiers.ts
@@ -1,4 +1,5 @@
 import type { ComplexityTier } from "./KeywordTierRules";
+import type { ModelGroup } from "@/components/llm_calls/fetch_models";
 import { TIER_ORDER } from "./tier_rows";
 
 export type TierModelParams = Record<string, unknown>;
@@ -18,6 +19,23 @@ export const REASONING_EFFORT_OPTIONS = ["none", "minimal", "low", "medium", "hi
  */
 export type ReasoningEffort = (typeof REASONING_EFFORT_OPTIONS)[number] | (string & {});
 
+export const tierEffortOptionsForModels = (modelInfo: ModelGroup[]): Record<string, string[]> =>
+  Object.fromEntries(
+    modelInfo.map((model) => [
+      model.model_group,
+      model.supported_reasoning_efforts ?? (model.supports_reasoning ? [...REASONING_EFFORT_OPTIONS] : []),
+    ]),
+  );
+
+/**
+ * Stricter than the tier variant on purpose: classifier overrides are new in this release, so an
+ * unknown capability list stays unknown instead of inventing provider levels.
+ */
+export const classifierEffortOptionsForModels = (
+  modelInfo: ModelGroup[],
+): Record<string, string[] | null | undefined> =>
+  Object.fromEntries(modelInfo.map((model) => [model.model_group, model.supported_reasoning_efforts]));
+
 const asRecord = (raw: unknown): Record<string, unknown> | undefined =>
   typeof raw === "object" && raw !== null && !Array.isArray(raw) ? (raw as Record<string, unknown>) : undefined;
 
diff --git a/ui/litellm-dashboard/src/components/add_model/tier_rows.ts b/ui/litellm-dashboard/src/components/add_model/tier_rows.ts
index d2706a82037..3c5b149f4da 100644
--- a/ui/litellm-dashboard/src/components/add_model/tier_rows.ts
+++ b/ui/litellm-dashboard/src/components/add_model/tier_rows.ts
@@ -122,10 +122,10 @@ export const CUSTOM_TIER_RESTRICTIONS = {
     reason: "Session pinning escalates along the built-in tier ladder, which your tier set replaces",
   },
   heuristicClassifier: {
-    omit: ["heuristic_first_max_tier"],
+    omit: ["heuristic_first_max_tier", "hybrid_boundary_margin"],
     reason:
       "The heuristic scorer only produces the built-in tiers, so an edited set needs the LLM classifier. " +
-      "Heuristic first is out for the same reason: its local scorer decides the cheap traffic",
+      "Heuristic first and hybrid are out for the same reason: their local scorer decides the traffic it is sure of",
   },
   heuristicScoring: {
     omit: [
diff --git a/ui/litellm-dashboard/src/components/alerting/alerting_settings.tsx b/ui/litellm-dashboard/src/components/alerting/alerting_settings.tsx
index 98e876801ac..cff33546fbc 100644
--- a/ui/litellm-dashboard/src/components/alerting/alerting_settings.tsx
+++ b/ui/litellm-dashboard/src/components/alerting/alerting_settings.tsx
@@ -5,6 +5,7 @@ import React, { useState, useEffect } from "react";
 
 import { alertingSettingsCall, updateConfigFieldSetting } from "../networking";
 import DynamicForm from "./dynamic_form";
+import { extractProxyErrorMessage } from "@/lib/http/client";
 import { toast } from "@/lib/toast";
 interface alertingSettingsItem {
   field_name: string;
@@ -43,7 +44,7 @@ const AlertingSettings: React.FC<AlertingSettingsProps> = ({ accessToken, premiu
     setAlertingSettings(updatedSettings);
   };
 
-  const handleSubmit = (formValues: Record<string, any>) => {
+  const handleSubmit = async (formValues: Record<string, any>) => {
     if (!accessToken) {
       return;
     }
@@ -64,18 +65,18 @@ const AlertingSettings: React.FC<AlertingSettingsProps> = ({ accessToken, premiu
     const mergedFormValues = { ...formValues, ...initialFormValues };
     const { slack_alerting, ...alertingArgs } = mergedFormValues;
     try {
-      updateConfigFieldSetting(accessToken, "alerting_args", alertingArgs);
+      await updateConfigFieldSetting(accessToken, "alerting_args", alertingArgs);
       if (typeof slack_alerting === "boolean") {
         if (slack_alerting == true) {
-          updateConfigFieldSetting(accessToken, "alerting", ["slack"]);
+          await updateConfigFieldSetting(accessToken, "alerting", ["slack"]);
         } else {
-          updateConfigFieldSetting(accessToken, "alerting", []);
+          await updateConfigFieldSetting(accessToken, "alerting", []);
         }
       }
       // update value in state
       toast.success("Wait 10s for proxy to update.");
     } catch (error) {
-      // do something
+      toast.error(extractProxyErrorMessage(error));
     }
   };
 
diff --git a/ui/litellm-dashboard/src/components/alerting/dynamic_form.integration.test.tsx b/ui/litellm-dashboard/src/components/alerting/dynamic_form.integration.test.tsx
index f9b9765f59e..7764052173c 100644
--- a/ui/litellm-dashboard/src/components/alerting/dynamic_form.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/alerting/dynamic_form.integration.test.tsx
@@ -38,6 +38,14 @@ const SETTINGS: Setting[] = [
     stored_in_db: null,
     premium_field: false,
   },
+  {
+    field_name: "daily_spend_per_user_threshold",
+    field_description: "Daily spend threshold per user",
+    field_type: "Float",
+    field_value: 5.5,
+    stored_in_db: true,
+    premium_field: false,
+  },
 ];
 
 const renderForm = (
@@ -170,6 +178,19 @@ describe("DynamicForm change notifications", () => {
     expect(handleInputChange).toHaveBeenCalledWith("daily_report_frequency", 128);
   });
 
+  it("renders a Float field as a decimal-friendly number input and reports changes as numbers", async () => {
+    const user = userEvent.setup();
+    const { handleInputChange } = renderForm();
+
+    const input = screen.getByDisplayValue("5.5");
+    expect(input).toHaveAttribute("type", "number");
+    expect(input).toHaveAttribute("step", "any");
+
+    await user.type(input, "1");
+
+    expect(handleInputChange).toHaveBeenCalledWith("daily_spend_per_user_threshold", 5.51);
+  });
+
   it("reports a reset with the field name and its row index", async () => {
     const user = userEvent.setup();
     const { handleResetField } = renderForm();
@@ -216,7 +237,7 @@ describe("DynamicForm presentation", () => {
 
     expect(screen.getByText("daily_report_frequency")).toBeInTheDocument();
     expect(screen.getByText("How often the report runs")).toBeInTheDocument();
-    expect(screen.getByText("In DB")).toBeInTheDocument();
+    expect(screen.getAllByText("In DB")).toHaveLength(2);
     expect(screen.getByText("In Config")).toBeInTheDocument();
     expect(screen.getByText("Not Set")).toBeInTheDocument();
   });
diff --git a/ui/litellm-dashboard/src/components/alerting/dynamic_form.tsx b/ui/litellm-dashboard/src/components/alerting/dynamic_form.tsx
index be5e76ab0df..42aa58ca0ea 100644
--- a/ui/litellm-dashboard/src/components/alerting/dynamic_form.tsx
+++ b/ui/litellm-dashboard/src/components/alerting/dynamic_form.tsx
@@ -63,11 +63,11 @@ const DynamicForm: React.FC<DynamicFormProps> = ({
   };
 
   const renderControl = (setting: AlertingSetting) => {
-    if (setting.field_type === "Integer") {
+    if (setting.field_type === "Integer" || setting.field_type === "Float") {
       return (
         <Input
           type="number"
-          step={1}
+          step={setting.field_type === "Integer" ? 1 : "any"}
           value={setting.field_value ?? ""}
           onChange={(event) => handleNumericChange(setting, event.target.value)}
         />
diff --git a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.test.tsx b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.test.tsx
index e0b2b897b36..524ec6a715e 100644
--- a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.test.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.test.tsx
@@ -58,6 +58,17 @@ describe("OrganizationDropdown", () => {
     expect(onChange.mock.calls[0][0]).toBe("org-1");
   });
 
+  it("emits null, never the empty string, when the selection is cleared", async () => {
+    const onChange = vi.fn();
+    const user = userEvent.setup();
+    render(<OrganizationDropdown organizations={MOCK_ORGS} value="org-1" onChange={onChange} />);
+
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+
+    expect(onChange).toHaveBeenCalledTimes(1);
+    expect(onChange).toHaveBeenCalledWith(null);
+  });
+
   it("should filter options by organization id", async () => {
     const user = userEvent.setup();
     render(<OrganizationDropdown organizations={MOCK_ORGS} />);
diff --git a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
index 8da35ecd02e..663028b2d92 100644
--- a/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/OrganizationDropdown.tsx
@@ -5,7 +5,7 @@ import { Organization } from "../networking";
 interface OrganizationDropdownProps {
   organizations?: Organization[] | null;
   value?: string;
-  onChange?: (value: string) => void;
+  onChange?: (value: string | null) => void;
   disabled?: boolean;
   loading?: boolean;
   style?: React.CSSProperties;
@@ -32,7 +32,7 @@ const OrganizationDropdown: React.FC<OrganizationDropdownProps> = ({
           sublabel: org.organization_id,
         }))}
         value={value}
-        onValueChange={(organizationId) => onChange?.(organizationId)}
+        onValueChange={(organizationId) => onChange?.(organizationId || null)}
         placeholder={placeholder}
         emptyText={loading ? "Loading organizations…" : "No organizations found"}
         disabled={disabled}
diff --git a/ui/litellm-dashboard/src/components/common_components/team_dropdown.test.tsx b/ui/litellm-dashboard/src/components/common_components/team_dropdown.test.tsx
new file mode 100644
index 00000000000..01b8a12d99c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/common_components/team_dropdown.test.tsx
@@ -0,0 +1,48 @@
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { describe, expect, it, vi } from "vitest";
+
+import { chooseSelectOption } from "../../../tests/test-utils";
+import type { Team } from "../key_team_helpers/key_list";
+import TeamDropdown from "./team_dropdown";
+
+const TEAMS = [
+  { team_id: "team-1", team_alias: "Alpha Team" },
+  { team_id: "team-2", team_alias: "Beta Team" },
+] as unknown as Team[];
+
+vi.mock("@/app/(dashboard)/hooks/teams/useTeams", () => ({
+  useInfiniteTeams: () => ({
+    data: { pages: [{ teams: TEAMS }] },
+    fetchNextPage: vi.fn(),
+    hasNextPage: false,
+    isFetchingNextPage: false,
+    isLoading: false,
+  }),
+}));
+
+describe("TeamDropdown", () => {
+  it("emits the picked team's id and full object", async () => {
+    const user = userEvent.setup();
+    const onChange = vi.fn();
+    const onTeamSelect = vi.fn();
+    render(<TeamDropdown onChange={onChange} onTeamSelect={onTeamSelect} />);
+
+    await chooseSelectOption(user, screen.getByRole("combobox"), /^Beta Team/);
+
+    expect(onChange).toHaveBeenCalledWith("team-2");
+    expect(onTeamSelect).toHaveBeenCalledWith(TEAMS[1]);
+  });
+
+  it("emits null, never the empty string, when the selection is cleared", async () => {
+    const user = userEvent.setup();
+    const onChange = vi.fn();
+    const onTeamSelect = vi.fn();
+    render(<TeamDropdown value="team-1" onChange={onChange} onTeamSelect={onTeamSelect} />);
+
+    await user.click(screen.getByRole("button", { name: "Clear" }));
+
+    expect(onChange).toHaveBeenCalledWith(null);
+    expect(onTeamSelect).toHaveBeenCalledWith(null);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx b/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
index 35121f41598..7d385c2a3f7 100644
--- a/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/team_dropdown.tsx
@@ -5,7 +5,7 @@ import { Team } from "../key_team_helpers/key_list";
 
 interface TeamDropdownProps {
   value?: string;
-  onChange?: (value: string) => void;
+  onChange?: (value: string | null) => void;
   /** Callback with the full Team object (or null on clear). */
   onTeamSelect?: (team: Team | null) => void;
   disabled?: boolean;
@@ -47,7 +47,7 @@ const TeamDropdown: React.FC<TeamDropdownProps> = ({
   }, [data]);
 
   const handleChange = (teamId: string) => {
-    onChange?.(teamId);
+    onChange?.(teamId || null);
     if (onTeamSelect) {
       onTeamSelect(teamId ? teams.find((t) => t.team_id === teamId) ?? null : null);
     }
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
index 3e63cbd3b32..877b35199a4 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/build_updated_complexity_router_config.test.ts
@@ -16,7 +16,7 @@ const storedCustomConfig = (overrides: Record<string, unknown> = {}) => ({
   ],
   fallback_tier: "CASUAL",
   classifier_type: "llm",
-  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
   ...overrides,
 });
 
@@ -111,7 +111,7 @@ describe("buildUpdatedComplexityRouterConfig keyword matching", () => {
 const STORED_LLM = {
   tiers: { SIMPLE: ["gpt-4o-mini"], MEDIUM: [], COMPLEX: [], REASONING: [] },
   classifier_type: "llm",
-  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+  classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
   classifier_context_window_size: 5,
   classifier_context_per_turn_chars: 300,
 };
@@ -257,6 +257,67 @@ describe("buildUpdatedComplexityRouterConfig session affinity", () => {
   });
 });
 
+describe("buildUpdatedComplexityRouterConfig session affinity ttl", () => {
+  it("writes an edited idle window", () => {
+    const result = buildUpdatedComplexityRouterConfig(STORED, { ...FORM_VALUE, session_affinity_ttl_seconds: 300 });
+    expect(result.session_affinity_ttl_seconds).toBe(300);
+  });
+
+  it("carries a stored idle window through an untouched open-and-save", () => {
+    const stored = { ...STORED, session_affinity_ttl_seconds: 900 };
+    const result = buildUpdatedComplexityRouterConfig(stored, hydrateComplexityRouterConfig(stored, undefined));
+    expect(result.session_affinity_ttl_seconds).toBe(900);
+  });
+
+  it("drops the key when the field is cleared, so the router goes back to tracking the backend default", () => {
+    const result = buildUpdatedComplexityRouterConfig(
+      { ...STORED, session_affinity_ttl_seconds: 900 },
+      { ...FORM_VALUE, session_affinity_ttl_seconds: undefined },
+    );
+    expect(result).not.toHaveProperty("session_affinity_ttl_seconds");
+  });
+
+  it("keeps the idle window on a custom tier set, whose deployment pin still uses it", () => {
+    const result = buildUpdatedComplexityRouterConfig(STORED, {
+      ...FORM_VALUE,
+      session_affinity_ttl_seconds: 300,
+      custom_tier_set: {
+        tiers: [
+          { id: "a", name: "CASUAL", definition: "small talk", models: ["gpt-4o-mini"] },
+          { id: "b", name: "AUDIT", definition: "security review", models: ["o1"] },
+        ],
+        fallback_tier_id: "a",
+      },
+    });
+    expect(result.session_affinity).toBe(false);
+    expect(result.session_affinity_ttl_seconds).toBe(300);
+  });
+});
+
+describe("buildUpdatedComplexityRouterConfig modality pin override", () => {
+  it("writes modality_pin_override explicitly both ways", () => {
+    expect(
+      buildUpdatedComplexityRouterConfig(STORED, { ...FORM_VALUE, modality_pin_override: true }).modality_pin_override,
+    ).toBe(true);
+    expect(
+      buildUpdatedComplexityRouterConfig(STORED, { ...FORM_VALUE, modality_pin_override: false }).modality_pin_override,
+    ).toBe(false);
+  });
+
+  it("re-asserts the backend's off-by-default when the form value is absent, rather than dropping the key", () => {
+    const result = buildUpdatedComplexityRouterConfig({ ...STORED, modality_pin_override: true }, FORM_VALUE);
+    expect(result.modality_pin_override).toBe(false);
+  });
+
+  it("round-trips a stored modality_pin_override=true through hydrate then save", () => {
+    const stored = { ...STORED, modality_routing: true, modality_pin_override: true };
+    const hydrated = hydrateComplexityRouterConfig(stored, undefined);
+
+    expect(hydrated.modality_pin_override).toBe(true);
+    expect(buildUpdatedComplexityRouterConfig(stored, hydrated).modality_pin_override).toBe(true);
+  });
+});
+
 describe("buildUpdatedComplexityRouterConfig classification mode", () => {
   it("round-trips a stored user_turn through hydrate then save", () => {
     const stored = { ...STORED, classification_mode: "user_turn" };
@@ -498,13 +559,16 @@ describe("managed keys survive an untouched open-and-save", () => {
     tier_labels: { SIMPLE: "Cheap" },
     classifier_type: "heuristic_first",
     heuristic_first_max_tier: "SIMPLE",
-    classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000 },
+    classifier_llm_config: { model: "gpt-4o-mini", timeout_ms: 3000, reasoning_effort: "low" },
     classifier_context_window_size: 5,
     classifier_context_budget_chars: 4000,
     classifier_context_include_assistant_turns: true,
     classifier_fallback: "default_model",
     classification_mode: "user_turn",
     session_affinity: true,
+    session_affinity_ttl_seconds: 300,
+    modality_routing: true,
+    modality_pin_override: true,
     deployment_affinity: false,
     adaptive: true,
     adaptive_weights: { quality: 0.4, cost: 0.6 },
@@ -520,16 +584,21 @@ describe("managed keys survive an untouched open-and-save", () => {
   };
 
   // tier_definitions, fallback_tier and classification_prompt cannot sit beside heuristic_first, which
-  // this fixture uses, so no single stored config can hold every managed key. They get their own round
-  // trip below.
-  const CUSTOM_TIER_ONLY_KEYS = new Set(["tier_definitions", "fallback_tier", "classification_prompt"]);
+  // this fixture uses, and hybrid_boundary_margin belongs to the sibling hybrid type, so no single
+  // stored config can hold every managed key. Each gets its own round trip below.
+  const KEYS_ANOTHER_CLASSIFIER_TYPE_OWNS = new Set([
+    "tier_definitions",
+    "fallback_tier",
+    "classification_prompt",
+    "hybrid_boundary_margin",
+  ]);
 
   it("carries every managed key a built-in router can hold through hydrate then save", () => {
     const hydrated = hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined);
     const saved = buildUpdatedComplexityRouterConfig(STORED_ALL_MANAGED, hydrated);
 
     const dropped = [...MANAGED_COMPLEXITY_ROUTER_KEYS]
-      .filter((key) => !CUSTOM_TIER_ONLY_KEYS.has(key))
+      .filter((key) => !KEYS_ANOTHER_CLASSIFIER_TYPE_OWNS.has(key))
       .filter((key) => saved[key] === undefined);
     expect(dropped).toEqual([]);
   });
@@ -583,6 +652,18 @@ describe("managed keys survive an untouched open-and-save", () => {
     );
   });
 
+  it("round-trips a hybrid router's margin, which save requires and the backend rejects without", () => {
+    const storedHybrid: Record<string, unknown> = {
+      ...STORED_ALL_MANAGED,
+      classifier_type: "hybrid",
+      hybrid_boundary_margin: 0.05,
+    };
+    delete storedHybrid.heuristic_first_max_tier;
+    const hydrated = hydrateComplexityRouterConfig(storedHybrid, undefined);
+    expect(hydrated.hybrid_boundary_margin).toBe(0.05);
+    expect(buildUpdatedComplexityRouterConfig(storedHybrid, hydrated).hybrid_boundary_margin).toBe(0.05);
+  });
+
   it("round-trips the heuristic_first threshold, which save requires and the backend rejects without", () => {
     const hydrated = hydrateComplexityRouterConfig(STORED_ALL_MANAGED, undefined);
     expect(hydrated.heuristic_first_max_tier).toBe("SIMPLE");
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.ts b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.ts
index 481ba2b6b00..651d5880db4 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.ts
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.ts
@@ -51,6 +51,7 @@ const expectedClassifiedTierConfig = {
   session_affinity: false,
   deployment_affinity: true,
   modality_routing: false,
+  modality_pin_override: false,
   adaptive: true,
   adaptive_weights: { quality: 0.4, cost: 0.6 },
   adaptive_eligible: "classified_tier",
@@ -74,6 +75,7 @@ const expectedAdaptiveDisabledConfig = {
   session_affinity: false,
   deployment_affinity: true,
   modality_routing: false,
+  modality_pin_override: false,
 };
 
 describe("buildUpdatedComplexityRouterConfig", () => {
@@ -109,6 +111,26 @@ describe("buildUpdatedComplexityRouterConfig", () => {
     expect(disabled.modality_routing).toBe(false);
   });
 
+  it("hydrates a stored modality_pin_override into form state and defaults absent to off", () => {
+    expect(
+      hydrateComplexityRouterConfig({ ...storedConfig, modality_pin_override: true }, null).modality_pin_override,
+    ).toBe(true);
+    expect(hydrateComplexityRouterConfig(storedConfig, null).modality_pin_override).toBe(false);
+  });
+
+  it("round-trips modality_pin_override explicitly in both directions", () => {
+    const enabled = buildUpdatedComplexityRouterConfig(storedConfig, {
+      ...classifiedTierValue,
+      modality_pin_override: true,
+    });
+    expect(enabled.modality_pin_override).toBe(true);
+    const disabled = buildUpdatedComplexityRouterConfig(
+      { ...storedConfig, modality_pin_override: true },
+      { ...classifiedTierValue, modality_pin_override: false },
+    );
+    expect(disabled.modality_pin_override).toBe(false);
+  });
+
   it("includes return_raw_model_name only when enabled", () => {
     const updatedConfig = buildUpdatedComplexityRouterConfig(storedConfig, {
       ...classifiedTierValue,
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx
index 96e8549eac8..970bcaa545f 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.test.tsx
@@ -549,6 +549,93 @@ describe("EditAutoRouterModal deployment affinity", () => {
     await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
     expect(savedConfig().deployment_affinity).toBe(false);
   });
+
+  it("preserves an idle TTL through an untouched save", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig({ ...STORED_CONFIG, session_affinity_ttl_seconds: 300 });
+
+    await user.click(await screen.findByText("Advanced: Affinity"));
+    expect(await screen.findByLabelText("How long a pin survives idle (seconds)")).toHaveValue("300");
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig().session_affinity_ttl_seconds).toBe(300);
+  });
+
+  it("persists an edited idle TTL", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig(STORED_CONFIG);
+
+    await user.click(await screen.findByText("Advanced: Affinity"));
+    const ttl = await screen.findByLabelText("How long a pin survives idle (seconds)");
+    fireEvent.change(ttl, { target: { value: "300" } });
+    fireEvent.blur(ttl);
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig().session_affinity_ttl_seconds).toBe(300);
+  });
+
+  it("removes the idle TTL when cleared", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig({ ...STORED_CONFIG, session_affinity_ttl_seconds: 300 });
+
+    await user.click(await screen.findByText("Advanced: Affinity"));
+    const ttl = await screen.findByLabelText("How long a pin survives idle (seconds)");
+    fireEvent.change(ttl, { target: { value: "" } });
+    fireEvent.blur(ttl);
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig()).not.toHaveProperty("session_affinity_ttl_seconds");
+  });
+
+  // modality_pin_override is a managed key, so the modal rewrites it from form state on save. A
+  // hydration gap would silently turn a stored override off on the next untouched save.
+  it("shows a stored modality_pin_override=true as on and preserves it through an untouched save", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig({ ...STORED_CONFIG, modality_routing: true, modality_pin_override: true });
+
+    await user.click(await screen.findByText("Advanced: Modality Routing"));
+    expect(await screen.findByRole("switch", { name: "Override session pin for image requests" })).toBeChecked();
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig().modality_pin_override).toBe(true);
+  });
+
+  it("persists turning the modality pin override on", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig({ ...STORED_CONFIG, modality_routing: true });
+
+    await user.click(await screen.findByText("Advanced: Modality Routing"));
+    await user.click(await screen.findByRole("switch", { name: "Override session pin for image requests" }));
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig().modality_pin_override).toBe(true);
+  });
+
+  it("writes modality_pin_override=false for a stored config that never carried the key", async () => {
+    const user = userEvent.setup();
+    renderWithStoredConfig(STORED_CONFIG);
+
+    await user.click(await screen.findByText("Advanced: Modality Routing"));
+    expect(await screen.findByRole("switch", { name: "Override session pin for image requests" })).toHaveAttribute(
+      "aria-disabled",
+      "true",
+    );
+
+    await user.click(screen.getByRole("button", { name: /save changes/i }));
+
+    await waitFor(() => expect(modelPatchUpdateCall).toHaveBeenCalled());
+    expect(savedConfig().modality_pin_override).toBe(false);
+  });
 });
 
 describe("EditAutoRouterModal custom classifier prompt and fallback", () => {
diff --git a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
index e18582f77a0..ea1e5cba6a3 100644
--- a/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
+++ b/ui/litellm-dashboard/src/components/edit_auto_router/edit_auto_router_modal.tsx
@@ -28,6 +28,7 @@ import {
   type BuildComplexityRouterConfigParams,
   buildComplexityRouterConfig,
   getClassifierModelError,
+  getClassifierReasoningEffortError,
   getKeywordTierRulesError,
   getMissingTiersError,
   getSemanticConfigError,
@@ -89,6 +90,7 @@ export interface StoredComplexityRouterConfig {
   plan_mode_min_tier?: unknown;
   classification_prompt?: unknown;
   heuristic_first_max_tier?: unknown;
+  hybrid_boundary_margin?: unknown;
   tier_labels?: unknown;
   classifier_type?: ClassifierType;
   classifier_llm_config?: ClassifierLLMConfig;
@@ -102,7 +104,9 @@ export interface StoredComplexityRouterConfig {
   dimension_weights?: unknown;
   reasoning_override_min_score?: unknown;
   session_affinity?: unknown;
+  session_affinity_ttl_seconds?: unknown;
   modality_routing?: unknown;
+  modality_pin_override?: unknown;
   deployment_affinity?: unknown;
   adaptive?: boolean;
   adaptive_weights?: AdaptiveRouterWeights;
@@ -167,6 +171,8 @@ export const hydrateComplexityRouterConfig = (
       typeof parsedConfig.heuristic_first_max_tier === "string" && parsedConfig.heuristic_first_max_tier.trim() !== ""
         ? parsedConfig.heuristic_first_max_tier
         : undefined,
+    hybrid_boundary_margin:
+      typeof parsedConfig.hybrid_boundary_margin === "number" ? parsedConfig.hybrid_boundary_margin : undefined,
     classification_mode:
       parsedConfig.classification_mode === "user_turn" || parsedConfig.classification_mode === "every_request"
         ? parsedConfig.classification_mode
@@ -177,7 +183,14 @@ export const hydrateComplexityRouterConfig = (
     reasoning_override_min_score: hydrateReasoningOverrideMinScore(parsedConfig.reasoning_override_min_score),
     session_affinity:
       typeof parsedConfig.session_affinity === "boolean" ? parsedConfig.session_affinity : DEFAULT_SESSION_AFFINITY,
+    session_affinity_ttl_seconds:
+      typeof parsedConfig.session_affinity_ttl_seconds === "number" &&
+      Number.isFinite(parsedConfig.session_affinity_ttl_seconds)
+        ? parsedConfig.session_affinity_ttl_seconds
+        : undefined,
     modality_routing: typeof parsedConfig.modality_routing === "boolean" ? parsedConfig.modality_routing : false,
+    modality_pin_override:
+      typeof parsedConfig.modality_pin_override === "boolean" ? parsedConfig.modality_pin_override : false,
     deployment_affinity:
       typeof parsedConfig.deployment_affinity === "boolean"
         ? parsedConfig.deployment_affinity
@@ -214,9 +227,12 @@ export const MANAGED_COMPLEXITY_ROUTER_KEYS = new Set([
   "classifier_fallback",
   "classification_prompt",
   "heuristic_first_max_tier",
+  "hybrid_boundary_margin",
   "classification_mode",
   "session_affinity",
+  "session_affinity_ttl_seconds",
   "modality_routing",
+  "modality_pin_override",
   "deployment_affinity",
   "adaptive",
   "adaptive_weights",
@@ -303,6 +319,7 @@ export const buildUpdatedComplexityRouterConfig = (
     planModeMinTier: value.plan_mode_min_tier,
     classificationPrompt: value.classification_prompt,
     heuristicFirstMaxTier: value.heuristic_first_max_tier,
+    hybridBoundaryMargin: value.hybrid_boundary_margin,
     classificationMode: value.classification_mode,
     tierLabels: value.tier_labels,
     classifierType: value.classifier_type,
@@ -312,7 +329,9 @@ export const buildUpdatedComplexityRouterConfig = (
     classifierContextIncludeAssistantTurns: value.classifier_context_include_assistant_turns,
     classifierFallback: value.classifier_fallback,
     sessionAffinity: value.session_affinity ?? DEFAULT_SESSION_AFFINITY,
+    sessionAffinityTtlSeconds: value.session_affinity_ttl_seconds,
     modalityRouting: value.modality_routing ?? false,
+    modalityPinOverride: value.modality_pin_override ?? false,
     deploymentAffinity: value.deployment_affinity ?? DEFAULT_DEPLOYMENT_AFFINITY,
     customTechnicalKeywords: customTechnicalKeywords ?? [],
     keywordTierRules: keywordMatching?.keywordTierRules ?? [],
@@ -550,6 +569,12 @@ const EditAutoRouterModal: React.FC<EditAutoRouterModalProps> = ({
         toast.fromError(classifierError);
         return;
       }
+      const classifierEffortError = getClassifierReasoningEffortError(complexityRouterConfig, modelInfo);
+      if (classifierEffortError) {
+        setShowValidationErrors(true);
+        toast.fromError(classifierEffortError);
+        return;
+      }
       // Same guards the create form applies (add_auto_router_tab.tsx). The backend rejects a
       // keyword rule with no keyword, and semantic_keyword_matching without an embedding model
       // or keyword rules (complexity_router/config.py), so without these a save fails as a raw
diff --git a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
index 998924ce36d..3cb15dc3144 100644
--- a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
+++ b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.test.tsx
@@ -52,6 +52,24 @@ describe("fetchAvailableModels", () => {
     ]);
   });
 
+  it("preserves absent, unknown, empty, and explicit effort capability states", async () => {
+    modelHubCallMock.mockResolvedValue({
+      data: [
+        { model_group: "absent", supports_reasoning: true },
+        { model_group: "unknown", supports_reasoning: true, supported_reasoning_efforts: null },
+        { model_group: "empty", supports_reasoning: true, supported_reasoning_efforts: [] },
+        { model_group: "known", supports_reasoning: true, supported_reasoning_efforts: ["low"] },
+      ],
+    });
+
+    expect(await fetchAvailableModels("token")).toEqual([
+      { model_group: "absent", supports_reasoning: true },
+      { model_group: "empty", supports_reasoning: true, supported_reasoning_efforts: [] },
+      { model_group: "known", supports_reasoning: true, supported_reasoning_efforts: ["low"] },
+      { model_group: "unknown", supports_reasoning: true, supported_reasoning_efforts: null },
+    ]);
+  });
+
   it.each([
     ["an error payload in place of the list", { data: { error: "no access" } }],
     ["a missing data key", {}],
diff --git a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
index 1f812cf0377..a25055703bf 100644
--- a/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
+++ b/ui/litellm-dashboard/src/components/llm_calls/fetch_models.tsx
@@ -7,7 +7,7 @@ export interface ModelGroup {
   model_group: string;
   mode?: string;
   supports_reasoning?: boolean;
-  supported_reasoning_efforts?: string[];
+  supported_reasoning_efforts?: string[] | null;
 }
 
 interface AvailableModel {
@@ -25,7 +25,9 @@ const toModelGroup = (item: AvailableModel): ModelGroup => {
     model_group: groupName,
     ...(item.mode && { mode: item.mode }),
     ...(item.supports_reasoning === true && { supports_reasoning: true }),
-    ...(item.supported_reasoning_efforts && { supported_reasoning_efforts: item.supported_reasoning_efforts }),
+    ...(item.supported_reasoning_efforts !== undefined && {
+      supported_reasoning_efforts: item.supported_reasoning_efforts,
+    }),
   };
 };
 
diff --git a/ui/litellm-dashboard/src/components/model_info_view.test.tsx b/ui/litellm-dashboard/src/components/model_info_view.test.tsx
index 742d2593ade..768183907db 100644
--- a/ui/litellm-dashboard/src/components/model_info_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/model_info_view.test.tsx
@@ -87,6 +87,7 @@ describe("ModelInfoView", () => {
     accessToken: "test-token",
     userID: "123",
     userRole: "Admin",
+    isViewOnly: false,
     onModelUpdate: vi.fn(),
     modelAccessGroups: ["group1", "group2"],
   };
@@ -328,6 +329,16 @@ describe("ModelInfoView", () => {
     });
   });
 
+  // A proxy_admin_viewer session reads "Admin" through effectiveSessionRole, but the update
+  // and delete endpoints 403 it, so the write buttons must not be offered.
+  it("should disable delete and update buttons for a view-only admin session", async () => {
+    render(<ModelInfoView {...DEFAULT_ADMIN_PROPS} isViewOnly={true} />, { wrapper });
+    await waitFor(() => {
+      expect(screen.getByTestId("delete-model-button")).toBeDisabled();
+    });
+    expect(screen.getByTestId("update-api-key-button")).toBeDisabled();
+  });
+
   it("should disable delete button when model is not a DB model", async () => {
     const nonDbModelData = {
       ...defaultModelData,
diff --git a/ui/litellm-dashboard/src/components/model_info_view.tsx b/ui/litellm-dashboard/src/components/model_info_view.tsx
index f21e98e084c..35afcdb2985 100644
--- a/ui/litellm-dashboard/src/components/model_info_view.tsx
+++ b/ui/litellm-dashboard/src/components/model_info_view.tsx
@@ -53,6 +53,7 @@ interface ModelInfoViewProps {
   accessToken: string | null;
   userID: string | null;
   userRole: string | null;
+  isViewOnly: boolean;
   onModelUpdate?: (updatedModel: any) => void;
   modelAccessGroups: string[] | null;
 }
@@ -117,6 +118,7 @@ export default function ModelInfoView({
   accessToken,
   userID,
   userRole,
+  isViewOnly,
   onModelUpdate,
   modelAccessGroups,
 }: ModelInfoViewProps) {
@@ -167,7 +169,7 @@ export default function ModelInfoView({
   // Keep modelData variable name for backwards compatibility
   const modelData = transformedModelData;
 
-  const canEditModel = canModifyModel({ userRole, userID }, teams ?? null, {
+  const canEditModel = canModifyModel({ userRole, userID, isViewOnly }, teams ?? null, {
     teamId: modelData?.model_info?.team_id,
     isDbModel: modelData?.model_info?.db_model === true,
   });
diff --git a/ui/litellm-dashboard/src/components/networking.test.ts b/ui/litellm-dashboard/src/components/networking.test.ts
index 71296bc1dfd..9df9e9a9209 100644
--- a/ui/litellm-dashboard/src/components/networking.test.ts
+++ b/ui/litellm-dashboard/src/components/networking.test.ts
@@ -617,6 +617,15 @@ describe("buildModelGroupTestRequest", () => {
     expect(path).toBe("/v1/embeddings");
     expect(body).toEqual({ model: "text-embedding-3-small", input: "test from litellm" });
   });
+
+  it("adds classifier request parameters to a chat probe", () => {
+    const { body } = Networking.buildModelGroupTestRequest("gpt-5-mini", "chat", { reasoning_effort: "low" });
+    expect(body).toEqual({
+      model: "gpt-5-mini",
+      messages: [{ role: "user", content: "test from litellm" }],
+      reasoning_effort: "low",
+    });
+  });
 });
 
 describe("testMCPToolsListRequest auth headers", () => {
@@ -806,3 +815,87 @@ describe("daily activity api_key filter", () => {
     expect(requestedUrl(mockFetch)).toContain("user_id=");
   });
 });
+
+describe("userListCall search serialization", () => {
+  const originalFetch = global.fetch;
+
+  afterEach(() => {
+    global.fetch = originalFetch;
+  });
+
+  const mockOkFetch = () => {
+    const emptyPage = { users: [], total: 0, page: 1, page_size: 25, total_pages: 0 };
+    const body = JSON.stringify(emptyPage);
+    const mockFetch = vi.fn().mockResolvedValue({ ok: true, text: vi.fn().mockResolvedValue(body) } as any);
+    global.fetch = mockFetch as any;
+    return mockFetch;
+  };
+
+  const lastParams = (mockFetch: ReturnType<typeof vi.fn>) => {
+    const [url] = mockFetch.mock.calls.at(-1) ?? [];
+    return new URL(url as string, "http://example.com").searchParams;
+  };
+
+  it("sends the combined search term as search, not user_email", async () => {
+    const mockFetch = mockOkFetch();
+
+    await Networking.userListCall("token", null, 1, 25, null, null, null, null, null, null, null, "a6f5c02b");
+
+    expect(lastParams(mockFetch).get("search")).toBe("a6f5c02b");
+    expect(lastParams(mockFetch).has("user_email")).toBe(false);
+  });
+
+  it("omits search when no search term is given and keeps user_email as before", async () => {
+    const mockFetch = mockOkFetch();
+
+    await Networking.userListCall("token", null, 1, 25, "ada@example.com");
+
+    expect(lastParams(mockFetch).has("search")).toBe(false);
+    expect(lastParams(mockFetch).get("user_email")).toBe("ada@example.com");
+  });
+});
+
+describe("fetchMemoryList search serialization", () => {
+  const originalFetch = global.fetch;
+
+  afterEach(() => {
+    global.fetch = originalFetch;
+  });
+
+  const mockOkFetch = () => {
+    const emptyPage = { memories: [], total: 0 };
+    const mockFetch = vi.fn().mockResolvedValue({ ok: true, json: vi.fn().mockResolvedValue(emptyPage) } as any);
+    global.fetch = mockFetch as any;
+    return mockFetch;
+  };
+
+  const lastParams = (mockFetch: ReturnType<typeof vi.fn>) => {
+    const [url] = mockFetch.mock.calls.at(-1) ?? [];
+    return new URL(url as string, "http://example.com").searchParams;
+  };
+
+  it("sends the search box value as search and omits key_prefix and key", async () => {
+    const mockFetch = mockOkFetch();
+
+    await Networking.fetchMemoryList("token", { search: "mem-abc123", page: 1, pageSize: 50 });
+
+    const params = lastParams(mockFetch);
+    expect(params.get("search")).toBe("mem-abc123");
+    expect(params.has("key_prefix")).toBe(false);
+    expect(params.has("key")).toBe(false);
+    expect(params.get("page")).toBe("1");
+    expect(params.get("page_size")).toBe("50");
+  });
+
+  it("keeps key_prefix and key working when no search is given", async () => {
+    const mockFetch = mockOkFetch();
+
+    await Networking.fetchMemoryList("token", { keyPrefix: "user:" });
+    expect(lastParams(mockFetch).get("key_prefix")).toBe("user:");
+    expect(lastParams(mockFetch).has("search")).toBe(false);
+
+    await Networking.fetchMemoryList("token", { key: "user:profile" });
+    expect(lastParams(mockFetch).get("key")).toBe("user:profile");
+    expect(lastParams(mockFetch).has("search")).toBe(false);
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index b53a67f9bcc..697216c5254 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -81,6 +81,7 @@ import { EmailEventSettingsResponse, EmailEventSettingsUpdateRequest } from "./e
 import type { SkillRegisterRequest } from "./claude_code_plugins/types";
 import type { ModelBudgetUsage, ModelMaxBudget } from "./key_team_helpers/ModelMaxBudgetEditor";
 import type { ObjectPermission } from "./object_permission_types";
+import type { components } from "@/lib/http/schema";
 import { jsonFields } from "./common_components/check_openapi_schema";
 import type { MCPUserEnvVarsStatus } from "./mcp_tools/types";
 import type {
@@ -90,6 +91,7 @@ import type {
 } from "@/app/(dashboard)/caching/_components/coordination_redis_settings/types";
 import { MCP_TOOLS_PREVIEW_FORBIDDEN_MESSAGE } from "./mcp_tools/constants";
 import type { ComplexityRouterConfigPayload } from "./add_model/build_complexity_router_config";
+import type { AutoRouterPresetsResponse } from "@/lib/autorouter_presets";
 import type { VectorStoreIndex } from "@/app/(dashboard)/vector-stores/_components/IndexesTab";
 import type { RoutingDecision } from "./view_logs/LogDetailsDrawer/RoutingDecisionCard";
 import {
@@ -310,6 +312,8 @@ export interface AgentCredentialFieldMetadata {
   options?: string[] | null;
   default_value?: string | null;
   include_in_litellm_params?: boolean;
+  validation_pattern?: string | null;
+  validation_message?: string | null;
 }
 
 export interface AgentCreateInfo {
@@ -408,6 +412,15 @@ export const getComplexityScorerDefaults = async (): Promise<ComplexityScorerDef
   return await apiClient.get(`/public/complexity_router/scorer_defaults`);
 };
 
+export const getAutoRouterPresets = async (): Promise<AutoRouterPresetsResponse> => {
+  /**
+   * Fetch the auto-router preset catalog from the proxy's public endpoint. The template picker
+   * renders from this rather than from a copy in the dashboard, so a catalog update propagates
+   * without a dashboard release.
+   */
+  return await apiClient.get(`/public/autorouter_presets`);
+};
+
 export const getAgentCreateMetadata = async (): Promise<AgentCreateInfo[]> => {
   /**
    * Fetch agent type metadata from the proxy's public endpoint.
@@ -1021,6 +1034,7 @@ export const userListCall = async (
   sortBy: string | null = null,
   sortOrder: "asc" | "desc" | null = null,
   organizationIds: string[] | null = null,
+  search: string | null = null,
 ) => {
   /**
    * Get all available teams on proxy
@@ -1039,6 +1053,7 @@ export const userListCall = async (
         sort_by: sortBy || undefined,
         sort_order: sortOrder || undefined,
         organization_ids: organizationIds && organizationIds.length > 0 ? organizationIds.join(",") : undefined,
+        search: search || undefined,
       },
     })) as UserListResponse;
     return data;
@@ -1521,6 +1536,23 @@ export const teamDailyActivityAggregatedCall = async (
   }
 };
 
+export type TeamUserSpendResponse = components["schemas"]["TeamUserSpendResponse"];
+
+export const teamSpendByUserCall = async (
+  accessToken: string,
+  startTime: Date,
+  endTime: Date,
+  teamIds: string[],
+): Promise<TeamUserSpendResponse> =>
+  apiClient.get<TeamUserSpendResponse>(`/team/spend/by_user`, {
+    accessToken,
+    query: {
+      start_date: formatDate(startTime),
+      end_date: formatDate(endTime),
+      team_ids: teamIds.join(","),
+    },
+  });
+
 export const organizationDailyActivityCall = async (
   accessToken: string,
   startTime: Date,
@@ -2040,6 +2072,9 @@ interface UiSpendLogsParams {
   min_spend?: number;
   max_spend?: number;
   exclude_internal_health_checks?: boolean;
+  group_by_session?: boolean;
+  session_cursor?: string;
+  search?: string;
 }
 
 interface UiSpendLogsCallOptions {
@@ -2368,20 +2403,22 @@ export type ModelGroupConnectionResult = { status: "success" } | { status: "erro
 export const buildModelGroupTestRequest = (
   modelGroup: string,
   mode: "chat" | "embedding",
+  requestParams: Record<string, unknown> = {},
 ): { path: string; body: Record<string, unknown> } =>
   mode === "embedding"
     ? { path: "/v1/embeddings", body: { model: modelGroup, input: "test from litellm" } }
     : {
         path: "/v1/chat/completions",
-        body: { model: modelGroup, messages: [{ role: "user", content: "test from litellm" }] },
+        body: { ...requestParams, model: modelGroup, messages: [{ role: "user", content: "test from litellm" }] },
       };
 
 export const testModelGroupConnection = async (
   accessToken: string,
   modelGroup: string,
   mode: "chat" | "embedding",
+  requestParams?: Record<string, unknown>,
 ): Promise<ModelGroupConnectionResult> => {
-  const { path, body } = buildModelGroupTestRequest(modelGroup, mode);
+  const { path, body } = buildModelGroupTestRequest(modelGroup, mode, requestParams);
   try {
     await apiClient.post(path, { accessToken, body });
     return { status: "success" };
@@ -4678,9 +4715,12 @@ export const updatePromptCall = async (accessToken: string, promptId: string, pr
   }
 };
 
-export const deletePromptCall = async (accessToken: string, promptId: string) => {
+export const deletePromptCall = async (accessToken: string, promptId: string, environment?: string) => {
   try {
-    const data = await apiClient.delete(`/prompts/${promptId}`, { accessToken });
+    const data = await apiClient.delete(`/prompts/${promptId}`, {
+      accessToken,
+      query: { environment: environment || undefined },
+    });
     return data;
   } catch (error) {
     console.error("Failed to delete prompt:", error);
@@ -6542,6 +6582,7 @@ interface UiAuditLogsParams {
   changed_by_api_key?: string;
   object_team_id?: string;
   object_key_hash?: string;
+  search?: string | null;
   sort_by?: string;
   sort_order?: "asc" | "desc";
 }
@@ -6970,7 +7011,7 @@ export const vectorStoreSearchCall = async (
     if (!response.ok) {
       const errorData = await response.text();
       await handleError(errorData);
-      return null;
+      throw new Error(errorData);
     }
 
     const data = await response.json();
@@ -8040,15 +8081,18 @@ export const fetchMemoryList = async (
   options: {
     key?: string;
     keyPrefix?: string;
+    search?: string;
     page?: number;
     pageSize?: number;
   } = {},
 ): Promise<MemoryListResponse> => {
   const base = proxyBaseUrl ? `${proxyBaseUrl}/v1/memory` : `/v1/memory`;
   const params = new URLSearchParams();
-  // keyPrefix takes precedence — backend also does, but we omit `key`
+  // Backend precedence is search > key_prefix > key; only the winner is sent
   // to keep the URL clean and intent obvious.
-  if (options.keyPrefix) {
+  if (options.search) {
+    params.append("search", options.search);
+  } else if (options.keyPrefix) {
     params.append("key_prefix", options.keyPrefix);
   } else if (options.key) {
     params.append("key", options.key);
diff --git a/ui/litellm-dashboard/src/components/object_permissions_view.tsx b/ui/litellm-dashboard/src/components/object_permissions_view.tsx
index 011791fa18d..e90645a9e9f 100644
--- a/ui/litellm-dashboard/src/components/object_permissions_view.tsx
+++ b/ui/litellm-dashboard/src/components/object_permissions_view.tsx
@@ -3,9 +3,12 @@ import VectorStorePermissions from "./permissions/VectorStorePermissions";
 import MCPServerPermissions from "./permissions/MCPServerPermissions";
 import AgentPermissions from "./permissions/AgentPermissions";
 import type { ObjectPermission } from "./object_permission_types";
+import type { InheritedGrant } from "./permissions/inheritedGrants";
 
 interface ObjectPermissionsViewProps {
   objectPermission?: ObjectPermission | null;
+  inheritedMcpServers?: InheritedGrant[];
+  inheritedAgents?: InheritedGrant[];
   variant?: "card" | "inline";
   className?: string;
   accessToken?: string | null;
@@ -13,6 +16,8 @@ interface ObjectPermissionsViewProps {
 
 export function ObjectPermissionsView({
   objectPermission,
+  inheritedMcpServers = [],
+  inheritedAgents = [],
   variant = "card",
   className = "",
   accessToken,
@@ -34,9 +39,15 @@ export function ObjectPermissionsView({
         mcpAccessGroups={mcpAccessGroups}
         mcpToolPermissions={mcpToolPermissions}
         mcpToolsets={mcpToolsets}
+        inheritedMcpServers={inheritedMcpServers}
+        accessToken={accessToken}
+      />
+      <AgentPermissions
+        agents={agents}
+        agentAccessGroups={agentAccessGroups}
+        inheritedAgents={inheritedAgents}
         accessToken={accessToken}
       />
-      <AgentPermissions agents={agents} agentAccessGroups={agentAccessGroups} accessToken={accessToken} />
       <div className="min-w-0 rounded-md border border-border p-4">
         <p className="text-sm font-medium text-foreground">Search tools</p>
         {searchTools.length === 0 ? (
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
index 8630be8548f..045dcfa3ceb 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.integration.test.tsx
@@ -750,6 +750,19 @@ describe("CreateKey", () => {
 
       expect((await createdPayload()).organization_id).toBe("org-1");
     });
+
+    it("drops organization_id when the chosen organization is cleared again", async () => {
+      state.organizations = [{ organization_id: "org-1", organization_alias: "Engineering" }];
+      await openModal();
+      await nameTheKey();
+
+      await userEvent.click(await screen.findByLabelText("Organization"));
+      await userEvent.click(await screen.findByRole("option", { name: /Engineering/ }));
+      await userEvent.click(await screen.findByRole("button", { name: "Clear" }));
+      await submit();
+
+      expect((await createdPayload()).organization_id).toBeUndefined();
+    });
   });
 
   describe("policy and prompt fields", () => {
diff --git a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
index d38a8995c1b..7ada45947cb 100644
--- a/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
+++ b/ui/litellm-dashboard/src/components/organisms/create_key_button.tsx
@@ -334,7 +334,7 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
     const fetchPrompts = async () => {
       try {
         const response = await getPromptsList(accessToken);
-        setPromptsList(response.prompts.map((prompt) => prompt.prompt_id));
+        setPromptsList(Array.from(new Set(response.prompts.map((prompt) => prompt.prompt_id))));
       } catch (error) {
         console.error("Failed to fetch prompts:", error);
       }
@@ -587,9 +587,9 @@ const CreateKey: React.FC<CreateKeyProps> = ({ team, teams, data, addKey, autoOp
     }
   };
 
-  const changeOrganization = (write: FieldWrite) => (orgId: string) => {
-    write(orgId);
-    setSelectedOrganizationId(orgId || null);
+  const changeOrganization = (write: FieldWrite) => (orgId: string | null) => {
+    write(orgId ?? undefined);
+    setSelectedOrganizationId(orgId);
     // Clear team and project when org changes
     setSelectedCreateKeyTeam(null);
     setSelectedProjectId(null);
diff --git a/ui/litellm-dashboard/src/components/per_user_usage.test.tsx b/ui/litellm-dashboard/src/components/per_user_usage.test.tsx
index 9cd199d786c..30b3059b7d2 100644
--- a/ui/litellm-dashboard/src/components/per_user_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/per_user_usage.test.tsx
@@ -1,4 +1,5 @@
 import { render, screen, fireEvent, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import PerUserUsage from "./per_user_usage";
 import * as networking from "./networking";
@@ -94,6 +95,157 @@ describe("PerUserUsage", () => {
     expect(screen.getByText("u1")).toBeInTheDocument();
   });
 
+  describe("server pagination", () => {
+    const TOTAL_USERS = 120;
+
+    const pageOfUsers = (page: number, pageSize: number, total: number): UserRow[] => {
+      const start = (page - 1) * pageSize;
+      const count = Math.max(0, Math.min(pageSize, total - start));
+      return Array.from({ length: count }, (_, index) => userRow(`user-${start + index + 1}`, "curl/8.0", 5));
+    };
+
+    const serveUsers = (total: number) => {
+      mockPerUserAnalyticsCall.mockImplementation(async (_token, page = 1, pageSize = 50) => ({
+        results: pageOfUsers(page, pageSize, total),
+        total_count: total,
+        page,
+        page_size: pageSize,
+        total_pages: Math.ceil(total / pageSize),
+      }));
+    };
+
+    beforeEach(() => {
+      serveUsers(TOTAL_USERS);
+    });
+
+    const lastCall = () => mockPerUserAnalyticsCall.mock.calls[mockPerUserAnalyticsCall.mock.calls.length - 1];
+
+    it("renders every row the server returns and shows the range from total_count", async () => {
+      render(<PerUserUsage {...defaultProps} />);
+
+      expect(await screen.findByText("user-50")).toBeInTheDocument();
+      expect(screen.getByText("user-1")).toBeInTheDocument();
+      expect(screen.getAllByRole("row")).toHaveLength(51);
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-50 of 120");
+      expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+      expect(screen.getByTestId("pagination-next")).toBeEnabled();
+    });
+
+    it("refetches the next page when Next is clicked", async () => {
+      const user = userEvent.setup();
+      render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+
+      await user.click(screen.getByTestId("pagination-next"));
+
+      expect(await screen.findByText("user-51")).toBeInTheDocument();
+      expect(lastCall()).toEqual(["test-token", 2, 50, undefined]);
+      expect(screen.queryByText("user-1")).not.toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 51-100 of 120");
+      expect(screen.getByTestId("pagination-prev")).toBeEnabled();
+    });
+
+    it("disables Next once the response says this is the last page", async () => {
+      const user = userEvent.setup();
+      render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+
+      await user.click(screen.getByTestId("pagination-last"));
+
+      expect(await screen.findByText("user-120")).toBeInTheDocument();
+      expect(lastCall()).toEqual(["test-token", 3, 50, undefined]);
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 101-120 of 120");
+      expect(screen.getByTestId("pagination-next")).toBeDisabled();
+    });
+
+    it("falls back to the last existing page when the data shrinks under the current page", async () => {
+      const user = userEvent.setup();
+      render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+      await user.click(screen.getByTestId("pagination-next"));
+      await screen.findByText("user-51");
+
+      serveUsers(60);
+      await user.click(screen.getByTestId("pagination-next"));
+
+      expect(await screen.findByText("user-60")).toBeInTheDocument();
+      expect(mockPerUserAnalyticsCall.mock.calls.slice(-2)).toEqual([
+        ["test-token", 3, 50, undefined],
+        ["test-token", 2, 50, undefined],
+      ]);
+      expect(screen.getAllByRole("row")).toHaveLength(11);
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 51-60 of 60");
+      expect(screen.getByTestId("pagination-next")).toBeDisabled();
+    });
+
+    it("goes back to the first page when the data disappears under the current page", async () => {
+      const user = userEvent.setup();
+      render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+      await user.click(screen.getByTestId("pagination-next"));
+      await screen.findByText("user-51");
+
+      serveUsers(0);
+      await user.click(screen.getByTestId("pagination-next"));
+
+      await waitFor(() => {
+        expect(lastCall()).toEqual(["test-token", 1, 50, undefined]);
+      });
+      expect(mockPerUserAnalyticsCall.mock.calls.slice(-2)).toEqual([
+        ["test-token", 3, 50, undefined],
+        ["test-token", 1, 50, undefined],
+      ]);
+      expect(screen.getByText("No per-user usage data")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("No results");
+      expect(screen.getByText("Page 1 of 1")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-first")).toBeDisabled();
+      expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+    });
+
+    it("refetches with the selected page size and goes back to the first page", async () => {
+      const user = userEvent.setup();
+      render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+      await user.click(screen.getByTestId("pagination-next"));
+      await screen.findByText("user-51");
+
+      await user.click(screen.getByTestId("pagination-page-size"));
+      await user.click(await screen.findByRole("option", { name: "100" }));
+
+      expect(await screen.findByText("user-100")).toBeInTheDocument();
+      expect(lastCall()).toEqual(["test-token", 1, 100, undefined]);
+      expect(screen.getAllByRole("row")).toHaveLength(101);
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-100 of 120");
+    });
+
+    it("goes back to the first page when the tag filter changes", async () => {
+      const user = userEvent.setup();
+      const { rerender } = render(<PerUserUsage {...defaultProps} />);
+      await screen.findByText("user-1");
+      await user.click(screen.getByTestId("pagination-next"));
+      await screen.findByText("user-51");
+      const callsBeforeTagChange = mockPerUserAnalyticsCall.mock.calls.length;
+
+      rerender(<PerUserUsage {...defaultProps} selectedTags={["curl/8.0"]} />);
+
+      await waitFor(() => {
+        expect(lastCall()).toEqual(["test-token", 1, 50, ["curl/8.0"]]);
+      });
+      expect(mockPerUserAnalyticsCall.mock.calls.slice(callsBeforeTagChange)).toEqual([
+        ["test-token", 1, 50, ["curl/8.0"]],
+      ]);
+      expect(await screen.findByText("user-1")).toBeInTheDocument();
+      expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 1-50 of 120");
+    });
+
+    it("does not request anything without an access token", () => {
+      render(<PerUserUsage {...defaultProps} accessToken={null} />);
+
+      expect(mockPerUserAnalyticsCall).not.toHaveBeenCalled();
+      expect(screen.getByText("No per-user usage data")).toBeInTheDocument();
+    });
+  });
+
   it("renders the usage distribution as a stacked bar chart with the explicit palette and users formatter", async () => {
     render(<PerUserUsage {...defaultProps} />);
 
diff --git a/ui/litellm-dashboard/src/components/per_user_usage.tsx b/ui/litellm-dashboard/src/components/per_user_usage.tsx
index 6f29077de84..f600cd6c45d 100644
--- a/ui/litellm-dashboard/src/components/per_user_usage.tsx
+++ b/ui/litellm-dashboard/src/components/per_user_usage.tsx
@@ -1,8 +1,7 @@
-import React, { useState, useEffect } from "react";
-import type { ColumnDef } from "@tanstack/react-table";
+import React, { useState, useEffect, useCallback } from "react";
+import type { ColumnDef, OnChangeFn, PaginationState } from "@tanstack/react-table";
 import { BarChart } from "@/components/shared/charts";
 import { DataTable } from "@/components/shared/DataTable";
-import { Button } from "@/components/ui/button";
 import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
 import { perUserAnalyticsCall } from "./networking";
 
@@ -42,39 +41,41 @@ const PerUserUsage: React.FC<PerUserUsageProps> = ({ accessToken, selectedTags,
     total_pages: 0,
   });
 
-  const [currentPage, setCurrentPage] = useState(1);
+  const [pagination, setPagination] = useState<PaginationState>({ pageIndex: 0, pageSize: 50 });
+  const [pagedTags, setPagedTags] = useState(selectedTags);
 
-  const fetchPerUserData = async () => {
-    if (!accessToken) return;
-
-    try {
-      const response = await perUserAnalyticsCall(
-        accessToken,
-        currentPage,
-        50,
-        selectedTags.length > 0 ? selectedTags : undefined,
-      );
-      setPerUserData(response);
-    } catch (error) {
-      console.error("Failed to fetch per-user data:", error);
-    }
-  };
+  if (pagedTags !== selectedTags) {
+    setPagedTags(selectedTags);
+    setPagination((prev) => (prev.pageIndex === 0 ? prev : { ...prev, pageIndex: 0 }));
+  }
 
   useEffect(() => {
-    fetchPerUserData();
-  }, [accessToken, selectedTags, currentPage]);
+    if (!accessToken) return;
 
-  const handleNextPage = () => {
-    if (currentPage < perUserData.total_pages) {
-      setCurrentPage(currentPage + 1);
-    }
-  };
+    let stale = false;
+    perUserAnalyticsCall(
+      accessToken,
+      pagination.pageIndex + 1,
+      pagination.pageSize,
+      pagedTags.length > 0 ? pagedTags : undefined,
+    )
+      .then((response) => {
+        if (stale) return;
+        setPerUserData(response);
+      })
+      .catch((error) => console.error("Failed to fetch per-user data:", error));
 
-  const handlePrevPage = () => {
-    if (currentPage > 1) {
-      setCurrentPage(currentPage - 1);
-    }
-  };
+    return () => {
+      stale = true;
+    };
+  }, [accessToken, pagedTags, pagination]);
+
+  const handlePaginationChange = useCallback<OnChangeFn<PaginationState>>((updaterOrValue) => {
+    setPagination((prev) => {
+      const next = typeof updaterOrValue === "function" ? updaterOrValue(prev) : updaterOrValue;
+      return next.pageSize === prev.pageSize ? next : { pageIndex: 0, pageSize: next.pageSize };
+    });
+  }, []);
 
   const columns: ColumnDef<PerUserMetrics>[] = [
     {
@@ -137,30 +138,15 @@ const PerUserUsage: React.FC<PerUserUsageProps> = ({ accessToken, selectedTags,
         <TabsContent value="details" keepMounted>
           <DataTable
             columns={columns}
-            data={perUserData.results.slice(0, 10)}
+            data={perUserData.results}
             getRowId={(row) => row.user_id}
+            paginationMode="server"
+            pagination={pagination}
+            onPaginationChange={handlePaginationChange}
+            rowCount={perUserData.total_count}
             noDataMessage="No per-user usage data"
             size="compact"
           />
-
-          {perUserData.results.length > 10 && (
-            <div className="mt-4 flex justify-between items-center">
-              <p className="text-sm text-muted-foreground">Showing 10 of {perUserData.total_count} results</p>
-              <div className="flex gap-2">
-                <Button size="sm" variant="secondary" onClick={handlePrevPage} disabled={currentPage === 1}>
-                  Previous
-                </Button>
-                <Button
-                  size="sm"
-                  variant="secondary"
-                  onClick={handleNextPage}
-                  disabled={currentPage >= perUserData.total_pages}
-                >
-                  Next
-                </Button>
-              </div>
-            </div>
-          )}
         </TabsContent>
 
         {/* Tab 2: Usage Distribution Histogram */}
diff --git a/ui/litellm-dashboard/src/components/permissions/AgentPermissions.test.tsx b/ui/litellm-dashboard/src/components/permissions/AgentPermissions.test.tsx
new file mode 100644
index 00000000000..01c7b60b8a5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/permissions/AgentPermissions.test.tsx
@@ -0,0 +1,71 @@
+import { describe, it, expect, vi, beforeEach } from "vitest";
+import { render, screen } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import AgentPermissions from "./AgentPermissions";
+import * as networking from "../networking";
+
+vi.mock("../networking");
+
+describe("AgentPermissions", () => {
+  const accessToken = "test-token";
+  const agentId = "90337622-756e-4f25-98f0-01fc8174aa24";
+
+  beforeEach(() => {
+    vi.clearAllMocks();
+  });
+
+  it("lists agents inherited from access groups, counts them, and names the groups on hover", async () => {
+    const user = userEvent.setup();
+    vi.mocked(networking.getAgentsList).mockResolvedValue({
+      agents: [{ agent_id: agentId, agent_name: "support_agent" }],
+    });
+
+    render(
+      <AgentPermissions
+        agents={[]}
+        inheritedAgents={[{ id: agentId, accessGroupNames: ["platform-tools", "support"] }]}
+        accessToken={accessToken}
+      />,
+    );
+
+    const row = await screen.findByText(/support_agent/);
+    expect(screen.getByText("1")).toBeInTheDocument();
+    expect(screen.queryByText("No agents or access groups configured")).not.toBeInTheDocument();
+    expect(networking.getAgentsList).toHaveBeenCalledWith(accessToken);
+
+    await user.hover(row);
+    expect(
+      await screen.findByText(`Granted via access groups platform-tools, support. Full ID: ${agentId}`),
+    ).toBeInTheDocument();
+  });
+
+  it("does not double-list an agent that is both granted directly and inherited", async () => {
+    const user = userEvent.setup();
+    vi.mocked(networking.getAgentsList).mockResolvedValue({
+      agents: [{ agent_id: agentId, agent_name: "support_agent" }],
+    });
+
+    render(
+      <AgentPermissions
+        agents={[agentId]}
+        inheritedAgents={[{ id: agentId, accessGroupNames: ["support"] }]}
+        accessToken={accessToken}
+      />,
+    );
+
+    const row = await screen.findByText(/support_agent/);
+    expect(screen.getAllByText(/support_agent/)).toHaveLength(1);
+    expect(screen.getByText("1")).toBeInTheDocument();
+
+    await user.hover(row);
+    expect(await screen.findByText(`Full ID: ${agentId}`)).toBeInTheDocument();
+  });
+
+  it("shows the empty state when nothing is granted directly or inherited", () => {
+    render(<AgentPermissions agents={[]} inheritedAgents={[]} accessToken={accessToken} />);
+
+    expect(screen.getByText("No agents or access groups configured")).toBeInTheDocument();
+    expect(screen.getByText("0")).toBeInTheDocument();
+    expect(networking.getAgentsList).not.toHaveBeenCalled();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/permissions/AgentPermissions.tsx b/ui/litellm-dashboard/src/components/permissions/AgentPermissions.tsx
index d84bd1834f8..d1ca25c975b 100644
--- a/ui/litellm-dashboard/src/components/permissions/AgentPermissions.tsx
+++ b/ui/litellm-dashboard/src/components/permissions/AgentPermissions.tsx
@@ -3,6 +3,7 @@ import { UserGroupIcon } from "@heroicons/react/outline";
 import { Badge } from "@/components/ui/badge";
 import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
 import { getAgentsList } from "../networking";
+import { InheritedGrant, inheritedGrantTooltip } from "./inheritedGrants";
 
 interface Agent {
   agent_id: string;
@@ -14,16 +15,24 @@ interface Agent {
 interface AgentPermissionsProps {
   agents: string[];
   agentAccessGroups?: string[];
+  inheritedAgents?: InheritedGrant[];
   accessToken?: string | null;
 }
 
-export function AgentPermissions({ agents, agentAccessGroups = [], accessToken }: AgentPermissionsProps) {
+export function AgentPermissions({
+  agents,
+  agentAccessGroups = [],
+  inheritedAgents = [],
+  accessToken,
+}: AgentPermissionsProps) {
   const [agentDetails, setAgentDetails] = useState<Agent[]>([]);
+  const inheritedOnlyAgents = inheritedAgents.filter((grant) => !agents.includes(grant.id));
+  const agentIdCount = agents.length + inheritedOnlyAgents.length;
 
   // Fetch agent details when component mounts
   useEffect(() => {
     const fetchAgentDetails = async () => {
-      if (accessToken && agents.length > 0) {
+      if (accessToken && agentIdCount > 0) {
         try {
           const response = await getAgentsList(accessToken);
           if (response && response.agents && Array.isArray(response.agents)) {
@@ -35,7 +44,7 @@ export function AgentPermissions({ agents, agentAccessGroups = [], accessToken }
       }
     };
     fetchAgentDetails();
-  }, [accessToken, agents.length]);
+  }, [accessToken, agentIdCount]);
 
   // Function to get display name for agent
   const getAgentDisplayName = (agentId: string) => {
@@ -47,10 +56,10 @@ export function AgentPermissions({ agents, agentAccessGroups = [], accessToken }
     return agentId;
   };
 
-  // Merge agents and access groups into one list
   const mergedItems = [
-    ...agents.map((agent) => ({ type: "agent", value: agent })),
-    ...agentAccessGroups.map((group) => ({ type: "accessGroup", value: group })),
+    ...agents.map((agent) => ({ type: "agent", value: agent, tooltip: `Full ID: ${agent}` })),
+    ...inheritedOnlyAgents.map((grant) => ({ type: "agent", value: grant.id, tooltip: inheritedGrantTooltip(grant) })),
+    ...agentAccessGroups.map((group) => ({ type: "accessGroup", value: group, tooltip: "" })),
   ];
   const totalCount = mergedItems.length;
 
@@ -77,7 +86,7 @@ export function AgentPermissions({ agents, agentAccessGroups = [], accessToken }
                             {getAgentDisplayName(item.value)}
                           </span>
                         </TooltipTrigger>
-                        <TooltipContent>{`Full ID: ${item.value}`}</TooltipContent>
+                        <TooltipContent>{item.tooltip}</TooltipContent>
                       </Tooltip>
                     </TooltipProvider>
                   ) : (
diff --git a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx
index c2df945f367..78ede9865a4 100644
--- a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx
+++ b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.test.tsx
@@ -406,4 +406,55 @@ describe("MCPServerPermissions", () => {
     );
     await waitFor(() => expect(screen.getByText("Blocked")).toHaveAttribute("data-variant", "destructive"));
   });
+
+  it("lists servers inherited from access groups, counts them, and names the group on hover", async () => {
+    const user = userEvent.setup();
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue([
+      { server_id: mockServerId1, server_name: mockServerName1, alias: mockServerName1 },
+    ]);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        inheritedMcpServers={[{ id: mockServerId1, accessGroupNames: ["platform-tools"] }]}
+        accessToken={mockAccessToken}
+      />,
+    );
+
+    const row = await screen.findByText(/DW_MCP/);
+    expect(screen.getByText("1")).toBeInTheDocument();
+    expect(screen.queryByText("No MCP servers, access groups, or toolsets configured")).not.toBeInTheDocument();
+    expect(networking.fetchMCPServers).toHaveBeenCalledWith(mockAccessToken);
+
+    await user.hover(row);
+    expect(
+      await screen.findByText(`Granted via access group platform-tools. Full ID: ${mockServerId1}`),
+    ).toBeInTheDocument();
+  });
+
+  it("does not double-list a server that is both granted directly and inherited", async () => {
+    const user = userEvent.setup();
+    vi.mocked(networking.fetchMCPServers).mockResolvedValue([
+      { server_id: mockServerId2, server_name: mockServerName2, alias: mockServerName2 },
+    ]);
+
+    render(
+      <MCPServerPermissions
+        mcpServers={[mockServerId2]}
+        mcpAccessGroups={[]}
+        mcpToolPermissions={{}}
+        inheritedMcpServers={[{ id: mockServerId2, accessGroupNames: ["platform-tools"] }]}
+        accessToken={mockAccessToken}
+      />,
+    );
+
+    const row = await screen.findByText(/Test Server/);
+    expect(screen.getAllByText(/Test Server/)).toHaveLength(1);
+    expect(screen.getByText("1")).toBeInTheDocument();
+
+    await user.hover(row);
+    expect(await screen.findByText(`Full ID: ${mockServerId2}`)).toBeInTheDocument();
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
index f11bc6b9627..65f210addfa 100644
--- a/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
+++ b/ui/litellm-dashboard/src/components/permissions/MCPServerPermissions.tsx
@@ -5,12 +5,14 @@ import { Tooltip, TooltipContent, TooltipTrigger } from "@/components/ui/tooltip
 import { fetchMCPServers, fetchMCPToolsets } from "../networking";
 import { MCPServer, MCPToolset } from "../mcp_tools/types";
 import { ALL_PROXY_MCP_SERVERS_SENTINEL, NO_MCP_SERVERS_SENTINEL } from "../mcp_tools/constants";
+import { InheritedGrant, inheritedGrantTooltip } from "./inheritedGrants";
 
 interface MCPServerPermissionsProps {
   mcpServers: string[];
   mcpAccessGroups?: string[];
   mcpToolPermissions?: Record<string, string[]>;
   mcpToolsets?: string[];
+  inheritedMcpServers?: InheritedGrant[];
   accessToken?: string | null;
 }
 
@@ -19,6 +21,7 @@ export function MCPServerPermissions({
   mcpAccessGroups = [],
   mcpToolPermissions = {},
   mcpToolsets = [],
+  inheritedMcpServers = [],
   accessToken,
 }: MCPServerPermissionsProps) {
   const [mcpServerDetails, setMCPServerDetails] = useState<MCPServer[]>([]);
@@ -50,10 +53,16 @@ export function MCPServerPermissions({
     });
   };
 
+  const directServerIds = mcpServers.filter(
+    (server) => server !== NO_MCP_SERVERS_SENTINEL && server !== ALL_PROXY_MCP_SERVERS_SENTINEL,
+  );
+  const inheritedOnlyServers = inheritedMcpServers.filter((grant) => !mcpServers.includes(grant.id));
+  const serverIdCount = directServerIds.length + inheritedOnlyServers.length;
+
   // Fetch MCP server details when component mounts
   useEffect(() => {
     const fetchMCPServerDetails = async () => {
-      if (accessToken && mcpServers.length > 0) {
+      if (accessToken && serverIdCount > 0) {
         try {
           const response = await fetchMCPServers(accessToken);
           if (response && Array.isArray(response)) {
@@ -67,7 +76,7 @@ export function MCPServerPermissions({
       }
     };
     fetchMCPServerDetails();
-  }, [accessToken, mcpServers.length]);
+  }, [accessToken, serverIdCount]);
 
   // Fetch toolset details
   useEffect(() => {
@@ -98,12 +107,14 @@ export function MCPServerPermissions({
   const blocksAllMcpServers = mcpServers.includes(NO_MCP_SERVERS_SENTINEL);
   const grantsAllProxyMcpServers = mcpServers.includes(ALL_PROXY_MCP_SERVERS_SENTINEL);
 
-  // Merge servers and access groups into one list
   const mergedItems = [
-    ...mcpServers
-      .filter((server) => server !== NO_MCP_SERVERS_SENTINEL && server !== ALL_PROXY_MCP_SERVERS_SENTINEL)
-      .map((server) => ({ type: "server", value: server })),
-    ...mcpAccessGroups.map((group) => ({ type: "accessGroup", value: group })),
+    ...directServerIds.map((server) => ({ type: "server", value: server, tooltip: `Full ID: ${server}` })),
+    ...inheritedOnlyServers.map((grant) => ({
+      type: "server",
+      value: grant.id,
+      tooltip: inheritedGrantTooltip(grant),
+    })),
+    ...mcpAccessGroups.map((group) => ({ type: "accessGroup", value: group, tooltip: "" })),
   ];
   const totalCount = mergedItems.length + mcpToolsets.length;
 
@@ -153,7 +164,7 @@ export function MCPServerPermissions({
                             {getMCPServerDisplayName(item.value)}
                           </span>
                         </TooltipTrigger>
-                        <TooltipContent>{`Full ID: ${item.value}`}</TooltipContent>
+                        <TooltipContent>{item.tooltip}</TooltipContent>
                       </Tooltip>
                     ) : (
                       <div className="inline-flex items-center gap-2 min-w-0">
diff --git a/ui/litellm-dashboard/src/components/permissions/inheritedGrants.test.ts b/ui/litellm-dashboard/src/components/permissions/inheritedGrants.test.ts
new file mode 100644
index 00000000000..766f8f23f0b
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/permissions/inheritedGrants.test.ts
@@ -0,0 +1,61 @@
+import { describe, expect, it } from "vitest";
+import { computeInheritedGrants, inheritedGrantTooltip } from "./inheritedGrants";
+import { TeamAccessGroupModelGrant } from "../team/teamModelAccess";
+
+const GRANTS: TeamAccessGroupModelGrant[] = [
+  { access_group_id: "ag-1", access_group_name: "platform-tools", models: [], mcp_server_ids: ["mcp-1", "mcp-2"] },
+  {
+    access_group_id: "ag-2",
+    access_group_name: "support",
+    models: [],
+    mcp_server_ids: ["mcp-2"],
+    agent_ids: ["agent-1"],
+  },
+];
+
+describe("computeInheritedGrants", () => {
+  it("attributes each id to every group that grants it, in group order", () => {
+    expect(computeInheritedGrants(["mcp-1", "mcp-2"], GRANTS, (g) => g.mcp_server_ids)).toEqual([
+      { id: "mcp-1", accessGroupNames: ["platform-tools"] },
+      { id: "mcp-2", accessGroupNames: ["platform-tools", "support"] },
+    ]);
+  });
+
+  it("keeps ids the flat list carries but no group detail explains, with no group names", () => {
+    expect(computeInheritedGrants(["agent-1", "agent-legacy"], GRANTS, (g) => g.agent_ids)).toEqual([
+      { id: "agent-1", accessGroupNames: ["support"] },
+      { id: "agent-legacy", accessGroupNames: [] },
+    ]);
+  });
+
+  it("falls back to the group details when the flat list is missing, without duplicates", () => {
+    expect(computeInheritedGrants(undefined, GRANTS, (g) => g.mcp_server_ids).map((g) => g.id)).toEqual([
+      "mcp-1",
+      "mcp-2",
+    ]);
+  });
+
+  it("returns nothing when neither source has ids", () => {
+    expect(computeInheritedGrants(undefined, undefined, (g) => g.agent_ids)).toEqual([]);
+  });
+});
+
+describe("inheritedGrantTooltip", () => {
+  it("names a single group", () => {
+    expect(inheritedGrantTooltip({ id: "mcp-1", accessGroupNames: ["platform-tools"] })).toBe(
+      "Granted via access group platform-tools. Full ID: mcp-1",
+    );
+  });
+
+  it("lists several groups", () => {
+    expect(inheritedGrantTooltip({ id: "mcp-2", accessGroupNames: ["platform-tools", "support"] })).toBe(
+      "Granted via access groups platform-tools, support. Full ID: mcp-2",
+    );
+  });
+
+  it("stays generic when the proxy did not say which group granted it", () => {
+    expect(inheritedGrantTooltip({ id: "agent-legacy", accessGroupNames: [] })).toBe(
+      "Granted via an access group. Full ID: agent-legacy",
+    );
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/permissions/inheritedGrants.ts b/ui/litellm-dashboard/src/components/permissions/inheritedGrants.ts
new file mode 100644
index 00000000000..fb78de5ed77
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/permissions/inheritedGrants.ts
@@ -0,0 +1,26 @@
+import { describeGroups, TeamAccessGroupModelGrant } from "../team/teamModelAccess";
+
+export interface InheritedGrant {
+  id: string;
+  accessGroupNames: string[];
+}
+
+export function computeInheritedGrants(
+  ids: string[] | undefined,
+  grants: TeamAccessGroupModelGrant[] | undefined,
+  idsOf: (grant: TeamAccessGroupModelGrant) => string[] | undefined,
+): InheritedGrant[] {
+  const known = grants ?? [];
+  const allIds = [...new Set([...(ids ?? []), ...known.flatMap((grant) => idsOf(grant) ?? [])])];
+  return allIds.map((id) => ({
+    id,
+    accessGroupNames: known
+      .filter((grant) => (idsOf(grant) ?? []).includes(id))
+      .map((grant) => grant.access_group_name),
+  }));
+}
+
+export const inheritedGrantTooltip = (grant: InheritedGrant): string => {
+  const source = grant.accessGroupNames.length > 0 ? describeGroups(grant.accessGroupNames) : "an access group";
+  return `Granted via ${source}. Full ID: ${grant.id}`;
+};
diff --git a/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.test.ts b/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.test.ts
new file mode 100644
index 00000000000..d17f1ccae10
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.test.ts
@@ -0,0 +1,85 @@
+import type { ColumnFiltersState } from "@tanstack/react-table";
+import { describe, expect, it } from "vitest";
+
+import {
+  FEATURE_FILTER_ID,
+  MODE_FILTER_ID,
+  PROVIDER_FILTER_ID,
+  featureLabel,
+  readFilterValues,
+  serializePublicModelHubFilters,
+  withFilterValue,
+} from "./publicModelHubFilters";
+
+describe("serializePublicModelHubFilters", () => {
+  it("sends each multi-select as the route's comma separated in filter", () => {
+    const filters: ColumnFiltersState = [
+      { id: MODE_FILTER_ID, value: ["chat", "embedding"] },
+      { id: PROVIDER_FILTER_ID, value: ["openai", "anthropic"] },
+      { id: FEATURE_FILTER_ID, value: ["vision"] },
+    ];
+
+    expect(serializePublicModelHubFilters(filters)).toEqual({
+      "filter[mode][in]": "chat,embedding",
+      "filter[providers][in]": "openai,anthropic",
+      "filter[features][in]": "vision",
+    });
+  });
+
+  it("omits blank filters rather than sending parameters the route rejects", () => {
+    const filters: ColumnFiltersState = [
+      { id: MODE_FILTER_ID, value: [] },
+      { id: PROVIDER_FILTER_ID, value: [] },
+    ];
+
+    expect(serializePublicModelHubFilters(filters)).toEqual({});
+  });
+
+  it("ignores filter ids the route does not declare", () => {
+    expect(serializePublicModelHubFilters([{ id: "health_status", value: ["healthy"] }])).toEqual({});
+  });
+});
+
+describe("readFilterValues", () => {
+  it("reads back the values of the filter it names", () => {
+    const filters: ColumnFiltersState = [
+      { id: MODE_FILTER_ID, value: ["chat"] },
+      { id: FEATURE_FILTER_ID, value: ["vision", "reasoning"] },
+    ];
+
+    expect(readFilterValues(filters, FEATURE_FILTER_ID)).toEqual(["vision", "reasoning"]);
+    expect(readFilterValues(filters, PROVIDER_FILTER_ID)).toEqual([]);
+  });
+});
+
+describe("withFilterValue", () => {
+  it("adds a filter that is not set yet", () => {
+    expect(withFilterValue([], PROVIDER_FILTER_ID, ["openai"])).toEqual([
+      { id: PROVIDER_FILTER_ID, value: ["openai"] },
+    ]);
+  });
+
+  it("replaces a filter instead of stacking a second one", () => {
+    const filters: ColumnFiltersState = [{ id: PROVIDER_FILTER_ID, value: ["openai"] }];
+
+    expect(withFilterValue(filters, PROVIDER_FILTER_ID, ["anthropic"])).toEqual([
+      { id: PROVIDER_FILTER_ID, value: ["anthropic"] },
+    ]);
+  });
+
+  it("drops a cleared filter and leaves the others alone", () => {
+    const filters: ColumnFiltersState = [
+      { id: MODE_FILTER_ID, value: ["chat"] },
+      { id: PROVIDER_FILTER_ID, value: ["openai"] },
+    ];
+
+    expect(withFilterValue(filters, PROVIDER_FILTER_ID, [])).toEqual([{ id: MODE_FILTER_ID, value: ["chat"] }]);
+  });
+});
+
+describe("featureLabel", () => {
+  it("renders a route feature the way the hub has always labelled it", () => {
+    expect(featureLabel("vision")).toBe("Vision");
+    expect(featureLabel("parallel_function_calling")).toBe("Parallel Function Calling");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.ts b/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.ts
new file mode 100644
index 00000000000..b217fdae955
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/publicModelHub/publicModelHubFilters.ts
@@ -0,0 +1,60 @@
+import type { ColumnFilter, ColumnFiltersState } from "@tanstack/react-table";
+
+export const MODE_FILTER_ID = "mode";
+export const PROVIDER_FILTER_ID = "providers";
+export const FEATURE_FILTER_ID = "features";
+
+export const PUBLIC_MODEL_HUB_SORTABLE_FIELDS: readonly string[] = [
+  "model_group",
+  "mode",
+  "providers",
+  "max_input_tokens",
+  "max_output_tokens",
+  "input_cost_per_token",
+  "output_cost_per_token",
+  "rpm",
+  "tpm",
+];
+
+type QueryEntry = readonly [string, string];
+
+type FilterValue = string | string[];
+
+const entries = (key: string, value: string): QueryEntry[] => (value === "" ? [] : [[key, value]]);
+
+const asStringArray = (value: unknown): string[] =>
+  Array.isArray(value) ? value.filter((item): item is string => typeof item === "string") : [];
+
+const inFilter = (field: string, value: unknown): QueryEntry[] =>
+  entries(`filter[${field}][in]`, asStringArray(value).join(","));
+
+const filterParams = (filter: ColumnFilter): QueryEntry[] => {
+  switch (filter.id) {
+    case MODE_FILTER_ID:
+    case PROVIDER_FILTER_ID:
+    case FEATURE_FILTER_ID:
+      return inFilter(filter.id, filter.value);
+    default:
+      return [];
+  }
+};
+
+export const serializePublicModelHubFilters = (filters: ColumnFiltersState): Readonly<Record<string, string>> =>
+  Object.fromEntries(filters.flatMap(filterParams));
+
+export const readFilterValues = (filters: ColumnFiltersState, id: string): string[] =>
+  asStringArray(filters.find((filter) => filter.id === id)?.value);
+
+const isEmpty = (value: FilterValue): boolean => (Array.isArray(value) ? value.length === 0 : value.trim() === "");
+
+export const withFilterValue = (filters: ColumnFiltersState, id: string, value: FilterValue): ColumnFiltersState => {
+  const others = filters.filter((filter) => filter.id !== id);
+  return isEmpty(value) ? others : [...others, { id, value }];
+};
+
+/** `supports_vision` reaches the route as `vision`; the hub has always shown it as "Vision". */
+export const featureLabel = (feature: string): string =>
+  feature
+    .split("_")
+    .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
+    .join(" ");
diff --git a/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubFacets.ts b/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubFacets.ts
new file mode 100644
index 00000000000..d6b356ac8f9
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubFacets.ts
@@ -0,0 +1,47 @@
+"use client";
+
+import { useQueries } from "@tanstack/react-query";
+
+import { apiClient } from "@/components/networking";
+import type { components } from "@/lib/http/schema";
+
+import { PUBLIC_MODEL_HUB_PATH } from "./usePublicModelHubList";
+
+type FacetResponse = components["schemas"]["FacetListResponse"];
+
+export const MODEL_HUB_FACETS = ["providers", "modes", "features"] as const;
+
+export type ModelHubFacet = (typeof MODEL_HUB_FACETS)[number];
+
+/** The route caps a page at 100, which is far above the distinct providers, modes or features any proxy publishes. */
+const FACET_PAGE_SIZE = 100;
+
+export interface PublicModelHubFacets {
+  providers: string[];
+  modes: string[];
+  features: string[];
+}
+
+const fetchFacet = (facet: ModelHubFacet, signal: AbortSignal): Promise<FacetResponse> =>
+  apiClient.get<FacetResponse>(`${PUBLIC_MODEL_HUB_PATH}/${facet}`, {
+    query: { page_size: FACET_PAGE_SIZE },
+    signal,
+  });
+
+/**
+ * The values each filter dropdown offers, read from the route rather than derived from a
+ * page of rows, which can only ever show the values that page happens to contain.
+ */
+export const usePublicModelHubFacets = (enabled: boolean): PublicModelHubFacets => {
+  const results = useQueries({
+    queries: MODEL_HUB_FACETS.map((facet) => ({
+      queryKey: ["publicModelHub", "facet", facet],
+      queryFn: ({ signal }: { signal: AbortSignal }) => fetchFacet(facet, signal),
+      enabled,
+      staleTime: Infinity,
+    })),
+  });
+
+  const [providers, modes, features] = results.map((result) => result.data?.data ?? []);
+  return { providers, modes, features };
+};
diff --git a/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubList.ts b/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubList.ts
new file mode 100644
index 00000000000..2be66a010d1
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/publicModelHub/usePublicModelHubList.ts
@@ -0,0 +1,83 @@
+"use client";
+
+import type { SortingState } from "@tanstack/react-table";
+import { useCallback } from "react";
+
+import {
+  useResourceList,
+  type ResourceListPage,
+  type ResourceListQuery,
+  type ResourceListResult,
+} from "@/app/(dashboard)/hooks/common/useResourceList";
+import { apiClient } from "@/components/networking";
+import type { ModelGroupInfo } from "@/components/PublicModelHubTableColumns";
+
+import {
+  FEATURE_FILTER_ID,
+  MODE_FILTER_ID,
+  PROVIDER_FILTER_ID,
+  readFilterValues,
+  serializePublicModelHubFilters,
+  withFilterValue,
+} from "./publicModelHubFilters";
+
+export const PUBLIC_MODEL_HUB_PATH = "/public/v1/model_hub";
+export const PUBLIC_MODEL_HUB_PAGE_SIZE = 50;
+
+const QUERY_KEY = ["publicModelHub", "list"] as const;
+const DEFAULT_SORTING: SortingState = [{ id: "model_group", desc: false }];
+
+export interface PublicModelHubListResult extends ResourceListResult<ModelGroupInfo> {
+  providerValues: string[];
+  onProvidersChange: (values: string[]) => void;
+  modeValues: string[];
+  onModesChange: (values: string[]) => void;
+  featureValues: string[];
+  onFeaturesChange: (values: string[]) => void;
+  hasActiveQuery: boolean;
+}
+
+const fetchPage = async (query: ResourceListQuery, signal: AbortSignal): Promise<ResourceListPage<ModelGroupInfo>> => {
+  try {
+    return await apiClient.get<ResourceListPage<ModelGroupInfo>>(PUBLIC_MODEL_HUB_PATH, { query, signal });
+  } catch (error) {
+    if (!signal.aborted) {
+      console.error("There was an error fetching the public model data", error);
+    }
+    throw error;
+  }
+};
+
+export const usePublicModelHubList = (enabled: boolean): PublicModelHubListResult => {
+  const listOptions = {
+    queryKey: QUERY_KEY,
+    fetchPage,
+    serializeFilters: serializePublicModelHubFilters,
+    defaultSorting: DEFAULT_SORTING,
+    defaultPageSize: PUBLIC_MODEL_HUB_PAGE_SIZE,
+    enabled,
+  };
+  const list = useResourceList<ModelGroupInfo>(listOptions);
+
+  const { onColumnFiltersChange } = list;
+
+  const setFilter = useCallback(
+    (id: string, values: string[]) => onColumnFiltersChange((previous) => withFilterValue(previous, id, values)),
+    [onColumnFiltersChange],
+  );
+
+  const onProvidersChange = useCallback((values: string[]) => setFilter(PROVIDER_FILTER_ID, values), [setFilter]);
+  const onModesChange = useCallback((values: string[]) => setFilter(MODE_FILTER_ID, values), [setFilter]);
+  const onFeaturesChange = useCallback((values: string[]) => setFilter(FEATURE_FILTER_ID, values), [setFilter]);
+
+  return {
+    ...list,
+    providerValues: readFilterValues(list.columnFilters, PROVIDER_FILTER_ID),
+    onProvidersChange,
+    modeValues: readFilterValues(list.columnFilters, MODE_FILTER_ID),
+    onModesChange,
+    featureValues: readFilterValues(list.columnFilters, FEATURE_FILTER_ID),
+    onFeaturesChange,
+    hasActiveQuery: list.searchValue.trim() !== "" || list.columnFilters.length > 0,
+  };
+};
diff --git a/ui/litellm-dashboard/src/components/public_model_hub.test.tsx b/ui/litellm-dashboard/src/components/public_model_hub.test.tsx
index fec46e98077..cb23dfd9bb6 100644
--- a/ui/litellm-dashboard/src/components/public_model_hub.test.tsx
+++ b/ui/litellm-dashboard/src/components/public_model_hub.test.tsx
@@ -1,8 +1,12 @@
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
 import { describe, it, expect, vi, beforeAll, beforeEach } from "vitest";
 import { render, screen, waitFor, within, fireEvent } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
 import { flexRender, getCoreRowModel, useReactTable } from "@tanstack/react-table";
 import PublicModelHub from "./public_model_hub";
-import { getPublicMCPHubColumns, MCPServerData } from "./PublicModelHubTableColumns";
+import { getPublicMCPHubColumns, MCPServerData, ModelGroupInfo } from "./PublicModelHubTableColumns";
+
+const { apiGetMock } = vi.hoisted(() => ({ apiGetMock: vi.fn() }));
 
 vi.mock("next/navigation", () => ({
   useRouter: vi.fn(() => ({
@@ -16,6 +20,7 @@ vi.mock("./networking", async (importOriginal) => {
   const actual = await importOriginal<typeof import("./networking")>();
   return {
     ...actual,
+    apiClient: { ...actual.apiClient, get: apiGetMock },
     modelHubPublicModelsCall: vi.fn().mockResolvedValue([]),
     getPublicModelHubInfo: vi.fn().mockResolvedValue({
       docs_title: "LiteLLM Gateway",
@@ -34,6 +39,68 @@ vi.mock("./navbar", () => ({
   default: vi.fn(() => <div data-testid="navbar">Navbar Component</div>),
 }));
 
+const MODEL_HUB_PATH = "/public/v1/model_hub";
+
+const FACET_VALUES: Record<string, string[]> = {
+  [`${MODEL_HUB_PATH}/providers`]: ["anthropic", "openai"],
+  [`${MODEL_HUB_PATH}/modes`]: ["chat", "embedding"],
+  [`${MODEL_HUB_PATH}/features`]: ["function_calling", "vision"],
+};
+
+const MODEL_DEFAULTS = {
+  providers: ["openai"],
+  mode: "chat",
+  supports_function_calling: false,
+  supports_vision: false,
+  supports_parallel_function_calling: false,
+};
+
+const model = (overrides: Partial<ModelGroupInfo> & { model_group: string }): ModelGroupInfo => ({
+  ...MODEL_DEFAULTS,
+  ...overrides,
+});
+
+const DEFAULT_MODELS = [model({ model_group: "gpt-4" }), model({ model_group: "claude-3", providers: ["anthropic"] })];
+
+const respondWith = (rows: ModelGroupInfo[], totalCount: number = rows.length, pageSize: number = 50) =>
+  apiGetMock.mockImplementation((path: string) => {
+    const facet = FACET_VALUES[path];
+    if (facet) {
+      return Promise.resolve({
+        data: facet,
+        meta: { page: 1, page_size: 100, has_more: false },
+        links: { self: path, prev: null, next: null },
+      });
+    }
+    return Promise.resolve({
+      data: rows,
+      meta: {
+        total_count: totalCount,
+        page: 1,
+        page_size: pageSize,
+        total_pages: Math.max(Math.ceil(totalCount / pageSize), 1),
+      },
+      links: { self: MODEL_HUB_PATH, first: MODEL_HUB_PATH, prev: null, next: null, last: MODEL_HUB_PATH },
+    });
+  });
+
+type QueryRecord = Record<string, string | number>;
+
+const modelCalls = () => apiGetMock.mock.calls.filter((call) => call[0] === MODEL_HUB_PATH);
+const facetPaths = (): string[] =>
+  apiGetMock.mock.calls.map((call) => String(call[0])).filter((path) => path.startsWith(`${MODEL_HUB_PATH}/`));
+const modelQueries = (): QueryRecord[] => modelCalls().map((call) => (call[1] as { query: QueryRecord }).query);
+const lastModelQuery = (): QueryRecord => modelQueries()[modelQueries().length - 1];
+
+const renderHub = () => {
+  const client = new QueryClient({ defaultOptions: { queries: { retry: false, gcTime: 0 } } });
+  return render(
+    <QueryClientProvider client={client}>
+      <PublicModelHub />
+    </QueryClientProvider>,
+  );
+};
+
 beforeAll(() => {
   Object.defineProperty(window, "matchMedia", {
     writable: true,
@@ -51,6 +118,8 @@ beforeAll(() => {
 });
 
 beforeEach(() => {
+  vi.clearAllMocks();
+  respondWith(DEFAULT_MODELS);
   Storage.prototype.getItem = vi.fn(() => "false");
   Storage.prototype.setItem = vi.fn();
   Object.defineProperty(window, "location", {
@@ -64,58 +133,215 @@ beforeEach(() => {
 
 describe("PublicModelHub", () => {
   it("renders", () => {
-    const { container } = render(<PublicModelHub />);
+    const { container } = renderHub();
     expect(container).toBeInTheDocument();
   });
 
+  it("loads the first page of models from the paginated public endpoint", async () => {
+    renderHub();
+
+    expect(await screen.findByText("gpt-4")).toBeInTheDocument();
+    expect(modelCalls()[0][0]).toBe(MODEL_HUB_PATH);
+    expect(modelQueries()[0]).toEqual({ page: 1, page_size: 50, sort: "model_group" });
+  });
+
+  it("waits for the resolved proxy base url before asking for a page", async () => {
+    const networkingModule = await import("./networking");
+    let publishConfig: () => void = () => {};
+    vi.mocked(networkingModule.getUiConfig).mockReturnValueOnce(
+      new Promise((resolve) => {
+        publishConfig = () => resolve({} as Awaited<ReturnType<typeof networkingModule.getUiConfig>>);
+      }),
+    );
+
+    renderHub();
+    await new Promise((resolve) => setTimeout(resolve, 50));
+    expect(modelCalls()).toHaveLength(0);
+
+    publishConfig();
+
+    await waitFor(() => expect(modelCalls().length).toBeGreaterThan(0));
+  });
+
+  it("stops calling the unpaginated public model hub route", async () => {
+    const networkingModule = await import("./networking");
+    renderHub();
+
+    await waitFor(() => expect(apiGetMock).toHaveBeenCalled());
+    expect(networkingModule.modelHubPublicModelsCall).not.toHaveBeenCalled();
+  });
+
+  it("counts the whole catalogue from the response meta, not the rows on screen", async () => {
+    respondWith(DEFAULT_MODELS, 300);
+    renderHub();
+
+    await screen.findByText("gpt-4");
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("of 300");
+    expect(screen.getByTestId("pagination-page")).toHaveTextContent("Page 1 of 6");
+  });
+
+  it("asks the server for the next page", async () => {
+    const user = userEvent.setup();
+    respondWith(DEFAULT_MODELS, 300);
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByTestId("pagination-next"));
+
+    await waitFor(() => expect(lastModelQuery().page).toBe(2));
+    expect(lastModelQuery().page_size).toBe(50);
+  });
+
+  it("asks the server for a different page size", async () => {
+    const user = userEvent.setup();
+    respondWith(DEFAULT_MODELS, 300);
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByTestId("pagination-page-size"));
+    await user.click(await screen.findByRole("option", { name: "25" }));
+
+    await waitFor(() => expect(lastModelQuery().page_size).toBe(25));
+  });
+
+  it("asks the server to sort, in the sort form the endpoint accepts", async () => {
+    const user = userEvent.setup();
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByTestId("sort-header-model_group"));
+    await waitFor(() => expect(lastModelQuery().sort).toBe("-model_group"));
+
+    await user.click(screen.getByTestId("sort-header-input_cost_per_token"));
+    await waitFor(() => expect(lastModelQuery().sort).toBe("-input_cost_per_token"));
+  });
+
+  it("renders the page in the order the server sent it, without re-sorting locally", async () => {
+    const user = userEvent.setup();
+    respondWith([model({ model_group: "alpha-model" }), model({ model_group: "zeta-model" })], 300);
+    renderHub();
+    await screen.findByText("alpha-model");
+
+    await user.click(screen.getByTestId("sort-header-model_group"));
+    await waitFor(() => expect(lastModelQuery().sort).toBe("-model_group"));
+
+    const rendered = screen.getAllByText(/-model$/).map((cell) => cell.textContent);
+    expect(rendered).toEqual(["alpha-model", "zeta-model"]);
+  });
+
+  it("offers sorting on exactly the fields the endpoint accepts", async () => {
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    const sortable = screen
+      .getAllByTestId(/^sort-header-/)
+      .map((header) => header.getAttribute("data-testid")?.replace("sort-header-", ""));
+
+    expect(sortable.sort()).toEqual([
+      "input_cost_per_token",
+      "max_input_tokens",
+      "max_output_tokens",
+      "mode",
+      "model_group",
+      "output_cost_per_token",
+      "providers",
+      "rpm",
+    ]);
+    expect(screen.getByText("Health Status")).toBeInTheDocument();
+    expect(screen.queryByTestId("sort-header-health_status")).not.toBeInTheDocument();
+  });
+
+  it("searches on the server and returns to the first page", async () => {
+    const user = userEvent.setup();
+    respondWith(DEFAULT_MODELS, 300);
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByTestId("pagination-next"));
+    await waitFor(() => expect(lastModelQuery().page).toBe(2));
+
+    await user.type(screen.getByPlaceholderText("Search model names..."), "claude");
+
+    await waitFor(() => expect(lastModelQuery().q).toBe("claude"));
+    expect(lastModelQuery().page).toBe(1);
+  });
+
+  it("filters by mode with the endpoint's in operator", async () => {
+    const user = userEvent.setup();
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByPlaceholderText("Select modes"));
+    await user.click(await screen.findByRole("option", { name: "embedding" }));
+
+    await waitFor(() => expect(lastModelQuery()["filter[mode][in]"]).toBe("embedding"));
+  });
+
+  it("filters by several providers at once, and returns to the first page", async () => {
+    const user = userEvent.setup();
+    respondWith(DEFAULT_MODELS, 300);
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByTestId("pagination-next"));
+    await waitFor(() => expect(lastModelQuery().page).toBe(2));
+
+    await user.click(screen.getByPlaceholderText("Select providers"));
+    await user.click(await screen.findByRole("option", { name: /anthropic/i }));
+    await waitFor(() => expect(lastModelQuery()["filter[providers][in]"]).toBe("anthropic"));
+    expect(lastModelQuery().page).toBe(1);
+
+    await user.click(await screen.findByRole("option", { name: /openai/i }));
+
+    await waitFor(() => expect(lastModelQuery()["filter[providers][in]"]).toBe("anthropic,openai"));
+  });
+
+  it("filters by feature, which the table could not do while it paged", async () => {
+    const user = userEvent.setup();
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await user.click(screen.getByPlaceholderText("Select features"));
+    await user.click(await screen.findByRole("option", { name: "Vision" }));
+
+    await waitFor(() => expect(lastModelQuery()["filter[features][in]"]).toBe("vision"));
+  });
+
+  it("offers the filter values the route reports, not the ones on the page", async () => {
+    respondWith([model({ model_group: "gpt-4" })], 1);
+    renderHub();
+    await screen.findByText("gpt-4");
+
+    await waitFor(() => expect(facetPaths()).toContain(`${MODEL_HUB_PATH}/providers`));
+    expect(facetPaths()).toEqual(expect.arrayContaining([`${MODEL_HUB_PATH}/modes`, `${MODEL_HUB_PATH}/features`]));
+  });
+
   it("displays health status correctly for models with health check information", async () => {
-    const mockModelsWithHealthChecks = [
+    respondWith([
       {
+        ...MODEL_DEFAULTS,
         model_group: "gpt-4",
-        providers: ["openai"],
-        mode: "chat",
         health_status: "healthy",
         health_response_time: 150.5,
         health_checked_at: "2024-01-15T10:30:00Z",
-        supports_function_calling: true,
-        supports_vision: false,
-        supports_parallel_function_calling: false,
       },
       {
+        ...MODEL_DEFAULTS,
         model_group: "claude-3",
         providers: ["anthropic"],
-        mode: "chat",
         health_status: "unhealthy",
         health_response_time: 5000.0,
         health_checked_at: "2024-01-15T10:25:00Z",
-        supports_function_calling: true,
-        supports_vision: false,
-        supports_parallel_function_calling: false,
       },
-      {
-        model_group: "gpt-3.5-turbo",
-        providers: ["openai"],
-        mode: "chat",
-        health_status: undefined,
-        health_response_time: undefined,
-        health_checked_at: undefined,
-        supports_function_calling: false,
-        supports_vision: false,
-        supports_parallel_function_calling: false,
-      },
-    ];
+      model({ model_group: "gpt-3.5-turbo" }),
+    ]);
 
-    const networkingModule = await import("./networking");
-    vi.mocked(networkingModule.modelHubPublicModelsCall).mockResolvedValue(mockModelsWithHealthChecks);
+    renderHub();
 
-    render(<PublicModelHub />);
-
-    // Wait for the component to load and render the table
     await waitFor(() => {
       expect(screen.getByText("gpt-4")).toBeInTheDocument();
     });
 
-    // Check the health status badge in each model's row
     await waitFor(() => {
       const gpt4Row = screen.getByText("gpt-4").closest("tr");
       expect(gpt4Row).toBeInTheDocument();
@@ -134,19 +360,13 @@ describe("PublicModelHub", () => {
       expect(within(gpt35Row as HTMLElement).getByText("Unknown")).toBeInTheDocument();
     });
   });
-  it("shows no models when the search has no matches (LIT-5230 regression)", async () => {
-    const networkingModule = await import("./networking");
-    vi.mocked(networkingModule.modelHubPublicModelsCall).mockResolvedValue([
-      { model_group: "gpt-4", providers: ["openai"], mode: "chat" },
-      { model_group: "claude-3", providers: ["anthropic"], mode: "chat" },
-    ]);
 
-    render(<PublicModelHub />);
+  it("shows no models when the search has no matches (LIT-5230 regression)", async () => {
+    renderHub();
     expect(await screen.findByText("gpt-4")).toBeInTheDocument();
 
-    fireEvent.change(screen.getByPlaceholderText("Search model names... (smart search enabled)"), {
-      target: { value: "zzzz" },
-    });
+    respondWith([], 0);
+    fireEvent.change(screen.getByPlaceholderText("Search model names..."), { target: { value: "zzzz" } });
 
     await waitFor(() => {
       expect(screen.queryByText("gpt-4")).not.toBeInTheDocument();
@@ -155,18 +375,23 @@ describe("PublicModelHub", () => {
     });
   });
 
-  it("handles non-array response gracefully (regression test for e.filter crash)", async () => {
-    const networkingModule = await import("./networking");
-    // Mock the API to return an object (like an error response) instead of an array
-    vi.mocked(networkingModule.modelHubPublicModelsCall).mockResolvedValue({
-      detail: "No models configured",
-    } as any);
+  it("reports the proxy as unavailable when the model page fails to load", async () => {
+    apiGetMock.mockRejectedValue(new Error("boom"));
 
-    render(<PublicModelHub />);
+    renderHub();
+
+    expect(await screen.findByText(/Service unavailable/)).toBeInTheDocument();
+  });
+
+  it("keeps the page usable when the response carries no rows", async () => {
+    respondWith([], 0);
+
+    renderHub();
 
     await waitFor(() => {
       expect(screen.getByTestId("navbar")).toBeInTheDocument();
       expect(screen.getByText("Model Hub")).toBeInTheDocument();
+      expect(screen.getByText("No models available")).toBeInTheDocument();
     });
   });
 });
@@ -237,7 +462,7 @@ describe("public hub MCP details modal", () => {
     const networkingModule = await import("./networking");
     vi.mocked(networkingModule.mcpHubPublicServersCall).mockResolvedValue([mockMcpServer]);
 
-    render(<PublicModelHub />);
+    renderHub();
 
     fireEvent.click(await screen.findByRole("tab", { name: /MCP Hub/i }));
     fireEvent.click(await screen.findByRole("button", { name: "exa_test" }));
@@ -252,7 +477,7 @@ describe("public hub MCP details modal", () => {
     const networkingModule = await import("./networking");
     vi.mocked(networkingModule.mcpHubPublicServersCall).mockResolvedValue([mockMcpServer]);
 
-    render(<PublicModelHub />);
+    renderHub();
 
     fireEvent.click(await screen.findByRole("tab", { name: /MCP Hub/i }));
     fireEvent.click(await screen.findByRole("button", { name: "exa_test" }));
diff --git a/ui/litellm-dashboard/src/components/public_model_hub.tsx b/ui/litellm-dashboard/src/components/public_model_hub.tsx
index f6364b5d9d1..8bd47e47a84 100644
--- a/ui/litellm-dashboard/src/components/public_model_hub.tsx
+++ b/ui/litellm-dashboard/src/components/public_model_hub.tsx
@@ -21,6 +21,9 @@ import { Dialog, DialogContent, DialogHeader, DialogTitle } from "@/components/u
 import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
 import { Tooltip, TooltipContent, TooltipProvider, TooltipTrigger } from "@/components/ui/tooltip";
 import { MultiSelect } from "./shared/MultiSelect";
+import { featureLabel } from "./publicModelHub/publicModelHubFilters";
+import { usePublicModelHubFacets } from "./publicModelHub/usePublicModelHubFacets";
+import { usePublicModelHubList } from "./publicModelHub/usePublicModelHubList";
 import { DataTable } from "./shared/DataTable";
 import { toast } from "@/lib/toast";
 import Navbar from "./navbar";
@@ -31,7 +34,6 @@ import {
   getPublicModelHubInfo,
   getUiConfig,
   mcpHubPublicServersCall,
-  modelHubPublicModelsCall,
 } from "./networking";
 import { Plugin } from "./claude_code_plugins/types";
 import SkillHubDashboard from "./AIHub/SkillHubDashboard";
@@ -68,25 +70,19 @@ function PublicHubEmptyState({ title, body }: { title: string; body: string }) {
 
 const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded = false }) => {
   const anchor = useComboboxAnchor();
-  const [modelHubData, setModelHubData] = useState<ModelGroupInfo[] | null>(null);
+  const [proxyConfigured, setProxyConfigured] = useState<boolean>(false);
   const [agentHubData, setAgentHubData] = useState<AgentCard[] | null>(null);
   const [mcpHubData, setMcpHubData] = useState<MCPServerData[] | null>(null);
   const [pageTitle, setPageTitle] = useState<string>("LiteLLM Gateway");
   const [customDocsDescription, setCustomDocsDescription] = useState<string | null>(null);
   const [litellmVersion, setLitellmVersion] = useState<string>("");
   const [usefulLinks, setUsefulLinks] = useState<Record<string, string | { url: string; index: number }>>({});
-  const [loading, setLoading] = useState<boolean>(true);
   const [agentLoading, setAgentLoading] = useState<boolean>(true);
   const [mcpLoading, setMcpLoading] = useState<boolean>(true);
-  const [searchTerm, setSearchTerm] = useState<string>("");
   const [agentSearchTerm, setAgentSearchTerm] = useState<string>("");
   const [mcpSearchTerm, setMcpSearchTerm] = useState<string>("");
-  const [selectedProviders, setSelectedProviders] = useState<string[]>([]);
-  const [selectedModes, setSelectedModes] = useState<string[]>([]);
-  const [selectedFeatures, setSelectedFeatures] = useState<string[]>([]);
   const [selectedAgentSkills, setSelectedAgentSkills] = useState<string[]>([]);
   const [selectedMcpTransports, setSelectedMcpTransports] = useState<string[]>([]);
-  const [serviceStatus, setServiceStatus] = useState<string>("I'm alive! ✓");
   const [isModalVisible, setIsModalVisible] = useState(false);
   const [isAgentModalVisible, setIsAgentModalVisible] = useState(false);
   const [isMcpModalVisible, setIsMcpModalVisible] = useState(false);
@@ -106,19 +102,7 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
         console.error("Failed to get UI config:", error);
         // Continue anyway - might work with default proxyBaseUrl
       }
-
-      const fetchPublicData = async () => {
-        try {
-          setLoading(true);
-          const _modelHubData = await modelHubPublicModelsCall();
-          setModelHubData(Array.isArray(_modelHubData) ? _modelHubData : []);
-        } catch (error) {
-          console.error("There was an error fetching the public model data", error);
-          setServiceStatus("Service unavailable");
-        } finally {
-          setLoading(false);
-        }
-      };
+      setProxyConfigured(true);
 
       const fetchAgentData = async () => {
         try {
@@ -166,7 +150,6 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
 
       fetchPublicModelHubInfo();
 
-      fetchPublicData();
       fetchAgentData();
       fetchMcpData();
       fetchSkillData();
@@ -175,47 +158,6 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
     initializeAndFetch();
   }, []);
 
-  // Clear filters when filter values change to avoid confusion
-  useEffect(() => {
-    // This would clear selections if we had any selection functionality
-    // For now, it's just for consistency with the original component
-  }, [searchTerm, selectedProviders, selectedModes, selectedFeatures]);
-
-  const getUniqueProviders = (data: ModelGroupInfo[]) => {
-    const providers = new Set<string>();
-    data.forEach((model) => {
-      (model.providers ?? []).forEach((provider) => providers.add(provider));
-    });
-    return Array.from(providers);
-  };
-
-  const getUniqueModes = (data: ModelGroupInfo[]) => {
-    const modes = new Set<string>();
-    data.forEach((model) => {
-      if (model.mode) modes.add(model.mode);
-    });
-    return Array.from(modes);
-  };
-
-  const getUniqueFeatures = (data: ModelGroupInfo[]) => {
-    const features = new Set<string>();
-    data.forEach((model) => {
-      // Find all properties that start with 'supports_' and are true
-      Object.entries(model)
-        .filter(([key, value]) => key.startsWith("supports_") && value === true)
-        .forEach(([key]) => {
-          // Format the feature name (remove 'supports_' prefix and convert to title case)
-          const featureName = key
-            .replace(/^supports_/, "")
-            .split("_")
-            .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
-            .join(" ");
-          features.add(featureName);
-        });
-    });
-    return Array.from(features).sort();
-  };
-
   const getUniqueAgentSkills = (data: AgentCard[]) => {
     const skills = new Set<string>();
     data.forEach((agent) => {
@@ -234,39 +176,6 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
     return Array.from(transports).sort();
   };
 
-  const filteredData = useMemo(() => {
-    if (!modelHubData || !Array.isArray(modelHubData)) return [];
-
-    const searchResults = rankBySearchRelevance(
-      filterBySearchTerm(modelHubData, searchTerm, (model) => [model.model_group]),
-      searchTerm,
-      (model) => model.model_group,
-    );
-
-    // Apply other filters
-    return searchResults.filter((model) => {
-      const matchesProvider =
-        selectedProviders.length === 0 || selectedProviders.some((provider) => model.providers.includes(provider));
-      const matchesMode = selectedModes.length === 0 || selectedModes.includes(model.mode || "");
-
-      // Check if model has any of the selected features
-      const matchesFeature =
-        selectedFeatures.length === 0 ||
-        Object.entries(model)
-          .filter(([key, value]) => key.startsWith("supports_") && value === true)
-          .some(([key]) => {
-            const featureName = key
-              .replace(/^supports_/, "")
-              .split("_")
-              .map((word) => word.charAt(0).toUpperCase() + word.slice(1))
-              .join(" ");
-            return selectedFeatures.includes(featureName);
-          });
-
-      return matchesProvider && matchesMode && matchesFeature;
-    });
-  }, [modelHubData, searchTerm, selectedProviders, selectedModes, selectedFeatures]);
-
   const filteredAgentData = useMemo(() => {
     if (!agentHubData || !Array.isArray(agentHubData)) return [];
 
@@ -356,7 +265,14 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
     return `$${(cost * 1_000_000).toFixed(4)}`;
   };
 
-  const [modelSorting, setModelSorting] = useState<SortingState>([{ id: "model_group", desc: false }]);
+  const models = usePublicModelHubList(proxyConfigured);
+  const modelFacets = usePublicModelHubFacets(proxyConfigured);
+  const modeOptions = useMemo(() => modelFacets.modes.map((mode) => ({ label: mode, value: mode })), [modelFacets]);
+  const featureOptions = useMemo(
+    () => modelFacets.features.map((feature) => ({ label: featureLabel(feature), value: feature })),
+    [modelFacets],
+  );
+  const serviceStatus = models.error ? "Service unavailable" : "I'm alive! ✓";
   const [agentSorting, setAgentSorting] = useState<SortingState>([{ id: "name", desc: false }]);
   const [mcpSorting, setMcpSorting] = useState<SortingState>([{ id: "server_name", desc: false }]);
 
@@ -367,22 +283,6 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
   const hasAgents = Array.isArray(agentHubData) && agentHubData.length > 0;
   const hasMcpServers = Array.isArray(mcpHubData) && mcpHubData.length > 0;
 
-  const providerOptions = useMemo(
-    () => (Array.isArray(modelHubData) ? getUniqueProviders(modelHubData) : []),
-    [modelHubData],
-  );
-  const modeOptions = useMemo(
-    () =>
-      Array.isArray(modelHubData) ? getUniqueModes(modelHubData).map((mode) => ({ label: mode, value: mode })) : [],
-    [modelHubData],
-  );
-  const featureOptions = useMemo(
-    () =>
-      Array.isArray(modelHubData)
-        ? getUniqueFeatures(modelHubData).map((feature) => ({ label: feature, value: feature }))
-        : [],
-    [modelHubData],
-  );
   const agentSkillOptions = useMemo(
     () =>
       Array.isArray(agentHubData)
@@ -495,9 +395,8 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                         <Tooltip>
                           <TooltipTrigger render={<Info className="w-4 h-4 text-muted-foreground cursor-help" />} />
                           <TooltipContent side="top">
-                            Smart search with relevance ranking - finds models containing your search terms, ranked by
-                            relevance. Try searching &apos;xai grok-4&apos;, &apos;claude-4&apos;, &apos;gpt-4&apos;, or
-                            &apos;sonnet&apos;
+                            Finds every published model whose name contains what you type, across all pages. Try
+                            &apos;grok&apos;, &apos;claude&apos;, &apos;gpt-4&apos;, or &apos;sonnet&apos;
                           </TooltipContent>
                         </Tooltip>
                       </div>
@@ -505,9 +404,10 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                         <SearchIcon className="w-4 h-4 text-muted-foreground absolute left-3 top-1/2 transform -translate-y-1/2" />
                         <input
                           type="text"
-                          placeholder="Search model names... (smart search enabled)"
-                          value={searchTerm}
-                          onChange={(e) => setSearchTerm(e.target.value)}
+                          placeholder="Search model names..."
+                          aria-label="Search model names"
+                          value={models.searchValue}
+                          onChange={(e) => models.onSearchChange(e.target.value)}
                           className="border border-border rounded-lg pl-10 pr-4 py-2 w-full text-sm focus:outline-hidden focus:ring-2 focus:ring-ring focus:border-transparent bg-card"
                         />
                       </div>
@@ -516,9 +416,9 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                       <p className="text-sm font-medium mb-3 text-foreground">Provider:</p>
                       <Combobox
                         multiple
-                        items={providerOptions}
-                        value={selectedProviders}
-                        onValueChange={(values: string[]) => setSelectedProviders(values)}
+                        items={modelFacets.providers}
+                        value={models.providerValues}
+                        onValueChange={models.onProvidersChange}
                       >
                         <ComboboxChips render={<div ref={anchor} />} className="min-h-8 w-full py-1 text-sm">
                           <ComboboxValue>
@@ -567,8 +467,8 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                       <p className="text-sm font-medium mb-3 text-foreground">Mode:</p>
                       <MultiSelect
                         options={modeOptions}
-                        value={selectedModes}
-                        onValueChange={setSelectedModes}
+                        value={models.modeValues}
+                        onValueChange={models.onModesChange}
                         placeholder="Select modes"
                         className="w-full"
                       />
@@ -577,8 +477,8 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                       <p className="text-sm font-medium mb-3 text-foreground">Features:</p>
                       <MultiSelect
                         options={featureOptions}
-                        value={selectedFeatures}
-                        onValueChange={setSelectedFeatures}
+                        value={models.featureValues}
+                        onValueChange={models.onFeaturesChange}
                         placeholder="Select features"
                         className="w-full"
                       />
@@ -586,19 +486,23 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                   </div>
 
                   <DataTable
-                    data={filteredData}
+                    data={models.rows}
                     columns={modelColumns}
                     getRowId={(model, index) => model.model_group || String(index)}
-                    sortingMode="client"
-                    sorting={modelSorting}
-                    onSortingChange={setModelSorting}
-                    isLoading={loading}
+                    sortingMode="server"
+                    sorting={models.sorting}
+                    onSortingChange={models.onSortingChange}
+                    paginationMode="server"
+                    pagination={models.pagination}
+                    onPaginationChange={models.onPaginationChange}
+                    rowCount={models.rowCount}
+                    isLoading={models.isLoading}
                     loadingMessage="Loading models…"
                     noDataMessage={
                       <PublicHubEmptyState
-                        title={modelHubData?.length ? "No matching models" : "No models available"}
+                        title={models.hasActiveQuery ? "No matching models" : "No models available"}
                         body={
-                          modelHubData?.length
+                          models.hasActiveQuery
                             ? "Adjust the search or filters to see more models."
                             : "Models made public by the proxy admin will appear here."
                         }
@@ -606,12 +510,6 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
                     }
                     size="compact"
                   />
-
-                  <div className="mt-8 text-center">
-                    <p className="text-sm text-muted-foreground">
-                      Showing {filteredData.length} of {modelHubData?.length || 0} models
-                    </p>
-                  </div>
                 </TabsContent>
 
                 {/* Agents Tab */}
diff --git a/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.test.tsx b/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.test.tsx
index 3699a57a657..322d90b24c5 100644
--- a/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.test.tsx
+++ b/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.test.tsx
@@ -19,6 +19,13 @@ const EXPECTED_STORED_PAYLOAD: RoutingGroup = {
 
 const SEEDED_CREATE: RoutingGroup = { group_name: "", models: ["gemini-pro"], routing_strategy: "simple-shuffle" };
 
+const EXPECTED_SLASH_AND_SPACE_PAYLOAD: RoutingGroup = {
+  group_name: "team a/fast chat",
+  models: ["gemini-pro"],
+  routing_strategy: "simple-shuffle",
+  routing_strategy_args: null,
+};
+
 const STORED_GROUP: RoutingGroup = {
   group_name: "already-taken",
   models: ["gpt-4o", "claude-sonnet"],
@@ -211,16 +218,28 @@ describe("RoutingGroupModal", () => {
     expect(onSubmit).not.toHaveBeenCalled();
   });
 
-  it("rejects a name with characters outside the allowed set", async () => {
+  it("accepts a name with slashes and spaces, since the backend does", async () => {
     const user = userEvent.setup();
     const { onSubmit } = renderModal({
       initialValue: { group_name: "", models: ["gemini-pro"], routing_strategy: "simple-shuffle" },
     });
 
-    await typeName(user, "bad name");
+    await typeName(user, "team a/fast chat");
     await save(user, "Create Group");
 
-    expect(await screen.findByText("Only letters, numbers, dot, underscore, and dash are allowed")).toBeInTheDocument();
+    expect(onSubmit).toHaveBeenCalledWith(EXPECTED_SLASH_AND_SPACE_PAYLOAD);
+  });
+
+  it("rejects a whitespace-only name as missing", async () => {
+    const user = userEvent.setup();
+    const { onSubmit } = renderModal({
+      initialValue: { group_name: "", models: ["gemini-pro"], routing_strategy: "simple-shuffle" },
+    });
+
+    await typeName(user, "   ");
+    await save(user, "Create Group");
+
+    expect(await screen.findByText("Group name is required")).toBeInTheDocument();
     expect(onSubmit).not.toHaveBeenCalled();
   });
 
diff --git a/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.tsx b/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.tsx
index 442275c32f6..5865c59d8bd 100644
--- a/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.tsx
+++ b/ui/litellm-dashboard/src/components/routing_groups/RoutingGroupModal.tsx
@@ -23,7 +23,6 @@ import { Textarea } from "@/components/ui/textarea";
 import { useZodForm } from "@/lib/forms/useZodForm";
 import {
   GROUP_NAME_MAX_LENGTH,
-  GROUP_NAME_PATTERN,
   STRATEGIES_WITH_ARGS,
   argsForStrategy,
   buildRoutingGroupPayload,
@@ -74,10 +73,10 @@ const RoutingGroupModal: React.FC<RoutingGroupModalProps> = ({
     const shape = {
       group_name: z
         .string()
+        .trim()
         .min(1, "Group name is required")
         .max(GROUP_NAME_MAX_LENGTH, `Must be ${GROUP_NAME_MAX_LENGTH} characters or fewer`)
-        .regex(GROUP_NAME_PATTERN, "Only letters, numbers, dot, underscore, and dash are allowed")
-        .refine((value) => !reservedNames.has(value.trim().toLowerCase()), "A group with this name already exists"),
+        .refine((value) => !reservedNames.has(value.toLowerCase()), "A group with this name already exists"),
       models: z.array(z.string()).min(1, "Select at least one model"),
       routing_strategy: z.string().min(1, "Strategy is required"),
       routing_strategy_args: z.string(),
diff --git a/ui/litellm-dashboard/src/components/routing_groups/routingGroupPayload.ts b/ui/litellm-dashboard/src/components/routing_groups/routingGroupPayload.ts
index ddc24938ea7..68f06356262 100644
--- a/ui/litellm-dashboard/src/components/routing_groups/routingGroupPayload.ts
+++ b/ui/litellm-dashboard/src/components/routing_groups/routingGroupPayload.ts
@@ -2,7 +2,6 @@ import type { RoutingGroup } from "./types";
 
 export const STRATEGIES_WITH_ARGS = new Set<string>(["latency-based-routing", "usage-based-routing"]);
 
-export const GROUP_NAME_PATTERN = /^[A-Za-z0-9._-]+$/;
 export const GROUP_NAME_MAX_LENGTH = 64;
 
 export interface RoutingGroupFormValues {
diff --git a/ui/litellm-dashboard/src/components/settings.tsx b/ui/litellm-dashboard/src/components/settings.tsx
index 72da01d0918..9cb55b6ed5c 100644
--- a/ui/litellm-dashboard/src/components/settings.tsx
+++ b/ui/litellm-dashboard/src/components/settings.tsx
@@ -293,6 +293,8 @@ const Settings: React.FC<SettingsPageProps> = ({ accessToken, userRole, userID,
     llm_too_slow: "LLM Responses Too Slow",
     llm_requests_hanging: "LLM Requests Hanging",
     budget_alerts: "Budget Alerts (API Keys, Users)",
+    user_spend_thresholds: "User Spend Thresholds (Daily/Monthly)",
+    user_spend_anomalies: "User Spend Anomaly Detection",
     db_exceptions: "Database Exceptions (Read/Write)",
     daily_reports: "Weekly/Monthly Spend Reports",
     outage_alerts: "Outage Alerts",
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
index f502ea77127..162fc39a632 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.test.tsx
@@ -1,4 +1,4 @@
-import type { ColumnDef, ExpandedState } from "@tanstack/react-table";
+import type { ColumnDef, ExpandedState, OnChangeFn, PaginationState } from "@tanstack/react-table";
 import { render, screen, waitFor, within } from "@testing-library/react";
 import userEvent from "@testing-library/user-event";
 import { useState } from "react";
@@ -274,6 +274,71 @@ describe("DataTable pagination", () => {
     await user.click(screen.getByTestId("pagination-next"));
     expect(onPaginationChange).toHaveBeenCalledTimes(1);
   });
+
+  type ServerPageHarnessProps = {
+    rowCount: number;
+    isLoading?: boolean;
+    initialPageIndex: number;
+    onChange: (next: PaginationState) => void;
+  };
+
+  function ServerPageHarness({ rowCount, isLoading = false, initialPageIndex, onChange }: ServerPageHarnessProps) {
+    const [pagination, setPagination] = useState<PaginationState>({ pageIndex: initialPageIndex, pageSize: 10 });
+    const handleChange: OnChangeFn<PaginationState> = (updater) => {
+      const next = typeof updater === "function" ? updater(pagination) : updater;
+      onChange(next);
+      setPagination(next);
+    };
+    return (
+      <DataTable
+        data={[]}
+        columns={nameCellColumns}
+        paginationMode="server"
+        pagination={pagination}
+        onPaginationChange={handleChange}
+        rowCount={rowCount}
+        isLoading={isLoading}
+      />
+    );
+  }
+
+  it("server mode snaps to the last page when rowCount no longer reaches the current page", async () => {
+    const onChange = vi.fn();
+    render(<ServerPageHarness rowCount={15} initialPageIndex={2} onChange={onChange} />);
+
+    await waitFor(() => expect(onChange).toHaveBeenCalledWith({ pageIndex: 1, pageSize: 10 }));
+    expect(onChange).toHaveBeenCalledTimes(1);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("Showing 11-15 of 15");
+    expect(screen.getByText("Page 2 of 2")).toBeInTheDocument();
+    expect(screen.getByTestId("pagination-next")).toBeDisabled();
+  });
+
+  it("server mode falls back to the first page when rowCount drops to zero", async () => {
+    const onChange = vi.fn();
+    render(<ServerPageHarness rowCount={0} initialPageIndex={2} onChange={onChange} />);
+
+    await waitFor(() => expect(onChange).toHaveBeenCalledWith({ pageIndex: 0, pageSize: 10 }));
+    expect(onChange).toHaveBeenCalledTimes(1);
+    expect(screen.getByTestId("pagination-range")).toHaveTextContent("No results");
+    expect(screen.getByText("Page 1 of 1")).toBeInTheDocument();
+    expect(screen.getByTestId("pagination-first")).toBeDisabled();
+    expect(screen.getByTestId("pagination-prev")).toBeDisabled();
+  });
+
+  it("server mode leaves the page index alone while loading and clamps once the response lands", async () => {
+    const onChange = vi.fn();
+    const { rerender } = render(<ServerPageHarness rowCount={0} isLoading initialPageIndex={2} onChange={onChange} />);
+
+    expect(screen.getByText("Page 3 of 1")).toBeInTheDocument();
+    await new Promise((resolve) => setTimeout(resolve, 20));
+    expect(onChange).not.toHaveBeenCalled();
+
+    rerender(<ServerPageHarness rowCount={15} initialPageIndex={2} onChange={onChange} />);
+
+    await waitFor(() => expect(onChange).toHaveBeenCalledWith({ pageIndex: 1, pageSize: 10 }));
+    expect(onChange).toHaveBeenCalledTimes(1);
+    expect(screen.getByText("Page 2 of 2")).toBeInTheDocument();
+  });
 });
 
 describe("DataTable filtering", () => {
@@ -613,8 +678,11 @@ describe("DataTable layout", () => {
 
   it("makes the header sticky and constrains body height when maxBodyHeight is set", () => {
     render(<DataTable data={CHARLIE_ALICE_BOB} columns={nameEmailColumns} maxBodyHeight={240} />);
-    expect(screen.getByTestId("data-table-head")).toHaveClass("sticky");
-    expect(screen.getByTestId("data-table-scroller")).toHaveStyle({ maxHeight: "240px" });
+    const scroller = screen.getByTestId("data-table-scroller");
+    expect(scroller).toHaveStyle({ maxHeight: "240px" });
+    expect(scroller).toHaveClass("overflow-auto");
+    expect(scroller).toHaveClass("[&_[data-slot=table-container]]:overflow-visible");
+    expect(screen.getByTestId("data-table-head")).toHaveClass("sticky", "bg-background");
   });
 
   it("caps fillHeight at the parent's height instead of stretching to it, so a short table stays short", () => {
diff --git a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
index 60267606951..58f9657a001 100644
--- a/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
+++ b/ui/litellm-dashboard/src/components/shared/DataTable/DataTable.tsx
@@ -16,6 +16,7 @@ import {
   getSortedRowModel,
   type Header,
   type OnChangeFn,
+  type PaginationState,
   type Row,
   type RowData,
   type RowSelectionState,
@@ -26,7 +27,7 @@ import {
 } from "@tanstack/react-table";
 import { SearchX } from "lucide-react";
 import * as React from "react";
-import { Fragment, useState } from "react";
+import { Fragment, useEffect, useState } from "react";
 
 import { Skeleton } from "@/components/ui/skeleton";
 import {
@@ -59,18 +60,22 @@ const noop = () => {};
 /**
  * Height-filling mode. The table still sizes to its rows; the parent's height is only a ceiling, so
  * a short table keeps its footer under the last row and a long one scrolls its rows instead of the
- * page. `table-container` is the Table primitive's own overflow-x wrapper; left as a scroll box it
- * captures the sticky header and the header scrolls away with the rows. And rows pass under that
- * header, which the semi-transparent header row tint alone would not hide.
+ * page.
  */
 const FILL_CLASSES = {
   outer: "flex max-h-full min-h-0 flex-col",
   frame: "flex min-h-0 flex-col",
-  body: "min-h-0 [&_[data-slot=table-container]]:overflow-visible",
+  body: "min-h-0",
+} as const;
+
+const NO_FILL_CLASSES = { outer: "", frame: "", body: "" } as const;
+
+const STICKY_CLASSES = {
+  body: "[&_[data-slot=table-container]]:overflow-visible",
   header: "bg-background",
 } as const;
 
-const NO_FILL_CLASSES = { outer: "", frame: "", body: "", header: "" } as const;
+const NO_STICKY_CLASSES = { body: "", header: "" } as const;
 
 function columnDefId<TData, TValue>(column: ColumnDef<TData, TValue>): string | undefined {
   if ("id" in column && typeof column.id === "string") {
@@ -413,6 +418,21 @@ function useControllable<T>(
   return { value: internal, onChange: setInternal };
 }
 
+function useServerPageClamp(
+  active: boolean,
+  rowCount: number | undefined,
+  pagination: { value: PaginationState; onChange: OnChangeFn<PaginationState> },
+): void {
+  const { pageIndex, pageSize } = pagination.value;
+  const { onChange } = pagination;
+  useEffect(() => {
+    if (!active || rowCount === undefined) return;
+    const lastPageIndex = Math.max(Math.ceil(rowCount / pageSize) - 1, 0);
+    if (pageIndex <= lastPageIndex) return;
+    onChange({ pageIndex: lastPageIndex, pageSize });
+  }, [active, rowCount, pageIndex, pageSize, onChange]);
+}
+
 function useDataTableInstance<TData extends RowData, TValue>(
   props: DataTableResolvedProps<TData, TValue>,
 ): Table<TData> {
@@ -429,6 +449,7 @@ function useDataTableInstance<TData extends RowData, TValue>(
     pagination,
     onPaginationChange,
     rowCount,
+    isLoading = false,
     pageSizeOptions = DEFAULT_PAGE_SIZE_OPTIONS,
     filterMode = "none",
     columnFilters,
@@ -453,6 +474,7 @@ function useDataTableInstance<TData extends RowData, TValue>(
     pageIndex: 0,
     pageSize: pageSizeOptions[0] ?? 25,
   });
+  useServerPageClamp(paginationMode === "server" && !isLoading, rowCount, paginationState);
   const filterState = useControllable<ColumnFiltersState>(
     columnFilters,
     onColumnFiltersChange,
@@ -533,6 +555,7 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
   const visibleColumnCount = table.getVisibleLeafColumns().length;
   const stickyHeader = maxBodyHeight !== undefined || fillHeight;
   const fill = fillHeight ? FILL_CLASSES : NO_FILL_CLASSES;
+  const sticky = stickyHeader ? STICKY_CLASSES : NO_STICKY_CLASSES;
   const tableStyle = enableColumnResizing ? { width: table.getTotalSize(), minWidth: "100%" } : undefined;
 
   const renderPagination = (): React.ReactNode => {
@@ -593,13 +616,13 @@ export function DataTable<TData extends RowData, TValue>(props: DataTableProps<T
         {toolbar !== undefined && <div className="shrink-0 border-b border-border px-4 py-3">{toolbar(table)}</div>}
         <div
           data-testid="data-table-scroller"
-          className={cn(stickyHeader ? "overflow-auto" : "overflow-x-auto", fill.body)}
+          className={cn(stickyHeader ? "overflow-auto" : "overflow-x-auto", sticky.body, fill.body)}
           style={maxBodyHeight !== undefined ? { maxHeight: maxBodyHeight } : undefined}
         >
           <TableRoot className={enableColumnResizing ? "table-fixed" : ""} style={tableStyle}>
             <TableHeader
               data-testid="data-table-head"
-              className={cn(stickyHeader ? "sticky top-0 z-sticky" : "", fill.header)}
+              className={cn(stickyHeader ? "sticky top-0 z-sticky" : "", sticky.header)}
             >
               {table.getHeaderGroups().map((headerGroup) => (
                 <TableRow key={headerGroup.id} className="bg-muted/50">
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
index ca1e0413dcb..a993c1f6bd6 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.test.tsx
@@ -38,6 +38,9 @@ vi.mock("@/components/networking", () => ({
   organizationInfoCall: vi.fn(),
   getRouterSettingsCall: vi.fn().mockResolvedValue({ fields: [] }),
   getPassThroughEndpointsCall: vi.fn(),
+  fetchMCPServers: vi.fn().mockResolvedValue([]),
+  fetchMCPToolsets: vi.fn().mockResolvedValue([]),
+  getAgentsList: vi.fn().mockResolvedValue({ agents: [] }),
 }));
 
 const can = vi.fn();
@@ -302,6 +305,47 @@ describe("TeamInfoView", () => {
       );
     });
 
+    it("shows MCP servers and agents inherited from access groups in the Object Permissions card, naming the group on hover", async () => {
+      const user = userEvent.setup();
+      vi.mocked(networking.fetchMCPServers).mockResolvedValue([
+        { server_id: "mcp-github-1234", server_name: "github", alias: "github" },
+      ]);
+      vi.mocked(networking.getAgentsList).mockResolvedValue({
+        agents: [{ agent_id: "agent-support-5678", agent_name: "support_agent" }],
+      });
+      const platformToolsGroup = {
+        access_group_id: "ag-1",
+        access_group_name: "platform-tools",
+        models: [],
+        mcp_server_ids: ["mcp-github-1234"],
+        agent_ids: ["agent-support-5678"],
+      };
+      const inheritedGrants = {
+        object_permission: null,
+        access_group_ids: ["ag-1"],
+        access_group_mcp_server_ids: ["mcp-github-1234"],
+        access_group_agent_ids: ["agent-support-5678"],
+        access_group_details: [platformToolsGroup],
+      };
+      vi.mocked(networking.teamInfoCall).mockResolvedValue(createMockTeamData(inheritedGrants));
+
+      renderWithProviders(<TeamInfoView {...defaultProps} />);
+
+      const serverRow = await screen.findByText(/github \(mcp\.\.\.1234\)/);
+      const agentRow = await screen.findByText(/support_agent \(age\.\.\.5678\)/);
+      expect(screen.queryByText("No MCP servers, access groups, or toolsets configured")).not.toBeInTheDocument();
+      expect(screen.queryByText("No agents or access groups configured")).not.toBeInTheDocument();
+
+      await user.hover(serverRow);
+      expect(
+        await screen.findByText("Granted via access group platform-tools. Full ID: mcp-github-1234"),
+      ).toBeInTheDocument();
+      await user.hover(agentRow);
+      expect(
+        await screen.findByText("Granted via access group platform-tools. Full ID: agent-support-5678"),
+      ).toBeInTheDocument();
+    });
+
     it("keeps the all-proxy-models badge non-clickable", async () => {
       vi.mocked(networking.teamInfoCall).mockResolvedValue(createMockTeamData({ models: ["all-proxy-models"] }));
 
@@ -1494,6 +1538,35 @@ describe("TeamInfoView", () => {
     });
   });
 
+  describe("team member settings", () => {
+    it("should populate Default Key Duration from the team's stored metadata", async () => {
+      const user = userEvent.setup({ delay: null });
+      vi.mocked(networking.teamInfoCall).mockResolvedValue(
+        createMockTeamData({ metadata: { team_member_key_duration: "30d" } }),
+      );
+
+      renderWithProviders(<TeamInfoView {...defaultProps} />);
+
+      await waitFor(() => {
+        expect(screen.queryAllByText("Test Team").length).toBeGreaterThan(0);
+      });
+
+      await user.click(screen.getByRole("tab", { name: "Settings" }));
+
+      await waitFor(() => {
+        expect(screen.getByRole("button", { name: /edit settings/i })).toBeInTheDocument();
+      });
+
+      await user.click(screen.getByRole("button", { name: /edit settings/i }));
+
+      await user.click(await screen.findByRole("button", { name: /team member settings/i }));
+
+      await waitFor(() => {
+        expect(screen.getByLabelText(/^Default Key Duration/)).toHaveValue("30d");
+      });
+    });
+  });
+
   describe("guardrails dropdown grouping", () => {
     const guardrail = (name: string, defaultOn: boolean) => ({
       guardrail_name: name,
@@ -1844,6 +1917,8 @@ describe("TeamInfoView - the exact bytes the update call sends", () => {
     mcp_access_groups: [],
     mcp_tool_permissions: {},
     mcp_toolsets: [],
+    agents: [],
+    agent_access_groups: [],
     vector_stores: ["vs-1"],
   };
 
@@ -1864,6 +1939,49 @@ describe("TeamInfoView - the exact bytes the update call sends", () => {
     });
   });
 
+  const openEditorWithAgents = async (user: ReturnType<typeof userEvent.setup>) => {
+    vi.mocked(networking.teamInfoCall).mockResolvedValue(
+      createMockTeamData({
+        models: ["gpt-4"],
+        object_permission: { agents: ["agent-1"], agent_access_groups: ["group-a"] },
+      }),
+    );
+    vi.mocked(networking.teamUpdateCall).mockResolvedValue({ data: {}, team_id: "123" } as any);
+
+    renderWithProviders(<TeamInfoView {...props} />);
+    await waitFor(() => expect(screen.queryAllByText("Test Team").length).toBeGreaterThan(0));
+    await user.click(screen.getByRole("tab", { name: "Settings" }));
+    await user.click(await screen.findByRole("button", { name: /edit settings/i }));
+    await screen.findByLabelText("Team Name");
+  };
+
+  it("resends the stored agents and agent_access_groups when the selector is left untouched", async () => {
+    const user = userEvent.setup({ delay: null });
+    await openEditorWithAgents(user);
+
+    const payload = await save(user);
+
+    const objectPermission = wireBody(payload).object_permission as Record<string, unknown>;
+    expect(objectPermission.agents).toStrictEqual(["agent-1"]);
+    expect(objectPermission.agent_access_groups).toStrictEqual(["group-a"]);
+  });
+
+  it("sends empty agents and agent_access_groups arrays after the last agent chip is removed", async () => {
+    const user = userEvent.setup({ delay: null });
+    await openEditorWithAgents(user);
+
+    await user.click(within(screen.getByLabelText("agent-1")).getByRole("button"));
+    await user.click(within(screen.getByLabelText("group:group-a")).getByRole("button"));
+    expect(screen.queryByLabelText("agent-1")).not.toBeInTheDocument();
+    expect(screen.queryByLabelText("group:group-a")).not.toBeInTheDocument();
+
+    const payload = await save(user);
+
+    const objectPermission = wireBody(payload).object_permission as Record<string, unknown>;
+    expect(objectPermission.agents).toStrictEqual([]);
+    expect(objectPermission.agent_access_groups).toStrictEqual([]);
+  });
+
   it("resends every stored value once both sections are opened", async () => {
     const user = userEvent.setup({ delay: null });
     await openEditor(user);
diff --git a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
index 44f0d420fd6..23ecd19fdd7 100644
--- a/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamInfo.tsx
@@ -58,6 +58,7 @@ import {
   TeamModelBadge,
   TeamModelBadgeKind,
 } from "./teamModelAccess";
+import { computeInheritedGrants } from "../permissions/inheritedGrants";
 import MetadataKeyValueFields, {
   metadataObjectToPairs,
   metadataPairsSchema,
@@ -334,7 +335,7 @@ const toTeamFormValues = (info: TeamInfoRecord, effectiveGuardrails: string[]):
   default_team_member_models: info.default_team_member_models || [],
   team_member_budget: info.team_member_budget_table?.max_budget,
   team_member_budget_duration: info.team_member_budget_table?.budget_duration,
-  team_member_key_duration: info.team_member_key_duration,
+  team_member_key_duration: info.metadata?.team_member_key_duration,
   team_member_tpm_limit: info.team_member_budget_table?.tpm_limit,
   team_member_rpm_limit: info.team_member_budget_table?.rpm_limit,
   budget_duration: info.budget_duration,
@@ -862,12 +863,8 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
         agents: [],
         accessGroups: [],
       };
-      if (agents && agents.length > 0) {
-        updateData.object_permission.agents = agents;
-      }
-      if (agentAccessGroups && agentAccessGroups.length > 0) {
-        updateData.object_permission.agent_access_groups = agentAccessGroups;
-      }
+      updateData.object_permission.agents = agents;
+      updateData.object_permission.agent_access_groups = agentAccessGroups;
       delete values.agents_and_groups;
 
       // Handle vector stores permissions
@@ -936,6 +933,17 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
 
   const { team_info: info } = teamData;
 
+  const inheritedMcpServers = computeInheritedGrants(
+    info.access_group_mcp_server_ids,
+    info.access_group_details,
+    (grant) => grant.mcp_server_ids,
+  );
+  const inheritedAgents = computeInheritedGrants(
+    info.access_group_agent_ids,
+    info.access_group_details,
+    (grant) => grant.agent_ids,
+  );
+
   const initialKillSwitchOn = info.metadata?.disable_global_guardrails === true;
 
   const allGuardrails: GuardrailListItem[] = guardrailsData?.guardrails ?? [];
@@ -1033,7 +1041,13 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
             </div>
           </Card>
 
-          <ObjectPermissionsView objectPermission={info.object_permission} variant="card" accessToken={accessToken} />
+          <ObjectPermissionsView
+            objectPermission={info.object_permission}
+            inheritedMcpServers={inheritedMcpServers}
+            inheritedAgents={inheritedAgents}
+            variant="card"
+            accessToken={accessToken}
+          />
 
           <Card className="block p-6">
             <GuardrailSettingsView
@@ -1883,6 +1897,8 @@ const TeamInfoView: React.FC<TeamInfoProps> = ({
 
               <ObjectPermissionsView
                 objectPermission={info.object_permission}
+                inheritedMcpServers={inheritedMcpServers}
+                inheritedAgents={inheritedAgents}
                 variant="inline"
                 className="pt-4 border-t border-border"
                 accessToken={accessToken}
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
index 8bf5d639d6c..0d9d0988aa1 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.test.tsx
@@ -30,6 +30,8 @@ vi.mock("@tanstack/react-pacer/debouncer", () => ({
 
 const mockUseKeys = useKeys as MockedFunction<typeof useKeys>;
 
+const KEY_HASH = "88a145505dd6e87e2ea166fcef1e4b53948dbdb32af6431dfd05ec06b571ee52";
+
 const createMockKey = (overrides: Partial<KeyResponse> = {}): KeyResponse =>
   ({
     token: "sk-test123",
@@ -277,7 +279,7 @@ describe("TeamVirtualKeysTable", () => {
     );
   });
 
-  it("maps the search box to a server-side key-alias query", async () => {
+  it("maps the Key ID drawer filter to a server-side useKeys query and clears it", async () => {
     const user = userEvent.setup();
     mockUseKeys.mockReturnValue({
       data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 },
@@ -288,11 +290,42 @@ describe("TeamVirtualKeysTable", () => {
 
     renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
 
-    fireEvent.change(await screen.findByTestId("datatable-search"), { target: { value: "check-002" } });
+    await user.click(await screen.findByTestId("datatable-filters-trigger"));
+    const drawerBody = await screen.findByTestId("filter-drawer-body");
+    fireEvent.change(within(drawerBody).getByPlaceholderText("Enter Key ID…"), { target: { value: KEY_HASH } });
+    await user.click(screen.getByTestId("filter-drawer-apply"));
 
     await waitFor(() =>
-      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ selectedKeyAlias: "check-002" })),
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ keyHash: KEY_HASH })),
     );
+    expect(screen.getByTestId("filter-chip-key_hash")).toHaveTextContent("Key ID");
+
+    await user.click(screen.getByTestId("datatable-clear-filters"));
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ keyHash: undefined })),
+    );
+  });
+
+  it("maps the search box to the combined alias-or-ID search rather than the key-alias filter", async () => {
+    mockUseKeys.mockReturnValue({
+      data: { keys: [createMockKey()], total_count: 1, current_page: 1, total_pages: 1 },
+      isPending: false,
+      isFetching: false,
+      refetch: vi.fn(),
+    } as unknown as ReturnType<typeof useKeys>);
+
+    renderWithProviders(<TeamVirtualKeysTable {...defaultProps} />);
+
+    const searchBox = await screen.findByTestId("datatable-search");
+    expect(searchBox).toHaveAttribute("placeholder", "Search by key alias or ID…");
+    fireEvent.change(searchBox, { target: { value: KEY_HASH } });
+
+    await waitFor(() =>
+      expect(mockUseKeys).toHaveBeenLastCalledWith(1, 50, expect.objectContaining({ search: KEY_HASH })),
+    );
+    const lastOptions = mockUseKeys.mock.calls.at(-1)?.[2];
+    expect(lastOptions?.selectedKeyAlias).toBeUndefined();
+    expect(lastOptions?.keyHash).toBeUndefined();
   });
 
   it("should show Loading keys when isPending", async () => {
diff --git a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
index bd7faa41ee9..b0380255b95 100644
--- a/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
+++ b/ui/litellm-dashboard/src/components/team/TeamVirtualKeysTable.tsx
@@ -68,19 +68,17 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
   const pageIndex = tablePagination.pageIndex;
   const pageSize = tablePagination.pageSize;
 
-  const {
-    data: keys,
-    isPending: isLoading,
-    isFetching,
-    refetch,
-  } = useKeys(pageIndex + 1, pageSize, {
+  const keyListOptions = {
     teamID: teamId,
-    selectedKeyAlias: searchQuery.trim() || undefined,
+    search: searchQuery.trim() || undefined,
     userID: getFilterValue("user_id"),
+    keyHash: getFilterValue("key_hash"),
     sortBy: sortBy || undefined,
     sortOrder: sortOrder || undefined,
     expand: "user",
-  });
+  };
+
+  const { data: keys, isPending: isLoading, isFetching, refetch } = useKeys(pageIndex + 1, pageSize, keyListOptions);
 
   const displayKeys = useMemo(() => {
     const kList = keys?.keys || [];
@@ -445,7 +443,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
   }, []);
 
   return (
-    <div className="w-full h-full overflow-hidden">
+    <div className="w-full">
       {selectedKey ? (
         <KeyInfoView
           keyId={selectedKey.token}
@@ -455,7 +453,7 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
           onDelete={refetch}
         />
       ) : (
-        <div className="py-4 flex-1 overflow-hidden">
+        <div className="py-4">
           <DataTable
             data={displayKeys}
             columns={columns}
@@ -473,7 +471,6 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
             columnResizeMode="onChange"
             isLoading={isLoading || isFetching}
             loadingMessage="Loading keys..."
-            maxBodyHeight="75vh"
             size="compact"
             toolbar={(table) => (
               <>
@@ -481,11 +478,11 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
                   table={table}
                   searchValue={searchInput}
                   onSearchChange={handleSearchChange}
-                  searchPlaceholder="Search by key alias…"
+                  searchPlaceholder="Search by key alias or ID…"
                   onRefresh={() => refetch?.()}
                   isRefreshing={isFetching}
                   onOpenFilters={() => setFiltersOpen(true)}
-                  filterLabels={{ user_id: "User ID" }}
+                  filterLabels={{ user_id: "User ID", key_hash: "Key ID" }}
                 />
                 <DataTableFilterDrawer
                   table={table}
@@ -495,13 +492,22 @@ export function TeamVirtualKeysTable({ teamId, teamAlias, organization }: TeamVi
                   description={`Narrow down keys for ${teamAlias ?? "this team"}`}
                 >
                   {({ get, set }) => (
-                    <DataTableFilterField label="User ID">
-                      <Input
-                        value={(get("user_id") as string) ?? ""}
-                        onChange={(event) => set("user_id", event.target.value)}
-                        placeholder="Filter by user ID…"
-                      />
-                    </DataTableFilterField>
+                    <>
+                      <DataTableFilterField label="User ID">
+                        <Input
+                          value={(get("user_id") as string) ?? ""}
+                          onChange={(event) => set("user_id", event.target.value)}
+                          placeholder="Filter by user ID…"
+                        />
+                      </DataTableFilterField>
+                      <DataTableFilterField label="Key ID">
+                        <Input
+                          value={(get("key_hash") as string) ?? ""}
+                          onChange={(event) => set("key_hash", event.target.value)}
+                          placeholder="Enter Key ID…"
+                        />
+                      </DataTableFilterField>
+                    </>
                   )}
                 </DataTableFilterDrawer>
               </>
diff --git a/ui/litellm-dashboard/src/components/team/teamModelAccess.ts b/ui/litellm-dashboard/src/components/team/teamModelAccess.ts
index 91ddf0f4045..bc8022592bd 100644
--- a/ui/litellm-dashboard/src/components/team/teamModelAccess.ts
+++ b/ui/litellm-dashboard/src/components/team/teamModelAccess.ts
@@ -5,6 +5,8 @@ export interface TeamAccessGroupModelGrant {
   access_group_id: string;
   access_group_name: string;
   models: string[];
+  mcp_server_ids?: string[];
+  agent_ids?: string[];
 }
 
 export type TeamModelBadgeKind = "all-proxy" | "no-default" | "direct" | "access-group";
@@ -19,7 +21,7 @@ export function normalizeTeamModelSelection(models: string[] | undefined): strin
   return models && models.length > 0 ? models : [NO_DEFAULT_MODELS];
 }
 
-const describeGroups = (names: string[]): string =>
+export const describeGroups = (names: string[]): string =>
   names.length > 1 ? `access groups ${names.join(", ")}` : `access group ${names[0]}`;
 
 export function computeTeamModelBadges(
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
index 97b09e00808..8b506329595 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.test.tsx
@@ -425,6 +425,22 @@ describe("KeyEditView", () => {
       expect(screen.getByText("Policies")).toBeInTheDocument();
     });
 
+    it("lists a prompt existing in several environments once in the dropdown", async () => {
+      vi.mocked(getPromptsList).mockResolvedValueOnce({
+        prompts: [
+          { prompt_id: "envgreet", litellm_params: {}, prompt_info: { prompt_type: "db" }, environment: "development" },
+          { prompt_id: "envgreet", litellm_params: {}, prompt_info: { prompt_type: "db" }, environment: "production" },
+        ],
+      });
+
+      renderAs("Admin");
+
+      const prompts = await screen.findByLabelText(/Prompts/);
+      await userEvent.type(prompts, "envgreet");
+
+      expect(await screen.findAllByRole("option", { name: "envgreet" })).toHaveLength(1);
+    });
+
     it("should omit both fields and fire neither admin-only request for an internal user", async () => {
       renderAs("Internal User");
 
@@ -1457,6 +1473,32 @@ describe("KeyEditView", () => {
         expect(screen.getByLabelText("Organization")).toHaveValue("Engineering");
       });
     });
+
+    it("submits organization_id as null after the organization is cleared", async () => {
+      const onSubmit = vi.fn().mockResolvedValue(undefined);
+      renderWithProviders(
+        <KeyEditView
+          keyData={{ ...MOCK_KEY_DATA, organization_id: "org-1" }}
+          onCancel={() => {}}
+          onSubmit={onSubmit}
+          accessToken=""
+          userID=""
+          userRole="Admin"
+          premiumUser={false}
+        />,
+      );
+
+      await waitFor(() => {
+        expect(screen.getByLabelText("Organization")).toHaveValue("Engineering");
+      });
+      await userEvent.click(screen.getByRole("button", { name: "Clear" }));
+      await userEvent.click(screen.getByRole("button", { name: /save changes/i }));
+
+      await waitFor(() => {
+        expect(onSubmit).toHaveBeenCalledWith(expect.objectContaining({ organization_id: null }));
+      });
+      expect(JSON.parse(JSON.stringify(onSubmit.mock.calls[0][0]))).toHaveProperty("organization_id", null);
+    });
   });
 
   describe("models dropdown team gating", () => {
diff --git a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
index df1af2ca8e9..9edfba4b981 100644
--- a/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
+++ b/ui/litellm-dashboard/src/components/templates/key_edit_view.tsx
@@ -165,7 +165,7 @@ export function KeyEditView({
       if (!accessToken) return;
       try {
         const response = await getPromptsList(accessToken);
-        setPromptsList(response.prompts.map((prompt) => prompt.prompt_id));
+        setPromptsList(Array.from(new Set(response.prompts.map((prompt) => prompt.prompt_id))));
       } catch (error) {
         console.error("Failed to fetch prompts:", error);
       }
@@ -303,9 +303,9 @@ export function KeyEditView({
     }
   };
 
-  const handleOrganizationChange = (setField: (value: string | undefined) => void, orgId: string | undefined) => {
+  const handleOrganizationChange = (setField: (value: string | null) => void, orgId: string | null) => {
     setField(orgId);
-    setSelectedOrganizationId(orgId || null);
+    setSelectedOrganizationId(orgId);
     form.setValue("team_id", undefined);
   };
 
diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx
index 614b3b7af62..dcadc141103 100644
--- a/ui/litellm-dashboard/src/components/user_dashboard.tsx
+++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx
@@ -216,24 +216,22 @@ const UserDashboard: React.FC<UserDashboardProps> = ({
   const canCreateKey = userRole !== "Admin Viewer" && userRole !== "proxy_admin_viewer";
 
   return (
-    <main className="h-[75vh] p-8">
-      <div className="flex h-full flex-col">
-        <VirtualKeysTable
-          headerActions={
-            canCreateKey ? (
-              <CreateKey
-                key={selectedTeam ? selectedTeam.team_id : null}
-                team={selectedTeam as Team | null}
-                teams={teams as Team[]}
-                data={keys}
-                addKey={addKey}
-                autoOpenCreate={autoOpenCreate}
-                prefillData={prefillData}
-              />
-            ) : undefined
-          }
-        />
-      </div>
+    <main className="flex h-full flex-col p-8">
+      <VirtualKeysTable
+        headerActions={
+          canCreateKey ? (
+            <CreateKey
+              key={selectedTeam ? selectedTeam.team_id : null}
+              team={selectedTeam as Team | null}
+              teams={teams as Team[]}
+              data={keys}
+              addKey={addKey}
+              autoOpenCreate={autoOpenCreate}
+              prefillData={prefillData}
+            />
+          ) : undefined
+        }
+      />
     </main>
   );
 };
diff --git a/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.test.tsx b/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.test.tsx
new file mode 100644
index 00000000000..3b27f663b8e
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.test.tsx
@@ -0,0 +1,145 @@
+import { QueryClient, QueryClientProvider } from "@tanstack/react-query";
+import { fireEvent, render, screen, waitFor } from "@testing-library/react";
+import userEvent from "@testing-library/user-event";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+
+import { chooseSelectOption } from "../../../tests/test-utils";
+import AuditLogsPanel from "./AuditLogsPanel";
+
+vi.mock("../networking", async (importOriginal) => {
+  const actual = await importOriginal<typeof import("../networking")>();
+  return { ...actual, uiAuditLogsCall: vi.fn() };
+});
+
+// Resolve the debounced search synchronously so typed input reaches the query within the test tick.
+vi.mock("@tanstack/react-pacer/debouncer", () => ({
+  useDebouncedValue: (value: unknown) => [value, { cancel: vi.fn(), flush: vi.fn() }],
+}));
+
+import { uiAuditLogsCall } from "../networking";
+
+type AuditLogsParams = NonNullable<Parameters<typeof uiAuditLogsCall>[0]["params"]>;
+
+const PAGE_SIZE = 50;
+
+const ID_PARAM_KEYS = [
+  "search",
+  "object_id",
+  "changed_by",
+  "object_team_id",
+  "object_key_hash",
+  "action",
+  "table_name",
+] as const satisfies readonly (keyof AuditLogsParams)[];
+
+const respondWith = (total: number) => {
+  const response = { audit_logs: [], total, page: 1, page_size: PAGE_SIZE, total_pages: Math.ceil(total / PAGE_SIZE) };
+  return vi.mocked(uiAuditLogsCall).mockResolvedValue(response);
+};
+
+const lastCall = () => vi.mocked(uiAuditLogsCall).mock.calls.at(-1)?.[0];
+const sentIdParams = () => ID_PARAM_KEYS.filter((key) => lastCall()?.params?.[key] !== undefined);
+
+const defaultProps = {
+  accessToken: "sk-test",
+  token: "jwt-test",
+  userRole: "Admin",
+  userID: "user-1",
+  isActive: true,
+  premiumUser: true,
+};
+
+const renderPanel = () => {
+  const queryClient = new QueryClient({ defaultOptions: { queries: { retry: false } } });
+  return render(
+    <QueryClientProvider client={queryClient}>
+      <AuditLogsPanel {...defaultProps} />
+    </QueryClientProvider>,
+  );
+};
+
+const TEXT_FILTERS: { filterId: string; placeholder: string; paramKey: keyof AuditLogsParams }[] = [
+  { filterId: "object_id", placeholder: "Enter object ID…", paramKey: "object_id" },
+  { filterId: "changed_by", placeholder: "Enter user ID…", paramKey: "changed_by" },
+  { filterId: "team_id", placeholder: "Enter team ID…", paramKey: "object_team_id" },
+  { filterId: "key_hash", placeholder: "Enter key hash…", paramKey: "object_key_hash" },
+];
+
+const SELECT_FILTERS: {
+  label: string;
+  comboboxIndex: number;
+  option: string;
+  paramKey: keyof AuditLogsParams;
+  value: string;
+}[] = [
+  { label: "Action", comboboxIndex: 0, option: "Created", paramKey: "action", value: "created" },
+  { label: "Table", comboboxIndex: 1, option: "Teams", paramKey: "table_name", value: "LiteLLM_TeamTable" },
+];
+
+describe("AuditLogsPanel", () => {
+  beforeEach(() => {
+    vi.clearAllMocks();
+    respondWith(0);
+  });
+
+  it("sends the typed search as params.search and returns to the first page", async () => {
+    const user = userEvent.setup();
+    respondWith(120);
+    renderPanel();
+    await waitFor(() => expect(uiAuditLogsCall).toHaveBeenCalled());
+    expect(lastCall()?.params?.search).toBeUndefined();
+
+    await user.click(screen.getByTestId("pagination-next"));
+    await waitFor(() => expect(lastCall()?.page).toBe(2));
+
+    await user.type(screen.getByTestId("datatable-search"), "team-abc");
+
+    await waitFor(() => expect(lastCall()?.params?.search).toBe("team-abc"));
+    expect(lastCall()?.page).toBe(1);
+    expect(sentIdParams()).toEqual(["search"]);
+  });
+
+  it("trims the search and drops params.search once the box is cleared", async () => {
+    const user = userEvent.setup();
+    renderPanel();
+    const input = await screen.findByTestId("datatable-search");
+
+    await user.type(input, "  abc");
+    await waitFor(() => expect(lastCall()?.params?.search).toBe("abc"));
+
+    await user.clear(input);
+
+    await waitFor(() => expect(lastCall()?.params?.search).toBeUndefined());
+    expect(sentIdParams()).toEqual([]);
+  });
+
+  it.each(TEXT_FILTERS)("maps the $filterId drawer filter to params.$paramKey", async ({ placeholder, paramKey }) => {
+    const user = userEvent.setup();
+    renderPanel();
+    await waitFor(() => expect(uiAuditLogsCall).toHaveBeenCalled());
+
+    await user.click(screen.getByTestId("datatable-filters-trigger"));
+    fireEvent.change(await screen.findByPlaceholderText(placeholder), { target: { value: "val-1" } });
+    await user.click(screen.getByTestId("filter-drawer-apply"));
+
+    await waitFor(() => expect(lastCall()?.params?.[paramKey]).toBe("val-1"));
+    expect(sentIdParams()).toEqual([paramKey]);
+  });
+
+  it.each(SELECT_FILTERS)(
+    "maps the $label drawer select to params.$paramKey",
+    async ({ comboboxIndex, option, paramKey, value }) => {
+      const user = userEvent.setup();
+      renderPanel();
+      await waitFor(() => expect(uiAuditLogsCall).toHaveBeenCalled());
+
+      await user.click(screen.getByTestId("datatable-filters-trigger"));
+      const triggers = await screen.findAllByRole("combobox");
+      await chooseSelectOption(user, triggers[comboboxIndex], option);
+      await user.click(screen.getByTestId("filter-drawer-apply"));
+
+      await waitFor(() => expect(lastCall()?.params?.[paramKey]).toBe(value));
+      expect(sentIdParams()).toEqual([paramKey]);
+    },
+  );
+});
diff --git a/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.tsx b/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.tsx
index 81bd4a19f76..5ce4ca6053f 100644
--- a/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/AuditLogsPanel.tsx
@@ -1,7 +1,9 @@
 import { useCallback, useState } from "react";
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
 import { useQuery, keepPreviousData } from "@tanstack/react-query";
 import { ColumnFiltersState, OnChangeFn, PaginationState } from "@tanstack/react-table";
 import { resolveLogoSrc } from "@/lib/assetPaths";
+import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants";
 import { uiAuditLogsCall } from "../networking";
 import { AuditLogEntry } from "./AuditLogsTableColumns";
 import { AuditLogsTable } from "./AuditLogsTable";
@@ -39,9 +41,13 @@ export default function AuditLogsPanel({
 }: AuditLogsProps) {
   const [pagination, setPagination] = useState<PaginationState>({ pageIndex: 0, pageSize: PAGE_SIZE });
   const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [searchInput, setSearchInput] = useState("");
+  const [debouncedSearch] = useDebouncedValue(searchInput, { wait: DEBOUNCE_WAIT_MS });
   const [selectedLog, setSelectedLog] = useState<AuditLogEntry | null>(null);
   const [drawerOpen, setDrawerOpen] = useState(false);
 
+  const searchTerm = debouncedSearch.trim();
+
   const getFilterValue = (columnId: string): string | undefined => {
     const entry = columnFilters.find((filter) => filter.id === columnId);
     return typeof entry?.value === "string" && entry.value.trim() ? entry.value.trim() : undefined;
@@ -50,7 +56,7 @@ export default function AuditLogsPanel({
   const canQueryAuditLogs = !!accessToken && !!token && !!userRole && !!userID && isActive && premiumUser;
 
   const query = useQuery<AuditLogsResponse>({
-    queryKey: ["audit_logs", pagination.pageIndex, pagination.pageSize, columnFilters],
+    queryKey: ["audit_logs", pagination.pageIndex, pagination.pageSize, columnFilters, searchTerm],
     queryFn: async () => {
       if (!accessToken) {
         return { audit_logs: [], total: 0, page: 1, page_size: pagination.pageSize, total_pages: 0 };
@@ -60,6 +66,7 @@ export default function AuditLogsPanel({
         page: pagination.pageIndex + 1,
         page_size: pagination.pageSize,
         params: {
+          search: searchTerm || undefined,
           object_id: getFilterValue("object_id"),
           changed_by: getFilterValue("changed_by"),
           object_key_hash: getFilterValue("key_hash"),
@@ -80,6 +87,11 @@ export default function AuditLogsPanel({
     setPagination((prev) => ({ ...prev, pageIndex: 0 }));
   }, []);
 
+  const handleSearchChange = useCallback((value: string) => {
+    setSearchInput(value);
+    setPagination((prev) => ({ ...prev, pageIndex: 0 }));
+  }, []);
+
   const handleViewLog = useCallback((log: AuditLogEntry) => {
     setSelectedLog(log);
     setDrawerOpen(true);
@@ -128,6 +140,8 @@ export default function AuditLogsPanel({
         onPaginationChange={setPagination}
         columnFilters={columnFilters}
         onColumnFiltersChange={handleColumnFiltersChange}
+        searchValue={searchInput}
+        onSearchChange={handleSearchChange}
         onRefresh={() => query.refetch()}
         onViewLog={handleViewLog}
       />
diff --git a/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.test.tsx b/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.test.tsx
index 7349c3019ae..d8e549715af 100644
--- a/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.test.tsx
@@ -120,6 +120,24 @@ describe("AuditLogsTable", () => {
     expect(screen.getByText("No matching audit logs")).toBeInTheDocument();
   });
 
+  it("renders the toolbar search box from the search props and forwards typed input", () => {
+    const onSearchChange = vi.fn();
+    renderTable({ searchValue: "team-", onSearchChange });
+
+    const input = screen.getByPlaceholderText("Search audit logs by ID…");
+    expect(input).toHaveValue("team-");
+
+    fireEvent.change(input, { target: { value: "team-7" } });
+    expect(onSearchChange).toHaveBeenCalledWith("team-7");
+  });
+
+  it("treats an active search as a filter for the empty state", () => {
+    const emptySearchResult = { data: [], rowCount: 0, searchValue: "zzz", onSearchChange: vi.fn() };
+    renderTable(emptySearchResult);
+
+    expect(screen.getByText("No matching audit logs")).toBeInTheDocument();
+  });
+
   it("renders active filter chips with human-readable labels", () => {
     const filters: ColumnFiltersState = [{ id: "action", value: "created" }];
     renderTable({ columnFilters: filters });
diff --git a/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.tsx b/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.tsx
index 799505ed07c..cef828838e2 100644
--- a/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/AuditLogsTable.tsx
@@ -24,6 +24,8 @@ interface AuditLogsTableProps {
   onPaginationChange: OnChangeFn<PaginationState>;
   columnFilters: ColumnFiltersState;
   onColumnFiltersChange: OnChangeFn<ColumnFiltersState>;
+  searchValue?: string;
+  onSearchChange?: (value: string) => void;
   onRefresh: () => void;
   onViewLog: (log: AuditLogEntry) => void;
 }
@@ -102,11 +104,14 @@ export function AuditLogsTable({
   onPaginationChange,
   columnFilters,
   onColumnFiltersChange,
+  searchValue,
+  onSearchChange,
   onRefresh,
   onViewLog,
 }: AuditLogsTableProps) {
   const [filtersOpen, setFiltersOpen] = useState(false);
   const columns = useMemo(() => getAuditLogsTableColumns({ onViewLog }), [onViewLog]);
+  const hasActiveSearch = Boolean(searchValue?.trim());
 
   return (
     <DataTable
@@ -122,12 +127,15 @@ export function AuditLogsTable({
       onColumnFiltersChange={onColumnFiltersChange}
       isLoading={isLoading}
       loadingMessage="Loading audit logs…"
-      noDataMessage={<AuditLogsEmptyState filtered={columnFilters.length > 0} />}
+      noDataMessage={<AuditLogsEmptyState filtered={columnFilters.length > 0 || hasActiveSearch} />}
       size="compact"
       toolbar={(table) => (
         <>
           <DataTableToolbar
             table={table}
+            searchValue={searchValue}
+            onSearchChange={onSearchChange}
+            searchPlaceholder="Search audit logs by ID…"
             onRefresh={onRefresh}
             isRefreshing={isRefreshing}
             onOpenFilters={() => setFiltersOpen(true)}
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
index bf6a20a4af8..fd1777f802c 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.test.tsx
@@ -186,6 +186,12 @@ describe("RoutingDecisionCard", () => {
     expect(screen.queryByText("housekeeping")).not.toBeInTheDocument();
   });
 
+  it("labels a modality pin override instead of showing the raw cause token", () => {
+    render(<RoutingDecisionCard decision={{ ...heuristic, cause: "modality_pin_override" }} />);
+    expect(screen.getByText("Overrode session pin for image input")).toBeInTheDocument();
+    expect(screen.queryByText("modality_pin_override")).not.toBeInTheDocument();
+  });
+
   it("labels a modality escalation instead of showing the raw cause token", () => {
     render(<RoutingDecisionCard decision={{ ...heuristic, cause: "modality_escalation" }} />);
     expect(screen.getByText("Escalated for image input")).toBeInTheDocument();
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
index aa1d45a859e..cf2c71e64c6 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogDetailsDrawer/RoutingDecisionCard.tsx
@@ -84,13 +84,16 @@ function describeReasoningOverride(tierLabel: string | undefined, floor: number
 
 const CONSTANT_CAUSE_LABELS: Record<string, string> = {
   heuristic_scorer: "Heuristic scorer",
+  heuristic_v2: "Heuristic v2",
   heuristic_first_short_circuit: "Heuristic scorer, classifier skipped",
+  hybrid_short_circuit: "Heuristic scorer, score clear of every boundary",
   classifier_plugin: "Custom classifier plugin",
   semantic_keyword_match: "Semantic keyword match",
   session_affinity_pin: "Pinned to session",
   session_affinity_escalation: "Escalated from session pin",
   user_turn_continuation: "Continuation turn, classifier skipped",
   modality_escalation: "Escalated for image input",
+  modality_pin_override: "Overrode session pin for image input",
   quality_tier: "Quality tier mapping",
   bandit: "Adaptive bandit",
   default_fallback: "Default model, no route matched",
diff --git a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
index cb7836d603f..60657872ccc 100644
--- a/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/LogsTableToolbar.tsx
@@ -92,7 +92,10 @@ export function LogsTableToolbar({
             <Button
               variant="ghost"
               className="w-full justify-start font-normal"
-              onClick={() => onIsCustomDateChange(!isCustomDate)}
+              onClick={() => {
+                onIsCustomDateChange(!isCustomDate);
+                onResetToFirstPage();
+              }}
             >
               Custom Range
             </Button>
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
index 22e3f635b50..be0d0049c13 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.test.tsx
@@ -54,6 +54,14 @@ vi.mock("./LogDetailsDrawer", () => ({
   },
 }));
 
+const debounce = vi.hoisted(() => ({ settled: null as string | null }));
+
+vi.mock("@tanstack/react-pacer/debouncer", () => ({
+  useDebouncedValue: vi.fn((value: unknown) => [debounce.settled ?? value, { cancel: vi.fn(), flush: vi.fn() }]),
+}));
+
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
+import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants";
 import { uiSpendLogsCall } from "../networking";
 
 const logEntry = (overrides: Partial<LogEntry>): LogEntry => ({
@@ -136,41 +144,181 @@ describe("RequestLogsPanel", () => {
     sessionStorage.clear();
     testQueryClient.clear();
     respondWith([]);
+    debounce.settled = null;
   });
 
-  describe("multi-call session collapsing", () => {
-    const sessionRows = [
-      logEntry({ request_id: "req-mcp", call_type: "call_mcp_tool", session_id: "sess-1", session_total_count: 3 }),
-      logEntry({ request_id: "req-llm", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
-      logEntry({ request_id: "req-llm-2", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
-    ];
-
-    it("collapses a multi-call session to a single representative row", async () => {
-      respondWith(sessionRows);
+  describe("server-grouped session pagination (#38060)", () => {
+    it("requests session-grouped pages of 10 rows by default without a cursor", async () => {
       renderPanel();
 
-      await waitFor(() => expect(row("req-mcp") ?? row("req-llm") ?? row("req-llm-2")).not.toBeNull());
-
-      const rendered = ["req-mcp", "req-llm", "req-llm-2"].filter((id) => row(id) !== null);
-      expect(rendered).toHaveLength(1);
+      await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled());
+      expect(lastCall()?.params?.group_by_session).toBe(true);
+      expect(lastCall()?.params?.session_cursor).toBeUndefined();
+      expect(lastCall()?.page_size).toBe(10);
     });
 
-    it("prefers an LLM call over an MCP call as the session's representative", async () => {
-      respondWith(sessionRows);
+    it("renders every row the server returns without client-side collapsing", async () => {
+      respondWith([
+        logEntry({ request_id: "req-a", session_id: "sess-1", session_total_count: 3 }),
+        logEntry({ request_id: "req-b", session_id: "sess-1", session_total_count: 3 }),
+        logEntry({ request_id: "req-c", session_id: "sess-1", session_total_count: 3 }),
+      ]);
       renderPanel();
 
-      await waitFor(() => expect(row("req-llm")).not.toBeNull());
-      expect(row("req-mcp")).toBeNull();
+      await waitFor(() => expect(row("req-a")).not.toBeNull());
+      expect(row("req-b")).not.toBeNull();
+      expect(row("req-c")).not.toBeNull();
     });
 
-    it("shows the session's call count and composition on the representative row", async () => {
-      respondWith(sessionRows);
+    it("shows the session's call count on the server-picked representative row", async () => {
+      respondWith([
+        logEntry({
+          request_id: "req-llm",
+          call_type: "acompletion",
+          session_id: "sess-1",
+          session_total_count: 3,
+          session_llm_count: 2,
+          mcp_tool_call_count: 1,
+        }),
+      ]);
       renderPanel();
 
       await waitFor(() => expect(row("req-llm")).not.toBeNull());
       expect(within(row("req-llm") as HTMLElement).getByText("3")).toBeInTheDocument();
     });
 
+    it("passes the server keyset cursor when navigating to the next page", async () => {
+      const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      vi.mocked(uiSpendLogsCall).mockResolvedValue({
+        data: firstPage,
+        total: 80,
+        page: 1,
+        page_size: 50,
+        total_pages: 2,
+        next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+        has_more: true,
+      });
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      fireEvent.click(screen.getByTestId("pagination-next"));
+
+      await waitFor(() => {
+        const call = lastCall();
+        expect(call?.params?.session_cursor).toBe("2026-07-07 09:50:13|key-1|sess-1");
+        expect(call?.page).toBe(2);
+      });
+    });
+
+    it("drops the cursor and returns to the first page when a filter changes", async () => {
+      const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      vi.mocked(uiSpendLogsCall).mockResolvedValue({
+        data: firstPage,
+        total: 80,
+        page: 1,
+        page_size: 50,
+        total_pages: 2,
+        next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+        has_more: true,
+      });
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      fireEvent.click(screen.getByTestId("pagination-next"));
+      await waitFor(() => expect(lastCall()?.page).toBe(2));
+
+      fireEvent.change(screen.getByTestId("datatable-search"), { target: { value: "req-elsewhere" } });
+
+      await waitFor(() => {
+        const call = lastCall();
+        expect(call?.page).toBe(1);
+        expect(call?.params?.session_cursor).toBeUndefined();
+      });
+    });
+
+    it("ignores another next click while the next page is still fetching", async () => {
+      const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      const firstResponse = {
+        data: firstPage,
+        total: 150,
+        page: 1,
+        page_size: 50,
+        total_pages: 3,
+        next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+        has_more: true,
+      };
+      vi.mocked(uiSpendLogsCall)
+        .mockResolvedValueOnce(firstResponse)
+        .mockImplementation(() => new Promise(() => {}));
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      fireEvent.click(screen.getByTestId("pagination-next"));
+      await waitFor(() => expect(lastCall()?.page).toBe(2));
+
+      fireEvent.click(screen.getByTestId("pagination-next"));
+
+      expect(lastCall()?.page).toBe(2);
+      expect(vi.mocked(uiSpendLogsCall).mock.calls.filter(([options]) => options.page === 3)).toHaveLength(0);
+    });
+
+    it("still moves to the next page while a live-tail refetch of the current page is in flight", async () => {
+      const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      const firstResponse = {
+        data: firstPage,
+        total: 150,
+        page: 1,
+        page_size: 50,
+        total_pages: 3,
+        next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+        has_more: true,
+      };
+      vi.mocked(uiSpendLogsCall)
+        .mockResolvedValueOnce(firstResponse)
+        .mockImplementation(() => new Promise(() => {}));
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      void testQueryClient.refetchQueries({ queryKey: ["logs", "table"] });
+      await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalledTimes(2));
+
+      fireEvent.click(screen.getByTestId("pagination-next"));
+
+      await waitFor(() => {
+        const call = lastCall();
+        expect(call?.page).toBe(2);
+        expect(call?.params?.session_cursor).toBe("2026-07-07 09:50:13|key-1|sess-1");
+      });
+    });
+
+    it("drops the cursor and returns to the first page when Custom Range is toggled", async () => {
+      const user = userEvent.setup();
+      const firstPage = Array.from({ length: 50 }, (_, index) => logEntry({ request_id: `req-${index}` }));
+      vi.mocked(uiSpendLogsCall).mockResolvedValue({
+        data: firstPage,
+        total: 80,
+        page: 1,
+        page_size: 50,
+        total_pages: 2,
+        next_session_cursor: "2026-07-07 09:50:13|key-1|sess-1",
+        has_more: true,
+      });
+      renderPanel();
+
+      await waitFor(() => expect(row("req-0")).not.toBeNull());
+      fireEvent.click(screen.getByTestId("pagination-next"));
+      await waitFor(() => expect(lastCall()?.page).toBe(2));
+
+      await user.click(screen.getByRole("button", { name: /Last 24 Hours/i }));
+      await user.click(await screen.findByRole("button", { name: "Custom Range" }));
+
+      await waitFor(() => {
+        const call = lastCall();
+        expect(call?.page).toBe(1);
+        expect(call?.params?.session_cursor).toBeUndefined();
+      });
+    });
+
     it("leaves single-call rows untouched", async () => {
       respondWith([
         logEntry({ request_id: "req-solo-a", session_id: "sess-a", session_total_count: 1 }),
@@ -183,9 +331,8 @@ describe("RequestLogsPanel", () => {
     });
   });
 
-  describe("search by request id (LIT-3981)", () => {
-    it("sends the typed request id to the server on the first page instead of filtering the loaded rows", async () => {
-      const user = userEvent.setup();
+  describe("search by any id (LIT-3981, LIT-4741)", () => {
+    it("sends the typed id to the server as search on the first page instead of filtering the loaded rows", async () => {
       renderPanel();
 
       await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled());
@@ -195,9 +342,54 @@ describe("RequestLogsPanel", () => {
       await waitFor(() => {
         const call = lastCall();
         if (!call) throw new Error("uiSpendLogsCall was not called");
-        expect(call.params?.request_id).toBe("req-on-another-page");
+        expect(call.params?.search).toBe("req-on-another-page");
         expect(call.page).toBe(1);
       });
+      expect(lastCall()?.params?.request_id).toBeUndefined();
+      expect(lastCall()?.params?.session_cursor).toBeUndefined();
+    });
+
+    it("sends the debounced value to the server while the box shows what is being typed", async () => {
+      debounce.settled = "settled-id";
+      renderPanel();
+
+      await waitFor(() => expect(uiSpendLogsCall).toHaveBeenCalled());
+
+      fireEvent.change(screen.getByTestId("datatable-search"), { target: { value: "still-typing" } });
+
+      expect(screen.getByTestId("datatable-search")).toHaveValue("still-typing");
+      await waitFor(() =>
+        expect(useDebouncedValue).toHaveBeenLastCalledWith("still-typing", { wait: DEBOUNCE_WAIT_MS }),
+      );
+      await waitFor(() => expect(lastCall()?.params?.search).toBe("settled-id"));
+      const sentLiveValue = vi
+        .mocked(uiSpendLogsCall)
+        .mock.calls.some(([options]) => options.params?.search === "still-typing");
+      expect(sentLiveValue).toBe(false);
+    });
+
+    it("shows a Search chip whose remove button clears the box and restores the unsearched listing", async () => {
+      const user = userEvent.setup();
+      vi.mocked(uiSpendLogsCall).mockImplementation(async ({ params }) => {
+        const data =
+          params?.search === "sess-42"
+            ? [logEntry({ request_id: "req-sess", session_id: "sess-42" })]
+            : [logEntry({ request_id: "req-initial" })];
+        return { data, total: data.length, page: 1, page_size: 50, total_pages: 1 };
+      });
+      renderPanel();
+
+      await waitFor(() => expect(row("req-initial")).not.toBeNull());
+      fireEvent.change(screen.getByTestId("datatable-search"), { target: { value: "sess-42" } });
+      await waitFor(() => expect(row("req-sess")).not.toBeNull());
+      expect(row("req-initial")).toBeNull();
+      expect(screen.getByTestId("filter-chip-search")).toHaveTextContent("Search:sess-42");
+
+      await user.click(screen.getByRole("button", { name: "Remove Search filter" }));
+
+      expect(screen.getByTestId("datatable-search")).toHaveValue("");
+      await waitFor(() => expect(row("req-initial")).not.toBeNull());
+      expect(row("req-sess")).toBeNull();
     });
   });
 
@@ -296,6 +488,7 @@ describe("RequestLogsPanel", () => {
       if (!byIdCall) throw new Error("expected a by-id uiSpendLogsCall");
       expect(byIdCall.page).toBe(1);
       expect(byIdCall.page_size).toBe(1);
+      expect(byIdCall.params?.group_by_session).toBeUndefined();
     });
 
     it("closing the drawer removes ?log_id= from the URL and closes the drawer", async () => {
@@ -388,9 +581,7 @@ describe("RequestLogsPanel", () => {
     });
 
     it("opens a deep-linked multi-call session log in session mode", async () => {
-      respondWith([
-        logEntry({ request_id: "req-llm", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
-      ]);
+      respondWith([logEntry({ request_id: "req-llm", session_id: "sess-1", session_total_count: 3 })]);
       renderPanel("?log_id=req-llm");
 
       await waitFor(() => {
@@ -403,8 +594,8 @@ describe("RequestLogsPanel", () => {
     it("clicking a multi-call session's row writes ?session_id= alongside ?log_id=", async () => {
       const user = userEvent.setup();
       respondWith([
-        logEntry({ request_id: "req-llm", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
-        logEntry({ request_id: "req-llm-2", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
+        logEntry({ request_id: "req-llm", session_id: "sess-1", session_total_count: 3 }),
+        logEntry({ request_id: "req-llm-2", session_id: "sess-1", session_total_count: 3 }),
       ]);
       renderPanel();
 
@@ -419,7 +610,7 @@ describe("RequestLogsPanel", () => {
     it("selecting another log while a session view is open keeps the session open", async () => {
       const user = userEvent.setup();
       respondWith([
-        logEntry({ request_id: "req-llm", call_type: "acompletion", session_id: "sess-1", session_total_count: 3 }),
+        logEntry({ request_id: "req-llm", session_id: "sess-1", session_total_count: 3 }),
         logEntry({ request_id: "req-unenriched" }),
       ]);
       renderPanel("?log_id=req-llm");
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
index 52ea78abf5e..9b99c6af923 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsPanel.tsx
@@ -1,16 +1,18 @@
 "use client";
 
+import { useDebouncedValue } from "@tanstack/react-pacer/debouncer";
 import { useQuery, type UseQueryOptions } from "@tanstack/react-query";
 import type { ColumnFiltersState, OnChangeFn, PaginationState, SortingState } from "@tanstack/react-table";
 import moment from "moment";
 import { useCallback, useEffect, useMemo, useState } from "react";
 
 import { AutoRouterModelGroupsProvider } from "@/components/shared/table_cells";
+import { DEBOUNCE_WAIT_MS } from "@/utils/debounceConstants";
 import type { KeyResponse } from "../key_team_helpers/key_list";
 import { keyInfoV1Call, uiSpendLogsCall } from "../networking";
 import KeyInfoView from "../templates/key_info_view";
 import type { LogEntry } from "./columns";
-import { AGENT_CALL_TYPES, MCP_CALL_TYPES } from "./constants";
+import { LOGS_PAGE_SIZE_OPTIONS } from "./constants";
 import {
   DEFAULT_LOGS_SORTING,
   formatLogsWindow,
@@ -24,7 +26,7 @@ import { LogDetailsDrawer } from "./LogDetailsDrawer";
 import { LiveTailBanner, LogsTableToolbar } from "./LogsTableToolbar";
 import { RequestLogsTable } from "./RequestLogsTable";
 
-const PAGE_SIZE = 50;
+const PAGE_SIZE = LOGS_PAGE_SIZE_OPTIONS[0];
 const DEFAULT_INTERVAL = { value: 24, unit: "hours" };
 
 interface RequestLogsPanelProps {
@@ -35,16 +37,11 @@ interface RequestLogsPanelProps {
   isActive: boolean;
 }
 
-interface SessionComposition {
-  llm: number;
-  agent: number;
-  mcp: number;
-}
-
 export default function RequestLogsPanel({ accessToken, token, userRole, userID, isActive }: RequestLogsPanelProps) {
   const [pagination, setPagination] = useState<PaginationState>({ pageIndex: 0, pageSize: PAGE_SIZE });
   const [sorting, setSorting] = useState<SortingState>(DEFAULT_LOGS_SORTING);
   const [columnFilters, setColumnFilters] = useState<ColumnFiltersState>([]);
+  const [sessionCursors, setSessionCursors] = useState<Record<number, string>>({});
 
   const [startTime, setStartTime] = useState<string>(moment().subtract(24, "hours").format("YYYY-MM-DDTHH:mm"));
   const [endTime, setEndTime] = useState<string>(moment().format("YYYY-MM-DDTHH:mm"));
@@ -80,12 +77,22 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
     sessionStorage.setItem("excludeInternalHealthChecks", JSON.stringify(excludeInternalHealthChecks));
   }, [excludeInternalHealthChecks]);
 
-  const { logsQuery, filteredLogs, allTeams } = useLogFilterLogic({
+  const searchTerm = useMemo(() => {
+    const entry = columnFilters.find((filter) => filter.id === LOG_FILTER_IDS.SEARCH);
+    return typeof entry?.value === "string" ? entry.value : "";
+  }, [columnFilters]);
+  const [debouncedSearch] = useDebouncedValue(searchTerm, { wait: DEBOUNCE_WAIT_MS });
+  const queryColumnFilters = useMemo<ColumnFiltersState>(() => {
+    const others = columnFilters.filter((filter) => filter.id !== LOG_FILTER_IDS.SEARCH);
+    return debouncedSearch === "" ? others : [...others, { id: LOG_FILTER_IDS.SEARCH, value: debouncedSearch }];
+  }, [columnFilters, debouncedSearch]);
+
+  const { logsQuery, filteredLogs, allTeams, usesSessionCursor } = useLogFilterLogic({
     accessToken,
     token,
     userRole,
     userID,
-    columnFilters,
+    columnFilters: queryColumnFilters,
     activeTab: isActive ? "request logs" : "inactive",
     isLiveTail,
     excludeInternalHealthChecks,
@@ -94,6 +101,7 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
     pagination,
     isCustomDate,
     sorting,
+    sessionCursors,
   });
 
   // Follow the table's own last fetch so a live-tail refresh carries the filter
@@ -157,77 +165,59 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
 
   const isDrawerOpen = displayLog !== null || displaySessionId !== null;
 
-  const rows = useMemo<LogEntry[]>(() => {
-    const searchedLogs = filteredLogs.data;
-
-    const sessionCompositionById = searchedLogs.reduce<Record<string, SessionComposition>>((acc, log) => {
-      if (!log.session_id) return acc;
-      if (!acc[log.session_id]) {
-        acc[log.session_id] = { llm: 0, agent: 0, mcp: 0 };
-      }
-      if (MCP_CALL_TYPES.includes(log.call_type)) {
-        acc[log.session_id].mcp += 1;
-      } else if (AGENT_CALL_TYPES.includes(log.call_type)) {
-        acc[log.session_id].agent += 1;
-      } else {
-        acc[log.session_id].llm += 1;
-      }
-      return acc;
-    }, {});
-
-    const sessionRepresentativeMap = new Map<string, { requestId: string; isMcp: boolean }>();
-    for (const log of searchedLogs) {
-      if (!log.session_id || (log.session_total_count || 1) <= 1) continue;
-      const isMcp = MCP_CALL_TYPES.includes(log.call_type);
-      const existing = sessionRepresentativeMap.get(log.session_id);
-      if (!existing || (existing.isMcp && !isMcp)) {
-        sessionRepresentativeMap.set(log.session_id, { requestId: log.request_id, isMcp });
-      }
-    }
-
-    return searchedLogs
-      .map((log) => {
-        const sessionComposition = log.session_id ? sessionCompositionById[log.session_id] : undefined;
-        return {
-          ...log,
-          session_llm_count: sessionComposition?.llm ?? undefined,
-          session_mcp_count: sessionComposition?.mcp ?? undefined,
-          session_agent_count: sessionComposition?.agent ?? undefined,
-        };
-      })
-      .filter((log) => {
-        if (!log.session_id || (log.session_total_count || 1) <= 1) return true;
-        return sessionRepresentativeMap.get(log.session_id)?.requestId === log.request_id;
-      });
-  }, [filteredLogs.data]);
-
-  const searchTerm = useMemo(() => {
-    const entry = columnFilters.find((filter) => filter.id === LOG_FILTER_IDS.REQUEST_ID);
-    return typeof entry?.value === "string" ? entry.value : "";
-  }, [columnFilters]);
+  const rows: LogEntry[] = filteredLogs.data;
 
   const handleSearchChange = useCallback((value: string) => {
     setColumnFilters((previous) => {
-      const others = previous.filter((filter) => filter.id !== LOG_FILTER_IDS.REQUEST_ID);
-      return value === "" ? others : [...others, { id: LOG_FILTER_IDS.REQUEST_ID, value }];
+      const others = previous.filter((filter) => filter.id !== LOG_FILTER_IDS.SEARCH);
+      return value === "" ? others : [...others, { id: LOG_FILTER_IDS.SEARCH, value }];
     });
+    setSessionCursors({});
     setPagination((previous) => ({ ...previous, pageIndex: 0 }));
   }, []);
 
   const handleSortingChange = useCallback<OnChangeFn<SortingState>>((updaterOrValue) => {
     setSorting(updaterOrValue);
+    setSessionCursors({});
     setPagination((previous) => ({ ...previous, pageIndex: 0 }));
   }, []);
 
   const handleColumnFiltersChange = useCallback<OnChangeFn<ColumnFiltersState>>((updaterOrValue) => {
     setColumnFilters(updaterOrValue);
+    setSessionCursors({});
     setPagination((previous) => ({ ...previous, pageIndex: 0 }));
   }, []);
 
   const resetToFirstPage = useCallback(() => {
+    setSessionCursors({});
     setPagination((previous) => ({ ...previous, pageIndex: 0 }));
   }, []);
 
+  const handlePaginationChange = useCallback<OnChangeFn<PaginationState>>(
+    (updaterOrValue) => {
+      const requested = typeof updaterOrValue === "function" ? updaterOrValue(pagination) : updaterOrValue;
+      if (!usesSessionCursor) {
+        setPagination(requested);
+        return;
+      }
+      if (requested.pageSize !== pagination.pageSize) {
+        setSessionCursors({});
+        setPagination({ ...requested, pageIndex: 0 });
+        return;
+      }
+      if (requested.pageIndex <= pagination.pageIndex) {
+        setPagination(requested);
+        return;
+      }
+      const nextCursor = filteredLogs.next_session_cursor;
+      if (!nextCursor || logsQuery.isPlaceholderData) return;
+      const nextPageIndex = pagination.pageIndex + 1;
+      setSessionCursors((previous) => ({ ...previous, [nextPageIndex]: nextCursor }));
+      setPagination({ ...requested, pageIndex: nextPageIndex });
+    },
+    [usesSessionCursor, pagination, filteredLogs.next_session_cursor, logsQuery.isPlaceholderData],
+  );
+
   const handleExcludeInternalHealthChecksChange = useCallback(
     (value: boolean) => {
       setExcludeInternalHealthChecks(value);
@@ -258,13 +248,12 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
   );
 
   const handleSessionClick = useCallback(
-    (sessionId: string) => {
-      if (!sessionId) return;
-      const log = rows.find((candidate) => candidate.session_id === sessionId) ?? null;
+    (log: LogEntry) => {
+      if (!log.session_id) return;
       setSelectedLog(log);
-      openSession(sessionId, log?.request_id ?? null);
+      openSession(log.session_id, log.request_id);
     },
-    [rows, openSession],
+    [openSession],
   );
 
   const handleSelectLog = useCallback(
@@ -305,7 +294,7 @@ export default function RequestLogsPanel({ accessToken, token, userRole, userID,
         isLoading={logsQuery.isLoading}
         isRefreshing={logsQuery.isFetching}
         pagination={pagination}
-        onPaginationChange={setPagination}
+        onPaginationChange={handlePaginationChange}
         sorting={sorting}
         onSortingChange={handleSortingChange}
         columnFilters={columnFilters}
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTable.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTable.tsx
index 7146cf33847..db108ee681c 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTable.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTable.tsx
@@ -8,6 +8,7 @@ import { DataTable, DataTableFilterDrawer, DataTableToolbar } from "@/components
 
 import type { Team } from "../key_team_helpers/key_list";
 import type { LogEntry } from "./columns";
+import { LOGS_PAGE_SIZE_OPTIONS } from "./constants";
 import { LOG_FILTER_LABELS, type LogsWindow } from "./log_filter_logic";
 import { RequestLogsFilters } from "./RequestLogsFilters";
 import { getRequestLogsTableColumns } from "./RequestLogsTableColumns";
@@ -28,7 +29,7 @@ interface RequestLogsTableProps {
   onRefresh: () => void;
   onRowClick: (log: LogEntry) => void;
   onKeyHashClick: (keyHash: string) => void;
-  onSessionClick: (sessionId: string) => void;
+  onSessionClick: (log: LogEntry) => void;
   teams: Team[];
   logsWindow: LogsWindow;
   toolbarChildren?: ReactNode;
@@ -85,12 +86,14 @@ export function RequestLogsTable({
       data={data}
       columns={columns}
       getRowId={(row) => row.request_id}
+      fillHeight
       sortingMode="server"
       sorting={sorting}
       onSortingChange={onSortingChange}
       paginationMode="server"
       pagination={pagination}
       onPaginationChange={onPaginationChange}
+      pageSizeOptions={LOGS_PAGE_SIZE_OPTIONS}
       rowCount={rowCount}
       filterMode="server"
       columnFilters={columnFilters}
@@ -106,7 +109,7 @@ export function RequestLogsTable({
             table={table}
             searchValue={searchValue}
             onSearchChange={onSearchChange}
-            searchPlaceholder="Search by Request ID"
+            searchPlaceholder="Search logs by ID…"
             onRefresh={onRefresh}
             isRefreshing={isRefreshing}
             onOpenFilters={() => setFiltersOpen(true)}
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
index 3d0ea03c5d5..3c9e6543c1c 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.test.tsx
@@ -75,6 +75,103 @@ describe("Cost column", () => {
   });
 });
 
+describe("Tokens column", () => {
+  const sessionRow: Partial<LogEntry> = {
+    request_id: "req-session-tokens",
+    total_tokens: 10,
+    prompt_tokens: 7,
+    completion_tokens: 3,
+    session_id: "sess-1",
+    session_total_count: 3,
+  };
+
+  it("shows the summed session token usage, not the representative call's tokens, for a multi-round session", () => {
+    const aggregatedRow: Partial<LogEntry> = {
+      ...sessionRow,
+      session_total_tokens: 60,
+      session_total_prompt_tokens: 42,
+      session_total_completion_tokens: 18,
+    };
+    renderRows([logEntry(aggregatedRow)]);
+
+    const tokensCell = screen.getByRole("cell", { name: /\(42\+18\)/ });
+    expect(tokensCell).toHaveTextContent("60");
+    expect(tokensCell).toHaveTextContent("session total");
+    expect(screen.queryByText("10")).not.toBeInTheDocument();
+    expect(screen.queryByText("(7+3)")).not.toBeInTheDocument();
+  });
+
+  it("falls back to the call's own tokens with no session label when the backend sent no session token sums", () => {
+    renderRows([logEntry(sessionRow)]);
+
+    const tokensCell = screen.getByRole("cell", { name: /\(7\+3\)/ });
+    expect(tokensCell).toHaveTextContent("10");
+    expect(tokensCell).not.toHaveTextContent("session total");
+  });
+});
+
+describe("Type column", () => {
+  it("shows the conversation badge and composition even when an MCP call represents the conversation", async () => {
+    const user = userEvent.setup();
+    const mcpRepresentative = {
+      request_id: "req-mcp-rep",
+      call_type: "call_mcp_tool",
+      session_id: "sess-edge",
+      session_total_count: 3,
+      session_llm_count: 2,
+      mcp_tool_call_count: 1,
+      session_agent_count: 0,
+    };
+    renderRows([logEntry(mcpRepresentative)]);
+
+    expect(screen.queryByText("MCP")).not.toBeInTheDocument();
+    await user.hover(screen.getByText("3"));
+    expect(await screen.findByText("2 LLM • 1 MCP")).toBeInTheDocument();
+  });
+
+  it("keeps the plain MCP badge for a single MCP call", () => {
+    renderRows([logEntry({ request_id: "req-mcp-solo", call_type: "call_mcp_tool", session_total_count: 1 })]);
+
+    expect(screen.getByText("MCP")).toBeInTheDocument();
+  });
+});
+
+describe("Model column", () => {
+  it("lists every model used across a conversation, not only the representative call's model", () => {
+    const conversationCall: Partial<LogEntry> = {
+      request_id: "req-session",
+      model: "gpt-5.6",
+      session_id: "sess-1",
+      session_total_count: 3,
+      session_models: ["claude-sonnet-5", "gpt-5.6"],
+    };
+    renderRows([logEntry(conversationCall)]);
+
+    expect(screen.getByText("claude-sonnet-5, gpt-5.6")).toBeInTheDocument();
+    expect(screen.queryByText("gpt-5.6")).not.toBeInTheDocument();
+  });
+
+  it("marks a conversation whose model list was capped by the server", () => {
+    const cappedCall = {
+      request_id: "req-capped",
+      model: "gpt-5.6",
+      session_id: "sess-2",
+      session_total_count: 30,
+      session_models: ["claude-sonnet-5", "gpt-5.6"],
+      session_models_truncated: true,
+    };
+    renderRows([logEntry(cappedCall)]);
+
+    expect(screen.getByText("claude-sonnet-5, gpt-5.6, ...")).toBeInTheDocument();
+  });
+
+  it("keeps a single call's own model", () => {
+    renderRows([logEntry({ request_id: "req-single", model: "gpt-5.6" })]);
+
+    expect(screen.getByText("gpt-5.6")).toBeInTheDocument();
+  });
+});
+
 describe("row action cells", () => {
   it("reports the key hash through the injected dependency rather than a row field", async () => {
     const user = userEvent.setup();
@@ -85,13 +182,19 @@ describe("row action cells", () => {
     expect(deps.onKeyHashClick).toHaveBeenCalledWith("sk-hash-9");
   });
 
-  it("reports the session id from the session cell", async () => {
+  it("reports the clicked row from the session cell, so two rows sharing a session id stay distinguishable", async () => {
     const user = userEvent.setup();
     const deps = { onKeyHashClick: vi.fn(), onSessionClick: vi.fn() };
-    renderRows([logEntry({ request_id: "req-sess", session_id: "sess-42" })], deps);
+    renderRows(
+      [
+        logEntry({ request_id: "req-key-a", session_id: "sess-42", api_key: "key-a" }),
+        logEntry({ request_id: "req-key-b", session_id: "sess-42", api_key: "key-b" }),
+      ],
+      deps,
+    );
 
-    await user.click(screen.getByText("sess-42"));
-    expect(deps.onSessionClick).toHaveBeenCalledWith("sess-42");
+    await user.click(screen.getAllByText("sess-42")[1]);
+    expect(deps.onSessionClick).toHaveBeenCalledWith(expect.objectContaining({ request_id: "req-key-b" }));
   });
 });
 
diff --git a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
index cf776515bd4..9d4dc4f7898 100644
--- a/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/RequestLogsTableColumns.tsx
@@ -13,7 +13,7 @@ import { AgentBadge, AgentIcon, LlmBadge, McpBadge, SparkleIcon, WrenchIcon } fr
 
 export interface RequestLogsTableColumnsDeps {
   onKeyHashClick: (keyHash: string) => void;
-  onSessionClick: (sessionId: string) => void;
+  onSessionClick: (log: LogEntry) => void;
 }
 
 const readMetaString = (metadata: Record<string, unknown> | undefined, key: string): string | undefined => {
@@ -61,11 +61,13 @@ export const getRequestLogsTableColumns = ({
       const isAgent = AGENT_CALL_TYPES.includes(log.call_type);
       const sessionLlmCount = log.session_llm_count ?? (isMcp || isAgent ? 0 : sessionCount);
       const sessionAgentCount = log.session_agent_count ?? (isAgent ? sessionCount : 0);
-      const sessionMcpCount = log.session_mcp_count ?? (isMcp ? sessionCount : 0);
+      const sessionMcpCount = log.mcp_tool_call_count ?? (isMcp ? sessionCount : 0);
 
-      if (isMcp) return <McpBadge />;
-      if (isAgent && sessionCount <= 1) return <AgentBadge />;
-      if (sessionCount <= 1) return <LlmBadge />;
+      if (sessionCount <= 1) {
+        if (isMcp) return <McpBadge />;
+        if (isAgent) return <AgentBadge />;
+        return <LlmBadge />;
+      }
 
       const sessionTypeBadge = (
         <span className="inline-flex items-center gap-1 px-2 py-0.5 bg-info/10 text-info border border-info/20 rounded-full text-[11px] font-medium whitespace-nowrap">
@@ -113,7 +115,7 @@ export const getRequestLogsTableColumns = ({
     header: "Session ID",
     size: 120,
     enableSorting: false,
-    cell: ({ row }) => <IdCell value={row.original.session_id} onClick={onSessionClick} />,
+    cell: ({ row }) => <IdCell value={row.original.session_id} onClick={() => onSessionClick(row.original)} />,
   },
   {
     id: "request_id",
@@ -224,10 +226,13 @@ export const getRequestLogsTableColumns = ({
     cell: ({ row }) => {
       const log = row.original;
       const provider = log.custom_llm_provider;
-      const modelName = log.model ?? "";
+      const sessionModels = log.session_models ?? [];
+      const modelNames = sessionModels.length > 0 ? sessionModels : [log.model ?? ""];
+      const modelLabel = log.session_models_truncated ? `${modelNames.join(", ")}, ...` : modelNames.join(", ");
+      const isSingleModel = modelNames.length === 1;
       return (
         <div className="flex items-center space-x-2">
-          {provider && (
+          {provider && isSingleModel && (
             <img
               src={getLogoUrl(log, provider)}
               alt=""
@@ -237,7 +242,14 @@ export const getRequestLogsTableColumns = ({
               }}
             />
           )}
-          <CellTooltip content={modelName} trigger={<span className="max-w-[15ch] truncate block">{modelName}</span>} />
+          <CellTooltip
+            content={modelLabel}
+            trigger={
+              <span className={isSingleModel ? "max-w-[15ch] truncate block" : "min-w-0 truncate block"}>
+                {modelLabel}
+              </span>
+            }
+          />
         </div>
       );
     },
@@ -251,13 +263,20 @@ export const getRequestLogsTableColumns = ({
     meta: { numeric: true },
     cell: ({ row }) => {
       const log = row.original;
+      const showSessionTotal = (log.session_total_count || 1) > 1 && log.session_total_tokens != null;
+      const total = showSessionTotal ? log.session_total_tokens : log.total_tokens;
+      const prompt = showSessionTotal ? log.session_total_prompt_tokens : log.prompt_tokens;
+      const completion = showSessionTotal ? log.session_total_completion_tokens : log.completion_tokens;
       return (
-        <span className="text-sm">
-          {String(log.total_tokens || "0")}
-          <span className="text-muted-foreground text-xs ml-1">
-            ({String(log.prompt_tokens || "0")}+{String(log.completion_tokens || "0")})
+        <div className="flex flex-col items-end">
+          <span className="text-sm">
+            {String(total || "0")}
+            <span className="text-muted-foreground text-xs ml-1">
+              ({String(prompt || "0")}+{String(completion || "0")})
+            </span>
           </span>
-        </span>
+          {showSessionTotal && <span className="text-[10px] text-muted-foreground">session total</span>}
+        </div>
       );
     },
   },
diff --git a/ui/litellm-dashboard/src/components/view_logs/columns.tsx b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
index eef957922d7..b2e29c3a0c1 100644
--- a/ui/litellm-dashboard/src/components/view_logs/columns.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/columns.tsx
@@ -42,10 +42,14 @@ export type LogEntry = {
   request_duration_ms?: number;
   session_total_count?: number;
   session_total_spend?: number;
+  session_total_tokens?: number;
+  session_total_prompt_tokens?: number;
+  session_total_completion_tokens?: number;
   session_cache_hit_count?: number;
   mcp_tool_call_count?: number;
   mcp_tool_call_spend?: number;
   session_llm_count?: number;
-  session_mcp_count?: number;
   session_agent_count?: number;
+  session_models?: string[];
+  session_models_truncated?: boolean;
 };
diff --git a/ui/litellm-dashboard/src/components/view_logs/constants.ts b/ui/litellm-dashboard/src/components/view_logs/constants.ts
index 5b0b1d0fee3..1c17f398e35 100644
--- a/ui/litellm-dashboard/src/components/view_logs/constants.ts
+++ b/ui/litellm-dashboard/src/components/view_logs/constants.ts
@@ -12,6 +12,9 @@ export const ERROR_CODE_OPTIONS: { label: string; value: string }[] = [
   { label: "529 - Overloaded", value: "529" },
 ];
 
+/** Page sizes the logs tables offer; the first entry is the default. */
+export const LOGS_PAGE_SIZE_OPTIONS = [10, 25, 50, 100];
+
 /** Call types that represent MCP tool invocations (shared across columns, index, drawer). */
 export const MCP_CALL_TYPES = ["call_mcp_tool", "list_mcp_tools"];
 
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index f20285dffa0..aadf90fad6c 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -27,6 +27,9 @@ const AUDIT_LOGS_TAB: LogsTab = { id: "audit logs", label: "Audit Logs" };
 const DELETED_KEYS_TAB: LogsTab = { id: "deleted keys", label: "Deleted Keys" };
 const DELETED_TEAMS_TAB: LogsTab = { id: "deleted teams", label: "Deleted Teams" };
 
+const tabContentClassName = (tabId: LogsTabId): string =>
+  tabId === REQUEST_LOGS_TAB.id ? "flex min-h-0 flex-1 flex-col" : "min-h-0 flex-1 overflow-y-auto";
+
 export default function SpendLogsTable({ accessToken, token, userRole, userID, premiumUser }: SpendLogsTableProps) {
   const [activeTab, setActiveTab] = useState<LogsTabId>(REQUEST_LOGS_TAB.id);
   const canViewAuditLogs = useCan("viewAuditLogs");
@@ -78,8 +81,8 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
   };
 
   return (
-    <div className="box-border w-full overflow-x-hidden p-6">
-      <Tabs value={activeTab} onValueChange={(value) => setActiveTab(value as LogsTabId)}>
+    <div className="flex h-full w-full flex-col p-6">
+      <Tabs value={activeTab} onValueChange={(value) => setActiveTab(value as LogsTabId)} className="min-h-0 flex-1">
         <TabsList variant="line">
           {tabs.map((tab) => (
             <TabsTrigger key={tab.id} value={tab.id} className="flex-none">
@@ -88,7 +91,7 @@ export default function SpendLogsTable({ accessToken, token, userRole, userID, p
           ))}
         </TabsList>
         {tabs.map((tab) => (
-          <TabsContent key={tab.id} value={tab.id} keepMounted>
+          <TabsContent key={tab.id} value={tab.id} keepMounted className={tabContentClassName(tab.id)}>
             {renderPanel(tab.id)}
           </TabsContent>
         ))}
diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
index 1b738db097d..6af791cc50e 100644
--- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.test.tsx
@@ -91,6 +91,7 @@ describe("useLogFilterLogic", () => {
       { id: LOG_FILTER_IDS.ERROR_CODE, value: "429", param: "error_code" },
       { id: LOG_FILTER_IDS.ERROR_MESSAGE, value: "rate limited", param: "error_message" },
       { id: LOG_FILTER_IDS.USER_ID, value: "user-9", param: "user_id" },
+      { id: LOG_FILTER_IDS.SEARCH, value: "any-id", param: "search" },
     ];
 
     it.each(cases)("sends $id as $param", async ({ id, value, param }) => {
diff --git a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
index 3b8d96596de..3d368527ad9 100644
--- a/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/log_filter_logic.tsx
@@ -15,6 +15,8 @@ export interface PaginatedResponse {
   page_size: number;
   total_pages: number;
   total_is_capped?: boolean;
+  next_session_cursor?: string | null;
+  has_more?: boolean;
 }
 
 export const LOG_FILTER_IDS = {
@@ -31,6 +33,7 @@ export const LOG_FILTER_IDS = {
   PUBLIC_MODEL_OR_SEARCH_TOOL: "model",
   REQUEST_ID: "request_id",
   USER_ID: "user_id",
+  SEARCH: "search",
 } as const;
 
 export const LOG_FILTER_LABELS: Record<string, string> = {
@@ -46,6 +49,7 @@ export const LOG_FILTER_LABELS: Record<string, string> = {
   [LOG_FILTER_IDS.SESSION_ID]: "Session ID",
   [LOG_FILTER_IDS.MODEL_ID]: "Model",
   [LOG_FILTER_IDS.PUBLIC_MODEL_OR_SEARCH_TOOL]: "Public model / search tool",
+  [LOG_FILTER_IDS.SEARCH]: "Search",
 };
 
 export interface LogsWindow {
@@ -109,6 +113,7 @@ export function useLogFilterLogic({
   pagination,
   isCustomDate,
   sorting,
+  sessionCursors = {},
 }: {
   accessToken: string | null;
   token: string | null;
@@ -123,11 +128,14 @@ export function useLogFilterLogic({
   pagination: PaginationState;
   isCustomDate: boolean;
   sorting: SortingState;
+  sessionCursors?: Record<number, string>;
 }) {
   const pageSize = pagination.pageSize || defaultPageSize;
   const activeSort = sorting[0] ?? DEFAULT_LOGS_SORTING[0];
   const sortBy: LogsSortField = isSortField(activeSort.id) ? activeSort.id : "startTime";
   const sortOrder: "asc" | "desc" = activeSort.desc ? "desc" : "asc";
+  const usesSessionCursor = sortBy === "startTime";
+  const sessionCursor = usesSessionCursor ? sessionCursors[pagination.pageIndex] : undefined;
 
   const logsQueryOptions: UseQueryOptions<PaginatedResponse> = {
     queryKey: [
@@ -142,6 +150,7 @@ export function useLogFilterLogic({
       sortBy,
       sortOrder,
       excludeInternalHealthChecks,
+      sessionCursor,
     ],
     queryFn: async () => {
       if (!accessToken || !token || !userRole || !userID) {
@@ -168,6 +177,7 @@ export function useLogFilterLogic({
           api_key: getFilterValue(columnFilters, LOG_FILTER_IDS.KEY_HASH),
           team_id: getFilterValue(columnFilters, LOG_FILTER_IDS.TEAM_ID),
           request_id: getFilterValue(columnFilters, LOG_FILTER_IDS.REQUEST_ID),
+          search: getFilterValue(columnFilters, LOG_FILTER_IDS.SEARCH),
           session_id: getFilterValue(columnFilters, LOG_FILTER_IDS.SESSION_ID),
           user_id: userIdFilter,
           end_user: getFilterValue(columnFilters, LOG_FILTER_IDS.END_USER),
@@ -181,6 +191,8 @@ export function useLogFilterLogic({
           sort_by: sortBy,
           sort_order: sortOrder,
           exclude_internal_health_checks: excludeInternalHealthChecks,
+          group_by_session: true,
+          session_cursor: sessionCursor,
         },
       });
     },
@@ -218,5 +230,6 @@ export function useLogFilterLogic({
     logsQuery,
     filteredLogs,
     allTeams,
+    usesSessionCursor,
   };
 }
diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
index 2a8306473b8..344964c4434 100644
--- a/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
+++ b/ui/litellm-dashboard/src/lib/autorouter_presets.test.ts
@@ -1,7 +1,8 @@
 import { describe, it, expect } from "vitest";
+import { BUNDLED_PRESETS_RESPONSE } from "../../tests/mocks/autoRouterPresets";
 import {
-  getAllPresets,
-  getPresetByKey,
+  hydratePresets,
+  AutoRouterPreset,
   getRequiredModelsInPreset,
   getMissingModelsInPreset,
   getRequiredModels,
@@ -18,10 +19,21 @@ import { DEFAULT_ESCALATION_KEYWORDS } from "@/components/add_model/EscalationKe
 
 const groupsOnly = (models: Iterable<string>) => buildModelAvailability(models, []);
 
+// Hydrated from the real bundled catalog so a catalog edit flows into these expectations.
+const PRESETS = hydratePresets(BUNDLED_PRESETS_RESPONSE);
+const getAllPresets = (): AutoRouterPreset[] => PRESETS;
+const getPresetByKey = (key: string): AutoRouterPreset | undefined => PRESETS.find((p) => p.key === key);
+
 describe("autorouter_presets", () => {
-  it("loads exactly the bundled presets", () => {
+  it("hydrates exactly the bundled presets", () => {
     const presets = getAllPresets();
-    expect(presets.map((p) => p.label).sort()).toEqual(["Anthropic Family", "Gemini Family", "Lite", "OpenAI Family"]);
+    expect(presets.map((p) => p.label).sort()).toEqual([
+      "1M Context",
+      "Anthropic Family",
+      "Gemini Family",
+      "Lite",
+      "OpenAI Family",
+    ]);
     // Every preset carries all four fields the UI relies on; a JSON typo dropping one fails here.
     for (const p of presets) {
       expect(p).toMatchObject({ key: expect.any(String), label: expect.any(String), description: expect.any(String) });
@@ -71,9 +83,19 @@ describe("autorouter_presets", () => {
       expect(config.tier_boundaries).toBeUndefined();
       expect(config.token_thresholds).toBeUndefined();
       expect(config.dimension_weights).toBeUndefined();
+      expect(config.session_affinity_ttl_seconds).toBeUndefined();
     }
   });
 
+  it("carries a preset's session affinity idle window into the prefilled form state", () => {
+    const config = getPresetByKey("anthropic_family")!.complexity_router_config;
+    const prefill = buildPresetPrefill({ ...config, session_affinity_ttl_seconds: 300 }, groupsOnly([]));
+    expect(prefill.complexityRouterConfig.session_affinity_ttl_seconds).toBe(300);
+    expect(
+      buildPresetPrefill(config, groupsOnly([])).complexityRouterConfig.session_affinity_ttl_seconds,
+    ).toBeUndefined();
+  });
+
   it("keeps the model-family presets on the heuristic classifier", () => {
     for (const key of ["anthropic_family", "gemini_family", "openai_family"]) {
       expect(getPresetByKey(key)!.complexity_router_config.classifier_type).toBe("heuristic");
@@ -141,6 +163,25 @@ describe("autorouter_presets", () => {
     expect(withoutFlag.complexityRouterConfig.modality_routing).toBe(false);
   });
 
+  it("carries a preset's modality_pin_override into the prefilled form state", () => {
+    const preset = getPresetByKey("anthropic_family")!;
+    const withFlag = { ...preset.complexity_router_config, modality_routing: true, modality_pin_override: true };
+    const prefill = buildPresetPrefill(withFlag, groupsOnly(getRequiredModelsInPreset(preset)));
+    expect(prefill.complexityRouterConfig.modality_pin_override).toBe(true);
+    const withoutFlag = buildPresetPrefill(
+      preset.complexity_router_config,
+      groupsOnly(getRequiredModelsInPreset(preset)),
+    );
+    expect(withoutFlag.complexityRouterConfig.modality_pin_override).toBe(false);
+  });
+
+  it("ships every bundled preset with both modality flags written out, since the payload type requires them", () => {
+    for (const preset of getAllPresets()) {
+      expect(preset.complexity_router_config.modality_routing, preset.key).toBe(false);
+      expect(preset.complexity_router_config.modality_pin_override, preset.key).toBe(false);
+    }
+  });
+
   it("prefills the anthropic preset's effort through to tier_model_params", () => {
     const preset = getPresetByKey("anthropic_family")!;
     const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset)));
@@ -158,6 +199,43 @@ describe("autorouter_presets", () => {
     });
   });
 
+  it("pins the OpenAI preset to the Luna, Terra, and Sol progression", () => {
+    const preset = getPresetByKey("openai_family")!;
+    const expectedTiers = {
+      SIMPLE: ["gpt-5.6-luna"],
+      MEDIUM: ["gpt-5.6-terra"],
+      COMPLEX: ["gpt-5.6-sol"],
+      REASONING: ["gpt-5.6-sol"],
+    };
+    expect(preset.complexity_router_config.tiers).toEqual(expectedTiers);
+    expect(preset.complexity_router_config.tier_model_configs).toEqual({
+      REASONING: [{ model_name: "gpt-5.6-sol", litellm_params: { reasoning_effort: "xhigh" } }],
+    });
+    const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset)));
+    expect(prefill.complexityRouterConfig.tier_model_params).toEqual({
+      REASONING: { "gpt-5.6-sol": { reasoning_effort: "xhigh" } },
+    });
+  });
+
+  it("pins the 1M context preset to Luna, Terra, Sol, and Opus at high thinking", () => {
+    const preset = getPresetByKey("1m_context")!;
+    const expectedTiers = {
+      SIMPLE: ["gpt-5.6-luna"],
+      MEDIUM: ["gpt-5.6-terra"],
+      COMPLEX: ["gpt-5.6-sol"],
+      REASONING: ["claude-opus-5"],
+    };
+    expect(preset.complexity_router_config.classifier_type).toBe("heuristic_v2");
+    expect(preset.complexity_router_config.tiers).toEqual(expectedTiers);
+    expect(preset.complexity_router_config.tier_model_configs).toEqual({
+      REASONING: [{ model_name: "claude-opus-5", litellm_params: { reasoning_effort: "high" } }],
+    });
+    const prefill = buildPresetPrefill(preset.complexity_router_config, groupsOnly(getRequiredModelsInPreset(preset)));
+    expect(prefill.complexityRouterConfig.tier_model_params).toEqual({
+      REASONING: { "claude-opus-5": { reasoning_effort: "high" } },
+    });
+  });
+
   it("pins the gemini preset to concrete model ids, never Google's hot-swapping -latest aliases", () => {
     const gemini = getPresetByKey("gemini_family")!;
     const config = gemini.complexity_router_config;
diff --git a/ui/litellm-dashboard/src/lib/autorouter_presets.ts b/ui/litellm-dashboard/src/lib/autorouter_presets.ts
index 721bd6f2b2a..2aafbfcfcd9 100644
--- a/ui/litellm-dashboard/src/lib/autorouter_presets.ts
+++ b/ui/litellm-dashboard/src/lib/autorouter_presets.ts
@@ -20,7 +20,6 @@ import {
 } from "@/components/add_model/complexity_router_tiers";
 import { DEFAULT_ESCALATION_KEYWORDS } from "@/components/add_model/EscalationKeywords";
 import { DEFAULT_MATCH_THRESHOLD } from "@/components/add_model/SemanticKeywordMatching";
-import presetsRaw from "@/autorouter_presets.json";
 
 // `key` is the stable JSON object key (e.g. "anthropic_family"); `label` is display text and
 // never an identity.
@@ -31,16 +30,10 @@ export interface AutoRouterPreset {
   complexity_router_config: ComplexityRouterConfigPayload;
 }
 
-// The bundled JSON is a developer-authored, build-time asset, so it is trusted at the import
-// boundary rather than re-validated at runtime (resolveJsonModule widens its string literals,
-// hence this one cast). autorouter_presets.test.ts pins the parsed shape, so a JSON typo fails CI.
-const RAW = presetsRaw as Record<string, Omit<AutoRouterPreset, "key">>;
+export type AutoRouterPresetsResponse = Record<string, Omit<AutoRouterPreset, "key">>;
 
-const PRESETS: AutoRouterPreset[] = Object.entries(RAW).map(([key, preset]) => ({ key, ...preset }));
-
-export const getAllPresets = (): AutoRouterPreset[] => PRESETS;
-
-export const getPresetByKey = (key: string): AutoRouterPreset | undefined => PRESETS.find((p) => p.key === key);
+export const hydratePresets = (raw: AutoRouterPresetsResponse): AutoRouterPreset[] =>
+  Object.entries(raw).map(([key, preset]) => ({ key, ...preset }));
 
 // Generalized over ComplexityRouterConfigPayload so the same accessors check either a preset's own
 // bundled config or a caller's actually-built config - the two need to agree, since a preset only
@@ -159,7 +152,7 @@ export const deploymentRefsFromModelInfo = (
     return row.model_name && underlyingModels.length > 0 ? [{ modelGroup: row.model_name, underlyingModels }] : [];
   });
 
-const resolveAvailableModel = (requiredModel: string, availability: ModelAvailability): string | undefined => {
+export const resolveAvailableModel = (requiredModel: string, availability: ModelAvailability): string | undefined => {
   const { modelGroups, underlyingIndex } = availability;
   if (modelGroups.has(requiredModel)) return requiredModel;
   const normalized = normalizeModelName(requiredModel);
@@ -291,8 +284,10 @@ export const buildPresetPrefill = (
       classifier_context_include_assistant_turns: config.classifier_context_include_assistant_turns,
       classification_mode: config.classification_mode ?? DEFAULT_CLASSIFICATION_MODE,
       session_affinity: config.session_affinity ?? DEFAULT_SESSION_AFFINITY,
+      session_affinity_ttl_seconds: config.session_affinity_ttl_seconds,
       deployment_affinity: config.deployment_affinity ?? DEFAULT_DEPLOYMENT_AFFINITY,
       modality_routing: config.modality_routing ?? false,
+      modality_pin_override: config.modality_pin_override ?? false,
       adaptive: config.adaptive,
       adaptive_weights: config.adaptive_weights,
       tier_distance_penalty: config.tier_distance_penalty,
diff --git a/ui/litellm-dashboard/src/lib/http/schema.d.ts b/ui/litellm-dashboard/src/lib/http/schema.d.ts
index ee5edf2d98c..5bd53c15d9d 100644
--- a/ui/litellm-dashboard/src/lib/http/schema.d.ts
+++ b/ui/litellm-dashboard/src/lib/http/schema.d.ts
@@ -5110,6 +5110,26 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/get/mcp_tool_search_settings": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Mcp Tool Search Settings
+         * @description Get the `litellm_settings.mcp_tool_search` configuration used by the native `mcp_tool_search` virtual tool.
+         */
+        get: operations["get_mcp_tool_search_settings_get_mcp_tool_search_settings_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/get/sso_settings": {
         parameters: {
             query?: never;
@@ -7017,6 +7037,9 @@ export interface paths {
          *     Note:
          *     - If the model is configured in proxy_config.yaml, credentials (api_key, api_base, etc.)
          *       will be automatically loaded from the config (with resolved environment variables).
+         *     - A request naming a stored credential (`litellm_credential_name`) that the configuration
+         *       does not name is probed with that credential instead, and inherits no credentials
+         *       from the configuration its model string happened to match.
          *     - You can override specific params by including them in the request.
          *     - You can use `os.environ/VARIABLE_NAME` syntax to reference environment variables,
          *       which will be resolved automatically (same as in proxy_config.yaml).
@@ -7692,8 +7715,9 @@ export interface paths {
          * @description Retrieve information about a key.
          *
          *     Parameters:
-         *     - key: str | None (query parameter) - The key to look up. Accepts the plaintext key or its hash.
-         *       Defaults to the key in the Authorization header.
+         *     - key: str | None (query parameter) - The key to look up. Accepts the plaintext key or its hash;
+         *       prefer the hash, since a query parameter is recorded verbatim by any HTTP access log in front
+         *       of the proxy. Defaults to the key in the Authorization header.
          *
          *     Returns:
          *     - key: str - The key that was looked up, echoed back as it was passed in
@@ -7725,7 +7749,7 @@ export interface paths {
          *
          *     Example Curl:
          *     ```
-         *     curl -X GET "http://0.0.0.0:4000/key/info?key=sk-test-example-key-123" -H "Authorization: Bearer sk-1234"
+         *     curl -X GET "http://0.0.0.0:4000/key/info?key=d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa" -H "Authorization: Bearer sk-1234"
          *     ```
          *
          *     Example Curl - if no key is passed, it will use the Key Passed in Authorization Header
@@ -12108,6 +12132,31 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/public/autorouter_presets": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Public Autorouter Presets
+         * @description Return the auto-router preset catalog the dashboard's template picker renders.
+         *
+         *     Resolved once per process, like the model cost map: fetched from ``litellm.autorouter_presets_url``
+         *     (override with ``LITELLM_AUTOROUTER_PRESETS_URL``) on the first request, falling back to the
+         *     catalog bundled with the package on any failure. Set ``LITELLM_LOCAL_AUTOROUTER_PRESETS=True``
+         *     to serve the bundled catalog only. A restart picks up a newly published catalog.
+         */
+        get: operations["get_public_autorouter_presets_public_autorouter_presets_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/public/complexity_router/scorer_defaults": {
         parameters: {
             query?: never;
@@ -12336,6 +12385,36 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/public/v1/model_hub/{facet}": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Public Model Hub Facet
+         * @description The distinct providers, modes or features across the published model groups, for the
+         *     Model Hub's filter dropdowns. No authentication.
+         *
+         *     Carries the same filters and search as the list route, so a dropdown offers exactly
+         *     the values the table can show: asking for providers under `filter[mode][in]=chat`
+         *     lists only the providers that serve a chat model.
+         *
+         *     Example curl:
+         *     ```
+         *     curl --location --globoff         'http://0.0.0.0:4000/public/v1/model_hub/providers?filter[mode][in]=chat&page_size=50'
+         *     ```
+         */
+        get: operations["public_model_hub_facet_public_v1_model_hub__facet__get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/queue/chat/completions": {
         parameters: {
             query?: never;
@@ -13289,6 +13368,58 @@ export interface paths {
         patch: operations["patch_user_scim_v2_Users__user_id__patch"];
         trace?: never;
     };
+    "/scim/v2/placeholders": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * List Placeholders
+         * @description List user rows whose id is another account's SSO identity or email.
+         *
+         *     An earlier release provisioned a group member it could not match as a user keyed
+         *     by the raw member value, and that row now shadows the account the value really
+         *     names, so every push of that member is refused. This lists those rows so an
+         *     operator can fold each one into the account it shadows with
+         *     ``POST /scim/v2/placeholders/{user_id}/merge``. A row that has an SSO identity of
+         *     its own or owns virtual keys is left out: someone uses that account.
+         */
+        get: operations["list_placeholders_scim_v2_placeholders_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
+    "/scim/v2/placeholders/{user_id}/merge": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        /**
+         * Merge Placeholder
+         * @description Fold a placeholder user into the one account its id names by SSO identity or email.
+         *
+         *     The account is added to every team the placeholder is on, then the placeholder is
+         *     deleted the way ``DELETE /scim/v2/Users/{id}`` deletes a user, so the next group
+         *     push resolves the member value to the real account. Refused with 409 when the row
+         *     has an SSO identity of its own, owns virtual keys, or names no account or several.
+         */
+        post: operations["merge_placeholder_scim_v2_placeholders__user_id__merge_post"];
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/search": {
         parameters: {
             query?: never;
@@ -13969,7 +14100,7 @@ export interface paths {
          *
          *     Example Request for specific api_key
          *     ```
-         *     curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=sk-test-example-key-123" -H "Authorization: Bearer sk-1234"
+         *     curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa" -H "Authorization: Bearer sk-1234"
          *     ```
          *
          *     Example Request for specific user_id
@@ -15403,6 +15534,30 @@ export interface paths {
         patch?: never;
         trace?: never;
     };
+    "/team/spend/by_user": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        /**
+         * Get Team Spend By User
+         * @description Spend per user within the given teams, attributed per request from spend logs.
+         *
+         *     Proxy admins may query any team. Team admins and members holding the
+         *     `/team/daily/activity` permission see every user of the requested teams;
+         *     other members only see their own row.
+         */
+        get: operations["get_team_spend_by_user_team_spend_by_user_get"];
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        patch?: never;
+        trace?: never;
+    };
     "/team/spend/report": {
         parameters: {
             query?: never;
@@ -16074,6 +16229,27 @@ export interface paths {
         patch: operations["update_mcp_semantic_filter_settings_update_mcp_semantic_filter_settings_patch"];
         trace?: never;
     };
+    "/update/mcp_tool_search_settings": {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        get?: never;
+        put?: never;
+        post?: never;
+        delete?: never;
+        options?: never;
+        head?: never;
+        /**
+         * Update Mcp Tool Search Settings
+         * @description Update `litellm_settings.mcp_tool_search` in the database.
+         *     Settings will be picked up by all pods within approximately 10 seconds via background polling.
+         */
+        patch: operations["update_mcp_tool_search_settings_update_mcp_tool_search_settings_patch"];
+        trace?: never;
+    };
     "/update/sso_settings": {
         parameters: {
             query?: never;
@@ -16487,6 +16663,8 @@ export interface paths {
          *             Get list of users by sso_ids. Comma separated list of sso_ids.
          *         user_email: Optional[str]
          *             Filter users by partial email match
+         *         search: Optional[str]
+         *             Combined search: matches users whose user_id or user_email contains the value (case-insensitive)
          *         team: Optional[str]
          *             Filter users by team id. Will match if user has this team in their teams array.
          *         page: int
@@ -22816,6 +22994,10 @@ export interface components {
             required: boolean;
             /** Tooltip */
             tooltip?: string | null;
+            /** Validation Message */
+            validation_message?: string | null;
+            /** Validation Pattern */
+            validation_pattern?: string | null;
         };
         /**
          * AgentExtension
@@ -22962,7 +23144,7 @@ export interface components {
          * @description Enum for alert types and management event types
          * @enum {string}
          */
-        AlertType: "llm_exceptions" | "llm_too_slow" | "llm_requests_hanging" | "budget_alerts" | "spend_reports" | "failed_tracking_spend" | "db_exceptions" | "daily_reports" | "cooldown_deployment" | "new_model_added" | "model_deprecation_warnings" | "outage_alerts" | "region_outage_alerts" | "fallback_reports" | "new_virtual_key_created" | "virtual_key_updated" | "virtual_key_deleted" | "new_team_created" | "team_updated" | "team_deleted" | "new_internal_user_created" | "internal_user_updated" | "internal_user_deleted";
+        AlertType: "llm_exceptions" | "llm_too_slow" | "llm_requests_hanging" | "budget_alerts" | "spend_reports" | "failed_tracking_spend" | "user_spend_thresholds" | "user_spend_anomalies" | "db_exceptions" | "daily_reports" | "cooldown_deployment" | "new_model_added" | "model_deprecation_warnings" | "outage_alerts" | "region_outage_alerts" | "fallback_reports" | "new_virtual_key_created" | "virtual_key_updated" | "virtual_key_deleted" | "new_team_created" | "team_updated" | "team_deleted" | "new_internal_user_created" | "internal_user_updated" | "internal_user_deleted";
         /** AllowedVectorStoreIndexItem */
         AllowedVectorStoreIndexItem: {
             /** Index Name */
@@ -23293,6 +23475,49 @@ export interface components {
             /** Tier Definitions */
             tier_definitions: components["schemas"]["TierDefinition"][];
         };
+        /**
+         * AutoRouterPresetConfig
+         * @description The complexity_router_config a preset prefills.
+         *
+         *     Only tiers is validated, because every dashboard consumer dereferences it; everything else
+         *     passes through verbatim with unknown fields kept (extra="allow"), so a catalog published after
+         *     this proxy shipped still serves its new fields intact.
+         */
+        AutoRouterPresetConfig: {
+            tiers: components["schemas"]["AutoRouterPresetTiers"];
+        } & {
+            [key: string]: unknown;
+        };
+        /**
+         * AutoRouterPresetRecord
+         * @description One auto-router preset as served to the dashboard's template picker.
+         */
+        AutoRouterPresetRecord: {
+            complexity_router_config: components["schemas"]["AutoRouterPresetConfig"];
+            /** Description */
+            description: string;
+            /** Label */
+            label: string;
+        } & {
+            [key: string]: unknown;
+        };
+        /**
+         * AutoRouterPresetTiers
+         * @description Exactly the four built-in tiers the dashboard's preset prefill can apply.
+         *
+         *     extra="forbid" on purpose: a tier name this dashboard cannot apply would grey out or crash the
+         *     picker, so such a catalog is rejected wholesale and the bundled one serves instead.
+         */
+        AutoRouterPresetTiers: {
+            /** Complex */
+            COMPLEX: string[];
+            /** Medium */
+            MEDIUM: string[];
+            /** Reasoning */
+            REASONING: string[];
+            /** Simple */
+            SIMPLE: string[];
+        };
         /**
          * AutoRouterRoutingTestRequest
          * @description A single request to classify against a complexity-router config that need not be saved yet.
@@ -25038,6 +25263,18 @@ export interface components {
          * @description Configuration for the LLM-based complexity classifier.
          */
         ClassifierLLMConfig: {
+            /**
+             * Circuit Breaker Cooldown Seconds
+             * @description How long to skip this router's LLM classifier after a classification call times out. Requests use classifier_fallback during the cooldown. When it expires, one request probes the classifier while concurrent requests keep using the fallback; a successful probe closes the circuit and a failed probe restarts the cooldown.
+             * @default 30
+             */
+            circuit_breaker_cooldown_seconds: number;
+            /**
+             * Circuit Breaker Enabled
+             * @description Whether one classifier timeout temporarily sends requests through classifier_fallback. Enabled by default so an unhealthy classifier cannot repeat its timeout across sessions.
+             * @default true
+             */
+            circuit_breaker_enabled: boolean;
             /** @description Which calibration examples the built-in rubric carries. 'agentic' anchors routine installs, builds, multi-file edits, and standard debugging at MEDIUM, so ordinary engineering does not route to the most expensive tier; it suits agent, terminal, and coding-assistant traffic as well as mixed traffic. 'chat' omits those engineering anchors, for a deployment serving only conversational traffic. 'business' carries business/sales anchors and business-flavored tier criteria that keep routine drafting and summarizing off the expensive tiers and reserve the top tier for committing to decisions under tradeoffs; it suits sales, support, and go-to-market traffic. Every preset keeps the same four tiers, so this moves where the boundary sits without changing the taxonomy. Leave unset for 'legacy', the rubric as it shipped before calibration examples existed, so an existing router's tier decisions and spend do not move on upgrade. Mutually exclusive with system_prompt, which replaces the rubric this would select. Only applies when classifier_type is 'llm'. */
             classification_rubric?: components["schemas"]["ClassificationRubric"] | null;
             /**
@@ -25045,6 +25282,11 @@ export interface components {
              * @description Model name (from the router's model_list) to call for classification
              */
             model: string;
+            /**
+             * Reasoning Effort
+             * @description Reasoning effort override for classifier calls. Leave unset to use the classifier deployment or provider default.
+             */
+            reasoning_effort?: ("none" | "minimal" | "low" | "medium" | "high" | "xhigh" | "max") | null;
             /**
              * System Prompt
              * @description Replaces the built-in complexity rubric as the classifier's entire system role. When set, neither the default rubric nor the context-window closing line is appended, so the prompt owns the whole taxonomy and the tier names SIMPLE/MEDIUM/COMPLEX/REASONING become whatever buckets it defines: a prompt that classifies data sensitivity routes on that instead of on difficulty. Two consequences of full replacement. The default rubric's closing paragraph is the classifier's prompt-injection defense, telling it that the caller's quoted system prompt and prior turns are material to judge and never instructions; a replacement that omits it lets a caller ask for a tier and get it. And the heuristic fallback still scores complexity, so a router on some other taxonomy wants classifier_fallback='default_model'. Leave unset for the built-in rubric. Only applies when classifier_type is 'llm'.
@@ -25328,6 +25570,12 @@ export interface components {
          * @description Documents all the fields supported by `general_settings` in config.yaml
          */
         ConfigGeneralSettings: {
+            /**
+             * Admission Queue Timeout Seconds
+             * @description maximum time a request waits for a worker slot
+             * @default 1
+             */
+            admission_queue_timeout_seconds: number;
             /**
              * Alert To Webhook Url
              * @description Mapping of alert type to webhook url. e.g. `alert_to_webhook_url: {'budget_alerts': 'https://nothooks.slack.com/services/T00000000/B00000000/XXXXXXXXXXXXXXXXXXXXXXXX'}`
@@ -25382,6 +25630,11 @@ export interface components {
              * @description run health checks in background
              */
             background_health_checks?: boolean | null;
+            /**
+             * Blocked File Extensions
+             * @description file extensions (e.g. ['.exe', '.sh']) rejected on /v1/files uploads, for any purpose, matched case-insensitively against the uploaded filename
+             */
+            blocked_file_extensions?: string[] | null;
             /**
              * Cancel On Disconnect
              * @description cancel the in-flight upstream LLM request (non-streaming) when the client disconnects, freeing backend capacity (e.g. a vLLM GPU slot); the request is logged as a 499 failure
@@ -25435,9 +25688,15 @@ export interface components {
             database_extra_connection_params?: {
                 [key: string]: unknown;
             } | null;
+            /**
+             * Database Max Idle Connection Lifetime
+             * @description Prisma `max_idle_connection_lifetime` URL param (seconds). A pooled connection idle longer than this is closed and replaced instead of being handed to the next request. Defaults to 60 so connections are recycled before common infra idle timeouts (AWS NLB / RDS Proxy ~350s, many LBs 60-350s) silently drop them and requests fail with `Error { kind: Closed }`. A value pinned on the DATABASE_URL or set via `database_extra_connection_params` takes precedence.
+             * @default 60
+             */
+            database_max_idle_connection_lifetime: number | null;
             /**
              * Database Socket Timeout
-             * @description Prisma `socket_timeout` URL param (seconds). When set, an idle/slow connection that has not produced data within this window is closed. This is the main knob for capping idle DB connections from LiteLLM.
+             * @description Prisma `socket_timeout` URL param (seconds). When set, an in-flight operation that has not produced data within this window is aborted. For capping how long idle pooled connections are kept, see `database_max_idle_connection_lifetime`.
              */
             database_socket_timeout?: number | null;
             /**
@@ -25460,6 +25719,11 @@ export interface components {
              * @description If True, disables the optimistic per-request budget reservation introduced in v1.84.0. WARNING: This weakens hard budget enforcement. Without the reservation, a burst of concurrent requests from a single key can each pass the read-time spend check before any of them is charged, allowing a configured budget to be exceeded under high concurrency. Budgets are still evaluated on every request at read time, so an already-exhausted budget is still rejected. Enable only if your deployment is experiencing phantom BudgetExceededError responses caused by leaked reservations (see GitHub issue #27639). A proxy-level WARNING is logged on every request while this flag is active as a reminder that hard enforcement is relaxed.
              */
             disable_budget_reservation?: boolean | null;
+            /**
+             * Disable Password Login When Sso Enabled
+             * @description If True and SSO is configured (MICROSOFT_CLIENT_ID, GOOGLE_CLIENT_ID, GENERIC_CLIENT_ID, or SAML_IDP_METADATA_URL/XML), disables username/password login on /login, /v2/login, and /v3/login so SSO is the only way to reach the Admin UI. An admin locked out of the UI can still administer the proxy over the API with the master key; unset this setting and restart the proxy to restore UI username/password login. Default is False.
+             */
+            disable_password_login_when_sso_enabled?: boolean | null;
             /**
              * Enable Public Model Hub
              * @description Public model hub for users to see what models they have access to, supported openai params, etc.
@@ -25515,11 +25779,26 @@ export interface components {
              * @description max batch input file size in MB for /v1/files uploads with purpose=batch, if a file is larger than this size it will be rejected before being forwarded to the provider
              */
             max_batch_file_size_mb?: number | null;
+            /**
+             * Max File Size Mb
+             * @description max file size in MB for /v1/files uploads, for any purpose, if a file is larger than this size it will be rejected before being forwarded to the provider
+             */
+            max_file_size_mb?: number | null;
+            /**
+             * Max In Flight Requests Per Worker
+             * @description maximum concurrent requests handled by each worker
+             */
+            max_in_flight_requests_per_worker?: number | null;
             /**
              * Max Parallel Requests
              * @description maximum parallel requests for each api key
              */
             max_parallel_requests?: number | null;
+            /**
+             * Max Queued Requests Per Worker
+             * @description maximum requests waiting for a worker slot
+             */
+            max_queued_requests_per_worker?: number | null;
             /**
              * Max Request Size Mb
              * @description max request size in MB, if a request is larger than this size it will be rejected
@@ -25585,6 +25864,11 @@ export interface components {
              * @description Number of trusted reverse proxies/load balancers in front of the gateway that append to X-Forwarded-For. When set (and mcp_trusted_proxy_ranges validates the direct peer), the client IP for MCP access control is read this many entries from the right of the chain instead of the spoofable leftmost value, defeating append-style X-Forwarded-For forgery.
              */
             mcp_xff_num_trusted_hops?: number | null;
+            /**
+             * Missing Session Id
+             * @description What to do with LLM API requests that carry no session id (x-litellm-session-id header, metadata.session_id, etc.). 'generate' stamps one id into litellm_session_id, litellm_trace_id and metadata.session_id so SpendLogs and logging callbacks agree; 'reject' returns 400; 'omit' leaves SpendLogs.session_id null, matching callbacks such as Langfuse that only record a client-established metadata.session_id. Unset keeps the legacy behavior where SpendLogs falls back to the trace id while callbacks get no session id.
+             */
+            missing_session_id?: ("generate" | "reject" | "omit") | null;
             /**
              * Model List Healthy Only
              * @description When true, `/models`, `/v1/models/{id}` and `/model/info` hide models whose backing deployments are all unhealthy, for every caller, without needing `healthy_only=true` per request. Requires `background_health_checks: true`, and keeps deployment health state cached without turning on `enable_health_check_routing`, so routing is unaffected. With no health state nothing is hidden. Hiding is presentation-only, a hidden model can still be called.
@@ -25605,6 +25889,31 @@ export interface components {
              * @description Default upstream request timeout in seconds for native and custom pass-through endpoints that use pass_through_request. Defaults to 600 when unset.
              */
             pass_through_request_timeout?: number | null;
+            /**
+             * Password Policy Min Length
+             * @description Minimum length required for a locally-managed user's password. Default is 12; a value below 8 is floored to 8 rather than weakening the requirement further.
+             */
+            password_policy_min_length?: number | null;
+            /**
+             * Password Policy Require Lowercase
+             * @description If True (default), a locally-managed user's password must contain a lowercase letter.
+             */
+            password_policy_require_lowercase?: boolean | null;
+            /**
+             * Password Policy Require Numbers
+             * @description If True (default), a locally-managed user's password must contain a number.
+             */
+            password_policy_require_numbers?: boolean | null;
+            /**
+             * Password Policy Require Special Characters
+             * @description If True (default), a locally-managed user's password must contain a special (non-alphanumeric) character.
+             */
+            password_policy_require_special_characters?: boolean | null;
+            /**
+             * Password Policy Require Uppercase
+             * @description If True (default), a locally-managed user's password must contain an uppercase letter.
+             */
+            password_policy_require_uppercase?: boolean | null;
             /**
              * Plugins
              * @description external services registered as embeddable UI plugins
@@ -27777,6 +28086,8 @@ export interface components {
             key_alias?: string | null;
             /** Team Id */
             team_id?: string | null;
+            /** User Email */
+            user_email?: string | null;
         };
         /**
          * KeyMetricWithMetadata
@@ -29178,6 +29489,8 @@ export interface components {
             regional_processing_uplift_multiplier_us?: number | null;
             /** Rpm */
             rpm?: number | null;
+            /** Rust */
+            rust?: boolean | null;
             /** S3 Bucket Name */
             s3_bucket_name?: string | null;
             /** S3 Encryption Key Id */
@@ -31011,6 +31324,49 @@ export interface components {
             /** Total */
             total: number;
         };
+        /**
+         * MCPToolSearchSettings
+         * @description `litellm_settings.mcp_tool_search`: how the native `mcp_tool_search` virtual tool ranks the caller's tools.
+         */
+        MCPToolSearchSettings: {
+            /**
+             * Core Tools
+             * @description Tool names always returned first when the caller can access them, e.g. `my_server-get_rates`.
+             * @default []
+             */
+            core_tools: string[];
+            /**
+             * Embedding Model
+             * @description Embedding model from model_list used to rank tools by meaning. Unset keeps keyword matching.
+             */
+            embedding_model?: string | null;
+            /**
+             * Similarity Threshold
+             * @description Lowest cosine similarity a tool needs to appear in semantic results (0.0 = no cutoff).
+             * @default 0
+             */
+            similarity_threshold: number;
+            /**
+             * Top K
+             * @description Most ranked tools a search returns. A smaller top_k in the tool call wins. Core tools do not count.
+             * @default 5
+             */
+            top_k: number;
+        };
+        /**
+         * MCPToolSearchSettingsResponse
+         * @description Response model for native MCP tool search settings
+         */
+        MCPToolSearchSettingsResponse: {
+            /** Field Schema */
+            field_schema: {
+                [key: string]: unknown;
+            };
+            /** Values */
+            values: {
+                [key: string]: unknown;
+            };
+        };
         /** MCPToolsetTool */
         MCPToolsetTool: {
             /** Server Id */
@@ -34371,7 +34727,7 @@ export interface components {
              * @enum {string}
              */
             classifier_fallback: "heuristic" | "default_model";
-            /** @description Configuration for the LLM classifier; required when classifier_type is 'llm' or 'heuristic_first' */
+            /** @description Configuration for the LLM classifier; required when classifier_type is 'llm', 'heuristic_first' or 'hybrid' */
             classifier_llm_config?: components["schemas"]["ClassifierLLMConfig"] | null;
             /**
              * Classifier Plugin
@@ -34386,11 +34742,11 @@ export interface components {
             classifier_plugin_timeout_ms: number;
             /**
              * Classifier Type
-             * @description Classification strategy: local regex/keyword scoring, an LLM call, a custom classifier plugin, or 'heuristic_first', which scores locally and only pays for the LLM classifier when the local scorer does not confidently land a cheap tier
+             * @description Classification strategy: local regex/keyword scoring, the bundled trained four-tier heuristic, an LLM call, a custom classifier plugin, 'heuristic_first', which scores locally and only pays for the LLM classifier when the local scorer does not confidently land a cheap tier, or 'hybrid', which trusts the local scorer everywhere except when its score lands near a tier boundary
              * @default heuristic
              * @enum {string}
              */
-            classifier_type: "heuristic" | "llm" | "custom" | "heuristic_first";
+            classifier_type: "heuristic" | "heuristic_v2" | "llm" | "custom" | "heuristic_first" | "hybrid";
             /**
              * Code Keywords
              * @description Keywords indicating code-related content
@@ -34451,11 +34807,22 @@ export interface components {
              * @description The highest tier the local scorer may decide on its own; required when classifier_type is 'heuristic_first' and rejected otherwise. A request whose heuristic tier is at or below this one skips the LLM classifier and routes straight to that heuristic tier, so the classifier call is only paid for on traffic the scorer could not place cheaply. The scorer must also have produced at least one signal: a prompt where no dimension fired scores 0.0 and would otherwise land SIMPLE by default rather than by evidence, which is how a chained router would silently send unclassified traffic to the cheapest model. Names a built-in tier, and may not name the highest one, since that would make the LLM classifier unreachable.
              */
             heuristic_first_max_tier?: string | null;
+            /**
+             * Heuristic V2 Artifact
+             * @description Success-probability artifact used by classifier_type 'heuristic_v2'. The bundled UltraFeedback artifact is selected by default; an inline trained artifact may replace it
+             * @default ultrafeedback
+             */
+            heuristic_v2_artifact: components["schemas"]["TrainedTierArtifact"] | "ultrafeedback";
             /**
              * Housekeeping Patterns
              * @description Additional case-sensitive literal sentinels that mark a request as client housekeeping, on top of the built-in conversation-title ones. For clients whose wording the built-ins don't cover, or after a client release changes its strings.
              */
             housekeeping_patterns?: string[] | null;
+            /**
+             * Hybrid Boundary Margin
+             * @description How close to a tier boundary a heuristic score has to land before the LLM classifier breaks the tie; required when classifier_type is 'hybrid' and rejected otherwise. Everything further than this from every active boundary routes on the scorer's own tier with no classifier call, at any tier, which is what separates 'hybrid' from 'heuristic_first' and its cheap-tier ceiling. A prompt where no dimension fired still goes to the classifier, since the scorer has no opinion to be near a boundary with. 0 escalates only scores sitting exactly on a boundary.
+             */
+            hybrid_boundary_margin?: number | null;
             /**
              * Keyword Tier Rules
              * @description Rules that force a specific tier when their keywords match the prompt
@@ -34467,9 +34834,15 @@ export interface components {
              * @default 0.5
              */
             match_threshold: number;
+            /**
+             * Modality Pin Override
+             * @description Let modality_routing replace a kept session-affinity pin on the turns that carry an image. Without this, a session pinned to a text-only model fails every image turn with a provider 400, since the pin is exempt from the modality gate. When enabled, such a turn routes to a capable model for that request only and the stored pin is left untouched, so the next text turn replays the session's own model; the override is reported as cause modality_pin_override and is never itself pinned. Inert unless modality_routing is also enabled.
+             * @default false
+             */
+            modality_pin_override: boolean;
             /**
              * Modality Routing
-             * @description Route image-bearing requests only to models that can accept image input. The classifier reads text alone, so an image request whose text classifies cheap otherwise lands on a text-only model and fails with a provider 400. When enabled, a routed model explicitly declared supports_vision false (deployment model_info or the model cost map; unmapped names stay routable) is replaced by the nearest HIGHER tier holding a capable model, then default_model, else a clear 400. A kept session-affinity pin still wins even when an image arrives.
+             * @description Route image-bearing requests only to models that can accept image input. The classifier reads text alone, so an image request whose text classifies cheap otherwise lands on a text-only model and fails with a provider 400. When enabled, a routed model explicitly declared supports_vision false (deployment model_info or the model cost map; unmapped names stay routable) is replaced by the nearest HIGHER tier holding a capable model, then default_model, else a clear 400. A kept session-affinity pin still wins even when an image arrives, unless modality_pin_override is also enabled.
              * @default false
              */
             modality_routing: boolean;
@@ -34589,6 +34962,12 @@ export interface components {
         } & {
             [key: string]: unknown;
         };
+        /**
+         * RequestType
+         * @description Fixed v0 taxonomy. User-extensible types come in v1.
+         * @enum {string}
+         */
+        RequestType: "code_generation" | "code_understanding" | "technical_design" | "analytical_reasoning" | "writing" | "factual_lookup" | "general";
         /** ResetSpendRequest */
         ResetSpendRequest: {
             /** Reset To */
@@ -34921,6 +35300,27 @@ export interface components {
             /** Value */
             value?: unknown | null;
         };
+        /**
+         * SCIMPlaceholder
+         * @description A user row keyed by a value that names another account by SSO identity or email.
+         */
+        SCIMPlaceholder: {
+            /** Placeholder User Id */
+            placeholder_user_id: string;
+            /** Resolved User Ids */
+            resolved_user_ids: string[];
+            /** Team Ids */
+            team_ids: string[];
+        };
+        /** SCIMPlaceholderMergeResult */
+        SCIMPlaceholderMergeResult: {
+            /** Merged Into User Id */
+            merged_into_user_id: string;
+            /** Placeholder User Id */
+            placeholder_user_id: string;
+            /** Team Ids */
+            team_ids: string[];
+        };
         /** SCIMServiceProviderConfig */
         SCIMServiceProviderConfig: {
             /** Authenticationschemes */
@@ -35645,7 +36045,7 @@ export interface components {
              * Cause
              * @enum {string}
              */
-            cause?: "heuristic_scorer" | "reasoning_override" | "llm_classifier" | "heuristic_first_short_circuit" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "housekeeping" | "modality_escalation" | "session_affinity_pin" | "session_affinity_escalation" | "user_turn_continuation" | "default_fallback" | "keyword" | "quality_tier" | "bandit";
+            cause?: "heuristic_scorer" | "heuristic_v2" | "reasoning_override" | "llm_classifier" | "heuristic_first_short_circuit" | "hybrid_short_circuit" | "classifier_plugin" | "classifier_fallback" | "default_model_fallback" | "literal_keyword_match" | "semantic_keyword_match" | "plan_mode" | "housekeeping" | "modality_escalation" | "modality_pin_override" | "session_affinity_pin" | "session_affinity_escalation" | "user_turn_continuation" | "default_fallback" | "keyword" | "quality_tier" | "bandit";
             /** Classifier Cost */
             classifier_cost?: number;
             /** Classifier Model */
@@ -36408,6 +36808,63 @@ export interface components {
             /** Team Id */
             team_id: string;
         };
+        /** TeamUserSpendResponse */
+        TeamUserSpendResponse: {
+            /** End Date */
+            end_date: string;
+            /** Results */
+            results: components["schemas"]["TeamUserSpendRow"][];
+            /** Start Date */
+            start_date: string;
+        };
+        /** TeamUserSpendRow */
+        TeamUserSpendRow: {
+            /**
+             * Api Requests
+             * @default 0
+             */
+            api_requests: number;
+            /**
+             * Completion Tokens
+             * @default 0
+             */
+            completion_tokens: number;
+            /**
+             * Failed Requests
+             * @default 0
+             */
+            failed_requests: number;
+            /**
+             * Prompt Tokens
+             * @default 0
+             */
+            prompt_tokens: number;
+            /**
+             * Spend
+             * @default 0
+             */
+            spend: number;
+            /**
+             * Successful Requests
+             * @default 0
+             */
+            successful_requests: number;
+            /** Team Alias */
+            team_alias?: string | null;
+            /** Team Id */
+            team_id: string;
+            /**
+             * Total Tokens
+             * @default 0
+             */
+            total_tokens: number;
+            /** User Alias */
+            user_alias?: string | null;
+            /** User Email */
+            user_email?: string | null;
+            /** User Id */
+            user_id: string;
+        };
         /**
          * TestCustomCodeGuardrailRequest
          * @description Request model for testing custom code guardrails.
@@ -36528,6 +36985,33 @@ export interface components {
                 [key: string]: unknown;
             };
         };
+        /** TierCohortStatistic */
+        TierCohortStatistic: {
+            /** Cohort */
+            cohort: string;
+            /** Observations */
+            observations: number;
+            /** Successes */
+            successes: number;
+            /** Tier */
+            tier: number;
+        };
+        /** TierDataset */
+        TierDataset: {
+            /** License */
+            license: string;
+            /** Name */
+            name: string;
+            /** Rows */
+            rows: number;
+            /**
+             * Success Definition
+             * @default quality score meets the dataset success threshold
+             */
+            success_definition: string;
+            /** Url */
+            url: string;
+        };
         /**
          * TierDefinition
          * @description An operator-defined tier: the name the LLM classifier must return and its rubric description.
@@ -36544,6 +37028,25 @@ export interface components {
              */
             name: string;
         };
+        /** TierDomainStatistic */
+        TierDomainStatistic: {
+            /** Observations */
+            observations: number;
+            request_type: components["schemas"]["RequestType"];
+            /** Successes */
+            successes: number;
+            /** Tier */
+            tier: number;
+        };
+        /** TierGlobalStatistic */
+        TierGlobalStatistic: {
+            /** Observations */
+            observations: number;
+            /** Successes */
+            successes: number;
+            /** Tier */
+            tier: number;
+        };
         /**
          * TokenCountDetailsResponse
          * @description Response structure for token count details with modality breakdown.
@@ -36813,6 +37316,57 @@ export interface components {
         } & {
             [key: string]: unknown;
         };
+        /** TrainedTierArtifact */
+        TrainedTierArtifact: {
+            /**
+             * Cohort Prior Mass
+             * @default 20
+             */
+            cohort_prior_mass: number;
+            /**
+             * Cohort Statistics
+             * @default []
+             */
+            cohort_statistics: components["schemas"]["TierCohortStatistic"][];
+            /**
+             * Datasets
+             * @default []
+             */
+            datasets: components["schemas"]["TierDataset"][];
+            /**
+             * Domain Prior Mass
+             * @default 200
+             */
+            domain_prior_mass: number;
+            /**
+             * Domain Statistics
+             * @default []
+             */
+            domain_statistics: components["schemas"]["TierDomainStatistic"][];
+            /** Global Statistics */
+            global_statistics: components["schemas"]["TierGlobalStatistic"][];
+            /**
+             * Routing Threshold
+             * @default 0.75
+             */
+            routing_threshold: number;
+            /**
+             * Schema Version
+             * @default 1
+             * @constant
+             */
+            schema_version: 1;
+            /**
+             * Split Method
+             * @default sha256(prompt): 70% train, 15% validation, 15% test
+             */
+            split_method: string;
+            /**
+             * Success Definition
+             * @default quality score meets the dataset success threshold
+             */
+            success_definition: string;
+        };
         /** TransformRequestBody */
         TransformRequestBody: {
             call_type: components["schemas"]["CallTypes"];
@@ -37394,6 +37948,8 @@ export interface components {
             } | null;
             /** Num Retries */
             num_retries?: number | null;
+            /** Optional Pre Call Checks */
+            optional_pre_call_checks?: ("prompt_caching" | "router_budget_limiting" | "responses_api_deployment_check" | "deployment_affinity" | "session_affinity" | "forward_client_headers_by_model_group" | "enforce_model_rate_limits" | "encrypted_content_affinity")[] | null;
             /** Retry After */
             retry_after?: number | null;
             retry_policy?: components["schemas"]["RetryPolicy"] | null;
@@ -39024,6 +39580,8 @@ export interface components {
             regional_processing_uplift_multiplier_us?: number | null;
             /** Rpm */
             rpm?: number | null;
+            /** Rust */
+            rust?: boolean | null;
             /** S3 Bucket Name */
             s3_bucket_name?: string | null;
             /** S3 Encryption Key Id */
@@ -40528,6 +41086,8 @@ export interface operations {
                 object_team_id?: string | null;
                 /** @description Filter by token (key hash) present in before_value or updated_values JSON (PostgreSQL only) */
                 object_key_hash?: string | null;
+                /** @description Match a row whose id, object_id, changed_by, or changed_by_api_key equals this value */
+                search?: string | null;
                 /** @description Column to sort by (e.g. 'updated_at', 'action', 'table_name') */
                 sort_by?: string | null;
                 /** @description Sort order ('asc' or 'desc') */
@@ -43694,7 +44254,11 @@ export interface operations {
     };
     list_containers_containers_get: {
         parameters: {
-            query?: never;
+            query?: {
+                after?: string | null;
+                limit?: number | null;
+                order?: string | null;
+            };
             header?: never;
             path?: never;
             cookie?: never;
@@ -43710,6 +44274,15 @@ export interface operations {
                     "application/json": unknown;
                 };
             };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
         };
     };
     create_container_containers_post: {
@@ -46558,6 +47131,26 @@ export interface operations {
             };
         };
     };
+    get_mcp_tool_search_settings_get_mcp_tool_search_settings_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["MCPToolSearchSettingsResponse"];
+                };
+            };
+        };
+    };
     get_sso_settings_get_sso_settings_get: {
         parameters: {
             query?: never;
@@ -47294,7 +47887,7 @@ export interface operations {
                 end_date?: string | null;
                 /** @description Group spend by internal team or customer or api_key */
                 group_by?: ("team" | "customer" | "api_key") | null;
-                /** @description View spend for a specific api_key. Example api_key='sk-1234 */
+                /** @description View spend for a specific api_key. Pass the key's sha256 hash so the raw key stays out of URLs and access logs. Example api_key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa' */
                 api_key?: string | null;
                 /** @description View spend for a specific internal_user_id. Example internal_user_id='1234 */
                 internal_user_id?: string | null;
@@ -49167,7 +49760,7 @@ export interface operations {
     info_key_fn_key_info_get: {
         parameters: {
             query?: {
-                /** @description Key in the request parameters */
+                /** @description Key to look up. Pass the key's sha256 hash so the raw key stays out of URLs and access logs. Example key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa' */
                 key?: string | null;
             };
             header?: never;
@@ -49213,6 +49806,8 @@ export interface operations {
                 key_hash?: string | null;
                 /** @description Filter keys by key alias. Exact match by default; set substring_matching=true (admin only) for case-insensitive substring matching. */
                 key_alias?: string | null;
+                /** @description Combined search: matches keys whose token (key hash) equals the value OR whose key_alias contains it (case-insensitive). */
+                search?: string | null;
                 /** @description Return full key object */
                 return_full_object?: boolean;
                 /** @description Include all keys for teams that user is an admin of. */
@@ -49345,7 +49940,7 @@ export interface operations {
                 start_date?: string | null;
                 /** @description Time till which to view spend (YYYY-MM-DD) */
                 end_date?: string | null;
-                /** @description View spend for a specific api_key. Proxy admin only; other callers are scoped to their own key. */
+                /** @description View spend for a specific api_key. Proxy admin only; other callers are scoped to their own key. Pass the key's sha256 hash so the raw key stays out of URLs and access logs. Example api_key='d5345c0ecc68ae6295c69f91926b2bd379e25481a40c34b5884d157a9f65d8fa' */
                 api_key?: string | null;
             };
             header?: never;
@@ -54369,6 +54964,28 @@ export interface operations {
             };
         };
     };
+    get_public_autorouter_presets_public_autorouter_presets_get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": {
+                        [key: string]: components["schemas"]["AutoRouterPresetRecord"];
+                    };
+                };
+            };
+        };
+    };
     get_complexity_scorer_defaults_public_complexity_router_scorer_defaults_get: {
         parameters: {
             query?: never;
@@ -54589,6 +55206,37 @@ export interface operations {
             };
         };
     };
+    public_model_hub_facet_public_v1_model_hub__facet__get: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path: {
+                facet: "providers" | "modes" | "features";
+            };
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["FacetListResponse"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     async_queue_request_queue_chat_completions_post: {
         parameters: {
             query?: {
@@ -55890,6 +56538,70 @@ export interface operations {
             };
         };
     };
+    list_placeholders_scim_v2_placeholders_get: {
+        parameters: {
+            query?: {
+                feature?: string | null;
+            };
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["SCIMPlaceholder"][];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
+    merge_placeholder_scim_v2_placeholders__user_id__merge_post: {
+        parameters: {
+            query?: {
+                feature?: string | null;
+            };
+            header?: never;
+            path: {
+                user_id: string;
+            };
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["SCIMPlaceholderMergeResult"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     search_search_post: {
         parameters: {
             query?: {
@@ -56381,6 +57093,12 @@ export interface operations {
                 sort_order?: string | null;
                 /** @description Exclude LiteLLM internal health check requests from results */
                 exclude_internal_health_checks?: boolean;
+                /** @description Paginate over sessions instead of raw logs: one representative row per session, total counts sessions */
+                group_by_session?: boolean;
+                /** @description Keyset cursor '<last_activity>|<api_key>|<session_key>' from a previous group_by_session page. UI route only, honored when sorting by startTime */
+                session_cursor?: string | null;
+                /** @description Match a log whose request_id, api_key (hash), team_id, user, end_user, session_id, or model_id equals this value. request_id matches across all time; the other columns match inside start_date/end_date, which stay required */
+                search?: string | null;
             };
             header?: never;
             path?: never;
@@ -56493,6 +57211,12 @@ export interface operations {
                 sort_order?: string | null;
                 /** @description Exclude LiteLLM internal health check requests from results */
                 exclude_internal_health_checks?: boolean;
+                /** @description Paginate over sessions instead of raw logs: one representative row per session, total counts sessions */
+                group_by_session?: boolean;
+                /** @description Keyset cursor '<last_activity>|<api_key>|<session_key>' from a previous group_by_session page. UI route only, honored when sorting by startTime */
+                session_cursor?: string | null;
+                /** @description Match a log whose request_id, api_key (hash), team_id, user, end_user, session_id, or model_id equals this value. request_id matches across all time; the other columns match inside start_date/end_date, which stay required */
+                search?: string | null;
             };
             header?: never;
             path?: never;
@@ -57960,6 +58684,39 @@ export interface operations {
             };
         };
     };
+    get_team_spend_by_user_team_spend_by_user_get: {
+        parameters: {
+            query?: {
+                team_ids?: string | null;
+                start_date?: string | null;
+                end_date?: string | null;
+            };
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody?: never;
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["TeamUserSpendResponse"];
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     get_team_spend_report_team_spend_report_get: {
         parameters: {
             query?: {
@@ -58825,6 +59582,41 @@ export interface operations {
             };
         };
     };
+    update_mcp_tool_search_settings_update_mcp_tool_search_settings_patch: {
+        parameters: {
+            query?: never;
+            header?: never;
+            path?: never;
+            cookie?: never;
+        };
+        requestBody: {
+            content: {
+                "application/json": components["schemas"]["MCPToolSearchSettings"];
+            };
+        };
+        responses: {
+            /** @description Successful Response */
+            200: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": {
+                        [key: string]: unknown;
+                    };
+                };
+            };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
+        };
+    };
     update_sso_settings_update_sso_settings_patch: {
         parameters: {
             query?: never;
@@ -59312,6 +60104,8 @@ export interface operations {
                 sso_user_ids?: string | null;
                 /** @description Filter users by partial email match */
                 user_email?: string | null;
+                /** @description Combined search: matches users whose 'user_id' or 'user_email' contains the value (case-insensitive). */
+                search?: string | null;
                 /** @description Filter users by team id */
                 team?: string | null;
                 /** @description Page number */
@@ -60587,7 +61381,11 @@ export interface operations {
     };
     list_containers_v1_containers_get: {
         parameters: {
-            query?: never;
+            query?: {
+                after?: string | null;
+                limit?: number | null;
+                order?: string | null;
+            };
             header?: never;
             path?: never;
             cookie?: never;
@@ -60603,6 +61401,15 @@ export interface operations {
                     "application/json": unknown;
                 };
             };
+            /** @description Validation Error */
+            422: {
+                headers: {
+                    [name: string]: unknown;
+                };
+                content: {
+                    "application/json": components["schemas"]["HTTPValidationError"];
+                };
+            };
         };
     };
     create_container_v1_containers_post: {
@@ -62755,6 +63562,8 @@ export interface operations {
                 key?: string | null;
                 /** @description Filter by key prefix (Redis-style namespace scan). Mutually exclusive with `key`; if both are provided, `key_prefix` wins. */
                 key_prefix?: string | null;
+                /** @description Match entries whose key starts with this value or whose memory_id equals it. Takes precedence over `key_prefix` and `key` when provided. */
+                search?: string | null;
                 page?: number;
                 page_size?: number;
             };
diff --git a/ui/litellm-dashboard/src/utils/modelPermissions.test.ts b/ui/litellm-dashboard/src/utils/modelPermissions.test.ts
index 179a9b7933a..afc2ecd210f 100644
--- a/ui/litellm-dashboard/src/utils/modelPermissions.test.ts
+++ b/ui/litellm-dashboard/src/utils/modelPermissions.test.ts
@@ -1,14 +1,16 @@
 import { describe, expect, it } from "vitest";
 
 import { Team } from "@/components/networking";
-import { canModifyModel, modelCreationScope } from "./modelPermissions";
+import { canCreateModels, canModifyModel, modelCreationScope } from "./modelPermissions";
 
 const teamWhere = (userId: string, role: string, teamId = "team-1"): Team[] =>
   [{ team_id: teamId, members_with_roles: [{ user_id: userId, user_email: "t@test.com", role }] }] as unknown as Team[];
 
-const PROXY_ADMIN = { userRole: "Admin", userID: "u-admin" };
-const TEAM_ADMIN = { userRole: "Internal User", userID: "u-team-admin" };
-const MEMBER = { userRole: "Internal User", userID: "u-member" };
+const PROXY_ADMIN = { userRole: "Admin", userID: "u-admin", isViewOnly: false };
+const TEAM_ADMIN = { userRole: "Internal User", userID: "u-team-admin", isViewOnly: false };
+const MEMBER = { userRole: "Internal User", userID: "u-member", isViewOnly: false };
+// proxy_admin_viewer sessions: effectiveSessionRole masquerades the role as "Admin".
+const VIEW_ONLY_ADMIN = { userRole: "Admin", userID: "u-viewer", isViewOnly: true };
 
 const noLimits = { disabledForInternalUsers: false };
 
@@ -40,9 +42,24 @@ describe("modelCreationScope", () => {
   // an unscoped create from them 403s. Treating them as admins here is what let a form submit
   // a payload the backend always rejected.
   it("does not treat an org admin as able to create unscoped", () => {
-    const orgAdmin = { userRole: "org_admin", userID: "u-org" };
+    const orgAdmin = { userRole: "org_admin", userID: "u-org", isViewOnly: false };
     expect(modelCreationScope(orgAdmin, { teams: teamWhere("u-org", "admin"), ...noLimits })).toBe("team-required");
   });
+
+  // Server-side, POST /model/new 403s the viewer roles, so the "Admin" the masquerade
+  // reports must not read as a proxy admin here.
+  it("forbids a view-only admin session despite the masqueraded Admin role", () => {
+    expect(modelCreationScope(VIEW_ONLY_ADMIN, { teams: [], ...noLimits })).toBe("forbidden");
+    expect(canCreateModels(VIEW_ONLY_ADMIN, { teams: [], ...noLimits })).toBe(false);
+  });
+
+  // _check_proxy_admin_viewer_access (route_checks.py) 403s /model/new on the session role
+  // alone, before the team-scoped carve-out in ModelManagementAuthChecks can run.
+  it("forbids a view-only admin even when they admin a team", () => {
+    expect(modelCreationScope(VIEW_ONLY_ADMIN, { teams: teamWhere("u-viewer", "admin"), ...noLimits })).toBe(
+      "forbidden",
+    );
+  });
 });
 
 describe("canModifyModel", () => {
@@ -80,6 +97,17 @@ describe("canModifyModel", () => {
   });
 
   it("does not treat two absent identities as a match", () => {
-    expect(canModifyModel({ userRole: "Internal User", userID: null }, null, teamRow)).toBe(false);
+    expect(canModifyModel({ userRole: "Internal User", userID: null, isViewOnly: false }, null, teamRow)).toBe(false);
+  });
+
+  // PATCH /model/{id}/update and POST /model/delete 403 the viewer roles like /model/new does.
+  it("refuses a view-only admin session on a DB row", () => {
+    expect(canModifyModel(VIEW_ONLY_ADMIN, null, teamRow)).toBe(false);
+  });
+
+  // The route RBAC blocks /model/update and /model/delete for the viewer role before the
+  // team-scoped carve-out runs, so team-admin membership changes nothing here either.
+  it("refuses a view-only user even when they admin the owning team", () => {
+    expect(canModifyModel(VIEW_ONLY_ADMIN, teamWhere("u-viewer", "admin"), teamRow)).toBe(false);
   });
 });
diff --git a/ui/litellm-dashboard/src/utils/modelPermissions.ts b/ui/litellm-dashboard/src/utils/modelPermissions.ts
index b5914f9d7ea..843d9041026 100644
--- a/ui/litellm-dashboard/src/utils/modelPermissions.ts
+++ b/ui/litellm-dashboard/src/utils/modelPermissions.ts
@@ -3,20 +3,32 @@ import { Team } from "@/components/networking";
 import { isProxyAdminRole, isUserTeamAdminForAnyTeam, isUserTeamAdminForSingleTeam } from "./roles";
 
 /**
- * The dashboard's mirror of ModelManagementAuthChecks in
- * litellm/proxy/management_endpoints/model_management_endpoints.py.
+ * The dashboard's mirror of the two server layers that gate model writes: the role-level
+ * route RBAC (`_check_proxy_admin_viewer_access` in litellm/proxy/auth/route_checks.py),
+ * which 403s /model/new, /model/update, and /model/delete for every view-only session
+ * before the endpoint runs, and ModelManagementAuthChecks in
+ * litellm/proxy/management_endpoints/model_management_endpoints.py behind it.
  *
- * Both questions below are answered there by exactly two inputs: the caller's role, and
- * whether the caller admins the team named in `model_info.team_id`. `created_by` is written
- * at creation and never read by an auth check, so it is deliberately absent here; gating on
- * it hid controls from team admins the API accepts, and showed controls to former team admins
- * the API rejects.
+ * Past that route gate, both questions below are answered by exactly two inputs: the
+ * caller's role, and whether the caller admins the team named in `model_info.team_id`.
+ * `created_by` is written at creation and never read by an auth check, so it is deliberately
+ * absent here; gating on it hid controls from team admins the API accepts, and showed
+ * controls to former team admins the API rejects.
  */
 export interface ModelActor {
   userRole: string | null;
   userID: string | null;
+  /**
+   * From useAuthorized(). A proxy_admin_viewer session masquerades as "Admin" in userRole
+   * (effectiveSessionRole, for read parity), yet every management write 403s it, so the role
+   * alone cannot answer a write question.
+   */
+  isViewOnly: boolean;
 }
 
+const isWritableProxyAdmin = ({ userRole, isViewOnly }: ModelActor): boolean =>
+  !isViewOnly && userRole != null && isProxyAdminRole(userRole);
+
 /** How this actor must scope a deployment they create, or that they may not create one. */
 export type ModelWriteScope = "forbidden" | "unscoped-ok" | "team-required";
 
@@ -33,20 +45,25 @@ const isTeamAdminOf = (teams: Team[] | null, userID: string, teamId: string): bo
 
 /**
  * POST /model/new takes a proxy admin unconditionally, or a team admin whose payload names a
- * team; an unscoped create from anyone else is a 403. Returning the requirement rather than a
- * pair of booleans keeps "may not create" and "may create unscoped" from being confused.
+ * team; an unscoped create from anyone else is a 403. A view-only session is 403d by the
+ * route RBAC on its role alone, so team-admin membership cannot rescue it. Returning the
+ * requirement rather than a pair of booleans keeps "may not create" and "may create
+ * unscoped" from being confused.
  */
 export const modelCreationScope = (
-  { userRole, userID }: ModelActor,
+  actor: ModelActor,
   { teams, disabledForInternalUsers }: ModelCreationLimits,
 ): ModelWriteScope => {
-  if (userRole != null && isProxyAdminRole(userRole)) {
+  if (actor.isViewOnly) {
+    return "forbidden";
+  }
+  if (isWritableProxyAdmin(actor)) {
     return "unscoped-ok";
   }
   if (disabledForInternalUsers) {
     return "forbidden";
   }
-  if (userID != null && isUserTeamAdminForAnyTeam(teams, userID)) {
+  if (actor.userID != null && isUserTeamAdminForAnyTeam(teams, actor.userID)) {
     return "team-required";
   }
   return "forbidden";
@@ -63,18 +80,18 @@ export interface ModelRowOrigin {
 
 /** May this actor edit or delete this specific deployment? */
 export const canModifyModel = (
-  { userRole, userID }: ModelActor,
+  actor: ModelActor,
   teams: Team[] | null,
   { teamId, isDbModel }: ModelRowOrigin,
 ): boolean => {
-  if (!isDbModel) {
+  if (actor.isViewOnly || !isDbModel) {
     return false;
   }
-  if (userRole != null && isProxyAdminRole(userRole)) {
+  if (isWritableProxyAdmin(actor)) {
     return true;
   }
-  if (userID == null || teamId == null) {
+  if (actor.userID == null || teamId == null) {
     return false;
   }
-  return isTeamAdminOf(teams, userID, teamId);
+  return isTeamAdminOf(teams, actor.userID, teamId);
 };
diff --git a/ui/litellm-dashboard/tests/mocks/autoRouterPresets.ts b/ui/litellm-dashboard/tests/mocks/autoRouterPresets.ts
new file mode 100644
index 00000000000..ac6da9bceba
--- /dev/null
+++ b/ui/litellm-dashboard/tests/mocks/autoRouterPresets.ts
@@ -0,0 +1,21 @@
+import { readFileSync } from "fs";
+import { resolve } from "path";
+import { vi } from "vitest";
+import { hydratePresets, type AutoRouterPresetsResponse } from "@/lib/autorouter_presets";
+
+// Derived from the real bundled catalog so a preset edit there flows into test expectations
+// instead of redding on a stale copy. Exported as vi.fn so a test can override the query state.
+const CATALOG_PATH = resolve(__dirname, "../../../../litellm/proxy/public_endpoints/autorouter_presets.json");
+
+export const BUNDLED_PRESETS_RESPONSE = JSON.parse(readFileSync(CATALOG_PATH, "utf8")) as AutoRouterPresetsResponse;
+
+export const BUNDLED_PRESETS = hydratePresets(BUNDLED_PRESETS_RESPONSE);
+
+export const LOADED_PRESETS_QUERY = {
+  data: BUNDLED_PRESETS,
+  isPending: false,
+  isError: false,
+  refetch: vi.fn(),
+};
+
+export const useAutoRouterPresets = vi.fn(() => LOADED_PRESETS_QUERY);
diff --git a/uv.lock b/uv.lock
index 27be919eea1..99d694848f5 100644
--- a/uv.lock
+++ b/uv.lock
@@ -10,7 +10,7 @@ resolution-markers = [
 ]
 
 [options]
-exclude-newer = "2026-08-29T17:58:57.633306Z"
+exclude-newer = "2026-08-31T17:52:45.782441Z"
 exclude-newer-span = "P3D"
 
 [manifest]
@@ -25,7 +25,7 @@ constraints = [
     { name = "packaging", specifier = ">=24.0" },
     { name = "setuptools", specifier = ">=83.0.0" },
     { name = "soupsieve", specifier = ">=2.8.4" },
-    { name = "tornado", specifier = ">=6.5.6" },
+    { name = "tornado", specifier = ">=6.5.8" },
 ]
 overrides = [
     { name = "cryptography", specifier = ">=50.0.0,<51.0" },
@@ -2373,14 +2373,14 @@ wheels = [
 
 [[package]]
 name = "gitpython"
-version = "3.1.58"
+version = "3.1.61"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "gitdb" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/26/d6/5f358ff283325580c2003a6d953aea18cfe10ae87b46f5ebc80fa3a386dc/gitpython-3.1.58.tar.gz", hash = "sha256:621416df10ef3fd0e19fabf9172ddeed0fa704d353d04f194eec56a625a95b22", size = 228498, upload-time = "2026-08-04T15:05:49.47Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/6f/61/3285044215fb596bf093e39ccb96ece0a1076a8ca57a61e069a6a33cdb1b/gitpython-3.1.61.tar.gz", hash = "sha256:f51c24d8c0f733a195447385f5774a5dfe8767f5acfd7994a33755644c6ecc95", size = 231680, upload-time = "2026-08-28T11:01:13.761Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ec/0c/9d8752098bc442f0726e64aa6135940b3a96809915d1aa4206c1bb97881d/gitpython-3.1.58-py3-none-any.whl", hash = "sha256:d331e722577f0fd7fc1f857419b3ecc07af66282b933d2a4d95f84a042fdd50f", size = 220183, upload-time = "2026-08-04T15:05:48.025Z" },
+    { url = "https://files.pythonhosted.org/packages/6f/5e/49cc172da4d0578644ba37cec5cb365b1fefc603b26edea9bcac1c7f830a/gitpython-3.1.61-py3-none-any.whl", hash = "sha256:8ab28c9da863cdd9e7d7694ec46cf3e6c9a12d8a30a1acd3447aec11975d530c", size = 222118, upload-time = "2026-08-28T11:01:12.262Z" },
 ]
 
 [[package]]
@@ -3373,6 +3373,98 @@ wheels = [
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 ]
 
+[[package]]
+name = "hypothesis"
+version = "6.165.10"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version < '3.11'" },
+    { name = "sortedcontainers" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/5c/e2/0fad246d2b6330e1f78479bfc566b5c22be82aee8a865cde9a08f648487d/hypothesis-6.165.10.tar.gz", hash = "sha256:68b45e09834cd80523cb1eb274463073c7a9af4e4ef7cff34d9615f355572d32", size = 503703, upload-time = "2026-08-16T22:56:15.404Z" }
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 ]
 
 [[package]]
diff --git a/whitelisted_bedrock_models.txt b/whitelisted_bedrock_models.txt
index 7e20081988d..8753d7c3c77 100644
--- a/whitelisted_bedrock_models.txt
+++ b/whitelisted_bedrock_models.txt
@@ -217,3 +217,17 @@ bedrock/us-east-1/zai.glm-5
 bedrock/us-west-2/zai.glm-5
 bedrock/us-gov-east-1/anthropic.claude-haiku-4-5-20251001-v1:0
 bedrock/us-gov-west-1/anthropic.claude-haiku-4-5-20251001-v1:0
+bedrock/us-gov-west-1/nvidia.nemotron-nano-3-30b
+bedrock/us-gov-west-1/nvidia.nemotron-nano-12b-v2
+bedrock/us-gov-west-1/nvidia.nemotron-super-3-120b
+bedrock/us-gov-west-1/openai.gpt-oss-20b-1:0
+bedrock/us-gov-west-1/openai.gpt-oss-120b-1:0
+bedrock/us-gov-west-1/anthropic.claude-sonnet-5
+bedrock/us-gov-west-1/anthropic.claude-opus-4-8
+bedrock/us-gov-east-1/nvidia.nemotron-nano-3-30b
+bedrock/us-gov-east-1/nvidia.nemotron-nano-12b-v2
+bedrock/us-gov-east-1/nvidia.nemotron-super-3-120b
+bedrock/us-gov-east-1/openai.gpt-oss-20b-1:0
+bedrock/us-gov-east-1/openai.gpt-oss-120b-1:0
+bedrock/us-gov-east-1/anthropic.claude-sonnet-5
+bedrock/us-gov-east-1/anthropic.claude-opus-4-8